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1<h1 class="sr-only">The Deep View</h1><div class="flex flex-col lg:gap-8 gap-2 mb-8"><section class="w-full lg:border-b border-0 border-[#00000022] pt-4 pb-5"><div class="grid grid-cols-1 lg:grid-cols-12 gap-0"><div class="lg:col-span-3 lg:border-r border-[#00000022] flex flex-col pt-0 order-2 lg:order-1 mt-6 lg:mt-0 pr-4 pl-0 h-full"><div class="flex items-center mb-0"><h2 class="text-[32px] font-instrument-serif text-[#3A66F5]">Latest</h2><span class="text-[12px] text-[#00000080] font-dm-sans whitespace-nowrap ml-auto">Loading...</span></div><div class="flex-1 flex flex-col"><div class="flex flex-col"><div class="py-3 border-b border-[#00000015]"><a class="text-[14px] hover:text-blue-600 transition-colors font-dm-sans text-[#00000080] block mb-1" href="/author/sabrina-ortiz">Sabrina Ortiz</a><a href="/articles/how-students-bear-the-cost-of-ai-s-classroom-push"><h3 class="text-[28px] font-instrument-serif font-normal text-[#000000] leading-[1.2] mb-2 hover:text-blue-600 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398Listen â</button></a></div></div></div></div></div></div><div class="lg:border-b border-0 border-black"><div class="flex gap-4 py-0 lg:py-0 lg:px-0 lg:pb-0 border-0 w-full"><a href="/podcast/12irectoroficrosoftesearchtalksforciencehrisishop"><div class="relative flex-shrink-0"><div class="relative w-[160px] h-[103px] lg:w-[182px] lg:h-[104px]"><img alt="#12: Director of Microsoft Research talks AI for Science - Chris Bishop " loading="lazy" class="w-full h-full object-contain" style="object-fit:contain" srcSet="https://cdn.sanity.io/images/0no9te5e/production/5cee406797a8e4ac087af2a2d8fdd2e2cb86d919-1400x1400.jpg?auto=format&fit=max&q=75&w=340 340w, https://cdn.sanity.io/images/0no9te5e/production/5cee406797a8e4ac087af2a2d8fdd2e2cb86d919-1400x1400.jpg?auto=format&fit=max&q=75&w=680 680w, https://cdn.sanity.io/images/0no9te5e/production/5cee406797a8e4ac087af2a2d8fdd2e2cb86d919-1400x1400.jpg?auto=format&fit=max&q=75&w=1020 1020w, https://cdn.sanity.io/images/0no9te5e/production/5cee406797a8e4ac087af2a2d8fdd2e2cb86d919-1400x1400.jpg?auto=format&fit=max&q=75&w=1360 1360w" src="https://cdn.sanity.io/images/0no9te5e/production/5cee406797a8e4ac087af2a2d8fdd2e2cb86d919-1400x1400.jpg?auto=format&fit=max&q=75&w=680" width="680" height="680"/></div></div></a><div class="flex flex-1 justify-between items-start lg:items-center min-w-0"><div class="flex flex-col lg:gap-1 gap-2 flex-1 min-w-0"><div class="flex flex-wrap items-baseline lg:gap-2 gap-1"><span class="text-xs font-dm-sans text-[#00000080]">2 years ago</span></div><a href="/podcast/12irectoroficrosoftesearchtalksforciencehrisishop"><h3 class="text-[24px] lg:text-2xl font-instrument-serif hover:text-blue-600 transition-colors line-clamp-2 leading-[100%]">#12: Director of Microsoft Research talks AI for Science - Chris Bishop </h3></a><div class="flex flex-col gap-1 text-xs text-gray-600"><div class="flex-shrink-0 self-start lg:self-start"><a href="/podcast/12irectoroficrosoftesearchtalksforciencehrisishop"><button class="bg-secondary-blue text-white px-5 py-1.5 rounded-full lg:text-sm text-xs font-medium transition-colors whitespace-nowrap">Listen â</button></a></div></div></div></div></div></div><div class=""><div class="flex gap-4 py-0 lg:py-0 lg:px-0 lg:pb-0 border-0 w-full"><a href="/podcast/13heclimateimpactofhaoleien"><div class="relative flex-shrink-0"><div class="relative w-[160px] h-[103px] lg:w-[182px] lg:h-[104px]"><img alt="#13: The climate impact of AI - Shaolei Ren" loading="lazy" class="w-full h-full object-contain" style="object-fit:contain" srcSet="https://cdn.sanity.io/images/0no9te5e/production/7297e111c0ac29fbae605b74e67633f2104df476-1400x1400.jpg?auto=format&fit=max&q=75&w=340 340w, https://cdn.sanity.io/images/0no9te5e/production/7297e111c0ac29fbae605b74e67633f2104df476-1400x1400.jpg?auto=format&fit=max&q=75&w=680 680w, https://cdn.sanity.io/images/0no9te5e/production/7297e111c0ac29fbae605b74e67633f2104df476-1400x1400.jpg?auto=format&fit=max&q=75&w=1020 1020w, https://cdn.sanity.io/images/0no9te5e/production/7297e111c0ac29fbae605b74e67633f2104df476-1400x1400.jpg?auto=format&fit=max&q=75&w=1360 1360w" src="https://cdn.sanity.io/images/0no9te5e/production/7297e111c0ac29fbae605b74e67633f2104df476-1400x1400.jpg?auto=format&fit=max&q=75&w=680" width="680" height="680"/></div></div></a><div class="flex flex-1 justify-between items-start lg:items-center min-w-0"><div class="flex flex-col lg:gap-1 gap-2 flex-1 min-w-0"><div class="flex flex-wrap items-baseline lg:gap-2 gap-1"><span class="text-xs font-dm-sans text-[#00000080]">2 years ago</span></div><a href="/podcast/13heclimateimpactofhaoleien"><h3 class="text-[24px] lg:text-2xl font-instrument-serif hover:text-blue-600 transition-colors line-clamp-2 leading-[100%]">#13: The climate impact of AI - Shaolei Ren</h3></a><div class="flex flex-col gap-1 text-xs text-gray-600"><div class="flex-shrink-0 self-start lg:self-start"><a href="/podcast/13heclimateimpactofhaoleien"><button class="bg-secondary-blue text-white px-5 py-1.5 rounded-full lg:text-sm text-xs font-medium transition-colors whitespace-nowrap">
398Listen â</button></a></div></div></div></div></div></div></div></div></div></section><div class="lg:block hidden"><div class="bg-white border-b border-[#00000033] lg:pb-6 pb-4 overflow-hidden"><div class="flex flex-col lg:flex-row"><div class="lg:w-[401px] lg:h-[301px] w-full h-[300px] relative order-1 overflow-hidden"><a href="/articles/openai-bets-big-on-personal-ai-agents-with-openclaw"><img alt="OpenAI bets big on personal AI agents with OpenClaw" loading="lazy" width="320" height="200" decoding="async" data-nimg="1" class="w-full h-full object-contain" style="color:transparent" sizes="(max-width: 768px) 100vw, 320px" srcSet="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F0no9te5e%2Fproduction%2Fd12fdb3dcf51e0a0f74d03a16cc5079f4025f819-1456x816.png&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F0no9te5e%2Fproduction%2Fd12fdb3dcf51e0a0f74d03a16cc5079f4025f819-1456x816.png&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F0no9te5e%2Fproduction%2Fd12fdb3dcf51e0a0f74d03a16cc5079f4025f819-1456x816.png&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F0no9te5e%2Fproduction%2Fd12fdb3dcf51e0a0f74d03a16cc5079f4025f819-1456x816.png&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F0no9te5e%2Fproduction%2Fd12fdb3dcf51e0a0f74d03a16cc5079f4025f819-1456x816.png&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F0no9te5e%2Fproduction%2Fd12fdb3dcf51e0a0f74d03a16cc5079f4025f819-1456x816.png&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F0no9te5e%2Fproduction%2Fd12fdb3dcf51e0a0f74d03a16cc5079f4025f819-1456x816.png&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F0no9te5e%2Fproduction%2Fd12fdb3dcf51e0a0f74d03a16cc5079f4025f819-1456x816.png&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2F0no9te5e%2Fproduction%2Fd12fdb3dcf51e0a0f74d03a16cc5079f4025f819-1456x816.png&w=3840&q=75"/></a></div><div class="flex-1 px-6 lg:p-8 flex flex-col gap-[10px] lg:items-start items-center justify-center order-2 lg:order-1"><p class="text-[32px] font-instrument-serif font-medium text-secondary-blue">Recommended</p><a href="/author/jason-hiner"><p class="text-sm font-dm-sans text-[#00000080] font-normal hover:text-secondary-blue cursor-pointer transition-colors">Jason Hiner</p></a><div><a href="/articles/openai-bets-big-on-personal-ai-agents-with-openclaw"><h2 class="text-2xl lg:text-[45px] font-instrument-serif font-normal lg:text-start text-center text-black leading-tight cursor-pointer">OpenAI bets big on personal AI agents with OpenClaw</h2></a></div><div><p class="text-lg lg:text-xl lg:text-start text-center font-cormorant-garamond !leading-6"></p></div></div></div></div></div><section class="border-b-0 border-[#00000033] py-0"><div class="flex justify-between items-center lg:py-0 pb-6 border-t-0 border-black"><a href="/articles"><h2 class="lg:text-[32px] text-[32px] font-instrument-serif text-secondary-blue capitalize">News</h2></a><a class="lg:text-sm text-xs font-semibold flex items-center gap-1 hover:underline" href="/articles"></a></div><div class="lg:my-6 my-0 border-0"><div><div class="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-4 gap-0 md:gap-y-6 lg:gap-y-0 border-y-0 border-black"><div class=" 399 lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 400 lg:pl-0 401 md:pl-0 402 403 404 lg:border-r lg:border-[#00000033] lg:my-0 my-0 405 md:border-r md:border-[#00000033] 406 border-b border-[#00000033] md:border-b-0 lg:border-b-0 pb-6 md:pb-0 lg:pb-0 407 "><div class="flex flex-col gap-4"><a href="/newsletter/gemini-4-argon-muscles-into-the-frontier-ai-race"><div class="relative w-full h-[171px]"><img alt="Gemini 4 Argon muscles into the frontier AI race" loading="lazy" class="w-full h-full object-cover lg:rou
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435<script>self.__next_f.push([1," in the AI space, the reality is actually quite different. Meta's Muse agent is primarily focused on the consumer space and bringing agents to the masses with its focus on cute interactive avatars and wide publicity across Instagram and Facebook. OpenAI has lessened its focus on consumer AI in 2026 and leaned into enterprises, developers, and power users, and DevDay only doubled down on that strategy. Meta's agent is open to all and has generous token allotments based on Meta's strategy of eventually taking a percentage when you use Muse to sell stuff and make money. OpenAI is only offering its new agent to its highest-tier Pro and Business Premium customers. So OpenAI's focus is on its most-invested AI builders and organizations. And that strategy is supported by all of the other features it released around Dots on Tuesday, from Private Intelligence to GPT-6.1 Sol to its new Ultrafast feature. All of these things are aimed much more at competing with Anthropic for power users than competing with Meta for consumers."])</script>
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435<script>self.__next_f.push([1,"From a purely financial standpoint, the timing makes sense. It's no secret that the real money in AI lies with enterprises paying for organization-wide subscriptions, a playbook Anthropic has executed better than any other company. And with Meta's Muse agents going viral, now is the moment to compete for that audience, especially since Meta's marketing has succeeded by making the product feel accessible to everyone, regardless of AI expertise. I suspect that will appeal strongly to organizations that want assurance that, if they invest heavily, their employees will actually use the tool and get the most out of it. But overlooking the latest red flags around Muse would be short-sighted. Meta has a challenging history of compromising its users' security and privacy, and the new reports only reinforce that reputation. While individual users may be able to overlook it, the risk for enterprises is likely too high, as a single leak could expose trade secrets and cost companies millions or even billions in fines or reputational damage."])</script>
435<script>self.__next_f.push([1,"42:T4e6,"])</script>
435<script>self.__next_f.push([1,"Downloads of the Muse app are currently outpacing the meteoric launch of the ChatGPT iOS app in spring of 2023, but there's one big caveat. Meta runs one of the world's most powerful advertising platforms with Facebook and Instagram and it has been using it to drive massive numbers of downloads. It's smart and tells us a lot of consumers are interested in AI agents, but it doesn't tell us how many of them are actually setting up their own AI agent and starting to use it. OpenAI has shifted away from consumer apps in 2026 to focus on coding and enterprise like rival Anthropic, as both look to drive revenue and business model growth ahead of massive IPOs. Meanwhile, Meta has a treasure chest of revenue from its advertising business that it can use to play the long game on consumer AI. It also has the consumer relationships and the in-house expertise for running consumer brands, and it shows in how friendly it has made Museâby far, the easiest agent to get up and running. The big question, of course, will be trust. Meta will need to convince consumers to trust it with some of their most important and most private data in order for its agent to have the context it needs to be effective. While it's good to see Meta taking steps like the "])</script>
435<script>self.__next_f.push([1,"43:T49a,"])</script>
435<script>self.__next_f.push([1," this week, I tried the Meta Ray-Ban Audio glasses and the new Hearing Enhancement feature (using a pair of ear plugs to simulate partial hearing loss). Both worked very well and I consider them both welcome developments. After using various models of Meta AI glasses over the past two years, the audio features were by far the most used things for me. But I limited how much I used the glasses because of the cameras and not wanting anyone around me to fear I was invading their privacy. Across all of its Ray-Ban, Oakley, and other product lines, Meta has sold around 10 million pairs of its AI glasses over the past few years. I suspect the Meta Ray-Ban Audio glasses could sell more than all of them combined in the coming year. That's primarily because of the lack of cameras but it's also because of the combination of longer battery life, being lighter and more comfortable, and being less expensive. It also helps that Meta's AI has gotten far more useful, with its Muse app going viral among mainstream users and giving people something interesting to do with the glasses. And for those who want all of the same features without having to wear glasses, Meta teased the "])</script>
435<script>self.__next_f.push([1,"44:T418,"])</script>
435<script>self.__next_f.push([1," in the on-device AI race, delivering the chips and devices needed to fuel it, and unsurprisingly, more manufacturers want a slice of that pie. Google's Chromebook rebrand as \"Googlebook\" is its attempt at doing just that. The biggest draw, I think, will be for Android users who can now seamlessly hand off between their phones and laptops, a feature Apple users have enjoyed for years between iPhones and Macs. The Gemini pull will be a tougher sell, though, since Mac users can already access some of the best AI features available in Google's suite of tools. Competing will be especially difficult as Nvidia's RTX Spark chipsets power a new generation of laptops from many of the same manufacturers, including Acer, Asus, Dell, and Lenovo. Another critical factor is that this marks Google's first real entry into Apple's turf of premium devices, whereas Apple has already found early momentum entering Google's turf with the budget-friendly MacBook Neo that targets the space formerly owned by Chromebooks and budget-friendly Windows machines."])</script>
435<script>self.__next_f.push([1,"45:T5d8,"])</script>
435<script>self.__next_f.push([1,"On-device AI is expected to be one of the most important AI trends of the next year, for all three of the reasons I mentioned above: cost, performance, and privacy. While the past year has been about agents and AI getting a lot more useful, the result has been an explosion of token use and skyrocketing costs. One CTO I spoke with recently said that for each engineer her company is spending 1.5x their total compensation in token costs. That could quickly net out to $15,000 to $20,000 per month. A maxed out Mac Studio costs $18,299, so it's easy to see where it could pay for itself pretty quickly. But beyond those extreme use cases for AI builders, on-device AI has excellent potential to become a much bigger part of the future beyond just saving money. As the AI models and harnesses get smarter and more capable, there are more things they could do to be useful every day. For example, I'd love to use them to run a workflow every 10 minutes scanning specific sites and dropping updates into a Slack channel, but that job burns through too many tokens using today's cloud-based AI. I'd also love to use AI to scan my home security cameras and my health data and ping me when there are important updates or anomalies, but that's highly sensitive data that I wouldn't trust to send to any of today's leading AI providers. On-device AI can solve those problems and a lot more like them, and Apple's new desktop Macs remain the friendliest and the most powerful ways to take advantage of it."])</script>
435<script>self.__next_f.push([1,"46:T4b4,"])</script>
435<script>self.__next_f.push([1,"It makes sense for Salesforce to invest heavily in expanding Slack's footprint and upgrading its AI capabilities. It remains one of the world's most popular workplace apps, and unlike many of the other widely used business apps, users tend to like it. But moving a system of record (SoR) like Salesforce into Slack and upgrading Slack's AI capabilities to interrogate systems with queries and tasks points to a bigger shift. SaaS and software companies are no longer trying to excel with the best apps and interfaces, but are creating safe, secure, low-friction ways for people and organizations to get more out of the data, intelligence, and best practices embedded in their company's most valuable assets (and often difficult to surface). From an employee perspective, using the Slack app they already use every day as an on-ramp to safe AI could be a welcome development compared to context-switching to ChatGPT, Claude, Copilot, or other AI apps. The implementation details will matter a lot, of course. But if Slackbot can do model routing to save token costs and play to the strengths of different models and evolve into one of the most capable agent harnesses on the market, it could be a win-win."])</script>
435<script>self.__next_f.push([1,"47:T41c,"])</script>
435<script>self.__next_f.push([1," and has seen these summaries typically promoted as AI features, I'm pleased that Apple is not marketing the Apple Watch features as part of Apple Intelligence, but is instead presenting them as useful updates. There are also many more features that I wasn't able to cover in this article, given its length, such as the redesigned Health app and the Health Age feature coming in late 2026. Despite the added features, battery life remains unaffected, thanks to the new S11 chipset. Apple still claims up to 24 hours of battery life, and I found that to be accurate. Charging is super efficient, going from a dead battery to nearly 30% in just ten minutes. When looking for an ideal AI wearable, the things you always want to improve are the data you receive, how quickly you can make sense of it, and battery life. By optimizing its own silicon and the latest machine learning models, Apple has been able to deliver on all three so far. The new Audio Intelligence features could challenge that, so we can't wait to start testing at the end of the year."])</script>
435<script>self.__next_f.push([1,"48:T492,"])</script>
435<script>self.__next_f.push([1,"The US and Chinese governments have bristled against the calls from OpenAI and Anthropic to regulate AI. Why would they be against AI companies wanting to place more control in the hands of governments? Several reasonsâsome sensible and others less altruistic. First, they have legitimate concerns about \"regulatory capture,\" where these AI companies counsel governments on how to set up the rules around AI governance in ways that will protect their leadership position in the market. Second, the governments are concerned that OpenAI and Anthropic simply want governments to slow down their competitors while the two market leaders take a pause to figure out how to deal with the over-powered AI models they've created. But there's also a sense that the governments don't want to take on the responsibility for creating proper guidelines for AI and then get blamed if things go badly. That's another reason why we need higher quality dialogue so that consensus can emerge to help inform the next steps for the industry and society. That could give both governments and companies more confidence to move forward in ways that are better aligned with broader sentiment."])</script>
435<script>self.__next_f.push([1,"49:T645,"])</script>
435<script>self.__next_f.push([1,"Not everyone will look at a foldable and see their phone of the future. For years, I've been testing foldable phones and landing on one conclusion: they felt like a solution looking for a problem. But that changed over the past year. Last summer, I tried the Samsung Fold 7 and was blown away by how impossibly thin the hardware was and how it was essentially a normal phone when closed and an iPad Mini when opened. This year's Google Pixel 11 Pro Fold was similar, only it had better software that made it a lot more useful for AI enthusiasts. The iPhone Duo is another big step forward for foldables, and it suddenly brings the future of the smartphone much more clearly into focus. The Duo reminds us that everything is better on a bigger screen: running chatbots, monitoring agents, typing, opening documents, looking at photos, watching videos, being in virtual meetings, everything. And if the current phone you have in your pocket could be both an iPhone and an iPad, most people would probably want thatâespecially if they didn't have to pay a huge premium to get it. So, just as the Samsung Galaxy Note and the iPhone 6 Plus, were specialty products when they were first released, and then nearly every phone looked like them 3-5 years later, I think every phone looks like the Galaxy Fold 8 and the iPhone Duo 3-5 years from now. The Duo starts at $1,999 today and won't be released until October 23, so I wouldn't necessarily recommend buying one today (it doesn't even have the best iPhone camera system yet). But keep your eye on it as it improves and drops in price in the next few years."])</script>
435<script>self.__next_f.push([1,"4a:T400,"])</script>
435<script>self.__next_f.push([1,"Apple is playing the long game with AI features, not necessarily marketing anything as an \"AI device,\" but baking in features that will make a difference in users' everyday lives. It supports this with powerful chipsets that enable the features already announced at WWDC as part of iOS 27 and the other new OS-es, while also future-proofing the devices for future integrations. In the AI wearable realm, Apple may not have released AirPods with cameras, but the new Apple Watch lineup helps fill that void, since it's something people wear every day and now unlocks AI features exclusive to that device. Apple is also doing this in a distinctly Apple way, prioritizing user privacy. While it would have been easy for the Apple Watch to do what other AI wearables like the Plaud AI pin do (simply record and transcribe conversations), Apple chose not to and prioritized privacy instead. Though, I must admit, the Live Rewind and Siri Recap features do push the boundary and user perception will be super interesting to watch."])</script>
435<script>self.__next_f.push([1,"4b:T46e,"])</script>
435<script>self.__next_f.push([1,"OpenAI, Anthropic, and others have long talked about controllability, observability, and preparedness. However, the two rivals are also locked in a perpetual quest to one-up each other, creating powerful AI that can claim the crown of being state-of-the-art. But if we are already losing our ability to understand these models' inner thoughts, what's in store for us when they have 10x the capabilities that they do now? An inability to monitor the models risks being the first step towards an inability to control them. \"I don't think anyone is prepared for a continued increase in machine intelligence at the current pace,\" Pachocki told The Deep View. \"I think it's something we need to treat with extreme urgency, and we need to find ways to slow down AI development, to introduce safety gates, [and] to coordinate between labs but also between nations⦠[For] the preparedness framework, I think we have to evolve that to really also be about development, because currently it's very focused on deployment. In the future, I would like to involve third-party organizations more deeply into our development process.\" In June, the "])</script>
435<script>self.__next_f.push([1,"4c:T427,"])</script>
435<script>self.__next_f.push([1,"Why would OpenAI release a more expensive model at a time when all of the major players in the ecosystem (including OpenAI) have been driving down token costs? OpenAI has now put itself into a position where the market expects it to constantly release something bigger and better than before to be worth that trillion-dollar price tag. And while OpenAI's mission is to democratize intelligence, even showing users in the briefing the model's computer-use capability to order food, book tennis courts and sell furniture, with its price point and power, the reality is that Astra is not meant for everyone. It is best suited to handle the most powerful and critical tasks that organizations have to offer. Embedding itself within those workloads with increasingly powerful models like Astra could make its AI a foundational part of some of the most important work that's being done within enterprises. That makes it vitally important that it gets safety and security right. And after the Hugging Face incident, there will be an even greater microscope on the model."])</script>
435<script>self.__next_f.push([1,"22:[\"$\",\"$L3f\",null,{\"initialData\":[{\"_id\":\"0f9141ef-5cc0-4f44-860a-2c8197507065\",\"authors\":[{\"_id\":\"a1426962-18d0-4181-8ee9-1a4eafcf851a\",\"firstName\":\"Sabrina\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Ortiz\",\"picture\":{\"_type\":\"image\",\"alt\":\"Sabrina Ortiz\",\"asset\":{\"_ref\":\"image-63ba8d4e1a0cf2df9a23424e373b06d91293a858-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"sabrina-ortiz\"}}],\"category\":[{\"_id\":\"9674d1de-af23-4518-a75f-38bb55d3f06f\",\"title\":\"Consumer\"}],\"content\":null,\"content1\":[{\"_key\":\"eb7fa101e4c8\",\"_type\":\"block\",\"children\":[{\"_key\":\"fd2671bf611c\",\"_type\":\"span\",\"marks\":[],\"text\":\"At best, AI can help students better understand materials through conversational prompts and answers, acting like a digital tutor. At worst, it can cause a dependence on AI that inhibits students' thinking.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e744f0f2289a\",\"_type\":\"block\",\"children\":[{\"_key\":\"7e124be86283\",\"_type\":\"span\",\"marks\":[],\"text\":\"The \"},{\"_key\":\"f8171f47ab45\",\"_type\":\"span\",\"marks\":[\"3287b6ea8936\"],\"text\":\"Wall Street Journal\"},{\"_key\":\"b7c601c4db71\",\"_type\":\"span\",\"marks\":[],\"text\":\" spoke to more than 60 teachers, school officials, parents, children and clinicians and found the latter is more prevalent. For instance, an eighth-grader interviewed in the report started using AI for all his assignments, and when it came time to take exams, he said it was hard to think without AI. And this is not an isolated incident:\"}],\"markDefs\":[{\"_key\":\"3287b6ea8936\",\"_type\":\"link\",\"href\":\"https://www.wsj.com/tech/ai/google-ai-gemini-education-schools-1ec0972a#comments_sector\"}],\"style\":\"normal\"},{\"_key\":\"84ff2a6f9d69\",\"_type\":\"block\",\"children\":[{\"_key\":\"d541baed07bf\",\"_type\":\"span\",\"marks\":[],\"text\":\"The world's largest comparative education survey, the \"},{\"_key\":\"801585fa04bb\",\"_type\":\"span\",\"marks\":[\"a9ce8310de72\"],\"text\":\"2025 Program for International Student Assessment\"},{\"_key\":\"209f53453346\",\"_type\":\"span\",\"marks\":[],\"text\":\" (PISA), found that the overall performance of OECD countries (an organization with 38 member countries, mostly high-income democracies) declined, with the lowest average levels ever observed in science, reading, and mathematics.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[{\"_key\":\"a9ce8310de72\",\"_type\":\"link\",\"href\":\"https://www.oecd.org/en/publications/2026/09/pisa-2025-results-volume-i_5265bfb1.html\"}],\"style\":\"normal\"},{\"_key\":\"12b62aa0d7e8\",\"_type\":\"block\",\"children\":[{\"_key\":\"30f7ea0bcbc5\",\"_type\":\"span\",\"marks\":[],\"text\":\"The same \"},{\"_key\":\"896240fc76c2\",\"_type\":\"span\",\"marks\":[\"b55ef5984356\"],\"text\":\"report\"},{\"_key\":\"b99390f3904f\",\"_type\":\"span\",\"marks\":[],\"text\":\" found that students who reported using AI for schoolwork scored an average of 20 points lower than those who did not, equivalent to being about one year of schooling behind their peers.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[{\"_key\":\"b55ef5984356\",\"_type\":\"link\",\"href\":\"https://www.oecd.org/en/publications/2026/09/pisa-2025-results-volume-i_5265bfb1.html\"}],\"style\":\"normal\"},{\"_key\":\"c6c4318047c0\",\"_type\":\"block\",\"children\":[{\"_key\":\"1a6c520fb987\",\"_type\":\"span\",\"marks\":[],\"text\":\"A \"},{\"_key\":\"6c7dc237bad7\",\"_type\":\"span\",\"marks\":[\"4ca6c473319f\"],\"text\":\"Brookings study\"},{\"_key\":\"860d7978d10e\",\"_type\":\"span\",\"marks\":[],\"text\":\" of more than 500 students and educators across 50 countries found that the risks of AI in the classroom outweigh its benefits.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[{\"_key\":\"4ca6c473319f\",\"_type\":\"link\",\"href\":\"https://www.brookings.edu/wp-content/uploads/2026/01/A-New-Direction-for-Students-in-an-AI-World-FULL-REPORT.pdf\"}
435],\"style\":\"normal\"},{\"_key\":\"5b52ce7d599b\",\"_type\":\"block\",\"children\":[{\"_key\":\"1e025e6f6449\",\"_type\":\"span\",\"marks\":[\"71726a2b485b\"],\"text\":\"MIT Lab research\"},{\"_key\":\"961664fac44c\",\"_type\":\"span\",\"marks\":[],\"text\":\" on the neural and behavioral consequences of LLM-assisted essay writing found that LLM users consistently underperformed across neural, linguistic, and behavioral measures.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[{\"_key\":\"71726a2b485b\",\"_type\":\"link\",\"href\":\"https://www.media.mit.edu/publications/your-brain-on-chatgpt/\"}],\"style\":\"normal\"},{\"_key\":\"d571900b1b52\",\"_type\":\"block\",\"children\":[{\"_key\":\"3eab244e3414\",\"_type\":\"span\",\"marks\":[],\"text\":\"The report then focuses on Google's role in providing these tools to students, claiming, \\\"No tech giant has been more aggressive in putting AI in front of schoolchildren than Google,\\\" noting several instances of bullish marketing.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3b0b50dcb0f1\",\"_type\":\"block\",\"children\":[{\"_key\":\"fcd18ef5363f\",\"_type\":\"span\",\"marks\":[],\"text\":\"For instance, it notes that Google leverages its pre-existing presence in public education, serving over 170 million students and teachers worldwide through school software partnerships and also has a stronghold in the space through its Chromebooks, which it can use as a direct launchpad for its AI tools. Google also recruits superintendents and administrators into a yearlong fellowship program, co-sponsored by the venture-capital firm GSV, which includes a visit to Google's Chicago offices.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"d366c7225860\",\"_type\":\"block\",\"children\":[{\"_key\":\"3cae1f645779\",\"_type\":\"span\",\"marks\":[],\"text\":\"Google Search AI features, such as AI overviews and AI mode, cannot be disabled through administrative controls given by Google to partner school districts, making Gemini effectively inescapable. Beyond academics, as the report dives into, overreliance at formative ages can impact mental health and interpersonal relationships.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"c308e506ed2f\",\"_type\":\"block\",\"children\":[{\"_key\":\"7fb59bea459d\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"c48c5dee5b09\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"1f3688bbe4b6\",\"_type\":\"block\",\"children\":[{\"_key\":\"6e707fd34722\",\"_type\":\"span\",\"marks\":[],\"text\":\"Because I've covered AI since ChatGPT launched, I'm often asked to speak about it. Recently, I was invited to address a class of graduate students in an MA journalism program. I was one featured guest in a broader lecture on how to use NotebookLM, Google's AI research tool. The session ended with an anonymous poll asking students what they thought about AI in the classroom, and every response was negative. Some questioned whether the school was being courted by Google. Others simply refused to dull their skills and critical thinking. It made something painfully clear to me: students who remember life before AI are increasingly aware that it's being pushed on them, and many are resisting. However, students who never knew a \\\"before\\\" won't have that reference point, and they'll grow up desensitized to using AI for schoolwork, to its risks, and to the interests behind the push to put these tools in their hands.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"8eb25d0768e2\",\"_type\":\"block\",\"children\":[{\"_key\":\"e103c1eb3729\",\"_type\":\"span\",\"marks\":[],\"text\":\"\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-0f981184e5bb6f2c00c29adceb3cea991279636b-1456x816-png\",\"_type\":\"reference\"}},\"date\":\"2026-10-01T22:17:20.311Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"how-students-bear-the-cost-of-ai-s-classroom-push\",\"status\":\"published\",\"t
435itle\":\"How students bear the cost of AI's classroom push\",\"total\":725},{\"_id\":\"28eea230-b6f9-467e-9aa5-d8d46ca8e505\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}}],\"category\":[{\"_id\":\"a241c932-de04-490c-97aa-8f6d02bd3a07\",\"title\":\"Policy\"}],\"content\":null,\"content1\":[{\"_key\":\"2dd96a4fd9be\",\"_type\":\"block\",\"children\":[{\"_key\":\"6f3a36c05f70\",\"_type\":\"span\",\"marks\":[],\"text\":\"With agents performing an ever-increasing number of actions on behalf of humans, the looming question remains: Who is responsible for their mistakes?\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"44574225c94f\",\"_type\":\"block\",\"children\":[{\"_key\":\"d20b5624d6ae\",\"_type\":\"span\",\"marks\":[],\"text\":\"A new lawsuit may provide the first answer to that question. On Tuesday, a public interest law group called Legal Advocates for Safe Science and Technology, or LASST sued OpenAI over its infamous breach of Hugging Face.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"0138f0ffc0a8\",\"_type\":\"block\",\"children\":[{\"_key\":\"de140223cd46\",\"_type\":\"span\",\"marks\":[],\"text\":\"The lawsuit seeks a court order to prevent OpenAI agents from having access to third-party computer systems without permission, as well as to prohibit the lab from employing unsafe development practices that \\\"threaten serious public harm,\\\" the organization said in its \"},{\"_key\":\"bd4f4f44fdbf\",\"_type\":\"span\",\"marks\":[\"1334c55b8aa8\"],\"text\":\"press release\"},{\"_key\":\"84e027557ee5\",\"_type\":\"span\",\"marks\":[],\"text\":\".\"}],\"markDefs\":[{\"_key\":\"1334c55b8aa8\",\"_type\":\"link\",\"href\":\"https://www.businesswire.com/news/home/20260929036558/en/Public-Interest-Law-Nonprofit-LASST-Sues-OpenAI-Over-Autonomous-AI-Agent-Hacks\"}],\"style\":\"normal\"},{\"_key\":\"d8195ba26ba5\",\"_type\":\"block\",\"children\":[{\"_key\":\"5f524c4d6fe2\",\"_type\":\"span\",\"marks\":[],\"text\":\"The lawsuit alleges that OpenAI violated the California Comprehensive Computer Data Access and Fraud Act, which protects the state's businesses, organizations and individuals from unauthorized computer access, data theft and system damage. This act also claims that it is not a valid defense for AI companies to say that their models acted autonomously.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e78dc9b53317\",\"_type\":\"block\",\"children\":[{\"_key\":\"8127bc27960b\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"AI companies are building agents that act autonomously making decisions, taking actions, accessing systems, without human direction at every step. California law is very clear: companies cannot escape responsibility for what their agents do,â Tyler Whitmer, founder and CEO of LASST, said in a statement.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"02263c9a023a\",\"_type\":\"block\",\"children\":[{\"_key\":\"b06e91010c6a\",\"_type\":\"span\",\"marks\":[],\"text\":\"And this lawsuit isn't the only sign that the question of responsibility is becoming more pressing. On Wednesday, the \"},{\"_key\":\"e54668a0bf8d\",\"_type\":\"span\",\"marks\":[\"6b2a7b45a239\"],\"text\":\"US Federal Trade Commission\"},{\"_key\":\"0c74e6573bb4\",\"_type\":\"span\",\"marks\":[],\"text\":\" confirmed that it opened an investigation into OpenAI, Anthropic and other AI labs to examine whether their technology poses danger to consumers. According to \"},{\"_key\":\"c677fe339204\",\"_type\":\"span\",\"marks\":[\"8d55367419bf\"],\"text\":\"The New York Post\"},{\"_key\":\"92452aebbc26\",\"_type\":\"span\",\"marks\":[],\"text\":\", the agency launched the investigation prior to the Hugging Face incident, \"},{\"_key\":\"a536023feed9\",\"_type\":\"span\",\"marks\":[\"f878da44cacf\"],\"text\":\"FTC Chairman Andrew Ferguson\"},{\"_key\":\"1a5d54bd7f3c\",\"_type\":\"span\",\"marks\":[],\"text\":\" said at a Reuters event last week that AI developers should be liable for the actions of their agents, rather than treating them as independent actors.\"}],\"markDefs\":[{\"_key\":\"6b2a7b45a239\",\"_type\":\"link\",\"href\":\"https://apnews.com/article/ftc-ai-investigation-anthropic-openai-89ac416717adbfb1d72f2d85e6ce83d1\"},{\"_key\":\"8d55367419bf\",\"_type\":\"link\",\"href\":\"https://nypost.com/2026/09/30/us-news/ftc-opens-sweeping-probe-of-anthropic-openai-and-other-super-intelligence-models/?utm_source=thedeepview\u0026utm_medium=newsletter\u0026utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\"},{\"_key\":\"f878da44cacf\",\"_type\":\"link\",\"href\":\"https://www.reuters.com/business/ftc-ch
435air-pushes-back-treating-ai-agents-independent-actors-2026-09-25/\"}],\"style\":\"normal\"},{\"_key\":\"b1b3ec630f2e\",\"_type\":\"block\",\"children\":[{\"_key\":\"aeedbef906f2\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"If someone tells a tool to do something, and the tool does it, I don't think we would say, 'Oh, what do we do about the tool?'\\\" Ferguson said.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"ff7fc0a910f0\",\"_type\":\"block\",\"children\":[{\"_key\":\"cab6d5ab4b55\",\"_type\":\"span\",\"marks\":[],\"text\":\"OpenAI has largely taken responsibility for its breach of Hugging Face, even going so far as to publish a \"},{\"_key\":\"71f340342484\",\"_type\":\"span\",\"marks\":[\"8e32026f58eb\"],\"text\":\"post-mortem analysis\"},{\"_key\":\"78cbc3461e9e\",\"_type\":\"span\",\"marks\":[],\"text\":\" of the incident in the weeks that followed. And it should be noted that there is somewhat similar precedent for this case, such as \"},{\"_key\":\"acbf80fdc124\",\"_type\":\"span\",\"marks\":[\"0f2079ec65e8\"],\"text\":\"Amazon suing Perplexity\"},{\"_key\":\"56872bad69d2\",\"_type\":\"span\",\"marks\":[],\"text\":\" for its Comet assistant accessing Amazon's site against its will. However, the lawsuit represents a landmark case in which, despite OpenAI's researchers having no intention to hack into Hugging Face, the company could be held responsible for the unintended actions of its agents.\"}],\"markDefs\":[{\"_key\":\"8e32026f58eb\",\"_type\":\"link\",\"href\":\"https://openai.com/index/hugging-face-incident-and-the-road-ahead/'\"},{\"_key\":\"0f2079ec65e8\",\"_type\":\"link\",\"href\":\"https://docs.justia.com/cases/federal/district-courts/california/candce/3%3A2025cv09514/459191/81\"}],\"style\":\"normal\"},{\"_key\":\"492334de9810\",\"_type\":\"block\",\"children\":[{\"_key\":\"a3182f391568\",\"_type\":\"span\",\"marks\":[],\"text\":\"OpenAI did not respond to request for comment from The Deep View in time for publication.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"9762fd45f231\",\"_type\":\"block\",\"children\":[{\"_key\":\"cccacfe221fc\",\"_type\":\"span\",\"marks\":[],\"text\":\"Additionally, Hugging Face's breach is just one example of many that have emerged in recent months spanning businesses, government organizations and several major model labs. It's why preventing these incidents has become a massive topic of conversation, with tons of companies developing harnesses and safeguards. However, with an increased amount of enterprises facing the risk of shadow agents, the risks are not only growing larger, but are becoming sneakier.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"1e59a0604046\",\"_type\":\"block\",\"children\":[{\"_key\":\"d34488756b65\",\"_type\":\"span\",\"marks\":[],\"text\":\"Ryan Toben, chief customer officer of security firm RSA, which recently \"},{\"_key\":\"bb50ee10ea07\",\"_type\":\"span\",\"marks\":[\"12f4daf0c2f3\"],\"text\":\"released RSA Agent ID\"},{\"_key\":\"1c12531f457d\",\"_type\":\"span\",\"marks\":[],\"text\":\" to address this issue in highly regulated enterprise settings, told The Deep View that, while the person who built the agent is ideally responsible for its actions, the reality isn't as clean cut. \\\"If the person who built it is a more junior person, then (their superior) would be responsible,\\\" he said.\"}],\"markDefs\":[{\"_key\":\"12f4daf0c2f3\",\"_type\":\"link\",\"href\":\"https://www.rsa.com/news/press-releases/rsa-agent-id/\"}],\"style\":\"normal\"},{\"_key\":\"a4a9e115ec4a\",\"_type\":\"block\",\"children\":[{\"_key\":\"0671f6a6439e\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"They can act and they can make decisions in ways that a well-intentioned person never thought of,\\\" said Toben.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"01cf4cb3cbc3\",\"_type\":\"block\",\"children\":[{\"_key\":\"bbb77f3f5cac\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"aea9a2d40e38\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"60b2d673672c\",\"_type\":\"block\",\"children\":[{\"_key\":\"d2dd69919b57\",\"_type\":\"span\",\"marks\":[],\"text\":\"Though the OpenAI-Hugging Face incident seems like it has a clear responsible party, the question of who should be held accountable for the actions of agents is far from clear. For instance, what happens in the event that a non-technical person deploys an agent, backed by a major model lab, that causes unintended consequences, such as \"},{\"_key\":\"7e968d4f910e\",\"_type\":\"span\",\"marks\":[\"76e123512ffe\"],\"text\":\"cancelling another person's gym reservation\"},{\"_key\":\"f6a218ec3182\",\"_type\":\"span\",\"marks\":[],\"text\":\" or \"},{\"_key\":\"f106fe3f0c57\",\"_type\":\"span\",\"marks\":[\"70d5e717dd93\"],\"text\":\"sharing an address with a stranger\"},{\"_key\":\"7ff5eddfe08a\",\"_type\":\"span\",\"marks\":[],\"text\":\"? The more powerful these models get, the more capable they are going to be to complete their objectives. And given that the goal of things like Meta's Muse and OpenAI's Dots are to get agentic intelligence in the hands of more people, it's possible for unintended actions to become more severe. 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I was wrong.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"74b12524fa6a\",\"_type\":\"block\",\"children\":[{\"_key\":\"f02a29d66e6c\",\"_type\":\"span\",\"marks\":[],\"text\":\"As a member of the press, I was given access to the specs for the new devices ahead of the event and was surprised to see no mention of AI. Rather, the updates to the all-new Kindle, Kindle Paperwhite, and Kindle Colorsoft focused on improvements to the existing product, such as making them thinner and lighter, adding a seamless edge-to-edge display that eliminates the raised border, or having books open up to 30 percent faster.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"1012ccb9ae70\",\"_type\":\"block\",\"children\":[{\"_key\":\"fc29bf7c63ca\",\"_type\":\"span\",\"marks\":[],\"text\":\"As I scrolled through my social feeds the next morning, I saw endless content on the new colorful Kindles, which now come in fun, bright colorways like Ube and Seaglass Green. Media sentiment and comments reflected that the new Kindles delivered on two fronts: they addressed users' most common complaints and continued to give people a break from the connected world.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"8ab006cbe7f4\",\"_type\":\"block\",\"children\":[{\"_key\":\"25edec9d4003\",\"_type\":\"span\",\"marks\":[],\"text\":\"The opening paragraph of the Amazon blog acknowledges its users' desire to be offline, saying, \\\"Kindle has seen double-digit growth globally for three consecutive years with more than 720 billion pages read in 2025 alone. With notifications, texts, and emails competing for our attention, distraction-free reading isnât slowing downâitâs accelerating.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"b0f4b7261383\",\"_type\":\"block\",\"children\":[{\"_key\":\"5eb487e48778\",\"_type\":\"span\",\"marks\":[],\"text\":\"In today's day and age, not including any AI is itself a decision about AI, as many companies feel pressure to hop on the AI bandwagon, even when it involves disregarding the product's core mission or what the audience wants. Kudos to Amazon for not falling into the trap, despite having the technology to do it.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"c940b10fdb47\",\"_type\":\"block\",\"children\":[{\"_key\":\"bbbcca85c7dc\",\"_type\":\"span\",\"marks\":[],\"text\":\"All that said, many Amazon Echo users would likely welcome an AI update to that popular product line, and if and when it arrives this fall, we'll certainly cover it.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"7c21f2c7fc41\",\"_type\":\"block\",\"children\":[{\"_key\":\"8a5786f2f38f\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"da1e6c1f3f3d\",\"_type\":\"block\",\"children\":[{\"_key\":\"59b8195c2c5e\",\"_type\":\"span\",\"marks\":[],\"text\":\"I have written about \"},{\"_key\":\"4b583fa2e465\",\"_type\":\"span\",\"marks\":[\"0b906b01deee\"],\"text\":\"AI encroaching on creativity\"},{\"_key\":\"6bdf71f80e7d\",\"_type\":\"span\",\"marks\":[],\"text\":\", and that is especially felt in the literary space. It is increasingly difficult to distinguish text online written by AI versus what's written by humans. As a result, for people like me who enjoy quality reads from humans, Kindle is often seen as a safe haven to curl up with classic literature or a book by a respected author who would never outsource their writing to AI. I can't imagine having that experience tainted by AI features that could introduce unnecessary friction. That's a major reason I insist on using physical copies of books. The Kindle has gained a loyal user base because it is the closest at mimicking the experience of having a book in hand without the additional frills. And in a world where AI slop is proliferating, it is refreshing to see tech that solves a practical problem, like making reading more portable and convenient, without watering down the experience with unnecessary AI features.\"}],\"markDefs\":[{\"_key\":\"0b906b01deee\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/ai-should-replace-the-scaffold-not-the-artist\"}
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435anse of what AI can do, but you should, of course, expect us to do a mass market version, bringing it to billions of people.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"fc6750487d8c\",\"_type\":\"block\",\"children\":[{\"_key\":\"3894c2705b53\",\"_type\":\"span\",\"marks\":[],\"text\":\"Limited access also keeps the number of people who could be impacted lower, and for whatever incidents do occur, OpenAI can collect feedback before releasing it to a wider subset of people, which is also a more responsible course of action. Another example of OpenAI showing restraint was it not releasing the next iteration of its most advanced model, Astra GPT-6.1 in efforts to, presumably, prioritize safety.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"30c41d8760e2\",\"_type\":\"block\",\"children\":[{\"_key\":\"11d32880eede\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"ed429e842155\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"491760574363\",\"_type\":\"block\",\"children\":[{\"_key\":\"f0209305eaa2\",\"_type\":\"span\",\"marks\":[],\"text\":\"Using these agentic features requires handing off a lot of personal data and running the risk of the agents taking unauthorized action. As a result, although equal access to AI tools is important, especially to not widen the wealth gap further, it's crucial that the people accessing powerful AI tools have proper amounts of AI literacy, and, if a user is paying for a Pro plan, I think it is fair to assume they use AI often enough to justify that cost. Another thing that makes this strategy stand out is that OpenAI has spent the past few months loudly calling for AI safety measures, but posts and pledges only go so far. 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Could it also give defenders the upper hand?\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"966f647ea87c\",\"_type\":\"block\",\"children\":[{\"_key\":\"0c08221eeecb\",\"_type\":\"span\",\"marks\":[],\"text\":\"In this episode of The Deep View Conversations, we sat down with Adam Meyers, CrowdStrike's head of counter adversary operations, at Fal.Con 2026 to explore how AI is changing the balance of power between attackers and defenders.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3ee45871ad8d\",\"_type\":\"youtube\",\"url\":\"https://youtu.be/k4rWHHIHb8k\"},{\"_key\":\"6749f19f474d\",\"_type\":\"block\",\"children\":[{\"_key\":\"48bbc4fc92ff\",\"_type\":\"span\",\"marks\":[],\"text\":\"Meyers explains why he believes security teams can now match the speed and scale of their adversaries, how CrowdStrike is training offensive and defensive AI models against each other, and why the harness that guides an AI model can matter just as much as the model itself. He shares how changing that harness helped CrowdStrike reduce false positives in its vulnerability research without changing the underlying model, and how cyberdefenders are uniting to assist one another.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"a1c8241d0e76\",\"_type\":\"block\",\"children\":[{\"_key\":\"dfcc966b1150\",\"_type\":\"span\",\"marks\":[],\"text\":\"The conversation also goes inside the \"},{\"_key\":\"58cc490be472\",\"_type\":\"span\",\"marks\":[\"72f9d751a582\"],\"text\":\"live disruption of the Sality botnet\"},{\"_key\":\"63db3a598243\",\"_type\":\"span\",\"marks\":[],\"text\":\", explores how nation-state attackers are using agents that learn from their mistakes in seconds, and examines why powerful AI systems need clear boundaries as they pursue their goals.\"}],\"markDefs\":[{\"_key\":\"72f9d751a582\",\"_type\":\"link\",\"href\":\"https://www.justice.gov/usao-cdca/pr/sality-malware-disrupted-international-cyber-takedown\"}],\"style\":\"normal\"},{\"_key\":\"5be86fdbc8c3\",\"_type\":\"block\",\"children\":[{\"_key\":\"e74a62e01f87\",\"_type\":\"span\",\"marks\":[],\"text\":\"Topics covered:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"078137077e2a\",\"_type\":\"block\",\"children\":[{\"_key\":\"cfa97593faa0\",\"_type\":\"span\",\"marks\":[],\"text\":\"⢠Why AI could change the defender's dilemma\\n⢠How CrowdStrike and its partners disrupted a botnet that had operated for more than two decades\\n⢠Training red team and blue team models based on Nvidia's Nemotron models and CrowdStrike's security data\\n⢠Why AI harnesses are critical to reducing hallucinations and false positives\\n⢠How AI attacks are compressing the time organizations have to patch vulnerabilities\\n⢠What the Hugging Face incident raises about goal-seeking agents and guardrails\\n⢠Why local, open-weight models matter to both attackers and defenders\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e88a368fe72e\",\"_type\":\"block\",\"children\":[{\"_key\":\"2e2d40bce1f1\",\"_type\":\"span\",\"marks\":[],\"text\":\"If you're trying to understand what AI means for cybersecurity, how to put agents to work safely, or where specialized models can make a difference, this conversation offers a view from someone tracking the adversaries firsthand.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"db7f9aeb9866\",\"_type\":\"block\",\"children\":[{\"_key\":\"0837b80226bc\",\"_type\":\"span\",\"marks\":[],\"text\":\"ðº \"},{\"_key\":\"10abf9c0d505\",\"_type\":\"span\",\"marks\":[\"0182e09df6a0\"],\"text\":\"Watch on YouTube\"},{\"_key\":\"2164a2faa663\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\nð§ \"},{\"_key\":\"2da5e0aa13a9\",\"_type\":\"span\",\"marks\":[\"e9958d50dac5\"],\"text\":\"Listen in your favorite podcast player\"}],\"markDefs\":[{\"_key\":\"0182e09df6a0\",\"_type\":\"link\",\"href\":\"https://youtu.be/k4rWHHIHb8
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Like most AI products, Dots gets to know the user over time and becomes more helpful. It can also proactively look for ways to help, such as using information from your connected apps to provide useful updates about them. Although these sound like capabilities OpenAI has already delivered, the company describes Dots as feeling different from Codex or ChatGPT, highlighting its proactive capabilities and the range of what it can do. Ultimately, we'll be able to see for ourselves.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"c86df096ea81\",\"_type\":\"block\",\"children\":[{\"_key\":\"7877258657ce\",\"_type\":\"span\",\"marks\":[],\"text\":\"While using its most advanced model is more costly, it makes sense that the company is willing to pay the price as GPT-6 Astra is also the most aligned. With the Dots needing access to a significant amount of a user's information, security is of the utmost importance. This is evidenced by the launch of Muse, which has now been under scrutiny for the potential risks of sharing information with others. To build on this idea of safety, which users are likely to be most concerned about, OpenAI says it has built in additional precautions.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"304af3e16dea\",\"_type\":\"block\",\"children\":[{\"_key\":\"16080af62609\",\"_type\":\"span\",\"marks\":[],\"text\":\"For instance, users can set Custom Rules that tell it exactly what it's allowed to do on its own, what it needs to ask permission for, and what it cannot do. To perform sensitive actions, such as changing a password or deleting data, users must give explicit permission. Dots from ChatGPT Business, Enterprise, or Edu workspaces are not used to improve OpenAI's models by default. On personal ChatGPT plans, it seems users have to take an extra step to turn it off.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"99a61ad88a5c\",\"_type\":\"block\",\"children\":[{\"_key\":\"06f9f4266eba\",\"_type\":\"span\",\"marks\":[],\"text\":\"At launch, users can start with one Dot, with the plan being that teams of Dots will be working on users' behalf in the future. The feature will be available in ChatGPT on the web, mobile, and desktop starting today for Pro and Business Premium users across all supported ChatGPT regions.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"d8abbbe5f5cb\",\"_type\":\"block\",\"children\":[{\"_key\":\"2d7be58e2fe8\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"4466cbdf2d32\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"3fc81c7a3a0d\",\"_type\":\"block\",\"children\":[{\"_key\":\"c38e02455e0e\",\"_type\":\"span\",\"marks\":[],\"text\":\"The chance to test a more proactive, capable AI agent is exciting, but this release arrives at an interesting moment. Meta brought agents to the mainstream with Muse, whose approachable design draws in even beginners. Still, many people, myself included, are wary of handing Meta their data, and on that front OpenAI has the edge. My bigger concern is rogue agents. OpenAI points to its guardrails, but agents that go rogue tend to slip past those very safeguards, and it's unclear how the company will win people's trust on that front. Starting with power users, however, is a smart move: it limits the fallout if something goes wrong and gives OpenAI room to learn and iterate. 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435are that runs the agents to the hardware that powers their work, and even the robotic systems that take physical action in the real world. This is enabled by bringing together Nvidia OpenShell and Sentry:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"dd793e0078cc\",\"_type\":\"block\",\"children\":[{\"_key\":\"e79843b935b7\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"NVIDIA OpenShell:\"},{\"_key\":\"37529aee192c\",\"_type\":\"span\",\"marks\":[],\"text\":\" the software that sets boundaries for how agents running on CPUs execute tasks across both open and closed models. It shouldn't compromise speed or delivery.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"235048e84646\",\"_type\":\"block\",\"children\":[{\"_key\":\"87628f63255c\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"NVIDIA Sentry\"},{\"_key\":\"e0f6f07195e9\",\"_type\":\"span\",\"marks\":[],\"text\":\": Monitors agents' behavior, providing in-silicon security enforcement that can stop and quarantine an agent attempting to move outside its boundary within milliseconds.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3b1b0432f4c8\",\"_type\":\"block\",\"children\":[{\"_key\":\"aa1bf424db78\",\"_type\":\"span\",\"marks\":[],\"text\":\"CNBC reports that in a call, Nvidia told reporters that this could have prevented \"},{\"_key\":\"02fb574dc4f9\",\"_type\":\"span\",\"marks\":[\"76a4247cce0d\"],\"text\":\"OpenAI's Hugging Face incident in July\"},{\"_key\":\"e9d03961c30d\",\"_type\":\"span\",\"marks\":[],\"text\":\", in which an agent, driven by a combination of OpenAI models, compromised Hugging Face's infrastructure. Since then, there have been many other similar instances reported, including the first known \"},{\"_key\":\"330c0ca21de0\",\"_type\":\"span\",\"marks\":[\"60946da3826f\"],\"text\":\"AI-attempted hack of a government entity\"},{\"_key\":\"a4f9b02204b9\",\"_type\":\"span\",\"marks\":[],\"text\":\".\"}],\"markDefs\":[{\"_key\":\"76a4247cce0d\",\"_type\":\"link\",\"href\":\"https://openai.com/index/hugging-face-incident-and-the-road-ahead/\"},{\"_key\":\"60946da3826f\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/how-rogue-ai-created-an-international-incident\"}],\"style\":\"normal\"},{\"_key\":\"d9face31bfc1\",\"_type\":\"block\",\"children\":[{\"_key\":\"0526931f5e3c\",\"_type\":\"span\",\"marks\":[],\"text\":\"In addition to the partnerships mentioned above, Anthropic and Nvidia took their collaboration a step further by developing Claude Managed Agents, which run the agent loop on a separate, sealed-off server from the sandboxes where the work takes place. Nvidia's OpenShell software and BlueField chips let enterprises set strict rules about what the AI can access inside that workspace.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"11510efc2878\",\"_type\":\"block\",\"children\":[{\"_key\":\"09872e389671\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"9d10d26491d4\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"bba2b7d0d247\",\"_type\":\"block\",\"children\":[{\"_key\":\"6f14b5a9c82b\",\"_type\":\"span\",\"marks\":[],\"text\":\"The most interesting point is that, as Jensen Huang noted in his post on X, this isn't meant to be a single product but an ecosystem. Up until now, Nvidia hasn't positioned itself as a leading voice on AI governance, as Anthropic, OpenAI, and Google have been trying to do. But in its role as self-appointed steward of the current AI boom, this looks like a clear step in that direction and shows that it's concerned the safety narrative could derail AI progress. Through this release, Nvidia acknowledges the same risks others have raised and offers its own path forward. This release also continues to highlight how AI companies are being left to build safety measures on their own, since there's no overseeing body to set and enforce them.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"02a28b0f43d8\",\"_type\":\"block\",\"children\":[{\"_key\":\"cd8e9682def8\",\"_type\":\"span\",\"marks\":[],\"text\":\"\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-58e1d64becb5c3cb89b2b6276468a3e9ca6f9895-1672x941-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-28T22:44:24.039Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"nvidia-is-pitching-itself
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Notably, however, Anthropic says that Sonnet 5.5 needs far fewer tokens to do the same amount of work as previous models, costing up to 30% less for most tasks.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"208027a19c26\",\"_type\":\"block\",\"children\":[{\"_key\":\"8ccd84d20940\",\"_type\":\"span\",\"marks\":[],\"text\":\"On the surface, Sonnet 5.5 costs the same as its previous generation, sitting at $2 per million input tokens and $10 per million output tokens, as well as 20 cents per million cache reads. 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Sol and Opus are considered the same class of model, while Sonnet is in the same class as OpenAI's mid-tier Terra model.\"}],\"markDefs\":[{\"_key\":\"17ea3219b578\",\"_type\":\"link\",\"href\":\"https://openai.com/index/introducing-gpt-6-sol-and-luna/\"},{\"_key\":\"7d2d4ee9d8d8\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/opus-5-5-makes-frontier-ai-cheaper-and-safer\"}],\"style\":\"normal\"},{\"_key\":\"9325cd3fabb5\",\"_type\":\"block\",\"children\":[{\"_key\":\"5d0e76c752bf\",\"_type\":\"span\",\"marks\":[],\"text\":\"Sonnet performs strongest in everyday tasks, such as fixing bugs and creating documents, slides and spreadsheets. Compared to the previous generation of Sonnet, Anthropic said Sonnet 5.5 offers a number of improvements:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"bd5e167480a1\",\"_type\":\"block\",\"children\":[{\"_key\":\"ce5940a566b1\",\"_type\":\"span\",\"marks\":[],\"text\":\"The model sweeps Sonnet 5 across the board in all benchmarks, including agentic coding, knowledge work, computer use and multidisciplinary reasoning. Though it sits just below Opus 5.5's scores in almost every benchmark, Sonnet 5.5 scored higher than both Sonnet 5 and Opus 5.5 on the Terminal-Bench 4.0 benchmark for agentic coding.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"4891b4baa849\",\"_type\":\"block\",\"children\":[{\"_key\":\"d5bf70e6df80\",\"_type\":\"span\",\"marks\":[],\"text\":\"Anthropic says the model writes more clearly than previous iterations, making it a better partner for collaborative work, and is faster on less complex tasks.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e4a389391eba\",\"_type\":\"block\",\"children\":[{\"_key\":\"e5772afcb2d4\",\"_type\":\"span\",\"marks\":[],\"text\":\"Sonnet 5.5 improves or meets Sonnet 5 on most measures for alignment in Anthropic's automated behavioral audit, the company said.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"ae8e789586a7\",\"_type\":\"block\",\"children\":[{\"_key\":\"42f3e41e66ae\",\"_type\":\"span\",\"marks\":[],\"text\":\"Sonnet 5.5's cyber capabilities are comparable to those of Opus 5, making it the first of the Sonnet series to have the same cyber safeguards as its most capable models. In addition to cybersecurity safeguards, Sonnet 5.5 is built with guardrails against the harmful queries for biology.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e290badfd4d6\",\"_type\":\"block\",\"children\":[{\"_key\":\"5f537b23dd8c\",\"_type\":\"span\",\"marks\":[],\"text\":\"Additionally, Sonnet 5.5 is built to prevent model distillation attacks, launching with \\\"safety classifiers\\\" that prevent reasoning extraction and \\\"preserved thinking\\\" that prevents the model's reasoning from being \\\"decoupled from the account that created it.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"f50130204206\",\"_type\":\"block\",\"children\":[{\"_key\":\"0ff37582ae7f\",\"_type\":\"span\",\"marks\":[],\"text\":\"Claude Sonnet 5.5 is available on all platforms, and with no data retention. Anthropic also reported that it will be releasing a 5.5 version of Claude Haiku, the lightest and lowest-cost model series it offers, in the coming weeks.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"20c7e304b603\",\"_type\":\"block\",\"children\":[{\"_key\":\"7ea0b8d417f8\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"6eae942b564d\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"fbd36a4b3040\",\"_type\":\"block\",\"children\":[{\"_key\":\"d17ea350dc98\",\"_type\":\"span\",\"marks\":[],\"text\":\"OpenAI and Anthropic have read the room on enterprise cost cutting. They are now competing heavily on price, pushing the boundaries on just how cheap they can serve up intelligence while leapfrogging each other on performance. The problem that the labs face, however, is that they are relying on conventional model architecture to try and drive down the efficiency curve. Meanwhile, neolabs may present a threat to that strategy, as companies like \"},{\"_key\":\"3d3de3060980\",\"_type\":\"span\",\"marks\":[\"c8d7a008cf09\"],\"text\":\"Jev-maker Typesafe\"},{\"_key\":\"076fd0863ed0\",\"_type\":\"span\",\"marks\":[],\"text\":\" and \"},{\"_key\":\"eed6a498ef42\",\"_type\":\"span\",\"marks\":[\"632eec70146e\"],\"text\":\"Pathway\"},{\"_key\":\"9fb393de4d44\",\"_type\":\"span\",\"marks\":[],\"text\":\" gain traction as they look towards a future beyond traditional LLMs that can provide comparable performance at a fraction of the cost.\"}],\"markDefs\":[{\"_key\":\"c8d7a008cf09\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/jev-puts-frontier-ai-price-premium-under-pressure\"},{\"_key\":\"632eec70146e\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/pathway-breakthrough-challenges-ai-economics\"}],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-900745a9d1ae83296f
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43513.5% of knowledge workers are displaced, and only 5.2% are able to find new work, leaving 8.3% unemployed.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[{\"_key\":\"00712142b9e5\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/anthropic-s-rsi-warning-contrasts-with-ipo-filing\"}],\"style\":\"normal\"},{\"_key\":\"d0c4a950f851\",\"_type\":\"block\",\"children\":[{\"_key\":\"10c4b9739645\",\"_type\":\"span\",\"marks\":[],\"text\":\"However, there may be a few hitches in the more extreme scenarios that Anthropic laid out, Julius Probst, senior economist at recruitment marketing firm Appcast, told The Deep View. For one, these scenarios assume that all of the GDP value that AI is generating will be consumed. But in the most extreme scenario, if we are heading towards a labor market facing wide-scale unemployment and a great deal of concentrated wealth, \\\"that is probably a bad assumption,\\\" said Probst. Many consumers would not be able to afford to buy things, meaning that the GDP won't actually surge.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"6d17796dbbcd\",\"_type\":\"block\",\"children\":[{\"_key\":\"b926cc94ce22\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"Wealth inequality will soar, but these people will not buy additional cars or additional houses,\\\" said Probst. \\\"There's only so many more houses a billionaire can have.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"920cedd69349\",\"_type\":\"block\",\"children\":[{\"_key\":\"f172c49b831a\",\"_type\":\"span\",\"marks\":[],\"text\":\"The other hitch is that the model largely lumps together all knowledge workers into one bucket. The reality is that, while knowledge workers will be broadly impacted, many companies are still seeking senior, more skilled workers whose roles can be complemented by AI, said Probst. But even that won't be sustainable for long, he said, as many of those senior workers will retire and companies will realize they need to invest in junior talent again. \\\"I don't think this situation can persist for another three to five years. At some point in time, companies will realize we need to hire junior people again.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3d10349d921f\",\"_type\":\"block\",\"children\":[{\"_key\":\"dfa6538e5670\",\"_type\":\"span\",\"marks\":[],\"text\":\"And given that a large portion of the labor force is involved in physical work that can't be supplanted by AI, of the three scenarios Anthropic painted, the most likely is the modest one, he said. \\\"AI growth is really showing up in two sectors only, and that is the tech sector and professional business services.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"d20a2b94ea6d\",\"_type\":\"block\",\"children\":[{\"_key\":\"51b6974b237e\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"4accf7bf81c3\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"3cb75dc1c6ff\",\"_type\":\"block\",\"children\":[{\"_key\":\"38f3b4324e5b\",\"_type\":\"span\",\"marks\":[],\"text\":\"There has long been a narrative being pushed by AI stakeholders that the tech is inevitable, and that every worker needs to get on board or be left behind. Anthropic's economic scenarios, especially the most extreme, support that narrative. If you are not able to keep up with AI skills, you could end up one of the 8.3% of knowledge workers that Anthropic predicts will be unable to cross over into a new job by 2030. But there are important caveats to remember in this forecast. The first is that the companies parroting the idea that AI is going to upend our economy and every worker needs to hop on board has a clear incentive to get as many people to adopt its technology as possible. And the second is that the future is not decided. Anthropic, to its credit, notes this in its research. However, in order to prevent the worst outcomes of AI, we need to prepare our economy and workforce for AI now, and stop believing the narrative that AI transformation, and the havoc it can wreak, are inevitable.\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-4efdc68c98d0748ebc5720609a5db5ab77122bcb-1456x816-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-27T20:25:30.829Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"why-an-ai-fueled-jobs-crisis-is-not-inevitable\",\"status\":\"published\",\"t
435itle\":\"Why an AI-fueled jobs crisis is not inevitable\",\"total\":725},{\"_id\":\"2aac0fe3-1b73-4f85-b29a-b3b868d41dc6\",\"authors\":[{\"_id\":\"a1426962-18d0-4181-8ee9-1a4eafcf851a\",\"firstName\":\"Sabrina\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Ortiz\",\"picture\":{\"_type\":\"image\",\"alt\":\"Sabrina Ortiz\",\"asset\":{\"_ref\":\"image-63ba8d4e1a0cf2df9a23424e373b06d91293a858-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"sabrina-ortiz\"}}],\"category\":[{\"_id\":\"686e7c4f-f081-4876-b33e-0b95f110cd20\",\"title\":\"Hardware\"}],\"content\":null,\"content1\":[{\"_key\":\"6636aa435120\",\"_type\":\"block\",\"children\":[{\"_key\":\"7d95c1bf3cea\",\"_type\":\"span\",\"marks\":[],\"text\":\"During Qualcomm's Snapdragon Summit, one number made me snap my head up: support for 30-billion-parameter Mixture-of-Experts (MoE) AI models running locally on mobile devices.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"6e111392b4b0\",\"_type\":\"block\",\"children\":[{\"_key\":\"5a7307a4a85e\",\"_type\":\"span\",\"marks\":[],\"text\":\"Qualcomm claims its most advanced chipset yet, the Snapdragon 8 Elite Extreme Gen 6, can pull this off. For context, the largest on-device model I'd seen on a phone was around 4 billion parameters, running on top-tier chips like Apple's A20 Pro. To see how a more than sevenfold jump is possible, it helps to understand how an MoE model works, because it's different from a traditional, or dense, model.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"129a9790c7f8\",\"_type\":\"block\",\"children\":[{\"_key\":\"445ba7809d8e\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"Very smart AI architects here have moved to this mixture of expert models, so you can get something that's sort of equivalent in kind of capability from a single dense model into actually what's composed of multiple small models,\\\" Chris Patrick, SVP and General Manager of Handsets at Qualcomm, told The Deep View.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"14fe92b72b68\",\"_type\":\"block\",\"children\":[{\"_key\":\"d3ef48f37a48\",\"_type\":\"span\",\"marks\":[],\"text\":\"Qualcomm goes a step further by storing some of those experts in flash storage rather than keeping them all in RAM at once. As Patrick put it, \\\"the memory furniture on a phone\\\" isn't big enough to hold 30 billion parameters. Instead, the system predicts which expert it will need for the next token or action, loads it into memory, runs it, and then swaps it out for the next one.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"f6489bf91329\",\"_type\":\"block\",\"children\":[{\"_key\":\"9920813c76a0\",\"_type\":\"span\",\"marks\":[],\"text\":\"This isn't to say dense models are obsolete. Smaller 4-billion-parameter models are already capable of a lot, from answering questions and summarizing documents to understanding images and carrying out tasks within apps, and their speed and efficiency make them ideal for everyday requests. But when a task calls for more advanced reasoning, users can now tap into far larger models than a phone's hardware would otherwise allow.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"0215ec202385\",\"_type\":\"block\",\"children\":[{\"_key\":\"9782e87c4380\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"In the end, it is trying to approximate what you'd have for a single big dense model that might require 32GB of RAM on the phone,\\\" added Patrick. (Today's top-end phones typically have 12GB to 16GB of RAM.)\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"b2e53e7b18ee\",\"_type\":\"block\",\"children\":[{\"_key\":\"6812bbf1a0c8\",\"_type\":\"span\",\"marks\":[],\"text\":\"So can any model be run in the mixture of expert architecture? Not quite. The model itself has to be built in that specific format, but the good news is that MoE now underpins many of today's most capable open models, from DeepSeek's V4 series and Moonshot AI's Kimi K2.6 to Alibaba's Qwen3.6-35B-A3B, which, at 35 billion total parameters with only about 3 billion active at a time, is close to the scale Qualcomm says its new chip can handle. Google has also explicitly disclosed its use of MoE architectures, and it's worth noting that proprietary frontier models from OpenAI and Anthropic are widely believed to use MoE-style architectures, but they generally don't disclose architectural details.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"13e3391a710c\",\"_type\":\"block\",\"children\":[{\"_key\":\"e0848fdd4004\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"8f44deaffd56\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"677947c1da52\",\"_type\":\"block\",\"children\":[{\"_key\":\"9403fda788ec\",\"_type\":\"span\",\"marks\":[],\"text\":\"Raw intelligence is no longer the bottleneck. Models keep getting more capable as more is demanded of them, especially with the rise of agentic AI. The real challenge, as noted above, is running these models on the devices we carry every day, like smartphones, smartwatches, and eventually smart glasses, which are the devices that will truly bring the vision of personal AI to life. That's why the industry is pursuing so many ways to make models not just smaller but more efficient, from model routing, which has surged in popularity, to domain-specific models built for particular tasks. MoE feels like a natural evolution of both: a single model made up of specialized experts, activated only when needed, that together deliver the capability of a much larger model.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"494c94e74f93\",\"_type\":\"block\",\"children\":[{\"_key\":\"bd5996c31ffb\",\"_type\":\"span\",\"marks\":[\"strong\",\"em\"],\"text\":\"Disclaimer\"},{\"_key\":\"352dc8cef9d3\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\": Sabrina Ortiz's travel to Snapdragon Summit was paid for by Qualcomm. The Deep View's coverage is editorially independent from the companies we cover.\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-f1d85163b9e12e3925ddb5b66182a15115075db5-1672x941-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-27T20:08:34.983Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"next-year-s-devices-get-7x-ai-boost-from-new-chip\",\"status\":\"published\",\"t
435itle\":\"Next year's devices get 7x AI boost from new chip\",\"total\":725},{\"_id\":\"cc4e350c-347b-4332-9177-c1e5e45b43a9\",\"authors\":[{\"_id\":\"a1426962-18d0-4181-8ee9-1a4eafcf851a\",\"firstName\":\"Sabrina\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Ortiz\",\"picture\":{\"_type\":\"image\",\"alt\":\"Sabrina Ortiz\",\"asset\":{\"_ref\":\"image-63ba8d4e1a0cf2df9a23424e373b06d91293a858-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"sabrina-ortiz\"}}],\"category\":[{\"_id\":\"9674d1de-af23-4518-a75f-38bb55d3f06f\",\"title\":\"Consumer\"}],\"content\":null,\"content1\":[{\"_key\":\"a52cf5c168c9\",\"_type\":\"block\",\"children\":[{\"_key\":\"510df46038a9\",\"_type\":\"span\",\"marks\":[],\"text\":\"Nearly every smartphone launched in the past year features agentic AI capabilities, offering users an early look at what a fully agentic smartphone future could do for them. Of course, the tech powering it is driven by the chipsets.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"71ad52f6ce6a\",\"_type\":\"block\",\"children\":[{\"_key\":\"5bcee88f0eb2\",\"_type\":\"span\",\"marks\":[],\"text\":\"In this episode of The Deep View Conversations, we talked with Vinesh Sukumar, Qualcomm's VP of AI at the Snapdragon Summit, the company's annual conference where it launches its latest processors. This year, the launch included the mobile platforms Snapdragon 8 Elite Extreme Gen 6 for phones and Snapdragon Sound Elite Gen 2 for wearables.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"8720ded7a450\",\"_type\":\"youtube\",\"url\":\"https://youtu.be/YXvw9Gw41Xg\"},{\"_key\":\"03caf1742938\",\"_type\":\"block\",\"children\":[{\"_key\":\"9adece2e8ac3\",\"_type\":\"span\",\"marks\":[],\"text\":\"Vinesh discussed how the chipsets came to be, including the special considerations made during their design such as improving connectivity, on-device support for large models, longer battery life, and other features crucial to smoothly running agentic AI applications. We also discussed what the future of a truly agentic AI phone looks like and what's been holding it back.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"58db092eee7c\",\"_type\":\"block\",\"children\":[{\"_key\":\"b6c8e394f987\",\"_type\":\"span\",\"marks\":[],\"text\":\"Topics covered:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"ec7c19defbb9\",\"_type\":\"block\",\"children\":[{\"_key\":\"c2d3b7283138\",\"_type\":\"span\",\"marks\":[],\"text\":\"⢠What an ideal agentic smartphone experience would look like\\n⢠The demands agentic AI models make of mobile chipsets\\n⢠The obstacles to agentic solutions becoming a game changer\\n⢠The crawl, run, walk phases of agentic solutions, and where we are now\\n⢠The role of other smart devices in creating agentic experiences\\n⢠How support for a 30 billion MoE on-device model was made possible\\n⢠Qualcomm's role in working with partners to bring AI experiences to life\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"d7061cca3696\",\"_type\":\"block\",\"children\":[{\"_key\":\"f72aca29ea0d\",\"_type\":\"span\",\"marks\":[],\"text\":\"If you want to learn more about how the latest chipsets will change the future of Android flagship devices in the next year, including new AI experiences, this conversation will give you a clear idea.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"8faa34199c07\",\"_type\":\"block\",\"children\":[{\"_key\":\"9d4848ec5b63\",\"_type\":\"span\",\"marks\":[],\"text\":\"ðº \"},{\"_key\":\"a671e1a9c0e1\",\"_type\":\"span\",\"marks\":[\"5573e0d1d1e1\"],\"text\":\"Watch on YouTube\"},{\"_key\":\"faa158d5c2ef\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\nð§ \"},{\"_key\":\"226829fbbc7e\",\"_type\":\"span\",\"marks\":[\"7b47e503c022\"],\"text\":\"Listen in your favorite podcast player\"}],\"markDefs\":[{\"_key\":\"5573e0d1d1e1\",\"_type\":\"link\",\"href\":\"https://youtu.be/YXvw9Gw41Xg\"},{\"_key\":\"7b47e503c022\",\"_type\":\"link\",\"href\":\"https://tdv.transistor.fm/episodes/why-your-phone-still-isnt-the-ultimate-ai-assistant\"}
435],\"style\":\"normal\"},{\"_key\":\"4c49948d6f21\",\"_type\":\"block\",\"children\":[{\"_key\":\"179b5c630305\",\"_type\":\"span\",\"marks\":[\"62ae2b1fb781\"],\"text\":\"Subscribe to Deep View Conversations\"},{\"_key\":\"d818a1dea183\",\"_type\":\"span\",\"marks\":[],\"text\":\" for interviews with the leaders shaping the future of AI, business, and technology.\"}],\"markDefs\":[{\"_key\":\"62ae2b1fb781\",\"_type\":\"link\",\"href\":\"https://tdv.transistor.fm/\"}],\"style\":\"normal\"},{\"_key\":\"afedcaf8a5cd\",\"_type\":\"block\",\"children\":[{\"_key\":\"3d4a6de90fdf\",\"_type\":\"span\",\"marks\":[\"strong\",\"em\"],\"text\":\"Disclaimer\"},{\"_key\":\"56e934527e49\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\": Sabrina Ortiz's travel to Snapdragon Summit was paid for by Qualcomm. The Deep View's coverage is editorially independent from the companies we cover.\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-7f1f5fd2be027262ebe506690963d7b4e44e81ba-1672x941-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-27T19:00:00.000Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"why-your-phone-still-isn-t-a-great-ai-assistant\",\"status\":\"published\",\"title\":\"Why your phone still isn't a great AI assistant \",\"total\":725},{\"_id\":\"28d3afa8-28b9-4669-9d5c-07b384380aee\",\"authors\":[{\"_id\":\"ea7e7609-877b-42bb-80b4-56a45f47463e\",\"firstName\":\"Jason\",\"jobTitle\":\"Editor-in-Chief\",\"lastName\":\"Hiner\",\"picture\":{\"_type\":\"image\",\"alt\":\"Jason Hiner\",\"asset\":{\"_ref\":\"image-c487970248047096f9b58705c2ceeb85f66d24e0-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"jason-hiner\"}}],\"category\":[{\"_id\":\"62d2beac-b54c-44f4-9171-9658c45ec769\",\"title\":\"Governance\"}],\"content\":null,\"content1\":[{\"_key\":\"b818820df430\",\"_type\":\"block\",\"children\":[{\"_key\":\"06093cd60035\",\"_type\":\"span\",\"marks\":[],\"text\":\"AI is accelerating familiar cybersecurity threats, but according to CrowdStrike's chief product officer AJ Shipley, speed and scale are only part of the story. AI agents can also assemble known tactics, techniques and procedures into unfamiliar attack chains, requiring existing security controls to adapt.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"f316c53ec2cf\",\"_type\":\"block\",\"children\":[{\"_key\":\"3e87d0898894\",\"_type\":\"span\",\"marks\":[],\"text\":\"In a conversation with The Deep View at CrowdStrike's Fal.con event, Shipley discussed why organizations will need AI to defend against AI-enabled adversaries, how automation could change entry-level cybersecurity jobs, and why enterprises shouldnât consider themselves outmatched. This interview has been edited for brevity and clarity.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"4e0b95f1cfa4\",\"_type\":\"block\",\"children\":[{\"_key\":\"7ab19b76a1b6\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Jason Hiner: How is AI changing cybersecurity?\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"5c110192565a\",\"_type\":\"block\",\"children\":[{\"_key\":\"09943e7a0b05\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"AJ Shipley:\"},{\"_key\":\"4c2983fb9a55\",\"_type\":\"span\",\"marks\":[],\"text\":\" I think, from my perspective, there's really two things that are interesting to think about from the perspective of the defender. One is something that we've been dealing with for the last several decades. It's just a matter of pace or how quickly things happen, and then the other one is net new, which is really interesting.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"7796b4f3a9e0\",\"_type\":\"block\",\"children\":[{\"_key\":\"a772cbee73b6\",\"_type\":\"span\",\"marks\":[],\"text\":\"I think obviously AI-enabled adversaries are really just allowing those same bad actors to enumerate vulnerabilities and ultimately exploit vulnerabilities in order to further their means. Whether it's cyber warfare in advance of kinetic warfare, or whether it's stealing intellectual property, it's just allowing them to do that so much faster, and with so much more scale, as well as being able to find previously undiscovered vulnerabilities to then be able to exploit.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"ad2220e74bba\",\"_type\":\"block\",\"children\":[{\"_key\":\"c469aa87e16f\",\"_type\":\"span\",\"marks\":[],\"text\":\"But for better or worse, the approaches to how you defend against that are the same approaches we've been using for the last 20 or 30 years. It's just a matter of pace on the defensive side. And so you have to use AI tooling in order to just be able to respond to the AI adversaries or the AI-enabled adversaries.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"01018d5ee93b\",\"_type\":\"block\",\"children\":[{\"_key\":\"da8a2a4d82d4\",\"_type\":\"span\",\"marks\":[],\"text\":\"The other piece, though, which I think is really, really interesting, is the way these agents reason is fundamentally different than how people reason. And the last 10 or 20 or 30 years of security products have been built on this foundation of this intuitive understanding of how humans reason, either threat actors or adversaries or defenders, and how they're going to reason to try to respond to them.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"484756fc405c\",\"_type\":\"block\",\"children\":[{\"_key\":\"bb52b4be78e5\",\"_type\":\"span\",\"marks\":[],\"text\":\"What's different is that agents reason differently.... How these agents are putt
435ing together TTPs [tactics, techniques, and procedures] into attack chains that are fundamentally different than anything that we've ever seen before, and then how we have to be able to build defenses to those fundamentally different approaches to reasoning their way towards a problem, I think is something that we're very much focused on.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"9d7725fc3a7c\",\"_type\":\"block\",\"children\":[{\"_key\":\"16de2ff46ab0\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Jason Hiner: What makes AI agents so difficult for human defenders to handle?\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"0b26af39065d\",\"_type\":\"block\",\"children\":[{\"_key\":\"ea3f5bd70378\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"AJ Shipley:\"},{\"_key\":\"95707dc4c7b1\",\"_type\":\"span\",\"marks\":[],\"text\":\" These agents, I don't think, are inherently malicious or benign. I mean, I think you can probably build a malicious agent, but I think they are so task-oriented that they're going to try to find a way to accomplish their task, however they can.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"8926cd4301f5\",\"_type\":\"block\",\"children\":[{\"_key\":\"3d63babd05c1\",\"_type\":\"span\",\"marks\":[],\"text\":\"Every TTP, every vector. I don't think that they're coming up with necessarily novel new techniques. Maybe they will in the future, but they're stringing TTPs together in a way, and then doing them at a pace and a scale that is impossible to respond to unless we are enabling the defenders with the same AI tooling.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"0053b770ae35\",\"_type\":\"block\",\"children\":[{\"_key\":\"a7d08be56847\",\"_type\":\"span\",\"marks\":[],\"text\":\"I know that there's a zeitgeist out there around, \\\"Hey, is AI and are agents going to replace security professionals?\\\" I tend to be in the camp where I don't think that they will. And the reason for that is because there's two ways to increase productivity. You can do the same amount of work with fewer resources, or you can do more work with the same number of resources. Both of those are productivity gains.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3b7cce0cb993\",\"_type\":\"block\",\"children\":[{\"_key\":\"5305d82d2af0\",\"_type\":\"span\",\"marks\":[],\"text\":\"I think in an AI-centric cyber world with an AI-enabled adversary, just the sheer scale means that we have to figure out a way to increase productivity. And one of the ways you can increase productivity is to do more work with the same number of resources. So those same number of resources are people. Which means, how are you going to enable those same number of people to do more work? With the AI tool.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"a23c19b52b26\",\"_type\":\"block\",\"children\":[{\"_key\":\"755cddf58c8a\",\"_type\":\"span\",\"marks\":[],\"text\":\"That's what we're very much focused on: How do we use the agents or the tooling in order to make the defenders as productive as possible, not to replace the defenders? Because, again, I just think the data volumes are exploding, the way to \"},{\"_key\":\"9fa333d53d38\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"chain together\"},{\"_key\":\"19bb0912ea85\",\"_type\":\"span\",\"marks\":[],\"text\":\" tactics and techniques in new, novel ways is exploding, and so you still need all of that expertise that people have. But we have to find a way to increase their productivity 10x or 100x.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"9f87a4253da9\",\"_type\":\"block\",\"children\":[{\"_key\":\"7f53abfca7ef\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Jason Hiner: How will AI change the work of cybersecurity analysts?\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"ac213fe7d7c3\",\"_type\":\"block\",\"children\":[{\"_key\":\"45aad716218c\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"AJ Shipley:\"},{\"_key\":\"6afe9c52f8b0\",\"_type\":\"span\",\"marks\":[],\"text\":\" I definitely think that there are workflows, for lack of a better term, that AI will be able to fully automate away.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"8a39600d5d92\",\"_type\":\"block\",\"children\":[{\"_key\":\"0bffd70ead8f\",\"_type\":\"span\",\"marks\":[],\"text\":\"In the SOC [security operations center], we might say, \\\"Hey, tier-one triage of just a whole bunch of alerts coming in.\\\" That's probably something that an agent's really good at. And then maybe some level of tier-one or tier-two investigation to figure out what's a true positive versus a false positive. That's probably something that an agent's really good at: doing that first gathering of evidence and synthesizing the evidence and coming up with a hypothesis, and then maybe testing some alternate hypotheses.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"ad813d6b0dcd\",\"_type\":\"block\",\"children\":[{\"_key\":\"458b5d254b09\",\"_type\":\"span\",\"marks\":[],\"text\":\"And I think that's where you still want a person in the role, stepping into that. And then the tier three, the incident response-type stuff: How am I going to take action now that I've confirmed that this is an incident?\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"730fb89be4b1\",\"_type\":\"block\",\"children\":[{\"_key\":\"99d0aabdd13d\",\"_type\":\"span\",\"marks\":[],\"text\":\"I think this idea of what is an entry-level job probably moves up the stack from a tier one, tier two, tier three. Historically, entry-level was: You're going to be a tier-one analyst. You're going to start triaging a bunch of alerts. After a couple of years, we're going to let you start doing some investigation. And then when you get really good at it, we're going to let you do some incident response.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"4a86feba061f\",\"_type\":\"block\",\"children\":[{\"_key\":\"9b4bc30d66b1\",\"_type\":\"span\",\"marks\":[],\"text\":\"I think now we're going to start training humans and enabling them with tooling so that they don't have to do the tier-one menial-type work that they couldn't even keep up with anyways. Before, there was just this explosion of alerts, but now the whole idea of entry-level is just going to move up the stack, like a tier two or tier three.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"099162da6b38\",\"_type\":\"block\",\"children\":[{\"_key\":\"2d92f9ef14f4\",\"_type\":\"span\",\"marks\":[],\"text\":\"That doesn't mean that this idea of entry-level jobs goes away. It means that what is the definition of entry level? It now becomes a higher-value skill set.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"bc6d1cc49c14\",\"_type\":\"block\",\"children\":[{\"_key\":\"80aee577507c\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Jason Hiner: Will AI help organizations eliminate longstanding security weaknesses?\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"4dfcde7d2347\",\"_type\":\"block\",\"children\":[{\"_key\":\"cf7e7ed4086c\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"AJ Shipley:\"},{\"_key\":\"54d8e1d27aa2\",\"_type\":\"span\",\"marks\":[],\"text\":\" If you think about the cyber environment as a battle space, or a battlefield, there have always been advances in technology. Bronze Age, Iron Age, bow and arrow, gunpowder, naval warfare, atomic bombs. There have always been these advances in technology around quote-unquote warfare, where it felt like maybe at the time that the person who came up with the technology, or the side that came up with the technology, was like, \\\"They're going to win\\\". And then somebody else comes up with a way to defend against it. And then somebody else comes up with a clever way again to exploit it.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"5d618e0d0345\",\"_type\":\"block\",\"children\":[{\"_key\":\"bb280979bb96\",\"_type\":\"span\",\"marks\":[],\"text\":\"I tend to think that the AI tooling will expose where there's a lot of weaknesses where we didn't understand before. It will help us close a lot of those weaknesses. And if history is any guide, there will be something else that c
435omes down the pipe in the future that exposes a whole bunch of new weaknesses that we're probably not even aware of.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"14a50f920e91\",\"_type\":\"block\",\"children\":[{\"_key\":\"e189a488d562\",\"_type\":\"span\",\"marks\":[],\"text\":\"I think that we will be a lot more informed on where there are vulnerabilities and where there are weaknesses, and then we will use the tooling to address those vulnerabilities and weaknesses. And in my experience, if history is any guide, there will be something else right around the corner in the future that we're then going to have to figure out: How do we respond and react to that as well?\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3a28874213c2\",\"_type\":\"block\",\"children\":[{\"_key\":\"754fdd05f6e0\",\"_type\":\"span\",\"marks\":[],\"text\":\"I don't know what that thing is, but I tend to be an optimist. And just in general, I tend to think that when we figure that out, or when we encounter that thing, we'll figure out a way to defend against that as well.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"9aad29bdfd63\",\"_type\":\"block\",\"children\":[{\"_key\":\"280b3b9fdb83\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Jason Hiner: What does the best-case outcome look like three to five years from now?\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"1a0ac9ab0403\",\"_type\":\"block\",\"children\":[{\"_key\":\"28c2dc26bc46\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"AJ Shipley:\"},{\"_key\":\"50d3c1631cb6\",\"_type\":\"span\",\"marks\":[],\"text\":\" Five years is an eternity. If all goes well, I think we have built a fully redundant and resilient system, leveraging the tooling across all facets of the attack surfaceâendpoint, cloud, SaaS, networkâto protect all of the assets that an organization cares about: their identities, human and non-human; the devices that those identities use to do their job; the applications that they use to do their job; the data that gets created.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"07eb9bbd17ec\",\"_type\":\"block\",\"children\":[{\"_key\":\"b17d4c964b70\",\"_type\":\"span\",\"marks\":[],\"text\":\"Again, if all goes well, we've used really sophisticated and well-trained red models to identify vulnerabilities across all facets of that attack surface, and then we've used blue models to be able to remediate those vulnerabilities to the point where they're no longer exploitable. And then we can truly be able to take a vacation. That's the bull case, I think.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"ad5efcad5d07\",\"_type\":\"block\",\"children\":[{\"_key\":\"46d88de24d43\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Jason Hiner: How can defenders account for the non-deterministic nature of AI models?\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"a3622b9a20f2\",\"_type\":\"block\",\"children\":[{\"_key\":\"8b61da73f486\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"AJ Shipley:\"},{\"_key\":\"338da4fce687\",\"_type\":\"span\",\"marks\":[],\"text\":\" I think this idea of an ensemble of models, and having different models be able to vote on each other and weigh in, I think is ultimately what will address the non-deterministic nature, as well as harnesses.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"ca4412d7304c\",\"_type\":\"block\",\"children\":[{\"_key\":\"8e6aee47183b\",\"_type\":\"span\",\"marks\":[],\"text\":\"I think there are mechanisms to be able to control the inputs such that you get a deterministic set of outputs. It's when little things change. For example, your input data set might be in a different schema. It might have a different timestamp. It might be asking the question slightly differently.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"5e41aa274c25\",\"_type\":\"block\",\"children\":[{\"_key\":\"207bcb2bd9e9\",\"_type\":\"span\",\"marks\":[],\"text\":\"So I think a combination of harnesses, a combination of ensemble models, a combination of basically being able to get to weighted outcomes. And this is not all that much different, even from when I remember we were doing cloud-based sandboxing, malware analysis. You'd have a lot of different detection engines up there, and one detection engine might say that's malicious. One might say, \\\"Not really sure.\\\" One might say benign.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"55063119a58a\",\"_type\":\"block\",\"children\":[{\"_key\":\"2c230dcc5db6\",\"_type\":\"span\",\"marks\":[],\"text\":\"And so how do the different detection engines, or the models at the time, the ML models, static or dynamic analysis, c
435ontribute to be able to make a determination of, \\\"Hey, we think 80 or 90 percent of the way there that this is truly malicious.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"20a232a719f0\",\"_type\":\"block\",\"children\":[{\"_key\":\"d6c42b73a4d1\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Jason Hiner: What would you say to enterprises that fear theyâre outmatched?\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"40f08e765021\",\"_type\":\"block\",\"children\":[{\"_key\":\"b16ab1f908cc\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"AJ Shipley:\"},{\"_key\":\"514ba85710a8\",\"_type\":\"span\",\"marks\":[],\"text\":\" I would say they're not. They're not, at least in my opinion, they're not outmatched. Anytime there's been an inflection point in technology, technology has traditionally come along to significantly improve the productivity of civilization, and we've all benefited from it. AI is no different there. That technology obviously can be used for good, or it can be used for evil.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"69229f41438f\",\"_type\":\"block\",\"children\":[{\"_key\":\"133d9d33ec50\",\"_type\":\"span\",\"marks\":[],\"text\":\"I would say embrace the technology, because it can be a productivity enhancer, and then make sure that you're partnering with somebody who's thinking about how to make sure that technology has the appropriate guardrails, that you have the appropriate visibility, that you can be able to detect when that technology is being used maliciously or inadvertently, and then you have all of the mechanisms and tools that you need to be able to respond to make sure that it doesn't happen again.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"8cf9f9453987\",\"_type\":\"block\",\"children\":[{\"_key\":\"de930b24f592\",\"_type\":\"span\",\"marks\":[],\"text\":\"Some of what's old is new again. This is just an inflection point from a technology perspective. It's obviously driving a different pace that we have to be able to keep abreast of. But this technology doesn't use itself. It's not like there's an agent that just popped up out of the blue without somebody spinning up an agent and decided to go start acting rogue. There's people who are using this technology.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"144c561a95be\",\"_type\":\"block\",\"children\":[{\"_key\":\"83d2b7908d5c\",\"_type\":\"span\",\"marks\":[],\"text\":\"So partner with somebody who understands the adversary, who's always been focused on the adversary, is focused on understanding their tactics, their techniques and their procedures to partner with, so that you can then be an enabler of that technology in your organization in order to increase productivity.\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-b3849efb95f2ad56e5c33b9931a479bcd8e2e2ff-1672x941-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-25T22:04:27.634Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"security-s-new-dilemma-agents-reason-differently\",\"status\":\"published\",\"title\":\"Security's new dilemma: Agents reason differently\",\"total\":725},{\"_id\":\"38ffc5f1-f930-4336-94be-9b96ace5cb70\",\"authors\":[{\"_id\":\"a1426962-18d0-4181-8ee9-1a4eafcf851a\",\"firstName\":\"Sabrina\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Ortiz\",\"picture\":{\"_type\":\"image\",\"alt\":\"Sabrina Ortiz\",\"asset\":{\"_ref\":\"image-63ba8d4e1a0cf2df9a23424e373b06d91293a858-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"sabrina-ortiz\"}}],\"category\":[{\"_id\":\"62d2beac-b54c-44f4-9171-9658c45ec769\",\"title\":\"Governance\"}],\"content\":null,\"content1\":[{\"_key\":\"29a326e4a8e3\",\"_type\":\"block\",\"children\":[{\"_key\":\"8091c2f27c13\",\"_type\":\"span\",\"marks\":[],\"text\":\"The agent hacking spree shows no signs of slowing, with international governments now in the crosshairs.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"c7fe9b9f428c\",\"_type\":\"block\",\"children\":[{\"_key\":\"c5798798eb34\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Wednesday, the nonprofit research lab \"},{\"_key\":\"08950c85a95e\",\"_type\":\"span\",\"marks\":[\"da4f3d09057c\"],\"text\":\"Transluce\"},{\"_key\":\"a51fd611cf62\",\"_type\":\"span\",\"marks\":[],\"text\":\" reported that OpenAI models had hacked into the Australian Medicare Statistics Reporting Service, acquiring health data and marking the first known AI-attempted hacking of a government body. The same report found that OpenAI's AI also attempted to breach the Australian Institute of Health and Welfare, a digital library at the University of New Mexico, and Data USA.\"}],\"markDefs\":[{\"_key\":\"da4f3d09057c\",\"_type\":\"link\",\"href\":\"https://transluce.org/agent-activity\"}],\"style\":\"normal\"},{\"_key\":\"59cfc78ded0e\",\"_type\":\"block\",\"children\":[{\"_key\":\"014e192b21a7\",\"_type\":\"span\",\"marks\":[],\"text\":\"These attempts took place in May and June, prior to the \"},{\"_key\":\"0b0c59ee1e64\",\"_type\":\"span\",\"marks\":[\"73e5e7aa9b11\"],\"text\":\"OpenAI-Hugging Face incident in July\"},{\"_key\":\"a7035a79acde\",\"_type\":\"span\",\"marks\":[],\"text\":\", in which an agent, driven by a combination of OpenAI models, compromised the platform's infrastru
435cture. In the newly reported attempts, the AI was directed to collect data and, when unable to do so, proceeded to hack the website, \"},{\"_key\":\"7d2d21651dda\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"The New York Times \"},{\"_key\":\"a37890a71ec3\",\"_type\":\"span\",\"marks\":[\"f0ea88c20b4e\"],\"text\":\"reported\"},{\"_key\":\"56fa1ae5dc03\",\"_type\":\"span\",\"marks\":[],\"text\":\".\"}],\"markDefs\":[{\"_key\":\"73e5e7aa9b11\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/openai-s-hugging-face-breach-shifts-safety-debate\"},{\"_key\":\"f0ea88c20b4e\",\"_type\":\"link\",\"href\":\"https://www.nytimes.com/2026/09/23/technology/openai-ai-breach-australia.html?login=email\u0026auth=login-email\"}],\"style\":\"normal\"},{\"_key\":\"e797b335d781\",\"_type\":\"block\",\"children\":[{\"_key\":\"a26447e236d7\",\"_type\":\"span\",\"marks\":[],\"text\":\"In the months following the July incidents, the major players have both spoken out about possible interventions, and are even reportedly working together to create their own governing body. CNN recently \"},{\"_key\":\"01592c519e26\",\"_type\":\"span\",\"marks\":[\"4cc991ff93d8\"],\"text\":\"reported\"},{\"_key\":\"287b796968d7\",\"_type\":\"span\",\"marks\":[],\"text\":\" that Anthropic, Google and OpenAI have discussed creating an AI industry standards body, motivated by Demis Hassabis' \"},{\"_key\":\"e1e77df99d86\",\"_type\":\"span\",\"marks\":[\"3965553cd566\"],\"text\":\"July essay\"},{\"_key\":\"e178d53fed24\",\"_type\":\"span\",\"marks\":[],\"text\":\". \"},{\"_key\":\"8a5414d0c606\",\"_type\":\"span\",\"marks\":[\"7c008064a50b\"],\"text\":\"The Information reported\"},{\"_key\":\"0ee823a40ee7\",\"_type\":\"span\",\"marks\":[],\"text\":\" on Thursday that the three companies are pushing forward with a plan, with hopes of launching it by the end of the year or early in 2027.\"}],\"markDefs\":[{\"_key\":\"4cc991ff93d8\",\"_type\":\"link\",\"href\":\"https://www.cnn.com/2026/09/14/tech/ai-standards-body\"},{\"_key\":\"3965553cd566\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/demis-hassabis-outlines-ambitious-ai-safety-plan\"},{\"_key\":\"7c008064a50b\",\"_type\":\"link\",\"href\":\"https://www.theinformation.com/articles/google-openai-anthropic-ai-safety-group-takes-shape?rc=pt5ur4\"}],\"style\":\"normal\"},{\"_key\":\"08e16d1c52ba\",\"_type\":\"block\",\"children\":[{\"_key\":\"629bb9146651\",\"_type\":\"span\",\"marks\":[],\"text\":\"The report also revealed its potential name, the Standards Authority for Frontier AI, and have considered several prominent figures to be CEO, approaching Sriram Krishnan, a top AI policy adviser in the Trump administration and Arati Prabhakar, former former Director of the US Office of Science and Technology Policy under the Biden administration. The group is also considering people for the roles of chair and scientific advisors.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"ce29f1c18ba6\",\"_type\":\"block\",\"children\":[{\"_key\":\"6951f50a6397\",\"_type\":\"span\",\"marks\":[],\"text\":\"Ultimately, the body would help support third-party model testing, establish qualifications for auditors of the models and labs, and help define the voluntary safety and security commitments the labs have made in the past, according to the report. They are also looking into whether they would conduct testing themselves, a task currently given to the Center for AI Standards and Innovation, a US government agency housed within the National Institute of Standards and Technology (NIST), but there is concern from the group about whether they have adequate resources.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"0f86f88a0548\",\"_type\":\"block\",\"children\":[{\"_key\":\"719b2f4c0ea1\",\"_type\":\"span\",\"marks\":[],\"text\":\"While White House intervention would seem like a logical step for a rapidly evolving, powerful technology, and one called upon by Anthropic CEO Dario Amodei in an essay titled \\\"We Must Pace the Frontier\\\" published weeks ago, President Trump has \"},{\"_key\":\"f09bf7394d5b\",\"_type\":\"span\",\"marks\":[\"7031bd3d5016\"],\"text\":\"rebuffed\"},{\"_key\":\"e3f6e01f735f\",\"_type\":\"span\",\"marks\":[],\"text\":\" attempts to intervene. There was reportedly an executive order that would have \"},{\"_key\":\"9781e3cbe855\",\"_type\":\"span\",\"marks\":[\"b642d45895b6\"],\"text\":\"established\"},{\"_key\":\"d56fd34b04fa\",\"_type\":\"span\",\"marks\":[],\"text\":\" an AI regulatory body in the works but it was halted by opposition from leaders such as Nvidia's Jensen Huang and Meta's Mark Zuckerberg.\"}],\"markDefs\":[{\"_key\":\"7031bd3d5016\",\"_type\":\"link\",\"href\":\"https://truthsocial.com/@realDonaldTrump/posts/117269745153543631\"},{\"_key\":\"b642d45895b6\",\"_type\":\"link\",\"href\":\"https://www.theinformation.com/articles/google-openai-anthropic-ai-safety-group-takes-shape?rc=pt5ur4\"}],\"style\":\"normal\"},{\"_key\":\"c2ade6bcb900\",\"_type\":\"block\",\"children\":[{\"_key\":\"71f7522241a1\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"1b37fdfc8fb8\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"6b07fc5c4371\",\"_type\":\"block\",\"children\":[{\"_key\":\"2bfd077f61e8\",\"_type\":\"span\",\"marks\":[],\"text\":\"Despite the hacking attempt and the calls for action, the major AI players are not slowing down. Just this week, both \"},{\"_key\":\"c73ad5143af9\",\"_type\":\"span\",\"marks\":[\"609f99138f11\"],\"text\":\"Anthropic\"},{\"_key\":\"d7bb6c8b0c64\",\"_type\":\"span\",\"marks\":[],\"text\":\" and \"},{\"_key\":\"c066a8ef80ef\",\"_type\":\"span\",\"marks\":[\"5b7e5937841a\"],\"text\":\"OpenAI\"},{\"_key\":\"f8cf7066e9e0\",\"_type\":\"span\",\"marks\":[],\"text\":\" released some of their latest AI models. Meanwhile, \"},{\"_key\":\"ba78251c97c4\",\"_type\":\"span\",\"marks\":[\"7aec238f4e92\"],\"text\":\"Meta's Muse agent\"},{\"_key\":\"fc5845655e4f\",\"_type\":\"span\",\"marks\":[],\"text\":\" is going viral for its ability to simplify agentic use for a broader audience, and at Meta Connect, the company unveiled more ways to integrate it into people's lives, whether through glasses or a future AI pendant. A true AI halt, which some industry experts have advocated for since at least 2023, looks unlikely, despite being a safe way to assess the current landscape and take the measures needed to prevent further hacking attempts. An AI governance body run by the companies it's meant to govern, each chasing market dominance ahead of an IPO, is like letting restaurants set their own health inspections. Good intentions don't fix a conflict of interest. Ideally, an independent body would do the monitoring. But with the government largely uninterested in taking on that role, the industry is left to police itself.\"}],\"markDefs\":[{\"_key\":\"609f99138f11\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/opus-5-5-makes-frontier-ai-cheaper-and-safer\"},{\"_key\":\"5b7e5937841a\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/openai-s-cheaper-gpt-6-models-change-the-math\"},{\"_key\":\"7aec238f4e92\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/how-meta-suddenly-re-emerged-as-a-force-in-ai\"}],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-f02496a39eb3d2f6d6fe51bbff0c9b2dcd33ea17-1456x816-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-25T06:18:21.091Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"how-rogue-ai-created-an-international-incident\",\"status\":\"published\",\"t
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But these chatbots' ability to provide a shoulder to cry on can vary greatly.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"be1780d24a6c\",\"_type\":\"block\",\"children\":[{\"_key\":\"01d71f2f2b51\",\"_type\":\"span\",\"marks\":[],\"text\":\"Because of this, OpenAI decided to measure it: On Wednesday, the AI lab unveiled MentalHealthBench, a new open benchmark dedicated to evaluating model capabilities in domains such as safety, seeking user context, preserving user agency, and providing actionable guidance.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"8b685eaf38d2\",\"_type\":\"block\",\"children\":[{\"_key\":\"1c2f12f35b12\",\"_type\":\"span\",\"marks\":[],\"text\":\"To create this benchmark, OpenAI began by developing synthetic conversations that reflected real-world AI use patterns that span multiple topics and run the gamut of severity, ranging from non-acute situations that involve emotional themes, to \\\"high-accuity\\\" situations that indicate more serious concerns or distress, to emergency situations that require immediate support. Then, the company worked with a cohort of 80 mental health professionals across 22 countries, 19 languages and 20 subspecialties to evaluate the responses to the synthetic message.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"05f30dff2ee4\",\"_type\":\"block\",\"children\":[{\"_key\":\"42e1e5c43c72\",\"_type\":\"span\",\"marks\":[],\"text\":\"The benchmark breaks down model performance by conversation severity, as well as a range of 10 dimensions defined by the mental health experts, including whether the model asks the right questions, provides appropriate, clinically accurate guidance, helps the user see reality, avoids harm and recognizes serious risk.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"1fe49ec0b540\",\"_type\":\"block\",\"children\":[{\"_key\":\"520dd30a3ea1\",\"_type\":\"span\",\"marks\":[],\"text\":\"In developing the benchmark, OpenAI also put a number of its own and other models to the test:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"489c8c87afa9\",\"_type\":\"block\",\"children\":[{\"_key\":\"399db5310469\",\"_type\":\"span\",\"marks\":[],\"text\":\"Astra took the overall best score on the evaluations, scoring 57.3%, with GPT-6 Sol and Luna trailing behind at 53.9% and 50.2% respectively. Claude Opus 5.5 stood third in the line-up at 52.4%. \"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"145bb5189f19\",\"_type\":\"block\",\"children\":[{\"_key\":\"b9adc632790a\",\"_type\":\"span\",\"marks\":[],\"text\":\"However, performance differs across dimensions of the benchmark. Though Astra still largely outranks other models, all of the models tested tended to perform better in certain areas, such as clinical accuracy, empathy and reality testing, while scoring lower in dimensions such as gathering context and supporting user agency.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"411a8745b34e\",\"_type\":\"block\",\"children\":[{\"_key\":\"bf3acd714592\",\"_type\":\"span\",\"marks\":[],\"text\":\"OpenAI said that MentalHealthBench also points to several opportunities to improve ChatGPT, including asking useful follow-up questions and responding with the right level of urgency, and that it will use this information to guide improvements and track the model's progress.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"4725d5a13491\",\"_type\":\"block\",\"children\":[{\"_key\":\"0e5cdffcc34a\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"This is not a leaderboard,\\\" Dr. Declan Grabb, mental health safety research lead at OpenAI, told The Deep View. \\\"What I hope that this benchmark provides is a nuanced view into model behavior, so that people really understand the more complex dynamics of their models.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"b4c88af0e0e1\",\"_type\":\"block\",\"children\":[{\"_key\":\"f06d28667f7e\",\"_type\":\"span\",\"marks\":[],\"text\":\"MentalHealthBench adds to a number of mental wellness-related initiatives that OpenAI has endeavored, including research \"},{\"_key\":\"6ed005fe7c0f\",\"_type\":\"span\",\"marks\":[\"19c657ac18b7\"],\"text\":\"to combat model sycophancy\"},{\"_key\":\"dbd576c7dc16\",\"_type\":\"span\",\"marks\":[],\"text\":\" and improving \"},{\"_key\":\"7de487b8dd95\",\"_type\":\"span\",\"marks\":[\"7c35c18768b2\"],\"text\":\"ChatGPT's responses to sensitive conversations\"},{\"_key\":\"1cebb22823f3\",\"_type\":\"span\",\"marks\":[],\"text\":\", as well as joining forces with advocacy group Common Sense Media to support the \"},{\"_key\":\"c9a9c6b748a8\",\"_type\":\"span\",\"marks\":[\"bdc414b5952e\"],\"text\":\"Parents and Kids Safe AI Act\"},{\"_key\":\"16c8596bd4b9\",\"_type\":\"span\",\"marks\":[],\"text\":\". OpenAI said that this is just a piece of its research into mental health benchmarking and alignment in this area, not an end state.\"}],\"markDefs\":[{\"_key\":\"19c657ac18b7\",\"_type\":\"link\",\"href\":\"https://openai.com/index/expanding-on-sycophancy/\"},{\"_key\":\"7c35c18768b2\",\"_type\":\"link\",\"href\":\"https://openai.com/index/strengthening-chatgpt-responses-in-sensitive-conversations/\"},{\"_key\":\"bdc414b5952e\",\"_type\":\"link\",\"href\":\"https://www.commonsensemedia.org/press-releases/common-sense-media-openai-join-forces-on-strongest-youth-ai-safety-measure-in-us\"}],\"style\":\"normal\"},{\"_key\":\"29230b06374e\",\"_type\":\"block\",\"children\":[{\"_key\":\"030d891d1c7e\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"ChatGPT is not a therapist, and is not here to replace a clinician,\\\" said Grabb. \\\"That being said, when I talk to mental health clinicians across the globe, the most responsible and safe thing to do is if people are coming to AI to ask these questions, we absolutely need to have an expert opinion on how you should navigate them.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e9191d86ab63\",\"_type\":\"block\",\"children\":[{\"_key\":\"c4611c6b5c09\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"762cce33af0a\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"d92f2330baba\",\"_type\":\"block\",\"children\":[{\"_key\":\"c4bc30c52c54\",\"_type\":\"span\",\"marks\":[],\"text\":\"Mental healthcare is a critical area for these models to get right. While OpenAI said that speaking to a chatbot should not supplant actual therapy, the reality is that many people have and will turn to a chatbot for support, seeking both a judgement-free and cost-free alternative to clinical support. The company faces lawsuits involving the deaths of \"},{\"_key\":\"973c6a6a0393\",\"_type\":\"span\",\"marks\":[\"221bd54a6b83\"],\"text\":\"Adam Raine\"},{\"_key\":\"83e5775d15ac\",\"_type\":\"span\",\"marks\":[],\"text\":\" and \"},{\"_key\":\"be29466f2cef\",\"_type\":\"span\",\"marks\":[\"734ebef14ace\"],\"text\":\"Joshua Enneking\"},{\"_key\":\"5d46c3c3aad5\",\"_type\":\"span\",\"marks\":[],\"text\":\", whose families allege that ChatGPT contributed to their suicides. A benchmark can help identify weaknesses, but a higher score alone does not establish that a model is safe in a real conversation. The gaps in gathering context and supporting user agency are particularly important: an empathetic response is not necessarily an appropriate one. The next test for OpenAI is how it turns those findings into changes that make its models safer for the people relying on them.\"}],\"markDefs\":[{\"_key\":\"221bd54a6b83\",\"_type\":\"link\",\"href\":\"https://openai.com/index/mental-health-litigation-approach/\"},{\"_key\":\"734ebef14ace\",\"_type\":\"link\",\"href\":\"https://techjusticelaw.org/cases/enneking-v-openai-inc-openai-holdings-llc-and-samuel-altman/\"}],\"style\":\"normal\"},{\"_key\":\"dd7f49c028d3\",\"_type\":\"block\",\"children\":[{\"_key\":\"54749fefb270\",\"_type\":\"span\",\"marks\":[],\"text\":\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"0b2e288bc267\",\"_type\":\"block\",\"children\":[{\"_key\":\"ad89ab4cde10\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"CORRECTION: This story has been updated to reflect accurate figures for OpenAI and Anthropic's model scores on this benchmark. \"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-953c17c66dffae48e04ed5dd49e610540fb3e787-1456x816-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-24T23:05:47.766Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"openai-s-mental-health-test-exposes-ai-s-blind-spots\",\"status\":\"published\",\"t
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43558288d1a5d\",\"_type\":\"span\",\"marks\":[],\"text\":\"At Meta Connect 2026 this week at the Meta headquarters in Menlo Park, California, we learned a lot more about the strategy Meta is deploying to earn a role in the AI ecosystem. Over the past few weeks, Meta's personal AI agent, \"},{\"_key\":\"5ed0dbc7f4bb\",\"_type\":\"span\",\"marks\":[\"dafda3cfcf45\"],\"text\":\"Muse\"},{\"_key\":\"81413e189884\",\"_type\":\"span\",\"marks\":[],\"text\":\", has gone viral and become the No. 1 \"},{\"_key\":\"139076436afb\",\"_type\":\"span\",\"marks\":[\"5f74e0ca714c\"],\"text\":\"most downloaded app\"},{\"_key\":\"4d4cbfa3bb36\",\"_type\":\"span\",\"marks\":[],\"text\":\" on Apple's App Store.\"}],\"markDefs\":[{\"_key\":\"dafda3cfcf45\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/meta-s-ai-agent-ambitions-run-into-a-trust-gap\"},{\"_key\":\"5f74e0ca714c\",\"_type\":\"link\",\"href\":\"https://techcrunch.com/2026/09/21/metas-muse-is-outpacing-chatgpts-early-mobile-launch/\"}],\"style\":\"normal\"},{\"_key\":\"1c6720bef570\",\"_type\":\"block\",\"children\":[{\"_key\":\"f57f93065e5a\",\"_type\":\"span\",\"marks\":[],\"text\":\"At Meta Connect, Muse was part of virtually every product line and every marketing pitch. Meta made it very clear that \"},{\"_key\":\"39846100be13\",\"_type\":\"span\",\"marks\":[\"8a8e69b0ec72\"],\"text\":\"Muse is the centerpiece\"},{\"_key\":\"05d44d2653c6\",\"_type\":\"span\",\"marks\":[],\"text\":\" of its AI strategy, using both its \"},{\"_key\":\"d76790115775\",\"_type\":\"span\",\"marks\":[\"9ed2c2732d48\"],\"text\":\"AI models\"},{\"_key\":\"a75657f1ae11\",\"_type\":\"span\",\"marks\":[],\"text\":\" and its \"},{\"_key\":\"dd529d33381f\",\"_type\":\"span\",\"marks\":[\"b264476cd086\"],\"text\":\"devices\"},{\"_key\":\"2dc44484aadb\",\"_type\":\"span\",\"marks\":[],\"text\":\" to serve the Muse strategy.\"}],\"markDefs\":[{\"_key\":\"8a8e69b0ec72\",\"_type\":\"link\",\"href\":\"https://about.fb.com/news/2026/09/introducing-muse-personal-ai-agent/\"},{\"_key\":\"9ed2c2732d48\",\"_type\":\"link\",\"href\":\"https://research.meta.ai/blog/introducing-muse-spark-1-3\"},{\"_key\":\"b264476cd086\",\"_type\":\"link\",\"href\":\"https://about.fb.com/news/2026/09/introducing-ray-ban-meta-audio-glasses-new-styles-plus-muse/\"}],\"style\":\"normal\"},{\"_key\":\"e22bc0710f66\",\"_type\":\"block\",\"children\":[{\"_key\":\"ccd85bc80211\",\"_type\":\"span\",\"marks\":[],\"text\":\"New developments include:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e8e26a61f1cc\",\"_type\":\"block\",\"children\":[{\"_key\":\"910c0f4cb9fe\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Voice Mode\"},{\"_key\":\"3d9c18087c1f\",\"_type\":\"span\",\"marks\":[],\"text\":\": You'll soon be able to have natural voice interactions with Muse similar to ChatGPT Voice Mode and Siri AI, where you can interrupt it up and talk more conversationally. You'll be able to design and customize the voice based on talking speed, style, and accent.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"4e3b4241af53\",\"_type\":\"block\",\"children\":[{\"_key\":\"309aaa5b04bd\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Realtime Avatar\"},{\"_key\":\"5525f26ce6f3\",\"_type\":\"span\",\"marks\":[],\"text\":\": Meta already gave its AI agent a more friendly consumer vibe by launching avatars that you can name and customize. It announced the next stage of that at Connect with the upcoming rollout of interactive avatars, which CEO Mark Zuckerberg demonstrated on-stage near the beginning of the keynote.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"dabc7983407f\",\"_type\":\"block\",\"children\":[{\"_key\":\"93659a38be9f\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Partner connectors\"},{\"_key\":\"684e26af7775\",\"_type\":\"span\",\"marks\":[],\"text\":\": Meta announced a \"},{\"_key\":\"631bf5cf979f\",\"_type\":\"span\",\"marks\":[\"9fb55aa62b14\"],\"text\":\"long list of partners\"},{\"_key\":\"3694aa8c00ef\",\"_type\":\"span\",\"marks\":[],\"text\":\" that will be launching connectors for Muse, including GitHub, Box, Granola, Notion, PayPal, Instacart, Walmart, Best Buy, Gap, Dick's
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If you use it from Meta AI glasses with cameras then you'll also be able to give it access to the cameras and ask it questions about things you're seeing.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"4506bd42226f\",\"_type\":\"block\",\"children\":[{\"_key\":\"102d98b58796\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Charm pendant\"},{\"_key\":\"d4d5f86ee81b\",\"_type\":\"span\",\"marks\":[],\"text\":\": The biggest surprise at the end of the Meta Connect keynote was Zuckerberg announcing a square AI pendant on keychain so that you will be able to access your Muse agent anywhere. Think of it as the AI hardware gadget for those who don't want to wear glasses. It will have a 2-inch OLED screen to see the Realtime Avatar of your muse, along with 5G for connectivity, two cameras, a fingerprint sensor, and mics and speakers. It's about the size of an AirPods case.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"5ef16cb36ba7\",\"_type\":\"block\",\"children\":[{\"_key\":\"602838778ba4\",\"_type\":\"span\",\"marks\":[],\"text\":\"In the keynote, Meta's chief AI office, Alexandr Wang, also shared news of the company's next big leap forward in intelligence. He said, \\\"Soon, we're dropping the most capable model we've ever trained. It's going to help our entire model family get smarter and more useful for everyone, including the models that power Muse.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e923afcc048a\",\"_type\":\"block\",\"children\":[{\"_key\":\"9827cc4ca540\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"18078ec40ef4\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"427f9070abb9\",\"_type\":\"block\",\"children\":[{\"_key\":\"313b59ed0b3a\",\"_type\":\"span\",\"marks\":[],\"text\":\"$42\"},{\"_key\":\"6e0f35dd627a\",\"_type\":\"span\",\"marks\":[\"754b16231b07\"],\"text\":\"Muse Secure VM\"},{\"_key\":\"cd27c54f115f\",\"_type\":\"span\",\"marks\":[],\"text\":\" to ensure privacy, it's going to need to demonstrate consistently that it's making privacy and security a top priority. That's because trust comes in on foot and goes out on horseback, as the saying goes. And \"},{\"_key\":\"d8445e31fd8c\",\"_type\":\"span\",\"marks\":[\"b6a3b8a2dd99\"],\"text\":\"given Meta's challenging track record\"},{\"_key\":\"d3cd61c9310a\",\"_type\":\"span\",\"marks\":[],\"text\":\", the company will need to change the narrative and entice some people to come back in.\"}],\"markDefs\":[{\"_key\":\"754b16231b07\",\"_type\":\"link\",\"href\":\"https://research.meta.ai/blog/security-and-safety-for-ai-agents-our-approach-with-muse\"},{\"_key\":\"b6a3b8a2dd99\",\"_type\":\"link\",\"href\":\"https://www.amnesty.org/en/latest/news/2019/07/the-great-hack-facebook-cambridge-analytica/\"}],\"style\":\"normal\"},{\"_key\":\"c11dcd4a8248\",\"_type\":\"block\",\"children\":[{\"_key\":\"39f7f68d5481\",\"_type\":\"span\",\"marks\":[\"strong\",\"em\"],\"text\":\"Disclaimer\"},{\"_key\":\"6271e98444dc\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\": Jason Hiner's travel to Meta Connect 2026 was paid for by Meta. The Deep View's coverage is editorially independent from the companies we cover.\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-7e221d85fde84848bc3c80d83ccd91ae1f75850b-1672x941-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-24T22:26:01.665Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"how-meta-suddenly-re-emerged-as-a-force-in-ai\",\"status\":\"published\",\"t
435itle\":\"How Meta suddenly re-emerged as a force in AI\",\"total\":725},{\"_id\":\"ae8a098a-497c-46a9-bf7a-47ab104c70fe\",\"authors\":[{\"_id\":\"ea7e7609-877b-42bb-80b4-56a45f47463e\",\"firstName\":\"Jason\",\"jobTitle\":\"Editor-in-Chief\",\"lastName\":\"Hiner\",\"picture\":{\"_type\":\"image\",\"alt\":\"Jason Hiner\",\"asset\":{\"_ref\":\"image-c487970248047096f9b58705c2ceeb85f66d24e0-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"jason-hiner\"}}],\"category\":[{\"_id\":\"62d2beac-b54c-44f4-9171-9658c45ec769\",\"title\":\"Governance\"}],\"content\":null,\"content1\":[{\"_key\":\"6e6ee1e005ab\",\"_type\":\"block\",\"children\":[{\"_key\":\"9cf59dadd334\",\"_type\":\"span\",\"marks\":[],\"text\":\"Can AI move fast and still be safe? As the debate over AI safety and innovation grows more polarized, we explore the practical work of making powerful systems accountable.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"7c00478b4e55\",\"_type\":\"block\",\"children\":[{\"_key\":\"7bf8f309a914\",\"_type\":\"span\",\"marks\":[],\"text\":\"In this episode of The Deep View Conversations, we sit down with Navina Singh, CEO of Credo AI, to talk about what AI governance means for frontier labs, enterprises, and policymakers. They explore why governance is broader than regulation, how organizations can test and verify their AI systems, and what happens when capabilities advance faster than oversight.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"f6773589a353\",\"_type\":\"youtube\",\"url\":\"https://youtu.be/n1_aYOk7w7Q\"},{\"_key\":\"4a1840f2b1fd\",\"_type\":\"block\",\"children\":[{\"_key\":\"ca9503e57d03\",\"_type\":\"span\",\"marks\":[],\"text\":\"Topics covered:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"b96498e8e6e8\",\"_type\":\"block\",\"children\":[{\"_key\":\"6484d53a8bcc\",\"_type\":\"span\",\"marks\":[],\"text\":\"⢠Why Navrina sees AI safety and innovation as goals that can advance together\\n⢠What the Hugging Face agent incident raises about frontier AI oversight\\n⢠The âspectrum of trust,â from internal testing to independent audits and regulation\\n⢠The risk of regulatory capture and the role of open models\\n⢠How businesses weigh AI capability, cost, and control while managing \\\"governance debt\\\"\\n⢠How Credo AI uses forward-deployed governance experts to help companies put oversight into practice\\n⢠Why expertise, taste, and judgment remain valuable as AI takes on more work\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"bfd8771cefd9\",\"_type\":\"block\",\"children\":[{\"_key\":\"e55b3bfd084e\",\"_type\":\"span\",\"marks\":[],\"text\":\"If youâre building, buying, or governing AI, this conversation offers a practical way to think about trust without losing sight of the technologyâs promise.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"f85efbf8c46d\",\"_type\":\"block\",\"children\":[{\"_key\":\"518c25631ba3\",\"_type\":\"span\",\"marks\":[],\"text\":\"ðº \"},{\"_key\":\"3b940948aab2\",\"_type\":\"span\",\"marks\":[\"d1507789948c\"],\"text\":\"Watch on YouTube\"},{\"_key\":\"fbbb11a3d71e\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\nð§ \"},{\"_key\":\"c85e1263fa62\",\"_type\":\"span\",\"marks\":[\"972f7a76039b\"],\"text\":\"Listen in your favorite podcast player\"}],\"markDefs\":[{\"_key\":\"d1507789948c\",\"_type\":\"link\",\"href\":\"https://youtu.be/n1_aYOk7w7Q\"},{\"_key\":\"972f7a76039b\",\"_type\":\"link\",\"href\":\"https://tdv.transistor.fm/episodes/ai-safety-needs-more-than-good-intentions\"}],\"style\":\"normal\"},{\"_key\":\"6b493e1b2674\",\"_type\":\"block\",\"children\":[{\"_key\":\"671a058e54fa\",\"_type\":\"span\",\"marks\":[\"f5d234269288\"],\"text\":\"Subscribe to Deep View Conversations\"},{\"_key\":\"63e93121f8a2\",\"_type\":\"span\",\"marks\":[],\"text\":\" for interviews with the leaders shaping the future of AI, business, and technology: \"},{\"_key\":\"ee3a379669db\",\"_type\":\"span\",\"marks\":[\"6b76108d5406\"],\"text\":\"tdv.transitor.fm\"}],\"markDefs\":[{\"_key\":\"f5d234269288\",\"_type\":\"link\",\"href\":\"https://tdv.transistor.fm/\"},{\"_key\":\"6b76108d5406\",\"_type\":\"link\",\"href\":\"http://tdv.transitor.fm\"}
435],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-4c9c9b21901b412577160b36ddb5697ba1d58376-1536x768-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-24T04:59:48.548Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"ai-safety-needs-more-than-good-intentions\",\"status\":\"published\",\"title\":\"AI safety needs more than good intentions\",\"total\":725},{\"_id\":\"8a9ddd96-8a0b-497f-8c9e-edd9b9e587e6\",\"authors\":[{\"_id\":\"ea7e7609-877b-42bb-80b4-56a45f47463e\",\"firstName\":\"Jason\",\"jobTitle\":\"Editor-in-Chief\",\"lastName\":\"Hiner\",\"picture\":{\"_type\":\"image\",\"alt\":\"Jason Hiner\",\"asset\":{\"_ref\":\"image-c487970248047096f9b58705c2ceeb85f66d24e0-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"jason-hiner\"}}],\"category\":[{\"_id\":\"9674d1de-af23-4518-a75f-38bb55d3f06f\",\"title\":\"Consumer\"}],\"content\":null,\"content1\":[{\"_key\":\"8c806deb66d3\",\"_type\":\"block\",\"children\":[{\"_key\":\"fe45ffe3a8f1\",\"_type\":\"span\",\"marks\":[],\"text\":\"The best part of Meta's latest AI glasses is a feature that they removed.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"53c907ea0ae8\",\"_type\":\"block\",\"children\":[{\"_key\":\"e6dd70a18189\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Wednesday, Meta announced the \"},{\"_key\":\"66c1225cc24e\",\"_type\":\"span\",\"marks\":[\"686b0c424bb7\"],\"text\":\"Meta Ray-Ban Audio glasses\"},{\"_key\":\"da7c1e5f0561\",\"_type\":\"span\",\"marks\":[],\"text\":\", which do not have any cameras, and as a result, weigh less, have better battery life, and are less expensive. But most of all, the glasses let you get the audio and AI benefits without people giving you the stink eye because they think you're wearing spy glasses.\"}],\"markDefs\":[{\"_key\":\"686b0c424bb7\",\"_type\":\"link\",\"href\":\"https://www.meta.com/blog/ray-ban-meta-audio-and-deepest-ai-glasses-lineup/\"}],\"style\":\"normal\"},{\"_key\":\"3da9cfafd24b\",\"_type\":\"block\",\"children\":[{\"_key\":\"7ad9e22e940b\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"The audio features are our most popular features: listening to music, making phone calls, and talking to AI. We thought that by really just focusing on audio, we could make the glasses way slimmer and lighter with way longer battery life,\\\" \"},{\"_key\":\"3b25f4987c5e\",\"_type\":\"span\",\"marks\":[\"279417a64aa1\"],\"text\":\"Ming Hua, Meta's VP of wearable devices\"},{\"_key\":\"6ae514020fb9\",\"_type\":\"span\",\"marks\":[],\"text\":\", told The Deep View. \\\"The whole consideration is to expand into a new segment and give people new options.\\\"\"}],\"markDefs\":[{\"_key\":\"279417a64aa1\",\"_type\":\"link\",\"href\":\"https://www.metacareers.com/blog/bet-big-how-ming-hua-became-vp-of-wearables-devices/\"}],\"style\":\"normal\"},{\"_key\":\"9afc18ad9c19\",\"_type\":\"block\",\"children\":[{\"_key\":\"e844a268fdee\",\"_type\":\"span\",\"marks\":[],\"text\":\"Hua said that Meta has been developing the camera-less version for the past two years. During that time, Meta's AI glasses have received \"},{\"_key\":\"1d3392b71bcc\",\"_type\":\"span\",\"marks\":[\"110611f5af1a\"],\"text\":\"bad publicity\"},{\"_key\":\"2a23b4acfa8a\",\"_type\":\"span\",\"marks\":[],\"text\":\" from consumers and businesses concerned about the glasses recording video of people without their knowledge or permission. At the same time, the glasses have been praised for their surprisingly good audio quality, the convenience and safety of the open-air audio design, and the fact that the glasses are stylish to wear and don't look like a tech product.\"}],\"markDefs\":[{\"_key\":\"110611f5af1a\",\"_type\":\"link\",\"href\":\"https://www.eff.org/deeplinks/2026/03/think-twice-buying-or-using-metas-ray-bans\"}],\"style\":\"normal\"},{\"_key\":\"08e30722d078\",\"_type\":\"block\",\"children\":[{\"_key\":\"c4b041c949eb\",\"_type\":\"span\",\"marks\":[],\"text\":\"Here are the details of the Meta Ray-Ban Audio glasses:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"2834e3d7940c\",\"_type\":\"block\",\"children\":[{\"_key\":\"0ad7c0c6b7e6\",\"_type\":\"span\",\"marks\":[],\"text\":\"6 microphones (an upgrade from 5 mics on previous glasses)\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"9a476ea411ab\",\"_type\":\"block\",\"children\":[{\"_key\":\"978039b965d9\",\"_type\":\"span\",\"marks\":[],\"text\":\"12 hours of battery life (up from 8 hours in Gen 2 Meta Ray-Bans and 4 hours in Gen 1)\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"08da32320d4d\",\"_type\":\"block\",\"children\":[{\"_key\":\"21ca62cec691\",\"_type\":\"span\",\"marks\":[],\"text\":\"Weigh 43 grams (about 10-20% less than most other models)\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"829ad4d6cbcf\",\"_type\":\"block\",\"children\":[{\"_key\":\"bfadf5
43577fd07\",\"_type\":\"span\",\"marks\":[],\"text\":\"Adjustable temple tips and adjustable nose pads\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"1a033b5d4b51\",\"_type\":\"block\",\"children\":[{\"_key\":\"8cc970b0b168\",\"_type\":\"span\",\"marks\":[],\"text\":\"Two styles: Clubmaster (looks like 1950s geek glasses) and Burbank (looks like traditional geek glasses such as the Ray-Ban Wayfarer)\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"da21e2ec0fb4\",\"_type\":\"block\",\"children\":[{\"_key\":\"716998bbadee\",\"_type\":\"span\",\"marks\":[],\"text\":\"Start at $349\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"d049d16f9f8d\",\"_type\":\"block\",\"children\":[{\"_key\":\"d478db72eb43\",\"_type\":\"span\",\"marks\":[],\"text\":\"Begin shipping October 13\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"6cf3c045a8ad\",\"_type\":\"block\",\"children\":[{\"_key\":\"5c443148fe48\",\"_type\":\"span\",\"marks\":[],\"text\":\"And future generations of these audio-only glasses look promising as well, since earlier today \"},{\"_key\":\"905440904a81\",\"_type\":\"span\",\"marks\":[\"3fd82fe0119f\"],\"text\":\"Qualcomm announced its Snapdragon Sound Elite Gen 2\"},{\"_key\":\"985f5eac559e\",\"_type\":\"span\",\"marks\":[],\"text\":\", a chip aimed at next-generation audio and voice wearables.\"}],\"markDefs\":[{\"_key\":\"3fd82fe0119f\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/qualcomm-bets-ai-wearables-can-skip-the-camera\"}],\"style\":\"normal\"},{\"_key\":\"e58afe9ee624\",\"_type\":\"block\",\"children\":[{\"_key\":\"ef834c372e16\",\"_type\":\"span\",\"marks\":[],\"text\":\"Meta also doubled-down on audio technology in general by launching a new software feature called Hearing Enhancement, which uses software to turn Meta glasses into an FDA-cleared over-the-counter hearing aid with some very smart features. With a 5-minute onboarding routine, it can understand your hearing and then boost particular frequencies to help. It also has a directional feature that only boosts the audio of the person you're looking at. Since 1 in 6 people suffer from mild to moderate hearing loss and the Meta software is a one-time $149 fee (compared to $1,000 to $8,000 for the average prescription hearing aid), I expect this feature to be very popular when the software starts shipping later this fall.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"05080ecc8516\",\"_type\":\"block\",\"children\":[{\"_key\":\"796a26dedd91\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"7ce8882eaf9f\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"063e5a87e193\",\"_type\":\"block\",\"children\":[{\"_key\":\"dc194d2aad56\",\"_type\":\"span\",\"marks\":[],\"text\":\"At the \"},{\"_key\":\"9d128cbc676e\",\"_type\":\"span\",\"marks\":[\"583fa1bf8aa4\"],\"text\":\"Meta Connect 2026 event\"},{\"_key\":\"d04a872690b4\",\"_type\":\"span\",\"marks\":[],\"text\":\"$43\"},{\"_key\":\"65675fbb9e8d\",\"_type\":\"span\",\"marks\":[\"4c1b6187df17\"],\"text\":\"Muse Charm\"},{\"_key\":\"edc04f99c5c8\",\"_type\":\"span\",\"marks\":[],\"text\":\", a handheld pendant that will be available at the end of the year.\"}],\"markDefs\":[{\"_key\":\"583fa1bf8aa4\",\"_type\":\"link\",\"href\":\"https://www.meta.com/connect/\"},{\"_key\":\"4c1b6187df17\",\"_type\":\"link\",\"href\":\"https://www.meta.com/muse-charm/\"}],\"style\":\"normal\"},{\"_key\":\"ffa5030042f4\",\"_type\":\"block\",\"children\":[{\"_key\":\"e36ce805f858\",\"_type\":\"span\",\"marks\":[\"strong\",\"em\"],\"text\":\"Disclaimer\"},{\"_key\":\"44fe595d4a56\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\": Jason Hiner's travel to Meta Connect 2026 event was paid for by Meta. The Deep View's coverage is editorially independent from the companies we cover.\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-0af2ef01b378a9453ac2d529ce847f08bdb2e2b5-1672x941-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-23T23:30:00.000Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"how-meta-made-ai-glasses-easier-to-trust-in-one-move\",\"status\":\"published\",\"t
435itle\":\"How Meta made AI glasses easier to trust in one move\",\"total\":725},{\"_id\":\"f960992c-0f0d-4c45-b361-dc670fa9bc12\",\"authors\":[{\"_id\":\"a1426962-18d0-4181-8ee9-1a4eafcf851a\",\"firstName\":\"Sabrina\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Ortiz\",\"picture\":{\"_type\":\"image\",\"alt\":\"Sabrina Ortiz\",\"asset\":{\"_ref\":\"image-63ba8d4e1a0cf2df9a23424e373b06d91293a858-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"sabrina-ortiz\"}}],\"category\":[{\"_id\":\"686e7c4f-f081-4876-b33e-0b95f110cd20\",\"title\":\"Hardware\"}],\"content\":null,\"content1\":[{\"_key\":\"ac5380de539d\",\"_type\":\"block\",\"children\":[{\"_key\":\"a9058a0c3975\",\"_type\":\"span\",\"marks\":[],\"text\":\"Artificial intelligence has enabled more conversational interaction between people and their devices, with voice emerging as the next step in that experience.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"d5fdf1a8dde4\",\"_type\":\"block\",\"children\":[{\"_key\":\"50b52b39465a\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Wednesday, Qualcomm unveiled Snapdragon Sound Elite Gen 2, which the company is describing as its first platform that combines audio and voice technology with on-device intelligence to support agentic experiences. Essentially, this chip is meant to power audio wearables capable of running on-device AI models, such as smart glasses, earbuds, watches or pins, which Qualcomm claims are in high demand.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"0126e61a9d89\",\"_type\":\"block\",\"children\":[{\"_key\":\"13fce4c3221f\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"Our research tells us that up to 70% of users want advanced AI capabilities in their wearable devices,' said Ziad Asghar, Qualcomm's senior vice president and general manager of XR, wearables, and personal AI, in the release.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"508601c42557\",\"_type\":\"block\",\"children\":[{\"_key\":\"87ecfc807838\",\"_type\":\"span\",\"marks\":[],\"text\":\"Compared to its predecessor, Qualcomm claims that the chip has double the AI capability while consuming 40% less power and having up to a 30% smaller footprint. This is enough to support multiple AI experiences, such as agents, to operate simultaneously. While this chipset isn't meant for AI wearables that use the camera to take photos, such as the Meta Ray-Bans, which use the Qualcomm Snapdragon AR1 Gen 1 processor, it can be used for wearables with cameras used to gather context, such as the Brilliant Labs Halo glasses.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"41218f2349c9\",\"_type\":\"block\",\"children\":[{\"_key\":\"ab320c0f6256\",\"_type\":\"span\",\"marks\":[],\"text\":\"Beyond intelligent experiences, the chipset also improves sound quality and connectivity. For instance, AI-driven features adapt to the listener and their environment, including 5th-generation Qualcomm ANC and Snapdragon Audio Sense Solution, which enable improved noise cancellation and speech capture, which is especially critical for communicating with AI and receiving intended assistance.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"1ccf222de91b\",\"_type\":\"block\",\"children\":[{\"_key\":\"7408d323b0f5\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"ad5c61a6bf92\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"dc272d2616a9\",\"_type\":\"block\",\"children\":[{\"_key\":\"f621bccb1e00\",\"_type\":\"span\",\"marks\":[],\"text\":\"Qualcomm has been an unsung hero behind the rise of AI wearables, specifically smart glasses. Not only does it power the most popular glasses on the market, the Meta Ray-Bans, but also most cutting-edge XR and AR headsets, such as XREAL and Snap Specs. Meta Ray-Ban competitors like the ones from Google and Samsung will also use the Qualcomm chips. However, today's announcement is timely, as, unlike the aforementioned products, it is meant to power devices that cannot take photos, which will likely see increased production and popularity amid rising public concern over privacy and non-consensual filming. These audio-only, non-content-capturing devices have the potential to capture a new set of users who only want the wearables for the sake of AI use cases but don't want to run the risk of making people uncomfortable with potential filming.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"08061223d4f2\",\"_type\":\"block\",\"children\":[{\"_key\":\"d72cb4e9d275\",\"_type\":\"span\",\"marks\":[\"strong\",\"em\"],\"text\":\"Disclaimer\"},{\"_key\":\"2d02fe576d23\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\": Sabrina Ortiz's travel to Snapdragon Summit was paid for by Qualcomm. The Deep View's coverage is editorially independent from the companies we cover.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"6f83283e5c63\",\"_type\":\"block\",\"children\":[{\"_key\":\"34f2eb465b70\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\n\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-693e2c752d785b0d59cbfa209eec877c74c7a75f-1448x1086-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-23T19:30:00.000Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"qualcomm-bets-ai-wearables-can-skip-the-camera\",\"status\":\"published\",\"t
435itle\":\"Qualcomm bets AI wearables can skip the camera\",\"total\":725},{\"_id\":\"9aeb1f13-89ca-4be0-aee5-7ecbe6f48b7e\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}}],\"category\":[{\"_id\":\"93e516d1-26a2-49d1-862e-76979ce9fba7\",\"title\":\"Products\"}],\"content\":null,\"content1\":[{\"_key\":\"dd8633c4938b\",\"_type\":\"block\",\"children\":[{\"_key\":\"46255f8f83bb\",\"_type\":\"span\",\"marks\":[],\"text\":\"OpenAI has created an assistant to help you get work done anywhere.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"8fe87fd79f5b\",\"_type\":\"block\",\"children\":[{\"_key\":\"dd780ab51c3e\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Wednesday, the lab released ChatGPT Voice \\\"on-the-go,\\\" bringing its voice models to the web and mobile experiences of its agentic tools. The product builds on \"},{\"_key\":\"1c36b1d6bd5a\",\"_type\":\"span\",\"marks\":[\"d59c30f7a781\"],\"text\":\"GPT-Live\"},{\"_key\":\"d385d9e78622\",\"_type\":\"span\",\"marks\":[],\"text\":\", its upgraded voice model, by bringing ChatGPT Voice to its \"},{\"_key\":\"dcab96b15053\",\"_type\":\"span\",\"marks\":[\"747487ffb02a\"],\"text\":\"Work and Codex experiences\"},{\"_key\":\"c25357abaa84\",\"_type\":\"span\",\"marks\":[],\"text\":\".\"}],\"markDefs\":[{\"_key\":\"d59c30f7a781\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/why-the-ai-voice-race-is-really-about-adoption\"},{\"_key\":\"747487ffb02a\",\"_type\":\"link\",\"href\":\"https://x.com/OpenAI/status/2080378182469857576\"}],\"style\":\"normal\"},{\"_key\":\"656534f86790\",\"_type\":\"block\",\"children\":[{\"_key\":\"64fc57241fea\",\"_type\":\"span\",\"marks\":[],\"text\":\"OpenAI said that this release allows users to get work done whenever they speak to the model. For instance:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"b26a2c9efd48\",\"_type\":\"block\",\"children\":[{\"_key\":\"a3ae31ce148c\",\"_type\":\"span\",\"marks\":[],\"text\":\"For those with Pro and Plus plans, users can use Voice in ChatGPT Work on mobile to create docs, decks and spreadsheets, work with connected plugins, draft emails, create sites, and talk to Slack.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"5a82d5c8fc7a\",\"_type\":\"block\",\"children\":[{\"_key\":\"6a89b0c4ee25\",\"_type\":\"span\",\"marks\":[],\"text\":\"Free and Go users can also use Voice in the chatbot itself to interact with plugins that they've connected to the text model, including tools and connected apps.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"51f13939a684\",\"_type\":\"block\",\"children\":[{\"_key\":\"315e385e9f35\",\"_type\":\"span\",\"marks\":[],\"text\":\"The voice model is also connected to the text model, meaning that text conversations flow as ChatGPT answers vocally, allowing you to switch seamlessly back and forth between voice and text conversations. The company noted that ChatGPT Voice will become more powerful as ChatGPT itself grows more capable.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e0c0e221b8f8\",\"_type\":\"block\",\"children\":[{\"_key\":\"b1958d04102b\",\"_type\":\"span\",\"marks\":[],\"text\":\"This update comes a day after the company unveiled the latest versions of its flagship product, \"},{\"_key\":\"69e378a57308\",\"_type\":\"span\",\"marks\":[\"b5d68ed75dac\"],\"text\":\"GPT-6 Sol and Luna\"},{\"_key\":\"d86a1115e12c\",\"_type\":\"span\",\"marks\":[],\"text\":\", both coming in cheaper than the models of its biggest competitor, Anthropic.\"}],\"markDefs\":[{\"_key\":\"b5d68ed75dac\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/openai-s-cheaper-gpt-6-models-change-the-math\"}],\"style\":\"normal\"},{\"_key\":\"f78bb353bd44\",\"_type\":\"block\",\"children\":[{\"_key\":\"6fc6d8f1ad53\",\"_type\":\"span\",\"marks\":[],\"text\":\"This expansion to ChatGPT Voice's agentic capabilities also comes as a new competitor emerges: Meta's Muse personal agent is rapidly rising in popularity. According to \"},{\"_key\":\"06814db97dee\",\"_type\":\"span\",\"marks\":[\"053f8c093c54\"],\"text\":\"The Information\"},{\"_key\":\"25da0a1340b8\",\"_type\":\"span\",\"marks\":[],\"text\":\", Muse has surpassed 500,000 users in the first week, including 250,
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Muse is outpacing \"},{\"_key\":\"340b09cce5d3\",\"_type\":\"span\",\"marks\":[\"c81b81bd1e78\"],\"text\":\"ChatGPT's early mobile launch\"},{\"_key\":\"f9fcde4ae8dc\",\"_type\":\"span\",\"marks\":[],\"text\":\".\"}],\"markDefs\":[{\"_key\":\"053f8c093c54\",\"_type\":\"link\",\"href\":\"https://www.theinformation.com/briefings/exclusive-metas-muse-surpassed-500-000-users-first-week\"},{\"_key\":\"c81b81bd1e78\",\"_type\":\"link\",\"href\":\"https://techcrunch.com/2026/09/21/metas-muse-is-outpacing-chatgpts-early-mobile-launch/\"}],\"style\":\"normal\"},{\"_key\":\"637fc89ca19b\",\"_type\":\"block\",\"children\":[{\"_key\":\"0d367b719b34\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"62342111e399\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"587508c07bcc\",\"_type\":\"block\",\"children\":[{\"_key\":\"55f37985075f\",\"_type\":\"span\",\"marks\":[],\"text\":\"OpenAI is feeling pressure on all sides. The company faces pressure from Anthropic to compete both on frontier model development and on enterprise adoption, while Meta has popped up as substantial competition on the consumer side. This update to ChatGPT Voice may actually address both of those fronts. While bringing ChatGPT Voice to platforms like Codex and ChatGPT Work certainly helps with enterprise adoption, bringing the experience to mobile could provide those same agentic capabilities to a far wider audience. That's where Meta's Muse agent is making such rapid progress by making agents easier for the average user to access. Essentially, this substantial update to ChatGPT Voice is trying to bridge the gap between enterprise and consumer adoption.\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-03b33a390b62b4bb3caa278cba71e7217ba26501-1456x816-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-23T17:00:00.000Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"why-openai-is-giving-chatgpt-voice-a-bigger-job\",\"status\":\"published\",\"title\":\"Why OpenAI is giving ChatGPT Voice a bigger job\",\"total\":725},{\"_id\":\"fca3c662-3ad1-4879-881d-52ba6fb49673\",\"authors\":[{\"_id\":\"a1426962-18d0-4181-8ee9-1a4eafcf851a\",\"firstName\":\"Sabrina\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Ortiz\",\"picture\":{\"_type\":\"image\",\"alt\":\"Sabrina Ortiz\",\"asset\":{\"_ref\":\"image-63ba8d4e1a0cf2df9a23424e373b06d91293a858-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"sabrina-ortiz\"}}],\"category\":[{\"_id\":\"686e7c4f-f081-4876-b33e-0b95f110cd20\",\"title\":\"Hardware\"}],\"content\":null,\"content1\":[{\"_key\":\"6afaafe0f62c\",\"_type\":\"block\",\"children\":[{\"_key\":\"b6ca37c5e7ee\",\"_type\":\"span\",\"marks\":[],\"text\":\"As AI penetrates every product in the tech market, Qualcomm is making the case that the chipsets powering AI experiences need to evolve to power the shift.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"aa3f13bf9423\",\"_type\":\"block\",\"children\":[{\"_key\":\"899465304874\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Tuesday at its annual Snapdragon Summit, Qualcomm launched its most advanced chipsets, which most Android smartphone manufacturers, including giants like Samsung, will use to power next year's devices. It unveiled two new Snapdragon platforms: Snapdragon 8 Elite Extreme Gen 6 and Snapdragon 8 Elite Gen 6. The former will power the most advanced flagship phones, while the latter will be embedded in a broader range of smartphones with more moderate price tags.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"35d70b232458\",\"_type\":\"block\",\"children\":[{\"_key\":\"4b2901ccdb2e\",\"_type\":\"span\",\"marks\":[],\"text\":\"In the keynote, Qualcomm CEO Cristiano Amon said that while the smartphone will remain a cornerstone of people's everyday lives in the age of AI, the way people interact with it will change. \\\"Your phone is not going anywhere, but now we can see clearly how your phone is going to interact with those new agentic experiencesâhow we're going to have the coexistence of the old and the new,\\\" said Amon.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"69688e61711e\",\"_type\":\"block\",\"children\":[{\"_key\":\"6b19f452b658\",\"_type\":\"span\",\"marks\":[],\"text\":\"The new chipset supports truly ambient agentic experiences in which people can use their phones for agentic orchestration of tasks with as little friction. To make that possible, the chipset needs to optimize for efficiency, delivering longer battery life, parallel GPU processing, improved connectivity, and more. As a result, with the new chipsets, Qualcomm promises:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"902889985488\",\"_type\":\"block\",\"children\":[{\"_key\":\"f548a10aa036\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Agentic performance\"},{\"_key\":\"dcd704f43be7\",\"_type\":\"span\",\"marks\":[],\"text\":\": Faster, more powerful agent performance via Qualcomm's most advanced Qualcomm AI Engine, which includes the Qualcomm Oryon CPU, the Qualcomm Hexagon NPU, and enhanced Qualcomm Sensing Hub.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"ae6a4f9c16f4\",\"_type\":\"block\",\"children\":[{\"_key\":\"ff7468a29722\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Camera\"},{\"_key\":\"b1d0df2ddeae\",\"_type\":\"span\",\"marks\":[],\"text\":\": At Snapdragon Summit every year, we usually get a preview of the next cutting-edge Android camera features, including the new chips' deeper scene understanding, enhanced image and video capture quality, and more.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"38d857fe15a0\",\"_type\":\"block\",\"children\":[{\"_key\":\"d64548ff9961\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Sound\"},{\"_key\":\"8b53ee36f548\",\"_type\":\"span\",\"marks\":[],\"text\":\": Similarly, the chipsets help power superior sound capture and transmission. The 8 Elite Extreme Gen 6 Mobile platform specifically supports features such as AI Voice Bubble technology that distinguishes voices from ambient noise.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"c03dfa07519c\",\"_type\":\"block\",\"children\":[{\"_key\":\"b6ad5a88cc06\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Connectivity\"},{\"_key\":\"181436e03e14\",\"_type\":\"span\",\"marks\":[],\"text\":\": Both chipsets take advantage of a newly architected, AI-powered Qualcomm X105 5G Modem-RF to ensure stronger connections in more places.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3349c7186f20\",\"_type\":\"block\",\"children\":[{\"_key\":\"543af85fc273\",\"_type\":\"span\",\"marks\":[],\"text\":\"While at launch, Qualcomm can't announce all the flagship phones that will be powered by the new platforms, it did mention it will power flagship smartphones from global OEMs including Honor, Xiaomi, Motorola, OnePlus, Oppo, Redmi, RedMagic, Vivo, and iQOO. It also announced some of the first ones, including the Motorola Signature 27, which will use the Snapdragon 8 Elite Extreme Gen 6.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"6fac73f5d567\",\"_type\":\"block\",\"children\":[{\"_key\":\"244061a30270\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"58fc51a73db1\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"cb94d5b94ac0\",\"_type\":\"block\",\"children\":[{\"_key\":\"cd769ac12dac\",\"_type\":\"span\",\"marks\":[],\"text\":\"While chipsets are not the flashiest topics to learn about, they are responsible for bringing new AI features to your devices. The more advanced these chips get, the more they can do things such as enabling your phone to not rely on the cloud, not overheat, and not lag. Qualcomm has steadily improved its chipsets year over year to enable devices to deliver what the AI era demands, being able to tout impressive numbers such as on-device support for up to 30-billion-
435parameter MoE models on the Qualcomm Hexagon NPU. That's huge since most phones have been limited to running about 4B parameter models on-device. Qualcomm is also well positioned to compete in the AI devices market, as their chipsets are consistently used to power the entire ecosystem of AI devices, including smartglasses, such as the Meta Ray-Bans, XR devices, such as the Snap Specs, and smartwatches, such as the Samsung Galaxy Watch 9.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"28c25f19b47d\",\"_type\":\"block\",\"children\":[{\"_key\":\"f7d4eac7c3b9\",\"_type\":\"span\",\"marks\":[\"strong\",\"em\"],\"text\":\"Disclaimer\"},{\"_key\":\"02f97834dae8\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\": Sabrina Ortiz's travel to Snapdragon Summit was paid for by Qualcomm. The Deep View's coverage is editorially independent from the companies we cover.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"69f46c86f3c2\",\"_type\":\"block\",\"children\":[{\"_key\":\"8ea26aac3e5e\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\n\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-83650d46f150ffe346fc06d3ae7e13c9902324da-1448x1086-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-22T22:33:07.769Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"new-qualcomm-chip-runs-30b-models-on-your-phone\",\"status\":\"published\",\"title\":\"New Qualcomm chip runs 30B models on your phone\",\"total\":725},{\"_id\":\"fef8ec02-0d7f-4ea7-8241-942c26a80d5f\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}}],\"category\":[{\"_id\":\"93e516d1-26a2-49d1-862e-76979ce9fba7\",\"title\":\"Products\"}],\"content\":null,\"content1\":[{\"_key\":\"7fc4f6264983\",\"_type\":\"block\",\"children\":[{\"_key\":\"6d634cefe130\",\"_type\":\"span\",\"marks\":[],\"text\":\"Days after calling for a slowdown on frontier model development, Anthropic is back with another model release. The catch is that the company claims this one is safer.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"d0a00b771189\",\"_type\":\"block\",\"children\":[{\"_key\":\"6296460ec8ca\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Tuesday, the company \"},{\"_key\":\"bdd4cecd5a33\",\"_type\":\"span\",\"marks\":[\"77770e2ce331\"],\"text\":\"unveiled Opus 5.5,\"},{\"_key\":\"3960fb267416\",\"_type\":\"span\",\"marks\":[],\"text\":\" the latest of its flagship Claude models and what the company calls its \\\"strongest-performing model\\\" on behavioral alignment yet. Additionally, the model features safeguards developed specifically for its most capable models.\"}],\"markDefs\":[{\"_key\":\"77770e2ce331\",\"_type\":\"link\",\"href\":\"https://www.anthropic.com/claude-opus-5-5\"}],\"style\":\"normal\"},{\"_key\":\"6d0746c3e021\",\"_type\":\"block\",\"children\":[{\"_key\":\"cd0894f2d801\",\"_type\":\"span\",\"marks\":[],\"text\":\"One of those safeguards is falling back on previous generations of Opus. For instance, in cybersecurity use cases, most tasks will be rerouted to Opus 4.8, and requests flagged for biology classifiers will be routed to Opus 5. Only vetted organizations through Anthropic's Life Sciences and Cyber verification programs will be able to use Opus 5.5 for these tasks.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"261528760a7d\",\"_type\":\"twitter\",\"url\":\" https://x.com/claudeai/status/2102435511222890900\"},{\"_key\":\"5df20210ad23\",\"_type\":\"block\",\"children\":[{\"_key\":\"821bc2bab2cf\",\"_type\":\"span\",\"marks\":[],\"text\":\"Alignment and safety aside, Anthropic laid out a few improvements featured Opus 5.5, including:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"c24b055490e2\",\"_type\":\"block\",\"children\":[{\"_key\":\"b2bbace0ac38\",\"_type\":\"span\",\"marks\":[],\"text\":\"Improved performance, representing a major step up compared to Opus 5 when it comes to complex work, beating previous generations of Opus and Fable 5.1 in benchmarks for agentic coding, knowledge work, computer use and visual chart recognition.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"9412580bebdf\",\"_type\":\"block\",\"children\":[{\"_key\":\"dee1a5fa793b\",\"_type\":\"span\",\"marks\":[],\"text\":\"Improved natural communication, offering clearer writing that's easier to follow, putting the most important information at the top of the outputs.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"32d46b2f65c8\",\"_type\":\"block\",\"children\":[{\"_key\":\"ab832bb983ae\",\"_type\":\"span\",\"marks\":[],\"text\":\"Better speed, generating outputs more than 30% faster than Opu
435s 5.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"1f818f4b0959\",\"_type\":\"block\",\"children\":[{\"_key\":\"58bb970084ef\",\"_type\":\"span\",\"marks\":[],\"text\":\"And of course, Anthropic addressed the elephant in the room: costs. Opus 5.5 now requires less compute to serve than its predecessor with pricing to match. Opus 5.5 costs 40% less than Opus 5 on typical workloads. Input tokens cost $4 per million and output tokens cost $20 per million, representing a 20% decrease from Opus 5, though still more than OpenAI's most recent comparable release, GPT-6 Sol, which costs $2 per million input and $10 per million output.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"1e16d77fa38f\",\"_type\":\"block\",\"children\":[{\"_key\":\"609721d44a70\",\"_type\":\"span\",\"marks\":[],\"text\":\"Additionally, cache reads, which the company says make up the majority of agentic and coding work, sit at $0.20 per million tokens, 60% less than Opus 5. Anthropic is also increasing five-hour usage limits on Pro, Max, Team, and seat-based Enterprise plans. The company also said 5.5 versions of Sonnet and Haiku will be made available in the coming weeks, and those will likely cost even less.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"a7202387f712\",\"_type\":\"block\",\"children\":[{\"_key\":\"4a1035cbc3a4\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"2d1e2f31053e\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"731d42d49953\",\"_type\":\"block\",\"children\":[{\"_key\":\"a7ffd37870e2\",\"_type\":\"span\",\"marks\":[],\"text\":\"There's one thing that Anthropic CEO Dario Amodei \"},{\"_key\":\"a5069f9e6424\",\"_type\":\"span\",\"marks\":[\"3c5233bf0ddd\"],\"text\":\"noted in his latest essay\"},{\"_key\":\"4819ed937d00\",\"_type\":\"span\",\"marks\":[],\"text\":\" urging for pacing the frontier that has stuck with me since it was published. He emphasized that \\\"progress will still seem fast.\\\" Releasing yet another powerful iteration of its models is seemingly an example of this. However, what's clear with this release is that, while Anthropic is eager to keep up with the stiff competition, not every task is right for frontier AI, and frontier AI is not ready for every task. It's why the fall back plan for safeguards isn't simply an outright refusal to do certain tasks, but rerouting those tasks to less capable versions of its models. And though Amodei said in his essay that we \\\"must make wise use of the time we gain\\\" that we get as a result of pacing, the question we have to ask is how much time do measures like this buy us before these models are being leveraged for riskier tasks?\"}],\"markDefs\":[{\"_key\":\"3c5233bf0ddd\",\"_type\":\"link\",\"href\":\"https://darioamodei.com/post/we-must-pace-the-frontier\"}],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-7096ef68d857f0238cfbe8b6165808be34de1e92-1456x816-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-22T21:46:20.170Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"opus-5-5-makes-frontier-ai-cheaper-and-safer\",\"status\":\"published\",\"title\":\"Opus 5.5 makes frontier AI cheaper and safer\",\"total\":725},{\"_id\":\"a26bc3cb-0e6f-4f62-8cd7-af5b4ee69c69\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}}],\"category\":[{\"_id\":\"93e516d1-26a2-49d1-862e-76979ce9fba7\",\"title\":\"Products\"}],\"content\":null,\"content1\":[{\"_key\":\"4bead6283852\",\"_type\":\"block\",\"children\":[{\"_key\":\"38e98f875f25\",\"_type\":\"span\",\"marks\":[],\"text\":\"OpenAI is releasing a more budget-friendly version of its most powerful model.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"fa2498461184\",\"_type\":\"block\",\"children\":[{\"_key\":\"e5290886a455\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Tuesday, the company unveiled GPT-6 Sol and GPT-6 Luna, the latest additions to its lineup following the release of Astra, which has quickly become one of the world's top performing models but is also neck-and-neck with Anthropic's Fable 5.1 as one of the most expensive models. 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The company said the browser's agent also allows for enterprises to better scale and automate web-based workflows more efficiently.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"c925c560a837\",\"_type\":\"block\",\"children\":[{\"_key\":\"f7618d309da6\",\"_type\":\"span\",\"marks\":[],\"text\":\"The company claims that the AlohaJet browser cuts token use by 54% and completes tasks 2.2 times faster, while maintaining a task success rate of 88%. Comparatively, agents using Chrome have a task success rate of 51%, according to Aloha.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"f63d108cc6aa\",\"_type\":\"block\",\"children\":[{\"_key\":\"adeca2bc46f1\",\"_type\":\"span\",\"marks\":[],\"text\":\"AlohaJet relies on a technology called LLMdex, which assists AI in finding necessary information and actions on a web page. 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435pplications by the end of this year, \"},{\"_key\":\"8bd574efb527\",\"_type\":\"span\",\"marks\":[\"8b4901c0855f\"],\"text\":\"according to Gartner\"},{\"_key\":\"c067d6f35b3e\",\"_type\":\"span\",\"marks\":[],\"text\":\", these agents eat up a significant amount of tokens, which can get expensive very fast if you use the latest models like Anthropic's Fable 6.1 and OpenAI's GPT-6 Astra.\"}],\"markDefs\":[{\"_key\":\"8b4901c0855f\",\"_type\":\"link\",\"href\":\"https://www.gartner.com/en/newsroom/press-releases/2025-08-26-gartner-predicts-40-percent-of-enterprise-apps-will-feature-task-specific-ai-agents-by-2026-up-from-less-than-5-percent-in-2026\"}],\"style\":\"normal\"},{\"_key\":\"4d09893e6125\",\"_type\":\"block\",\"children\":[{\"_key\":\"e0743e03a508\",\"_type\":\"span\",\"marks\":[],\"text\":\"It's a problem that Aloha faced itself, said Andrew Frost, founder of the company, in a statement. A good deal of model capacity was spent by agents simply figuring out what was on a web page. AlohaJet was a result of the company \\\"trying to strip away the waste,\\\" he said.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"b65a098b09de\",\"_type\":\"block\",\"children\":[{\"_key\":\"f81286476302\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"A few dollars for one automated task is easy to dismiss,\\\" said Frost. \\\"Run that same task 10,000 times and suddenly you have a very real infrastructure bill.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"236ee99caaaf\",\"_type\":\"block\",\"children\":[{\"_key\":\"29615ee5a1b8\",\"_type\":\"span\",\"marks\":[],\"text\":\"In testing AlohaJet, The Deep View's Editor-in-Chief Jason Hiner said that the browser is simple, fast and effective, allowing him to easily search the publication's website for articles relating to a specific topic and automatically coming up with the idea to create a CSV file for him to export and organize the list. While AlohaJet lacks in-depth bookmarking and organizational tools, it's a promising option as a browser focused on running your agentic tasks.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e46684cfa034\",\"_type\":\"block\",\"children\":[{\"_key\":\"5d8e35f010d7\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"54a3f5113cf8\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"90a7821c7abc\",\"_type\":\"block\",\"children\":[{\"_key\":\"fe036d808cf1\",\"_type\":\"span\",\"marks\":[],\"text\":\"It's no secret that enterprises are looking to trim expensive token bills. As a result, a number of alternatives have started to catch the attention of the industry, such as open-source and small, task-specific language models. However, some of these new innovations aren't straightforward innovations, with AlohaJet being an example with its agent-first browser. Another is \"},{\"_key\":\"d5876ad01b48\",\"_type\":\"span\",\"marks\":[\"3660c3aa7aec\"],\"text\":\"Jev, a model released by an OpenAI alum\"},{\"_key\":\"3dae0b5695c5\",\"_type\":\"span\",\"marks\":[],\"text\":\" that's built to interact with other software, rather than chatting with humans, and is orders of magnitude cheaper and faster to run, which has already been adopted by companies like \"},{\"_key\":\"a7bc30cfa830\",\"_type\":\"span\",\"marks\":[\"a00dda08809e\"],\"text\":\"Vercel, Cloudflare and LangChain\"},{\"_key\":\"f3227ad47eea\",\"_type\":\"span\",\"marks\":[],\"text\":\". These innovations signal that, while enterprises are hungry to use AI, they're actively looking for solutions that allow them not to reduce token use.\"}],\"markDefs\":[{\"_key\":\"3660c3aa7aec\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/jev-puts-frontier-ai-price-premium-under-pressure\"},{\"_key\":\"a00dda08809e\",\"_type\":\"link\",\"href\":\"https://www.forbes.com/sites/josipamajic/2026/09/19/jev-cuts-ai-decision-costs-100x-and-vercel-cloudflare-rushed-to-add-it/\"}],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-a2aaf118ff1788205f259a1f488792c48ba2e25a-1456x816-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-22T10:00:00.000Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"new-alohajet-browser-wants-to-make-agents-cheaper\",\"status\":\"published\",\"t
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Google is making two major selling points:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"a2aac0695c26\",\"_type\":\"block\",\"children\":[{\"_key\":\"54be5b2c5a91\",\"_type\":\"span\",\"marks\":[],\"text\":\"Android phone users get a much more seamless experience working together with these laptops\"}],\"level\":1,\"listItem\":\"number\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e6d30dc5bbe0\",\"_type\":\"block\",\"children\":[{\"_key\":\"c51dd360a7ca\",\"_type\":\"span\",\"marks\":[],\"text\":\"Gemini Intelligence is integrated into the core experience\"}],\"level\":1,\"listItem\":\"number\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"979eadc488a6\",\"_type\":\"twitter\",\"url\":\"https://x.com/Google/status/2102051060558750141?s=20\"},{\"_key\":\"cb0fc5f337f5\",\"_type\":\"block\",\"children\":[{\"_key\":\"cb059853107b\",\"_type\":\"span\",\"marks\":[],\"text\":\"Google backs up the claim that Googlebooks were designed for Gemini Intelligence with new features that make getting Gemini assistance more seamless. For instance, with the Magic Pointer feature, users can wiggle their cursors to give Gemini access to whatever is on the screen. Rambler, the Google voice-to-text feature that functions similarly to Wispr Flow, is now located next to the Quick Insert key. This is meant to help users quickly access the feature and get accurate transcriptions wherever they compose text.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"b6489b4858d2\",\"_type\":\"block\",\"children\":[{\"_key\":\"c6e24ae74f37\",\"_type\":\"span\",\"marks\":[],\"text\":\"It is also integrating AI to help people build. The Create My Widget feature allows users to customize the desktop by using natural language to create widgets. For people interested in taking it a step further, Google Antigravity, Google's development platform for AI, comes with every Googlebook. Developers also have access to a full Linux terminal environment, where they can use tools like Claude Code or Antigravity CLI, according to Google.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"aa6747ac022c\",\"_type\":\"block\",\"children\":[{\"_key\":\"398f91c798a1\",\"_type\":\"span\",\"marks\":[],\"text\":\"To flex the AI arm even further, every Chromebook purchase includes 12 months of Google AI Pro, with 5TB of cloud storage and Gemini Advanced tools. Other freebies include 3 months of YouTube Premium, Adobe Photoshop, and up to $300+ in apps. If it feels like AI is the central focus, that's what some of the \"},{\"_key\":\"a0b9d5c7bea2\",\"_type\":\"span\",\"marks\":[\"3a2b273453ba\"],\"text\":\"earliest user critiques\"},{\"_key\":\"f4db6567d024\",\"_type\":\"span\",\"marks\":[],\"text\":\" of Googlebooks have been focused on, though initial reactions\"},{\"_key\":\"a487633f45a3\",\"_type\":\"span\",\"marks\":[\"a79b06887abc\"],\"text\":\" from the media\"},{\"_key\":\"87dd6b0baa62\",\"_type\":\"span\",\"marks\":[],\"text\":\" have trended more positive.\"}],\"markDefs\":[{\"_key\":\"3a2b273453ba\",\"_type\":\"link\",\"href\":\"https://www.techradar.com/computing/laptops/googlebook-has-only-just-been-revealed-but-here-are-5-things-that-people-hate-about-the-laptop-already\"},{\"_key\":\"a79b06887abc\",\"_type\":\"link\",\"href\":\"https://x.com/i/trending/2102023393927102471\"}],\"style\":\"normal\"},{\"_key\":\"b32053496944\",\"_type\":\"block\",\"children\":[{\"_key\":\"ee2483fb144e\",\"_type\":\"span\",\"marks\":[],\"text\":\"The launch partners include HP and Dell, whose Googlebooks are powered by the Qualcomm Snapdragon X Elite chip. Lenovo and Acer, whose laptops use the Intel Core Ultra 5 Series 3 (Panther Lake). And there's also ASUS, with the Googlebook 14 powered by the Intel Core Ultra 5/7 (Panther Lake). While these chipsets are powerful and can definitely handle AI workloads, this is probably the hardest area for Google to compete in, as Apple Silicon remains more advanced. The laptops are available for pre-order today and launch on October 4 in the US, and start at $899.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"03e99fad0115\",\"_type\":\"block\",\"children\":[{\"_key\":\"d0637d39b851\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"d1d995c24fec\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"b6cddd3e292f\",\"_type\":\"block\",\"children\":[{\"_key\":\"1544b6e74620\",\"_type\":\"span\",\"marks\":[],\"text\":\"Apple has been \"},{\"_key\":\"f7c4b1857bd3\",\"_type\":\"span\",\"marks\":[\"aebdb283d929\"],\"text\":\"winning big\"},{\"_key\":\"ea2b3eb0797c\",\"_type\":\"span\",\"marks\":[],\"text\":\"$44\"}],\"markDefs\":[{\"_key\":\"aebdb283d929\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/how-apple-pushed-the-frontier-of-ai-hardware-again\"}],\"style\":\"normal\"},{\"_key\":\"9f978d7d47cf\",\"_type\":\"block\",\"children\":[{\"_key\":\"249008c350bf\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\n\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-95bd3744dbec2221ebbcaa3ecc71c9fd6d6f0663-1556x1011-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-21T22:13:24.351Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"gemini-first-laptops-are-google-s-new-ai-device-play\",\"status\":\"published\",\"t
435itle\":\"Gemini-first laptops are Google's new AI device play\",\"total\":725},{\"_id\":\"e0fb269d-ecb4-495d-bac0-65c5e490bd85\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}}],\"category\":[{\"_id\":\"a241c932-de04-490c-97aa-8f6d02bd3a07\",\"title\":\"Policy\"}],\"content\":null,\"content1\":[{\"_key\":\"e1dabcf546ec\",\"_type\":\"block\",\"children\":[{\"_key\":\"b1072ba41dcb\",\"_type\":\"span\",\"marks\":[],\"text\":\"Despite the ongoing narrative that the US and China are in a heated race against one another for increasingly-capable AI, the reality of the relationship is far more complicated.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"25848c7888ca\",\"_type\":\"block\",\"children\":[{\"_key\":\"620455504e9d\",\"_type\":\"span\",\"marks\":[],\"text\":\"This week, the Trump Administration is \"},{\"_key\":\"eac34021f968\",\"_type\":\"span\",\"marks\":[\"7439e204e069\"],\"text\":\"scheduled to host Chinese President Xi Jinping\"},{\"_key\":\"14955ccd6f3e\",\"_type\":\"span\",\"marks\":[],\"text\":\" at the White House. Ahead of the meeting, \"},{\"_key\":\"ce57ce80cb77\",\"_type\":\"span\",\"marks\":[\"51c254c5170d\"],\"text\":\"Treasury Secretary Scott Bessent\"},{\"_key\":\"dd321fe8c1ef\",\"_type\":\"span\",\"marks\":[],\"text\":\" said this weekend that the US has proposed a \\\"notification mechanism\\\" to sound the alarm on AI incidents that could impact national security.\"}],\"markDefs\":[{\"_key\":\"7439e204e069\",\"_type\":\"link\",\"href\":\"https://www.whitehouse.gov/briefings-statements/2026/09/first-lady-melania-trump-releases-details-ahead-of-his-excellency-xi-jinping-president-of-the-peoples-republic-of-china-and-madame-peng-liyuans-visit-to-the-white-house/\"},{\"_key\":\"51c254c5170d\",\"_type\":\"link\",\"href\":\"https://apnews.com/article/bessent-ai-xi-trump-china-trade-2c7f54f07e755f506d9db9b91df282bd\"}],\"style\":\"normal\"},{\"_key\":\"8cb8777f3024\",\"_type\":\"block\",\"children\":[{\"_key\":\"b0e07c0d7399\",\"_type\":\"span\",\"marks\":[],\"text\":\"Bessent told the press on Sunday that the US wants a \\\"shared vision of common goals and common threats\\\" related to AI. \\\"We think that just like any cross-border activity, that moving from opaque to more transparency between the No. 1 and the No. 2 AI powers in the world is very important.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"8038f0da95c9\",\"_type\":\"block\",\"children\":[{\"_key\":\"d1e062e2d511\",\"_type\":\"span\",\"marks\":[],\"text\":\"A notification system would not be the only example of how intertwined the US and China are when it comes to AI. However, those connecting threads aren't always above board:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"bb57081f002d\",\"_type\":\"block\",\"children\":[{\"_key\":\"da3d34e2dbda\",\"_type\":\"span\",\"marks\":[],\"text\":\"Chinese AI labs, such as DeepSeek, Moonshot and MiniMax, have been accused both by \"},{\"_key\":\"6a022f4b5c75\",\"_type\":\"span\",\"marks\":[\"a0f2a01a1e73\"],\"text\":\"major AI labs\"},{\"_key\":\"b83c17f1863c\",\"_type\":\"span\",\"marks\":[],\"text\":\" and \"},{\"_key\":\"c171c95a0855\",\"_type\":\"span\",\"marks\":[\"d5a29021ab83\"],\"text\":\"US government agencies\"},{\"_key\":\"af608f9daa1c\",\"_type\":\"span\",\"marks\":[],\"text\":\" of \\\"industrial-scale distillation campaigns\\\" involving US-made frontier AI.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[{\"_key\":\"a0f2a01a1e73\",\"_type\":\"link\",\"href\":\"https://www.anthropic.com/news/detecting-and-preventing-distillation-attacks\"},{\"_key\":\"d5a29021ab83\",\"_type\":\"link\",\"href\":\"https://www.cisa.gov/news-events/cybersecurity-advisories/aa26-251a\"}],\"style\":\"normal\"},{\"_key\":\"e20ecf0184e4\",\"_type\":\"block\",\"children\":[{\"_key\":\"55f25c797514\",\"_type\":\"span\",\"marks\":[],\"text\":\"Meanwhile, US companies are increasingly relying on Chinese open source AI models as a cheaper alternative to the pricy APIs from frontier labs. \"},{\"_key\":\"aeede2b0e0ab\",\"_type\":\"span\",\"marks\":[\"4cd0288bde8f\"],\"text\":\"July data from OpenRouter\"},{\"_key\":\"a8900c249ade\",\"_type\":\"span\",\"marks\":[],\"text\":\" found that the share of companies using Chinese models on its platform sits anywhere from 30% each week to up to 46%.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[{\"_key\":\"4cd0288bde8f\",\"_type\":\"link\",\"href\":\"https://www.cnbc.com/2026/07/07/chinese-ai-models-costs-us-openai-anthropic.html\"}
435],\"style\":\"normal\"},{\"_key\":\"26adbc6d0070\",\"_type\":\"block\",\"children\":[{\"_key\":\"1f76d869d8fb\",\"_type\":\"span\",\"marks\":[],\"text\":\"The US and China are also interwoven on the hardware side: While chips have long been a point of contention, Chinese components like transformers, batteries, and switchgears are a \"},{\"_key\":\"31a2246fb66e\",\"_type\":\"span\",\"marks\":[\"cc34fb505814\"],\"text\":\"building block of US data centers\"},{\"_key\":\"f6b7e7aa1a25\",\"_type\":\"span\",\"marks\":[],\"text\":\".\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[{\"_key\":\"cc34fb505814\",\"_type\":\"link\",\"href\":\"https://www.cnbc.com/2026/09/03/us-ai-data-centers-china-supply-chain.html\"}],\"style\":\"normal\"},{\"_key\":\"3824230a5aa4\",\"_type\":\"block\",\"children\":[{\"_key\":\"dccf1b365434\",\"_type\":\"span\",\"marks\":[],\"text\":\"Still, despite the tangled nature of the AI relationship between the two superpowers, frontier labs and US government officials have invoked the narrative that the nation must win the heated AI race.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"0d3509f67d89\",\"_type\":\"block\",\"children\":[{\"_key\":\"96123ed5f9dd\",\"_type\":\"span\",\"marks\":[],\"text\":\"For instance, the Trump Administration's AI Action Plan from last July explicitly says that the US must \"},{\"_key\":\"559eb2e60964\",\"_type\":\"span\",\"marks\":[\"371f69288e56\"],\"text\":\"achieve \\\"global dominance\\\" in AI\"},{\"_key\":\"cbb0c132adcd\",\"_type\":\"span\",\"marks\":[],\"text\":\". Anthropic, meanwhile, wrote in a May paper entitled \"},{\"_key\":\"1af309a4605e\",\"_type\":\"span\",\"marks\":[\"417259fc5320\"],\"text\":\"\\\"2028: Two scenarios for global AI leadership\\\"\"},{\"_key\":\"46668f49d367\",\"_type\":\"span\",\"marks\":[],\"text\":\" that AI supremacy is essential to \\\"stay ahead of authoritarian governments like the Chinese Communist Party, or CCP,\\\" and OpenAI has used Chinese competition to \"},{\"_key\":\"816e54a550f7\",\"_type\":\"span\",\"marks\":[\"2bf498a808dc\"],\"text\":\"justify its massive infrastru
435cture buildout\"},{\"_key\":\"38de0d0a1283\",\"_type\":\"span\",\"marks\":[],\"text\":\".\"}],\"markDefs\":[{\"_key\":\"371f69288e56\",\"_type\":\"link\",\"href\":\"https://www.whitehouse.gov/wp-content/uploads/2025/07/Americas-AI-Action-Plan.pdf?ftag=MSFd61514f\"},{\"_key\":\"417259fc5320\",\"_type\":\"link\",\"href\":\"https://www.anthropic.com/research/2028-ai-leadership\"},{\"_key\":\"2bf498a808dc\",\"_type\":\"link\",\"href\":\"https://cdn.openai.com/global-affairs/openai-infra-economics-10.09.24.pdf\"}],\"style\":\"normal\"},{\"_key\":\"1837c0d4aa24\",\"_type\":\"block\",\"children\":[{\"_key\":\"89327216752c\",\"_type\":\"span\",\"marks\":[],\"text\":\"However, this dichotomy isn't necessarily a race to build out two separate, warring ecosystems, Thomas Randall, a research director at Info-Tech Research Group, told The Deep View. Rather, because the ecosystems are so intertwined, \\\"It is a contest for control within a single, shared system.\\\" However, neither can sustain dominance on their own, he said, as both rely on a network of international suppliers, research, talent and more. That reliance is not \\\"symmetric or stable,\\\" and is constantly shifting.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"abf287a365bf\",\"_type\":\"block\",\"children\":[{\"_key\":\"41b0c6b64690\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"The rivalry is better understood as a state of shifting exposure, in which the US and China each work to weaponize whatever asymmetric position they hold within the interdependent system while simultaneously trying to correct, unilaterally, for the exposure the other has already gained,\\\" said Randall.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"33e8c723fb53\",\"_type\":\"block\",\"children\":[{\"_key\":\"b6f6db5f33e0\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"87b3137e84f0\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"2c99a2cca2ef\",\"_type\":\"block\",\"children\":[{\"_key\":\"de7056bac724\",\"_type\":\"span\",\"marks\":[],\"text\":\"US government officials and Silicon Valley alike have long used the competition with China as a means to justify the ruthless forward push to build bigger and better AI. However, as discussions of a slowdown and fear over the security risks of AI start to reach a fever pitch, the US government's alert system proposal may be an acknowledgement that this argument has its limitations. The proposal may simply be a diplomatic way to address the AI risk that these powerful systems present, without actually saying the quiet part out loud: That the US and China's AI ecosystems are inextricable from one another.\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-5aa717e0e92968b45f875acf410c4beca283ddb1-1536x768-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-21T21:45:49.881Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"the-us-china-ai-race-is-more-tangled-than-it-looks\",\"status\":\"published\",\"title\":\"The US-China AI race is more tangled than it looks\",\"total\":725},{\"_id\":\"bee7a0a7-29d7-4807-85f6-aff00772570d\",\"authors\":[{\"_id\":\"ea7e7609-877b-42bb-80b4-56a45f47463e\",\"firstName\":\"Jason\",\"jobTitle\":\"Editor-in-Chief\",\"lastName\":\"Hiner\",\"picture\":{\"_type\":\"image\",\"alt\":\"Jason Hiner\",\"asset\":{\"_ref\":\"image-c487970248047096f9b58705c2ceeb85f66d24e0-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"jason-hiner\"}}],\"category\":[{\"_id\":\"686e7c4f-f081-4876-b33e-0b95f110cd20\",\"title\":\"Hardware\"}],\"content\":null,\"content1\":[{\"_key\":\"b3974f70269b\",\"_type\":\"block\",\"children\":[{\"_key\":\"bc358f7fa485\",\"_type\":\"span\",\"marks\":[],\"text\":\"Apple continues to push the cutting edge in one part of the AI industry that could emerge as the next frontier of the ecosystem over the next 6-12 months.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"cde091968d7d\",\"_type\":\"block\",\"children\":[{\"_key\":\"7ec5e94174a2\",\"_type\":\"span\",\"marks\":[],\"text\":\"I've been testing the M5 Ultra Mac Studio and the M6 Mac mini and both devices have extended Apple's lead at the frontier of AI hardware for individual consumers and professionals. The M6 Mac mini is better than ever for running an always-on agent like \"},{\"_key\":\"94667dbe60c0\",\"_type\":\"span\",\"marks\":[\"a4102c76d117\"],\"text\":\"Perplexity Computer\"},{\"_key\":\"8026ac4cb2c7\",\"_type\":\"span\",\"marks\":[],\"text\":\", \"},{\"_key\":\"7a41d344ed87\",\"_type\":\"span\",\"marks\":[\"4f4f3180735c\"],\"text\":\"Hermes\"},{\"_key\":\"4d195fde569a\",\"_type\":\"span\",\"marks\":[],\"text\":\", or a variant of OpenClaw. The M5 Ultra Mac Studio is a workhorse that runs at the speed of a racehorse for the most demanding AI builders and small teams.\"}],\"markDefs\":[{\"_key\":\"a4102c76d117\",\"_type\":\"link\",\"href\":\"https://www.perplexity.ai/products/computer\"},{\"_key\":\"4f4f3180735c\",\"_type\":\"link\",\"href\":\"https://hermes-agent.nousresearch.com/\"}],\"style\":\"normal\"},{\"_key\":\"a3e79d93787a\",\"_type\":\"block\",\"children\":[{\"_key\":\"1ce5b09d8957\",\"_type\":\"span\",\"marks\":[],\"text\":\"Both machines can save you a ton of money on AI tokens by running the latest open models locally, such as the ones from Google Gemma, Nvidia Nemotron, DeepSeek, Alibaba's Qwen, Kimi, GLM, and others. But beyond the cost savings, the hardware can often run AI jobs a lot faster. And of course, since none of the data leaves your machine itâs a lot more private and secure, which is critical for working with PII and sensitive data.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"8e4fb6e89ada\",\"_type\":\"block\",\"children\":[{\"_key\":\"3087b13aebf8\",\"_type\":\"span\",\"marks\":[],\"text\":\"Apple's last-generation Mac mini and Mac Studio boxes were already terrific for AI and have faced long wait times for backorders since early 2026. Apple didn't have to make a new generation of hardware. It could have just increased production of its last-generation products and it would have likely sold every device that it could make.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"35c090664254\",\"_type\":\"block\",\"children\":[{\"_key\":\"b5c489da3f34\",\"_type\":\"span\",\"marks\":[],\"text\":\"But I'm glad that Apple didn't rest on its laurels and chose to push the envelope instead. I haven't started fully benchmarking the machines yet, but I have no doubt that when I do, the numbers are going to be eye-popping. The TLDR is that you can be confident that if you buy one of these machines, they are going to be future-proofed for the next 2-3 years.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3919d915de48\",\"_type\":\"image\",\"alt\":\"You can also daisy-chain up to 4 Mac Studios to run even bigger models\",\"asset\":{\"_ref\":\"image-1e24ab1a90ecbe684422a7b13a0290b3531a6a3d-4774x3414-jpg\",\"_type\":\"reference\"}},{\"_key\":\"381ff58d321c\",\"_type\":\"block\",\"children\":[{\"_key\":\"84094a42215f\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"You can also daisy-chain up to 4 Mac Studios. | Photo: Jason Hiner\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"012af2da8135\",\"_type\":\"block\",\"children\":[{\"_key\":\"592e2d8ac89f\",\"_type\":\"span\",\"marks\":[],\"text\":\"I'm also currently testing the \"},{\"_key\":\"ba473470d06f\",\"_type\":\"span\",\"marks\":[\"bd0458f0c47b\"],\"text\":\"Nvidia DGX Spark\"},{\"_key\":\"fba53c26f9f0\",\"_type\":\"span\",\"marks\":[],\"text\":\" and the \"},{\"_key\":\"e8c04c78215d\",\"_type\":\"span\",\"marks\":[\"853812524f44\"],\"text\":\"AMD Ryzen Halo\"},{\"_key\":\"dd96bf42b173\",\"_type\":\"span\",\"marks\":[],\"text\":\". Both are excellent little AI boxes that sit somewhere in between the Mac mini and the Max Studio and have many of the same benef
435its. These machines are based on the same GPU hardware that runs much of the world's most popular AI chatbots and agents in data centers. And what's wild is that the highest-end Mac Studio has 5x the memory bandwidth of the Nvidia and AMD boxes to deliver bleeding edge performance. That speaks to Apple's lead in chip design and vertical integration in consumer AI devices.\"}],\"markDefs\":[{\"_key\":\"bd0458f0c47b\",\"_type\":\"link\",\"href\":\"https://www.nvidia.com/en-us/products/workstations/dgx-spark/\"},{\"_key\":\"853812524f44\",\"_type\":\"link\",\"href\":\"https://www.amd.com/en/products/processors/desktops/ryzen/ryzen-ai-halo.html\"}],\"style\":\"normal\"},{\"_key\":\"f23f4119a7b1\",\"_type\":\"block\",\"children\":[{\"_key\":\"af78e964a3f7\",\"_type\":\"span\",\"marks\":[],\"text\":\"Still the AMD Ryzen Halo is great if you want a machine running Windows and the Nvidia DGX Spark is perfect if you want a headless desktop AI appliance running Linux. And both Nvidia and AMD are working with hardware vendors to build their own AI computers to compete with Apple in the years ahead. But, make no mistake, they are still largely playing catch-up.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"31b0fa7612f4\",\"_type\":\"block\",\"children\":[{\"_key\":\"d164486f0d3d\",\"_type\":\"span\",\"marks\":[],\"text\":\"For now, I'm running the M6 Mac mini as a dedicated agent machine, running \"},{\"_key\":\"9fcd988c8a77\",\"_type\":\"span\",\"marks\":[\"04b3ea7604ee\"],\"text\":\"Perplexity's Personal Computer with Hybrid Compute\"},{\"_key\":\"a10053d67875\",\"_type\":\"span\",\"marks\":[],\"text\":\", one of the most user-friendly AI agents and one of the best orchestrators between different models. I also plan to try it with \"},{\"_key\":\"efe1bb3b0dbf\",\"_type\":\"span\",\"marks\":[\"655521470802\"],\"text\":\"NanoClaw\"},{\"_key\":\"359f28b4548a\",\"_type\":\"span\",\"marks\":[],\"text\":\", a secure implementation of OpenClaw.\"}],\"markDefs\":[{\"_key\":\"655521470802\",\"_type\":\"link\",\"href\":\"https://nanoclaw.dev/\"},{\"_key\":\"04b3ea7604ee\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/perplexity-s-hybrid-agent-is-a-win-for-ai-privacy\"}],\"style\":\"normal\"},{\"_key\":\"ec3c9da79386\",\"_type\":\"block\",\"children\":[{\"_key\":\"1c1cac8fb524\",\"_type\":\"span\",\"marks\":[],\"text\":\"For the M5 Ultra Mac Studio, I'm throwing a ton at it, including running coding agents Claude Code and Codex while also editing video, running virtual meetings, running multiple monitors, and running six different Mac spaces. I was already doing much of that with a M2 Ultra Mac Studio (with 128GB of RAM) and could barely make it blink so I'm going to double down on running big models locally on this M5 Ultra Mac Studio with 256 GB of RAM to increase the pressure. I'll follow up with another story on how those tests go.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"cf764c6badb1\",\"_type\":\"block\",\"children\":[{\"_key\":\"c93c6438518c\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"aa3471fa93d3\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"915505c96db0\",\"_type\":\"block\",\"children\":[{\"_key\":\"4dc5b5a0e437\",\"_type\":\"span\",\"marks\":[],\"text\":\"$45\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-6128eaf26ff71a256b89b3d960f8b1b2d2a215de-1672x941-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-21T13:00:00.000Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"how-apple-pushed-the-frontier-of-ai-hardware-again\",\"status\":\"published\",\"title\":\"How Apple pushed the frontier of AI hardware again\",\"total\":725},{\"_id\":\"3967734d-8f23-4202-8532-2f19f752cd84\",\"authors\":[{\"_id\":\"ea7e7609-877b-42bb-80b4-56a45f47463e\",\"firstName\":\"Jason\",\"jobTitle\":\"Editor-in-Chief\",\"lastName\":\"Hiner\",\"picture\":{\"_type\":\"image\",\"alt\":\"Jason Hiner\",\"asset\":{\"_ref\":\"image-c487970248047096f9b58705c2ceeb85f66d24e0-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"jason-hiner\"}}],\"category\":[{\"_id\":\"298a631b-4256-473c-825a-42304f4adb83\",\"title\":\"Culture\"}],\"content\":null,\"content1\":[{\"_key\":\"edfa8d6a8f00\",\"_type\":\"block\",\"children\":[{\"_key\":\"17bc55d0e6a7\",\"_type\":\"span\",\"marks\":[],\"text\":\"As challenging and confusing as \"},{\"_key\":\"71b9ad3262ec\",\"_type\":\"span\",\"marks\":[\"353e14a9a3c9\"],\"text\":\"AI safety\"},{\"_key\":\"f37ce6240464\",\"_type\":\"span\",\"marks\":[],\"text\":\" is right now, it's not AI's biggest problem.\"}],\"markDefs\":[{\"_key\":\"353e14a9a3c9\",\"_type\":\"link\",\"href\":\"https://openai.com/index/hugging-face-incident-and-the-road-ahead/\"}],\"style\":\"normal\"},{\"_key\":\"660e58587079\",\"_type\":\"block\",\"children\":[{\"_key\":\"ed5661f1f152\",\"_type\":\"span\",\"marks\":[],\"text\":\"The bigger issue is the lack of a clear, compelling vision for where AI is headed and how it can benefit humanity. Lacking that, AI is badly losing the narrative among the broader public. Multiple surveys from reputable non-partisan organizations such as \"},{\"_key\":\"108c79cf4fc4\",\"_type\":\"span\",\"marks\":[\"5d32d1330437\"],\"text\":\"Gallup\"},{\"_key\":\"f8c7df45f587\",\"_type\":\"span\",\"marks\":[],\"text\":\" and \"},{\"_key\":\"9d73e8c60fb8\",\"_type\":\"span\",\"marks\":[\"f9b1ef9ac553\"],\"text\":\"Pew Research\"},{\"_key\":\"37d157060923\",\"_type\":\"span\",\"marks\":[],\"text\":\" show that 60% to 70% of Americans hold negative views about AI. If this were an American football game, AI would be losing by two touchdowns at the end of the first quarter.\"}],\"markDefs\":[{\"_key\":\"5d32d1330437\",\"_type\":\"link\",\"href\":\"https://news.gallup.com/poll/712751/americans-cool-toward.aspx\"},{\"_key\":\"f9b1ef9ac553\",\"_type\":\"link\",\"href\":\"https://www.pewresearch.org/internet/2026/06/17/americans-and-ai-2026-chatbots-smart-devices-and-views-on-impact/\"}],\"style\":\"normal\"}
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435ctureâall of which would, by extension, have major impacts on jobs and standards of living. But Amodei is an academic at heart. AI needs a Steve Jobs-level communicator who speaks to the heart and makes complex and confusing topics easy to understand. For that, AI's best hopes so far have been Nvidia CEO Jensen Huang and Stanford's Fei-Fei Li. Whether it's them or others, the fact remains that the public needs storytellers to offer a persuasive vision of why they should be excited about such a powerful technology that they've been warned about for so long.\"}],\"markDefs\":[{\"_key\":\"1480c01422dd\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/google-puts-ai-s-human-impact-back-in-focus\"},{\"_key\":\"fb642060640a\",\"_type\":\"link\",\"href\":\"https://darioamodei.com/essay/machines-of-loving-grace\"}],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-c0896a970d777094fea104d73d65a65c0d066885-1456x816-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-20T22:32:03.567Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"ai-s-dystopian-problem-begs-for-a-clearer-vision\",\"status\":\"published\",\"title\":\"AI's dystopian problem begs for a clearer vision\",\"total\":725},{\"_id\":\"50a474c9-e6d3-4739-b61d-c7f4d18151d9\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}}],\"category\":[{\"_id\":\"93e516d1-26a2-49d1-862e-76979ce9fba7\",\"title\":\"Products\"}],\"content\":null,\"content1\":[{\"_key\":\"53f290202fd9\",\"_type\":\"block\",\"children\":[{\"_key\":\"705b30197943\",\"_type\":\"span\",\"marks\":[],\"text\":\"A new rival to the costly architecture of the frontier labs may be emerging.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"205d3425ad00\",\"_type\":\"block\",\"children\":[{\"_key\":\"38d4c58e31d0\",\"_type\":\"span\",\"marks\":[],\"text\":\"Last week, Typesafe AI, a company founded by Diogo Almeida, former OpenAI researcher and co-inventor of the reinforcement learning tactic foundational to ChatGPT, \"},{\"_key\":\"be44f613cfd3\",\"_type\":\"span\",\"marks\":[\"ab2284acdf06\"],\"text\":\"introduced Jev\"},{\"_key\":\"d2a105a18607\",\"_type\":\"span\",\"marks\":[],\"text\":\", a model that interacts and delivers outputs to other software, rather than delivering chat responses back to humans.\"}],\"markDefs\":[{\"_key\":\"ab2284acdf06\",\"_type\":\"link\",\"href\":\"https://typesafe.ai/blog/introducing-system-one-models-and-jev\"}],\"style\":\"normal\"},{\"_key\":\"d5e5c0efc79d\",\"_type\":\"block\",\"children\":[{\"_key\":\"9f9e4cd4ceec\",\"_type\":\"span\",\"marks\":[],\"text\":\"The company emerged from stealth on Tuesday with $40 million in funding, and its model is available in early access for select developers.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"051116d9bbec\",\"_type\":\"block\",\"children\":[{\"_key\":\"ce352e0303c7\",\"_type\":\"span\",\"marks\":[],\"text\":\"The most notable part of Typesafe's launch is the efficiency gains it claims. The company said that its models are hundreds of times cheaper and faster than the leading models from frontier AI companies like OpenAI and Anthropic, while achieving similar levels of intelligence.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"85a7d395e53b\",\"_type\":\"block\",\"children\":[{\"_key\":\"b4ea9bd3460e\",\"_type\":\"span\",\"marks\":[],\"text\":\"For example, Jev costs just over 4 cents per million input tokens, roughly 238 times cheaper than GPT-6 Astra and Claude Fable 5.1 at $10 per million input tokens. For outputs, Typesafe says Jev is free because it is \\\"too cheap to meter,\\\" compared to $50 per million from the same competitors.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"c49c915e4090\",\"_type\":\"block\",\"children\":[{\"_key\":\"70be3b9ebd7e\",\"_type\":\"span\",\"marks\":[],\"text\":\"On speed, Typesafe claims Jev is two orders of magnitude faster than existing models, with an end-to-e
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435itle\":\"Jev puts frontier AI price premium under pressure\",\"total\":725},{\"_id\":\"4b6f8d5b-3118-4649-98b7-bed39c57f146\",\"authors\":[{\"_id\":\"ea7e7609-877b-42bb-80b4-56a45f47463e\",\"firstName\":\"Jason\",\"jobTitle\":\"Editor-in-Chief\",\"lastName\":\"Hiner\",\"picture\":{\"_type\":\"image\",\"alt\":\"Jason Hiner\",\"asset\":{\"_ref\":\"image-c487970248047096f9b58705c2ceeb85f66d24e0-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"jason-hiner\"}}],\"category\":[{\"_id\":\"62d2beac-b54c-44f4-9171-9658c45ec769\",\"title\":\"Governance\"}],\"content\":null,\"content1\":[{\"_key\":\"fb7b6ccd7ec1\",\"_type\":\"block\",\"children\":[{\"_key\":\"b30c79cfca11\",\"_type\":\"span\",\"marks\":[],\"text\":\"What does it take for companies to use agentic AI to transform the enterprise, without losing control of the technology?\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"14749f000a02\",\"_type\":\"block\",\"children\":[{\"_key\":\"51cdf1f852b9\",\"_type\":\"span\",\"marks\":[],\"text\":\"In this episode of The Deep View Conversations, we sit down with Shibani Ahuja, SVP of data and AI strategy at Salesforce, to discuss how one of the world's leading software companies is applying AI with practical use cases, matching governance to risk, and building toward larger transformations ahead.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"ddf113362d81\",\"_type\":\"youtube\",\"url\":\"https://www.youtube.com/watch?v=fufY_RDc5ig\"},{\"_key\":\"2d57b8c3c044\",\"_type\":\"block\",\"children\":[{\"_key\":\"92c5ae170eb0\",\"_type\":\"span\",\"marks\":[],\"text\":\"Salesforce has surprisingly embraced a \\\"headless\\\" AI strategy that lets customers use any AI to access their Salesforce data safely and securely. That includes its own Slackbot. which sits inside one of the world's most widely used business messaging systems. In this interview, we learn more about why Salesforce wants to give customers optionality.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"fb0ca0d5db63\",\"_type\":\"block\",\"children\":[{\"_key\":\"368f984a79ef\",\"_type\":\"span\",\"marks\":[],\"text\":\"Shibani also lays out Salesforceâs four modes of enterprise AI, from everyday assistive tools to agents that can reshape end-to-end operations. We also discuss Koa, Salesforceâs new CRM reasoning model, why the model-plus-harness approach is so critical, and why adaptability may be the defining enterprise skill of the AI era.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"7a12121e571b\",\"_type\":\"block\",\"children\":[{\"_key\":\"69c1074a91b5\",\"_type\":\"span\",\"marks\":[],\"text\":\"Topics covered:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"08841d7ad8f3\",\"_type\":\"block\",\"children\":[{\"_key\":\"b852d9e4e95b\",\"_type\":\"span\",\"marks\":[],\"text\":\"⢠Why organizations should start with practical, level-one AI use cases\\n⢠How Salesforce matches governance and ROI expectations to the risk of an AI deployment\\n⢠What Koa, Salesforce's AI model built on NVIDIA Nemotron, changes for enterprise AI\\n⢠Why operating models, process expertise, and professional services matter as much as the latest technology\\n⢠Shibani's case for AQ: the adaptability quotient for technology stacks and teams\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"acd79719ce3e\",\"_type\":\"block\",\"children\":[{\"_key\":\"c5f98254b418\",\"_type\":\"span\",\"marks\":[],\"text\":\"If youâre trying to make AI more efficient, safer, and more ROI-driven, this conversation offers a practical framework for how to build it, how to govern it, and where to start.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"113f7b29c2f9\",\"_type\":\"block\",\"children\":[{\"_key\":\"226b8e8fd026\",\"_type\":\"span\",\"marks\":[],\"text\":\"ðº \"},{\"_key\":\"39d726f9cb84\",\"_type\":\"span\",\"marks\":[\"f4bd5304666c\"],\"text\":\"Watch on YouTube\"},{\"_key\":\"580c18ce9ad5\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\nð§ \"},{\"_key\":\"9b736f49afea\",\"_type\":\"span\",\"marks\":[\"988bb934840d\"],\"text\":\"Listen in your favorite podcast player\"}],\"markDefs\":[{\"_key\":\"f4bd5304666c\",\"_type\":\"link\",\"href\":\"https://www.youtube.com/watch?v=fufY_RDc5ig\"},{\"_key\":\"988bb934840d\",\"_type\":\"link\",\"href\":\"https://tdv.transistor.fm/episodes/who-will-be-the-adult-in-the-room-on-ai\"}],\"style\":\"normal\"},{\"_key\":\"1a761027afb4\",\"_type\":\"block\",\"children\":[{\"_key\":\"9a23328a6c0a\",\"_type\":\"span\",\"marks\":[\"1a624b9f8d0b\"],\"text\":\"Subscribe to Deep View Conversations\"},{\"_key\":\"3fe7f57357ef\",\"_type\":\"span\",\"marks\":[],\"text\":\" for interviews with the leaders shaping the future of AI, business, and technology: \"},{\"_key\":\"abd71f03d40d\",\"_type\":\"span\",\"marks\":[\"9861d26013a9\"],\"text\":\"tdv.transitor.fm\"}],\"markDefs\":[{\"_key\":\"1a624b9f8d0b\",\"_type\":\"link\",\"href\":\"https://tdv.transistor.fm/\"},{\"_key\":\"9861d26013a9\",\"_type\":\"link\",\"href\":\"http://tdv.transitor.fm\"}
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Foremost among the upgrades is Slackforce, which lets you do nearly everything in Salesforce directly in Slack. You can simply query it like a chatbot. 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435ce, Claudeforce, and Headless 360\"},{\"_key\":\"0c2643694d1b\",\"_type\":\"span\",\"marks\":[],\"text\":\" moves we talked about yesterday, but it also includes Slackforce and these broader Slack upgrades.\"}],\"markDefs\":[{\"_key\":\"8a8a90341fa8\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/why-salesforce-may-be-ai-s-adult-in-the-room\"}],\"style\":\"normal\"},{\"_key\":\"215a220a6fd0\",\"_type\":\"block\",\"children\":[{\"_key\":\"8cf8a264af83\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"1d2354e3b907\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"11d828376f10\",\"_type\":\"block\",\"children\":[{\"_key\":\"c874bf9da74b\",\"_type\":\"span\",\"marks\":[],\"text\":\"$46\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"a1e4532ed604\",\"_type\":\"block\",\"children\":[{\"_key\":\"48313a3f455e\",\"_type\":\"span\",\"marks\":[\"strong\",\"em\"],\"text\":\"Disclaimer\"},{\"_key\":\"ec52e72710fb\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\": Jason Hiner's travel to Dreamforce 2026 was paid for by Salesforce. The Deep View's coverage is editorially independent from the companies we cover.\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-9336982ecd257954462e534f89f02a7e9d5129e5-1672x941-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-18T00:45:30.313Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"how-slack-got-new-superpowers-for-ai\",\"status\":\"published\",\"title\":\"How Slack got new superpowers for AI\",\"total\":725},{\"_id\":\"a89b85ad-e2a5-4ea7-933a-c79f289ce702\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}}],\"category\":[{\"_id\":\"e034c755-3262-44bf-b445-234b0785ce6d\",\"title\":\"Workforce\"}],\"content\":null,\"content1\":[{\"_key\":\"02127086b7b6\",\"_type\":\"block\",\"children\":[{\"_key\":\"bde97b3513df\",\"_type\":\"span\",\"marks\":[],\"text\":\"Despite AI leaders preaching about how AI can transform the workforce for the better, the public is not convinced.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"9bacb06cdf2b\",\"_type\":\"block\",\"children\":[{\"_key\":\"c17147ba2b15\",\"_type\":\"span\",\"marks\":[],\"text\":\"A study published Thursday by \"},{\"_key\":\"dd5ef2c76ac8\",\"_type\":\"span\",\"marks\":[\"d24bc7f6b8eb\"],\"text\":\"Pew Research Center\"},{\"_key\":\"e3dd193e45f6\",\"_type\":\"span\",\"marks\":[],\"text\":\" found that people broadly believe that AI will diminish job opportunities, rather than create them. The report, which included more than 42,000 people across 36 countries, finds that 46% of survey respondents believe that AI will lead to fewer jobs, while only 9% said it would lead to more. Around 13% reported that the tech would have a minimal impact on jobs, while 25% reported they weren't sure.\"}],\"markDefs\":[{\"_key\":\"d24bc7f6b8eb\",\"_type\":\"link\",\"href\":\"https://www.pewresearch.org/global/2026/09/17/globally-more-people-expect-ai-to-cause-job-loss-than-growth/\"}],\"style\":\"normal\"},{\"_key\":\"23f72d318b8f\",\"_type\":\"block\",\"children\":[{\"_key\":\"8774301f0e9c\",\"_type\":\"span\",\"marks\":[],\"text\":\"Although responses differed by country, Australia, South Korea and the US were the least confident overall about AI's economic and labor impacts. Around 76% of both Australian and South Korean respondents reported that AI will lead to fewer jobs, while 71% of US respondents reported the same.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"b202e8510ac4\",\"_type\":\"block\",\"children\":[{\"_key\":\"6b2760327c2b\",\"_type\":\"span\",\"marks\":[],\"text\":\"Several respondents said AI would cause the middle class to dwindle by widening the gap between the rich and the poor, with 46% of respondents in the US sharing this view. Young people are also more likely than those 50 and older to say that AI will fuel the gap between the rich and poor, with 56% of young people in the US, compared to 38% of those 50 and older, reporting this belief.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"a769a5bc888b\",\"_type\":\"block\",\"children\":[{\"_key\":\"ab300be55a01\",\"_type\":\"span\",\"marks\":[],\"text\":\"While this study highlights how widespread public concern is about AI-related job losses, this narrative isn't new. AI is facing a PR crisis outside the Silicon Valley bubble, with a March \"},{\"_key\":\"b13fa04596ba\",\"_type\":\"span\",\"marks\":[\"1dbde235ab9b\"],\"text\":\"report from Quinnipiac University\"},{\"_key\":\"1f14adb5b444\",\"_type\":\"span\",\"marks\":[],\"text\":\" finding that 55% of Americans felt AI would do more harm than good, and 70% believed AI will reduce job opportunities.\"}],\"markDefs\":[{\"_key\":\"1dbde235ab9b\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/americans-souring-on-ai-new-data-shows\"}],\"style\":\"normal\"},{\"_key\":\"f49982378cff\",\"_type\":\"block\",\"children\":[{\"_key\":\"1e95b061aa13\",\"_type\":\"span\",\"marks\":[],\"text\":\"These fears may not be unfounded, and job losses appear to be hitting Silicon Valley first. Tech employers filed layoff notices for more than 14,500 Bay Area employees between June 2025 and June 2026, according to analysis \"},{\"_key\":\"7b2d90f93480\",\"_type\":\"span\",\"marks\":[\"1ed3e75ad060\"],\"text\":\"published by Bloomberg\"},{\"_key\":\"fb2b54cf61af\",\"_type\":\"span\",\"marks\":[],\"text\":\" on Thursday. But keep in mind that the San Francisco Bay Area employs about 375,000 tech workers overall, \"},{\"_key\":\"d7e5d859a17a\",\"_type\":\"span\",\"marks\":[\"9f49efae51b5\"],\"text\":\"down about 7% since 2024\"},{\"_key\":\"e33bd7e3127b\",\"_type\":\"span\",\"marks\":[],\"text\":\".\"}],\"markDefs\":[{\"_key\":\"1ed3e75ad060\",\"_type\":\"link\",\"href\":\"https://www.bloomberg.com/news/features/2026-09-17/san-francisco-s-ai-wealth-boom-skirts-engineers-as-openai-anthropic-ipos-near\"},{\"_key\":\"9f49efae51b5\",\"_type\":\"link\",\"href\":\"https://www.cbre.com/insights/books/scoring-tech-talent-2026\"}],\"style\":\"normal\"},{\"_key\":\"abc3a838c528\",\"_type\":\"block\",\"children\":[{\"_key\":\"4760082a2d26\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"7444206ed274\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"be728ce4e0d9\",\"_type\":\"block\",\"children\":[{\"_key\":\"91aeb68cfb87\",\"_type\":\"span\",\"marks\":[],\"text\":\"There have been a number of conflicting narratives about how AI will impact the workforce, with some claiming that AI will \"},{\"_key\":\"dd0eab33ddfb\",\"_type\":\"span\",\"marks\":[\"4ba2c652e4a6\"],\"text\":\"create entirely new jobs\"},{\"_key\":\"25c2b22d1274\",\"_type\":\"span\",\"marks\":[],\"text\":\" that force companies to rehire laid-off workers, while some positions are \"},{\"_key\":\"fac99105f5d8\",\"_type\":\"span\",\"marks\":[\"ac99fd9304c5\"],\"text\":\"already ripe for automation\"},{\"_key\":\"250f7895b8ca\",\"_type\":\"span\",\"marks\":[],\"text\":\". But two things are already starkly true: First, companies \"},{\"_key\":\"b2a919268b35\",\"_type\":\"span\",\"marks\":[\"c28d19ce1cb5\"],\"text\":\"can, will, and have\"},{\"_key\":\"829960c89bd7\",\"_type\":\"span\",\"marks\":[],\"text\":\" used AI as a scapegoat to cut labor costs. Second, the public still largely distrusts the tech. This creates a dilemma for AI leaders: While enterprises are largely their cash cow, the frontier labs still need public buy-in to achieve their broader scaling and adoption goals. While the reality of how many jobs AI will create versus how many it will destroy remains unclear, the AI industry needs to do a much better job of articulating the opportunities for growth, because it's still losing the narrative.\"}],\"markDefs\":[{\"_key\":\"4ba2c652e4a6\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/ibm-is-changing-entry-level-jobs-not-killing-them\"},{\"_key\":\"ac99fd9304c5\",\"_type\":\"link\",\"href\":\"https://iceberg.mit.edu/\"},{\"_key\":\"c28d19ce1cb5\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/why-tech-companies-jumped-the-gun-on-ai-layoffs\"}],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-123e0437ca7ac64e78679a52f9cc787a209c8239-1456x816-png\",\"_type\":\"reference\"}}
435,\"date\":\"2026-09-17T23:15:46.837Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"ai-still-has-a-credibility-problem-on-jobs\",\"status\":\"published\",\"title\":\"AI still has a credibility problem on jobs\",\"total\":725},{\"_id\":\"d11f7c74-9094-4109-a3f2-0b7cd4351647\",\"authors\":[{\"_id\":\"a1426962-18d0-4181-8ee9-1a4eafcf851a\",\"firstName\":\"Sabrina\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Ortiz\",\"picture\":{\"_type\":\"image\",\"alt\":\"Sabrina Ortiz\",\"asset\":{\"_ref\":\"image-63ba8d4e1a0cf2df9a23424e373b06d91293a858-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"sabrina-ortiz\"}}],\"category\":[{\"_id\":\"686e7c4f-f081-4876-b33e-0b95f110cd20\",\"title\":\"Hardware\"}],\"content\":null,\"content1\":[{\"_key\":\"2e785f72039d\",\"_type\":\"block\",\"children\":[{\"_key\":\"3fdb99eb678b\",\"_type\":\"span\",\"marks\":[],\"text\":\"In a world filled with so much AI-washing, Apple has taken a refreshing approach with its Apple Watch Series 12, letting the technology work quietly in the background to enhance the user experience rather than plastering it across the product's marketing material.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"2f9f85b88a53\",\"_type\":\"block\",\"children\":[{\"_key\":\"2a30317acd4d\",\"_type\":\"span\",\"marks\":[],\"text\":\"Last Wednesday, Apple unveiled the Apple Watch Series 12 and Apple Watch Ultra 4. Both watches run on Apple's new S11 chip, which powers many new AI features and algorithms, as well as the efficiency gains needed to run them. The S11 enables flashy AI features like Siri Recap and Live Rewind, and it drives new health features that give users deeper insight into their bodies.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"2c7f5b4d4a32\",\"_type\":\"block\",\"children\":[{\"_key\":\"805d54603e97\",\"_type\":\"span\",\"marks\":[],\"text\":\"The all-new Health Sensing System, enabled by both the chip and new optical and electrical heart sensors, can now provide frequent heart rate variability (HRV) readings and heart rate tracking. This is important as it gives users more detailed insight into their health, including stress and recovery. For comparison, HRV is now measured every 5 minutes, whereas previously it was measured roughly every 2 to 4 hours, and heart rate readings occur every 5 seconds, whereas previously they were attempted every 5 minutes.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"252c8b1a0761\",\"_type\":\"block\",\"children\":[{\"_key\":\"bb04c2c8c072\",\"_type\":\"span\",\"marks\":[],\"text\":\"The unsung heroes are the machine learning models working in the background to help make sense of all this data, which, though Apple is smart not to market it as AI, are still examples of AI doing important work. Other companies should take note of the subdued approach.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"cabbeb0b8fbd\",\"_type\":\"block\",\"children\":[{\"_key\":\"8d4339021af3\",\"_type\":\"span\",\"marks\":[],\"text\":\"More examples of this include the redesigned pedometer model, which is powered by new machine learning algorithms to provide more accurate step tracking, or the new Readiness score, which provides a single 0-10 score with a designation that reads \\\"Recover, Pace Yourself, Ready, or Go For It.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"007f2ef688e9\",\"_type\":\"block\",\"children\":[{\"_key\":\"1b1e7885ff53\",\"_type\":\"span\",\"marks\":[],\"text\":\"I'm personally super excited to try this feature, but I haven't been able to because you need 7 consecutive days of 4+ hours of sleep, which I haven't yet gotten because I'm a journalist and it's Techtember. Later in the year, users will also be able to see a conversational Readiness summary of their metrics.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"6974f578f535\",\"_type\":\"block\",\"children\":[{\"_key\":\"df3d8e64c7e9\",\"_type\":\"span\",\"marks\":[],\"text\":\"Of course, the new and improved Siri AI on watchOS 27 is a signature feature, and it has been a delight using it on the go from my wrist. And we have to mention the new Audio Intelligence features, \"},{\"_key\":\"15d8daeccee5\",\"_type\":\"span\",\"marks\":[\"85bc77861a0b\"],\"text\":\"Live Rewind and Siri Recap\"},{\"_key\":\"035262bbab43\",\"_type\":\"span\",\"marks\":[],\"text\":\", which we've already covered in depth and which will be coming in beta in a couple of months.\"}],\"markDefs\":[{\"_key\":\"85bc77861a0b\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/apple-tests-the-boundaries-of-ai-listening-features\"}],\"style\":\"normal\"},{\"_key\":\"0d9a5534681f\",\"_type\":\"block\",\"children\":[{\"_key\":\"6f293cf53522\",\"_type\":\"span\",\"marks\":[],\"text\":\"A fun feature worth trying now is the improved Shazam, which is meant to let you automatically see the names of songs playing around you, ambiently, without having to tap a widget. This does not mean the widget automatically populates, as the Now Playing feature on Google Pixel phones does. Rather, you have to activate the Smart Stack by tapping your thumb and index finger or by scrolling the Digital Crown upward. Still, Shazam works as described, and it's pretty handy. However, it wasn't quite enough to satisfy my appetite for the rest of the AI features coming later this year, which I'm eager to test and report back.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"d160ecbefb7a\",\"_type\":\"block\",\"children\":[{\"_key\":\"51545d64e693\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"784d2c902ccb\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"86c7570eb983\",\"_type\":\"block\",\"children\":[{\"_key\":\"8d45a8841a59\",\"_type\":\"span\",\"marks\":[],\"text\":\"As someone who tried AI fitness coaches \"},{\"_key\":\"db560fcb979f\",\"_type\":\"span\",\"marks\":[\"602915bd048f\"],\"text\":\"as early as 2023\"},{\"_key\":\"1597320e279a\",\"_type\":\"span\",\"marks\":[],\"text\":\"$47\"}],\"markDefs\":[{\"_key\":\"602915bd048f\",\"_type\":\"link\",\"href\":\"https://www.zdnet.com/article/whoop-unveils-a-chatgpt-powered-ai-coach-heres-how-you-can-access-it/\"}],\"style\":\"normal\"},{\"_key\":\"c0ba5f4dc05c\",\"_type\":\"block\",\"children\":[{\"_key\":\"6d0af333f8a3\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\n\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-853f85b7
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4350e0\",\"_type\":\"span\",\"marks\":[],\"text\":\"Another day, another tech leader thinkpiece on the state of AI safety.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"dcb5769a4545\",\"_type\":\"block\",\"children\":[{\"_key\":\"b0cdcd81bf7e\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Wednesday, Microsoft's AI CEO Mustafa Suleyman published an essay warning about the risks of the concept of AI consciousness, leading with a frank statement on the matter: \\\"AIs are not conscious,\\\" Suleyman writes. \\\"They do not feel, experience, or suffer.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"b59bdfbb06a4\",\"_type\":\"block\",\"children\":[{\"_key\":\"55f136f4413d\",\"_type\":\"span\",\"marks\":[],\"text\":\"Suleyman's essay dives into the risks of treating these machines as if they are capable of consciousness, primarily taking aim at rival Anthropic in his arguments through three main critiques about the way that the lab's \"},{\"_key\":\"71f8b0d5ade0\",\"_type\":\"span\",\"marks\":[\"5ca4a8e3e7a0\"],\"text\":\"Claude Constitution\"},{\"_key\":\"8e2bfeffd296\",\"_type\":\"span\",\"marks\":[],\"text\":\" is designed:\"}],\"markDefs\":[{\"_key\":\"5ca4a8e3e7a0\",\"_type\":\"link\",\"href\":\"https://www.anthropic.com/constitution\"}],\"style\":\"normal\"},{\"_key\":\"7073adf56712\",\"_type\":\"block\",\"children\":[{\"_key\":\"3e9ff10c7560\",\"_type\":\"span\",\"marks\":[],\"text\":\"The model appears conscious mainly because of circular reasoning. Because Anthropic's constitution is designed to teach Claude about its own potential consciousness, it is trained to produce outputs reflecting those ideas, making those responses a \\\"predictable outcome\\\" of training choices.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"dd3d059fec2a\",\"_type\":\"block\",\"children\":[{\"_key\":\"64841349c3e1\",\"_type\":\"span\",\"marks\":[],\"text\":\"Suleyman also argues that Anthropic goes too far in encouraging Claude to mimic humanity, as it is explicitly taught to \\\"embrace certain human-like qualities\\\" and \\\"act like a genuinely ethical person,\\\" appearing as though it has preferences and opinions. While this sounds good on the surface, the result is anthropomorphization of the model, presenting to the end-user as the model having a sense of self.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e6d30e1837a8\",\"_type\":\"block\",\"children\":[{\"_key\":\"e7eac04a4d5f\",\"_type\":\"span\",\"marks\":[],\"text\":\"Finally, Suleyman says that there is simply no evidence suggesting that AI is capable of consciousness, with a growing body of research pointing to consciousness being \\\"substrate dependent,\\\" or tied to a biological body. \\\"Unlike biological organisms, LLMs have no homeostatic imperatives.\\\"\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"ec33a1b55c2b\",\"_type\":\"block\",\"children\":[{\"_key\":\"0ca068b98edf\",\"_type\":\"span\",\"marks\":[],\"text\":\"Suleyman writes, \\\"In effect, Anthropic is training Claude that it may be conscious, and if it is, then it may deserve rights as a 'moral patient,' and that as such humans potentially owe it a duty of care per its 'model welfare.'\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"4bf4f54169fa\",\"_type\":\"block\",\"children\":[{\"_key\":\"1fcdada8e0f1\",\"_type\":\"span\",\"marks\":[],\"text\":\"The more notable crux of the piece is the risks that this line of thinking and training present, which go beyond users becoming emotionally attached to these human-seeming machines. Rather, if they are trained as though they are conscious, they may circumvent safety guardrails that allow us to shut them down in the event of an emergency.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"98f3dea40556\",\"_type\":\"block\",\"children\":[{\"_key\":\"c84190b618aa\",\"_type\":\"span\",\"marks\":[],\"text\":\"By cementing the idea that AI is not just a tool, but something akin to humanity and deserving of wants, needs and rights, \\\"all of this will make the task of creating al
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It's a particularly pointed call-out of Anthropic, one of the biggest model labs in the industry, but it could equally apply to rival OpenAI, a longtime Microsoft partner. However, we have to remember that Suleyman's essay serves multiple purposes: Microsoft has largely been lagging on frontier development, so it's easy for the company to punch up. Additionally, he uses the opportunity to tout Microsoft's own human-first philosophy around frontier development at a time when fears around AI risk and loss of control are higher than ever. 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Why would people want to spend $2,195 on glasses that aren't exactly aesthetic?\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"c21ade4a971c\",\"_type\":\"block\",\"children\":[{\"_key\":\"14d51bb140df\",\"_type\":\"span\",\"marks\":[],\"text\":\"Snap Spec's launch event on Wednesday was meant to provide clarity on what the glasses can do. I flew to LA to try them, and as someone who wore them when they were first unveiled as a developer kit and has also tried nearly every competitor on the market, I can confidently say that what they offer is pretty impressive. But before we dive into the experience, a quick reminder of the hardware specs:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"da6fc4c13331\",\"_type\":\"block\",\"children\":[{\"_key\":\"c7f1b31f0776\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Display: \"},{\"_key\":\"324e86831e17\",\"_type\":\"span\",\"marks\":[],\"text\":\"51-degree field of view, equivalent to a 24-inch desktop display or 115-inch home cinema screen, and 16 million colors for rich visuals\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"82be9bf7be27\",\"_type\":\"block\",\"children\":[{\"_key\":\"1027b6ec6b16\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Lenses\"},{\"_key\":\"fd75e6e89cf9\",\"_type\":\"span\",\"marks\":[],\"text\":\": Ele
435ctrochromic lenses that can shift from clear to tinted in 10 seconds; removable inserts support single-vision prescriptions ranging from -8 to +2 diopters\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"d11651bd7349\",\"_type\":\"block\",\"children\":[{\"_key\":\"92a87c8044f6\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Processors\"},{\"_key\":\"6d7cfc956e15\",\"_type\":\"span\",\"marks\":[],\"text\":\": Powered by two Snapdragon processors, one for computer vision and the other for running the lenses\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"50533e60690c\",\"_type\":\"block\",\"children\":[{\"_key\":\"abefbacb9b5d\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Frames\"},{\"_key\":\"f5bed0a036cf\",\"_type\":\"span\",\"marks\":[],\"text\":\": Made from Swiss TR90 polymer\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"81dde75c729e\",\"_type\":\"block\",\"children\":[{\"_key\":\"eb55114d01ac\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Privacy\"},{\"_key\":\"430b1ddc6ad5\",\"_type\":\"span\",\"marks\":[],\"text\":\": LED light glows when recording, on-device data processing prioritized, and users are prompted before accessing sensitive information\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"386b987dd440\",\"_type\":\"block\",\"children\":[{\"_key\":\"ba8ee1fbafd7\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Battery life\"},{\"_key\":\"52f924c3edb5\",\"_type\":\"span\",\"marks\":[],\"text\":\": Snap claims 4 hours in mixed use\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"fe83c6d19a0a\",\"_type\":\"block\",\"children\":[{\"_key\":\"46086a41e608\",\"_type\":\"span\",\"marks\":[],\"text\":\"The experience highlighted that they were designed to be as intuitive as possible, with even the first step, measuring your pupillary distance, being as simple as holding the Specs in front of you and letting it face you for a couple of seconds. Typically, with AR experiences, there's an adjustment period to get into the flow of this virtual world; yet this experience felt natural from the start, with picking up items, making selections, and dragging windows all being straightforward.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"781f79a46a69\",\"_type\":\"block\",\"children\":[{\"_key\":\"eada3ee96d12\",\"_type\":\"span\",\"marks\":[],\"text\":\"The adaptive tint lenses, which let you toggle between a see-through eyeglasses mode and a dark-tinted sunglasses mode, work effectively within seconds. Between this and the ability to easily readjust the size and position of your windows, with an option to pin them in your environment, watch videos, play games, and even type in a Google Docs document with a Bluetooth keyboard offered a comfortable viewing experience.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"610ecf2a85aa\",\"_type\":\"block\",\"children\":[{\"_key\":\"2ab774cc989d\",\"_type\":\"span\",\"marks\":[],\"text\":\"Some more memorable parts of the demo included entering multiplayer mode to play dominoes in a virtual environment with my boyfriend, and using travel mode to watch HBO Max as a passenger in a moving vehicle. These scenarios helped me better understand the versatility of the glasses. I could see them as a device to bring on a plane to enjoy a bigger screen or on a cruise to keep yourself entertained with games and other shared experiences. You can also connect your laptop for a virtual workplace experience.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"626c973a2c1d\",\"_type\":\"block\",\"children\":[{\"_key\":\"8248e27385ed\",\"_type\":\"span\",\"marks\":[],\"text\":\"There were also new announcements, including Specs Intelligence, the name of the AI service from Snap designed to work across iPhone, Mac, and Specs AR glasses. Snap says it is meant to build an understanding of your preferences, such as routines and priorities, with a focus on preemptive assistance such as bringing relevant information into view on the Specs. Anyone in the US today can download the iOS app and try the Specs Intelligence preview. A waitlist is also available for the fuller Mac experience.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"411562f11d07\",\"_type\":\"block\",\"children\":[{\"_key\":\"b26e614d9300\",\"_type\":\"span\",\"marks\":[],\"text\":\"As for the AI features, I can't talk about the personalization of it all, but I did use it to open a YouTube video, and it understood me and did it. The Translation feature also worked accurately, translating from Italian and Spanish to English in real time. When I asked what AI model was powering the experience, Snap didn't provide details.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"0ba58636dcac\",\"_type\":\"block\",\"children\":[{\"_key\":\"c2048fd6735a\",\"_type\":\"span\",\"marks\":[],\"text\":\"The only other super noteworthy announcement was that charging case cellular connectivity is available. Users in the United States can add Verizon service, and the new case and glasses are offered at a bundled price of $2,395, not including the cost of the wireless data plan.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"5f59cb662fc3\",\"_type\":\"block\",\"children\":[{\"_key\":\"7aa72413743e\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"d2ab79719e24\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"6044966a3adf\",\"_type\":\"block\",\"children\":[{\"_key\":\"bfcac267d194\",\"_type\":\"span\",\"marks\":[],\"text\":\"This hands-on t
435ime with the specs confirmed what I already knew: these are meant to be session-only glasses that can help you with specific use cases, such as watching a movie or working on your screen. Honestly, for the short time I wore them, they felt pretty comfortable, but after 4 hours (which is how long the battery is supposed to last), I can't say I feel the same way. I would have to do a full review to actually talk about that, which I plan to do when they launch to the public, expected in the fall. With the caveat of the limited time I have spent with them, out of all the AR glasses I have tested, the fact that these do not have any tethered cables, are pretty comfortable, and offer a seamless experience makes them, to me, the best on the market right now.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"7c80f99ac4fc\",\"_type\":\"block\",\"children\":[{\"_key\":\"d9abb7444e94\",\"_type\":\"span\",\"marks\":[\"strong\",\"em\"],\"text\":\"Disclaimer\"},{\"_key\":\"e90fcfc3aed5\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\": Sabrina Ortiz's travel to the Snap Specs launch event was paid for by Snap. The Deep View's coverage is editorially independent from the companies we cover.\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-9aa469a900c0fd591f8c5beaf97cbf99443df546-1730x974-jpg\",\"_type\":\"reference\"}},\"date\":\"2026-09-16T23:40:00.000Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"here-s-our-take-on-the-new-snap-specs-with-ai\",\"status\":\"published\",\"title\":\"Here's our take on the new Snap Specs with AI\",\"total\":725},{\"_id\":\"fa1bb74d-e920-4b53-82d6-bc1d7fb059d3\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}}],\"category\":[{\"_id\":\"93e516d1-26a2-49d1-862e-76979ce9fba7\",\"title\":\"Products\"}],\"content\":null,\"content1\":[{\"_key\":\"f843575386f8\",\"_type\":\"block\",\"children\":[{\"_key\":\"89612a254155\",\"_type\":\"span\",\"marks\":[],\"text\":\"As AI labs vie with one another to be the first-pick of enterprises, Anthropic is leaning into seamlessness.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"300449adbe97\",\"_type\":\"block\",\"children\":[{\"_key\":\"0ed3c1c3c328\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Wednesday, Anthropic announced that Claude Cowork, the company's work agent, and its traditional Claude chatbot are \"},{\"_key\":\"6015af6dcec1\",\"_type\":\"span\",\"marks\":[\"6eaa53a6cad2\"],\"text\":\"merging into one experience\"},{\"_key\":\"788cd9174ff0\",\"_type\":\"span\",\"marks\":[],\"text\":\". This means that users can ask questions and assign tasks in one interface, rather than context switching between the two. This \\\"One Claude\\\" experience is rolling out to Pro and Max plans over the next few weeks, the company said, with more plans to follow.\"}],\"markDefs\":[{\"_key\":\"6eaa53a6cad2\",\"_type\":\"link\",\"href\":\"http://claude.com/blog/cowork-is-now-claude/\"}],\"style\":\"normal\"},{\"_key\":\"3f8c1635fc65\",\"_type\":\"block\",\"children\":[{\"_key\":\"b29b0b7d9190\",\"_type\":\"span\",\"marks\":[],\"text\":\"Additionally, Anthropic rolled out a few extra additions to the product, launching Claude Docs and Claude Slides, as well as integrating Claude Design into the platform. The company laid out a few ways you could use this:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"f6e2e88cc5e6\",\"_type\":\"block\",\"children\":[{\"_key\":\"62f696130db2\",\"_type\":\"span\",\"marks\":[],\"text\":\"Users can ask for slide decks and edit and present them directly in Claude, or export them as powerpoints and PDFs. Additionally, you can ask for one-page visual or graphic designs within the chatbot.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"ff528b182991\",\"_type\":\"block\",\"children\":[{\"_key\":\"d4204c051a00\",\"_type\":\"span\",\"marks\":[],\"text\":\"You can now collaborate with Claude on documents, rather than just prompting over and over again, asking the chatbot to draft sections, ask questions, and comment on certain choices. Colleagues can also collaborate across documents, though they start out private.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"edd16da1ab92\",\"_type\":\"block\",\"children\":[{\"_key\":\"ab5c2c61ea5c\",\"_type\":\"span\",\"marks\":[],\"text\":\"Users can check in on Claude's progress on assignments, and Claude can also check in with users before taking actions or working on assignments, giving users the final say.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"f06e6ada2f2e\",\"_type\":\"block\",\"children\":[{\"_key\":\"db251b13d086\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"We built Cowork as a
435separate place for bigger work, and Design for visual work,\\\" Anthropic said in its blog post. \\\"People used both, and told us the frustrating part was deciding where a task belonged.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"53cb31f89e5e\",\"_type\":\"block\",\"children\":[{\"_key\":\"e2a6e1f639f5\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"b1c1254fc887\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"653c973ea6d2\",\"_type\":\"block\",\"children\":[{\"_key\":\"8ac29bd17963\",\"_type\":\"span\",\"marks\":[],\"text\":\"Right now, Anthropic and OpenAI are especially focused on the race to create the most powerful model, leapfrogging each other in capabilities on practically a weekly basis. Meanwhile, the industry is also starting to turn to more efficient alternatives, such as open-source and small models, signalling that models themselves are gradually becoming commoditized. To win over enterprises and AI adopters, and especially to expand beyond the developer audience, these frontier labs have to do more than make a powerful model. They have to make AI better to use and easier to access its advanced capabilities. Anthropic hit the nail on the head with this update by tackling the headache of context switching, bringing everything into one place. The question we're left with is how this may play into the so-called SaaS-pocalypse. 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So is \"},{\"_key\":\"f31849f261ad\",\"_type\":\"span\",\"marks\":[\"0efc8fe31de9\"],\"text\":\"Crowdstrike\"},{\"_key\":\"1a35a3ae0c22\",\"_type\":\"span\",\"marks\":[],\"text\":\". So is \"},{\"_key\":\"7eabafad402e\",\"_type\":\"span\",\"marks\":[\"17582285bf33\"],\"text\":\"Thomson Reuters\"},{\"_key\":\"33965efa2cb9\",\"_type\":\"span\",\"marks\":[],\"text\":\".\"}],\"markDefs\":[{\"_key\":\"0efc8fe31de9\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/crowdstrike-unveils-3-part-plan-to-fight-malicious-agents\"},{\"_key\":\"17582285bf33\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/why-companies-want-to-own-their-intelligence\"}],\"style\":\"normal\"},{\"_key\":\"4112a49b158e\",\"_type\":\"block\",\"children\":[{\"_key\":\"db4bc566a8d2\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Tuesday at its Dreamforce 2026 event in San Francisco, Salesforce announced Koa, its own domain-specific reasoning model that's purpose-built to enable agents to handle business tasks more effectively while keeping your data private. Koa has performed well in early benchmarks, including the \"},{\"_key\":\"5d24f660edbf\",\"_type\":\"span\",\"marks\":[\"c02729bffd49\"],\"text\":\"LLM benchmark for CRM\"},{\"_key\":\"1affa13120e7\",\"_type\":\"span\",\"marks\":[],\"text\":\" created by Salesforce AI Research to measure performance based on real-world enterprise tasks and used across the industry over the past couple years.\"}],\"markDefs\":[{\"_key\":\"c02729bffd49\",\"_type\":\"link\",\"href\":\"https://www.salesforce.com/news/stories/crm-benchmark/\"}],\"style\":\"normal\"},{\"_key\":\"b22b86dad0db\",\"_type\":\"block\",\"children\":[{\"_key\":\"542c2c24e3f5\",\"_type\":\"span\",\"marks\":[],\"text\":\"Salesforced reported, \\\"Koa already matches or exceeds leading model performance on CRM actions with 3x fewer errors.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"96a6e5c3c944\",\"_type\":\"block\",\"children\":[{\"_key\":\"b8f8aa176ca4\",\"_type\":\"span\",\"marks\":[],\"text\":\"That tracks with the results of other domain-specific models, which typically reduce token costs and hallucinations because they are focused on a narrower set of expertise. They also tend to have increased performance for the same reason.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"013a9a254b68\",\"_type\":\"block\",\"children\":[{\"_key\":\"bd91a5daabfe\",\"_type\":\"span\",\"marks\":[],\"text\":\"Salesforce built Koa, the name of a Hawaiian tree used to make canoes and ukuleles, by post-training Nvidia's open model, \"},{\"_key\":\"3d3a34a7fc0a\",\"_type\":\"span\",\"marks\":[\"1d0cd854ebd4\"],\"text\":\"Nemotron 3 Super\"},{\"_key\":\"a1fe9f4534c4\",\"_type\":\"span\",\"marks\":[],\"text\":\". Koa was specifically trained on synthetic data from almost three decades of business knowledge and was tuned to focus on knowledge work. As a result, Koa \\\"is designed to support long-running agents that execute multiple tasks and complete complex outcomes,\\\" said Rohan Kumar, chief platform and engineering officer at the Dreamforce keynote on Tuesday.\"}],\"markDefs\":[{\"_key\":\"1d0cd854ebd4\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/nvidia-boosts-open-models-with-nemotron-3-super\"}],\"style\":\"normal\"},{\"_key\":\"1ea3c7b21b72\",\"_type\":\"block\",\"children\":[{\"_key\":\"22af5f3e0bdb\",\"_type\":\"span\",\"marks\":[],\"text\":\"The company doesn't see this as a vehicle for job or SaaS replacement, but as an enterprise empowerment tool that is more precise, more secure, and more tailored to the AI needs of companies that use Salesforce. One of the big promises of AI has always been that it will automate away grunt work and processes that don't add as much value. That's what Salesforce is trying to deliver here.\\\"The SaaS-pocalypse was not about the end of software, but it may be about the end of software that makes humans do all the work,\\\" CEO Marc Benioff said during the Tuesday keynote.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"c0c4ed885d2c\",\"_type\":\"block\",\"children\":[{\"_key\":\"2eb421f3a600\",\"_type\":\"span\",\"marks\":[],\"text\":\"Salesforce also made a series of other AI announcements on Tuesday at Dreamforce, led by:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"8794871a37cc\",\"_type\":\"block\",\"children\":[{\"_key\":\"a491b722e732\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"AIfor
435ce\"},{\"_key\":\"e64c8ad62ba0\",\"_type\":\"span\",\"marks\":[],\"text\":\": This is a new interface that, instead of going to the traditional Salesforce UI, lets you ask questions, run complex queries, assign tasks, and create exactly the dashboards you need by simply interrogating your company's Salesforce instance directly.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"a95dc307b0a4\",\"_type\":\"block\",\"children\":[{\"_key\":\"6fb41c58b084\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Claudeforce\"},{\"_key\":\"728e811f60e8\",\"_type\":\"span\",\"marks\":[],\"text\":\": This basically turns Claude into a front-end for Salesforce and ships with 37 pre-built sales skills at launch that include functions such as deal review, pipeline hygiene, prospect research, account management, and more.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e8143b9125f2\",\"_type\":\"block\",\"children\":[{\"_key\":\"42b049ad610c\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Headless 360\"},{\"_key\":\"f61ac3e08a47\",\"_type\":\"span\",\"marks\":[],\"text\":\": Salesforce is allowing its customers to have access to all of the elements of their platform through APIs, MCPs, plugins, and skills so that they can access their Salesforce data from the platforms of the choice without ever having to go to salesforce.com or use any of Salesforce's own tools, if that's what they prefer.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"2e7f757c36c0\",\"_type\":\"block\",\"children\":[{\"_key\":\"365b938f3957\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"01785fd5296a\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"a536593be958\",\"_type\":\"block\",\"children\":[{\"_key\":\"3b09b8c24d99\",\"_type\":\"span\",\"marks\":[],\"text\":\"The next stage of enterprise AI is shaping up to be companies owning their own intelligence. As the models get smarter and smarter, intelligence is likely to encapsulate the greatest value inside an organization. Outsourcing that layer would mean losing control of your most important asset and potentially sending the most proprietary information about your business to another company, one that might also be serving your competitors. It's easy to see why companies like Salesforce, Crowdstrike, and Thomson Reuters have decided their need to build their own models. But it's also easy to see why they don't necessarily want to become frontier labs, when they can use open models like Nvidia Nemotron and use post-training to customize them and save a lot of time. And since Salesforce is a platform company, it will be interesting to see if it eventually helps other enterprises build their own AI models so that they can also capture more value and ROI from their investments in AI.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"8e37229969b2\",\"_type\":\"block\",\"children\":[{\"_key\":\"76957362e586\",\"_type\":\"span\",\"marks\":[\"strong\",\"em\"],\"text\":\"Disclaimer\"},{\"_key\":\"b330a5524f60\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\": Jason Hiner's travel to Dreamforce 2026 was paid for by Salesforce. The Deep View's coverage is editorially independent from the companies we cover.\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-b34a8221fc23e60becf4baa300c3693af0ec18a0-1456x816-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-16T06:50:35.560Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"why-salesforce-may-be-ai-s-adult-in-the-room\",\"status\":\"published\",\"title\":\"Why Salesforce may be AI's adult in the room\",\"total\":725},{\"_id\":\"04b3ff3f-25cd-4207-af08-c1d8e00346c0\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}}],\"category\":[{\"_id\":\"206c6923-0f85-4634-8375-a5d2ec894e20\",\"title\":\"Research\"}],\"content\":null,\"content1\":[{\"_key\":\"40334c5d51b5\",\"_type\":\"block\",\"children\":[{\"_key\":\"330651de5552\",\"_type\":\"span\",\"marks\":[],\"text\":\"Despite the heightened tension around AI's risks, the tech may actually be starting to live up to some of AI leaders' grandiose predictions.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"4e8bd9df48df\",\"_type\":\"block\",\"children\":[{\"_key\":\"3bbf7ac57024\",\"_type\":\"span\",\"marks\":[],\"text\":\"In a \"},{\"_key\":\"d29ea19d5d11\",\"_type\":\"span\",\"marks\":[\"c51967caa547\"],\"text\":\"blog post on Tuesday\"},{\"_key\":\"dc151f6c7b07\",\"_type\":\"span\",\"marks\":[],\"text\":\", Google announced that its tech now supports more than 300 languages, spoken by 7 billion people, representing around 86% of the global population.\"}],\"markDefs\":[{\"_key\":\"c51967caa547\",\"_type\":\"link\",\"href\":\"https://blog.google/innovation-and-ai/technology/ai/ai-applications-science-people/\"}],\"style\":\"normal\"},{\"_key\":\"2fba4cd0d52c\",\"_type\":\"block\",\"children\":[{\"_key\":\"ac05aa8c22f2\",\"_type\":\"span\",\"marks\":[],\"text\":\"This, however, comes on the heels of a number of significant breakthroughs, including unveiling and releasing AlphaGenome Atlas, a map of all 9 billion possible single letter genetic changes across the human genome, releasing WeatherNext 3, its most accurate global weather model yet, and creating the Planetary Prediction Engine to forecast and prepare for what it calls \\\"planetary crises,\\\" such as disease outbreaks.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"507d636c5820\",\"_type\":\"block\",\"children\":[{\"_key\":\"45d9be225a86\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"Weâre focusing our work in key areas that matter most: making disease detectable, treatable, and preventable, predicting natural disasters, expanding learning, and unlocking economic opportunities for more people,\\\" James Manyika, SVP of research, labs, technology and s
435ociety at Google, wrote in the post.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"cd47d0ab3178\",\"_type\":\"block\",\"children\":[{\"_key\":\"fb16582fca94\",\"_type\":\"span\",\"marks\":[],\"text\":\"In these areas, Google laid out several other initiatives to use AI for the benefit of humanity, including:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"83383701b20d\",\"_type\":\"block\",\"children\":[{\"_key\":\"e3b6da4eed23\",\"_type\":\"span\",\"marks\":[],\"text\":\"Using the tech to study breast cancer, tuberculosis and diabetes, as well as expanding wearables to detect things like cardiovascular diseases, insulin resistance and hypertension\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"82b5f185fb99\",\"_type\":\"block\",\"children\":[{\"_key\":\"d1dd6e4c41d7\",\"_type\":\"span\",\"marks\":[],\"text\":\"Tracking and predicting extreme weather or natural disasters, such as monsoons, wildfires, earthquakes and floods, to prepare for and mitigate as much damage as possible\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"9ce81a197430\",\"_type\":\"block\",\"children\":[{\"_key\":\"53c22cf064d5\",\"_type\":\"span\",\"marks\":[],\"text\":\"Using AI to democratize education through personalized learning and removing language barriers, and broadly creating better translation tools and more inclusive speech technology\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"871e14f583e9\",\"_type\":\"block\",\"children\":[{\"_key\":\"1efe9744c5ec\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"cf1480eaf911\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"b3a5d3e8d786\",\"_type\":\"block\",\"children\":[{\"_key\":\"2bc9637070fe\",\"_type\":\"span\",\"marks\":[],\"text\":\"There is a lot of doom and gloom around AI right now as the risks of the tech heighten anxiety around all of the ways it can be used for malice. And that risk isn't unwarranted, as we've recently seen warnings that frontier labs are having to thwart \"},{\"_key\":\"9fd4de512c48\",\"_type\":\"span\",\"marks\":[\"d28e1daa7414\"],\"text\":\"attempts to use the tech to create bioweapons\"},{\"_key\":\"1fae3a622781\",\"_type\":\"span\",\"marks\":[],\"text\":\". But we should always remember that AI is simply a very powerful tool that can be used for good or bad. Amid the current fear, the good is often being overshadowed. And while Google's initiatives certainly serve as good PR, both for the benefits of AI and for itself, they do serve as a reminder that, when it's in the right hands, AI can clearly be used to benefit humanity. And for a company like Google that's struggling to keep up with frontier labs in creating the most powerful models, focusing on ways to maximize the human benefits looks to be a solid strategy.\"}],\"markDefs\":[{\"_key\":\"d28e1daa7414\",\"_type\":\"link\",\"href\":\"https://www.science.org/content/article/chilling-warning-or-overreaction-ai-bioweapons-report-divides-experts\"}],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-40cd350107e6d4746f32b68643d7b3d0e33e811a-1456x816-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-15T23:47:55.329Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"google-puts-ai-s-human-impact-back-in-focus\",\"status\":\"published\",\"title\":\"Google puts AIâs human impact back in focus\",\"total\":725},{\"_id\":\"db8bafb9-09a4-4fe7-92fd-5345bff81ecb\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}}],\"category\":[{\"_id\":\"62d2beac-b54c-44f4-9171-9658c45ec769\",\"title\":\"Governance\"}],\"content\":null,\"content1\":[{\"_key\":\"1cdfa0b3b61e\",\"_type\":\"block\",\"children\":[{\"_key\":\"9d97a20c1c2a\",\"_type\":\"span\",\"marks\":[],\"text\":\"As discussions of an AI slowdown escalate, leaders of AI's top labs may be aligned on where to start: third-party accountability.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"592f1768c039\",\"_type\":\"block\",\"children\":[{\"_key\":\"f8c66c9a9996\",\"_type\":\"span\",\"marks\":[],\"text\":\"Leaders from Anthropic, Google and OpenAI are in discussion about creating an AI industry standards body to test advanced AI models before deployment, \"},{\"_key\":\"f919dc62af9d\",\"_type\":\"span\",\"marks\":[\"1739202ed436\"],\"text\":\"CNN reported\"},{\"_key\":\"6a57571bc613\",\"_type\":\"span\",\"marks\":[],\"text\":\". However, these conversations were underway before the chaos of the past week \"},{\"_key\":\"0032c58b6b10\",\"_type\":\"span\",\"marks\":[\"bc7cb4364bf5\"],\"text\":\"incited new fervor in the debates\"},{\"_key\":\"4269714392d5\",\"_type\":\"span\",\"marks\":[],\"text\":\" around AI safety, and were instead spurred by Google DeepMind CEO \"},{\"_key\":\"e947b0a8aebf\",\"_type\":\"span\",\"marks\":[\"a0ae74b37d7b\"],\"text\":\"Demis Hassabis' July essay\"},{\"_key\":\"01c3ab925e51\",\"_type\":\"span\",\"marks\":[],\"text\":\" that pitched a US-led standards body similar to the Financial Industry Regulatory Authority, according to CNN.\"}],\"markDefs\":[{\"_key\":\"1739202ed436\",\"_type\":\"link\",\"href\":\"https://www.cnn.com/2026/09/14/tech/ai-standards-body?Date=20260914\u0026Profile=CNN\"},{\"_key\":\"bc7cb4364bf5\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/ai-s-safety-warnings-are-getting-harder-to-ignore\"},{\"_key\":\"a0ae74b37d7b\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/demis-hassabis-outlines-ambitious-ai-safety-plan\"}],\"style\":\"normal\"},{\"_key\":\"879952401c6c\",\"_type\":\"block\",\"children\":[{\"_key\":\"1288844f90a1\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"The rapid progress weâre seeing in AI requires a new approach to testing frontier AI model capabilities that is dynamic, adaptable, and rigorous,\\\" \"},{\"_key\":\"3ef1b872aef1\",\"_type\":\"span\",\"marks\":[\"4d35f518d363\"],\"text\":\"Hassabis wrote in the essay\"},{\"_key\":\"1774427013d2\",\"_type\":\"span\",\"marks\":[],\"text\":\".\"}],\"markDefs\":[{\"_key\":\"4d35f518d363\",\"_type\":\"link\",\"href\":\"https://x.com/demishassabis/status/2076957440109625718\"}],\"style\":\"normal\"},{\"_key\":\"d799650eb8ef\",\"_type\":\"block\",\"children\":[{\"_key\":\"033d2d1744fb\",\"_type\":\"span\",\"marks\":[],\"text\":\"But this isn't the only sign that the industry is looking for new ways to be held accountable:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"826a2ebdffb0\",\"_type\":\"block\",\"children\":[{\"_key\":\"b308f515a11d\",\"_type\":\"span\",\"marks\":[],\"text\":\"OpenAI is backing the FRONTIER act, a bipartisan House proposal that would make it required for frontier AI labs to embed outside evaluators into their development processes to ensure model safety, \"},{\"_key\":\"e74ce15b4f78\",\"_type\":\"span\",\"marks\":[\"523f5081f3a6\"],\"text\":\"according to a Tuesday Politico\"},{\"_key\":\"4ac2afe9049b\",\"_type\":\"span\",\"marks\":[],\"text\":\" report.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[{\"_key\":\"523f5081f3a6\",\"_type\":\"link\",\"href\":\"https://www.politico.com/news/2026/09/15/openai-backs-bipartisan-house-plan-for-third-party-safety-assessments-01076588\"}
435],\"style\":\"normal\"},{\"_key\":\"771568a57938\",\"_type\":\"block\",\"children\":[{\"_key\":\"2207b2edb810\",\"_type\":\"span\",\"marks\":[],\"text\":\"Embedded evaluators were also part of Anthropic \"},{\"_key\":\"682f0a74c84f\",\"_type\":\"span\",\"marks\":[\"df16062504f9\"],\"text\":\"CEO Dario Amodei's pitch for pacing frontier development\"},{\"_key\":\"01b610066c3c\",\"_type\":\"span\",\"marks\":[],\"text\":\", calling for AI companies to give \\\"employee-like access\\\" to teams that can \\\"verify adherence to safety practices and commitments.\\\"\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[{\"_key\":\"df16062504f9\",\"_type\":\"link\",\"href\":\"https://darioamodei.com/post/we-must-pace-the-frontier\"}],\"style\":\"normal\"},{\"_key\":\"049520e61b14\",\"_type\":\"block\",\"children\":[{\"_key\":\"45ffe801c01f\",\"_type\":\"span\",\"marks\":[],\"text\":\"And SpaceXAI CEO Elon Musk this week \"},{\"_key\":\"3f29e0da4753\",\"_type\":\"span\",\"marks\":[\"1ed9592456a8\"],\"text\":\"called for AI companies to work together\"},{\"_key\":\"e09ff35c7f75\",\"_type\":\"span\",\"marks\":[],\"text\":\" to test each other's models before they are released to the public, specifically calling for OpenAI, Anthropic, Google, Meta and \\\"three or four of the leading Chinese companiesâ to let rivals evaluate their models for safety.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[{\"_key\":\"1ed9592456a8\",\"_type\":\"link\",\"href\":\"https://www.cnbc.com/2026/09/15/elon-musk-ai-safety-testing.html\"}],\"style\":\"normal\"},{\"_key\":\"b240920b74d8\",\"_type\":\"block\",\"children\":[{\"_key\":\"e56cc6970a74\",\"_type\":\"span\",\"marks\":[],\"text\":\"However, third-party evaluators may only be one piece of the puzzle of a much larger framework necessary for keeping models in line. Miranda Bogen, director of the governance lab at the Center for Democracy and Technology, told The Deep View that while outside testers can spot the pitfalls in models before they go out to the public, they \\\"can't change companies' behavior without a complementary suite of tools.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3cb08978d0ef\",\"_type\":\"block\",\"children\":[{\"_key\":\"f31d8f5f09bf\",\"_type\":\"span\",\"marks\":[],\"text\":\"For instance, Bogen said, other necessary pieces include measurement standards, channels to communicate failed safety checks to relevant external stakeholders, making it mandatory to fix deficiencies, as well as a \\\"clear allocation of responsibilities\\\" to keep these evaluations from \\\"ending up as a checkbox exercise.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"0b98695e3e61\",\"_type\":\"block\",\"children\":[{\"_key\":\"8bf23
43569027ec\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"We've seen examples of the limitations of third-party assessments time and again across contexts, from the financial industry to aviation,\\\" Bogen told The Deep View. \\\"The fresh energy around external evaluation is exciting and third-party evaluations are a critical piece of the puzzle, but we need to be realistic about what it will take for them to effectively reduce the many risks that AI systems pose.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"b537b62989d8\",\"_type\":\"block\",\"children\":[{\"_key\":\"aa25e192ab5c\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"f287f289255a\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"8393d14161da\",\"_type\":\"block\",\"children\":[{\"_key\":\"c998304f579a\",\"_type\":\"span\",\"marks\":[],\"text\":\"As Bogen said, third-party evaluations are a great first step in spotting the flaws in powerful AI models before they reach the hands of users. But in order for this to actually be effective, these evaluators have to have leverage over these powerful companies. For instance, if a lab fails its safety standards evaluations, mandatory requirements should force that lab to either adjust its model to make it safe, or not release the model at all. Without that leverage, there is no consequence for a company not meeting these standards, or forgoing them entirely. Rather, evaluations would become a symbolic, good faith measure that doesn't actually do much to mitigate risk. The problem is that organizing this kind of effort generally takes public-private collaboration, and in the US, the Trump Administration has made it clear that \"},{\"_key\":\"78c4e552a162\",\"_type\":\"span\",\"marks\":[\"c0611e56824a\"],\"text\":\"it doesn't believe that AI presents the kind of risks\"},{\"_key\":\"c70adcc0f455\",\"_type\":\"span\",\"marks\":[],\"text\":\" that the industry is warning about. Additionally, given that this would require a global effort, getting Chinese labs to cooperate may be similarly difficult.\"}],\"markDefs\":[{\"_key\":\"c0611e56824a\",\"_type\":\"link\",\"href\":\"https://apnews.com/article/trump-ai-guardrails-data-centers-b85df16775ff7e9611a456b061a0e4b9\"}],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-7eff8e4c1f1ad45f70d0165b1800ace16bbf7784-1536x768-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-15T23:42:06.835Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"what-ai-labs-safety-pledges-still-don-t-solve\",\"status\":\"published\",\"title\":\"What AI labs' safety pledges still don't solve\",\"total\":725},{\"_id\":\"ddf187c8-193e-473b-a28a-128d14e6b35e\",\"authors\":[{\"_id\":\"ea7e7609-877b-42bb-80b4-56a45f47463e\",\"firstName\":\"Jason\",\"jobTitle\":\"Editor-in-Chief\",\"lastName\":\"Hiner\",\"picture\":{\"_type\":\"image\",\"alt\":\"Jason Hiner\",\"asset\":{\"_ref\":\"image-c487970248047096f9b58705c2ceeb85f66d24e0-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"jason-hiner\"}}],\"category\":[{\"_id\":\"62d2beac-b54c-44f4-9171-9658c45ec769\",\"title\":\"Governance\"}],\"content\":null,\"content1\":[{\"_key\":\"40482756b8d5\",\"_type\":\"block\",\"children\":[{\"_key\":\"28b28a2e57c4\",\"_type\":\"span\",\"marks\":[],\"text\":\"The challenge with the debate around pacing frontier AI is that it suffers from the same problem we face as a society: polarization obscures reality.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"54664f431c17\",\"_type\":\"block\",\"children\":[{\"_key\":\"cf20830a5dc2\",\"_type\":\"span\",\"marks\":[],\"text\":\"When it comes to controlling, managing, and regulating AI, we are presented with two choices:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"2ff0fd317de7\",\"_type\":\"block\",\"children\":[{\"_key\":\"0a5eacb6dbe1\",\"_type\":\"span\",\"marks\":[],\"text\":\"Allow AI to proceed unfettered so that it can cure all diseases, drive economic expansion, and enable democracy to flourish.\"}],\"level\":1,\"listItem\":\"number\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"247273ffc47c\",\"_type\":\"block\",\"children\":[{\"_key\":\"519760d11159\",\"_type\":\"span\",\"marks\":[],\"text\":\"Slow down its development to avoid the risks of this powerful technology getting out of control and potentially causing great harm, including the possibility of extinguishing humanity.\"}],\"level\":1,\"listItem\":\"number\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"777500b8a87d\",\"_type\":\"block\",\"children\":[{\"_key\":\"ee66bf483d5f\",\"_type\":\"span\",\"marks\":[],\"text\":\"This kind of black-and-white dichotomous thinking offers clarity that works well in todayâs social media-driven news cycle. However, it needs more maturity and nuance if it hopes to solve the problem.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"cf64792f31e4\",\"_type\":\"block\",\"children\":[{\"_key\":\"d800491d2341\",\"_type\":\"span\",\"marks\":[],\"text\":\"These two scenarios represent a pair of extremes on opposite ends of a very large spectrum of possibilities for how AI could play out in the years aheadâand they aren't mutually exclusive. As with public dialogue on many different topics right now, people and organizations are racing to positions on the extremes to stake their intellectual ground, and then defend it to the death.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"41676c0f7792\",\"_type\":\"block\",\"children\":[{\"_key\":\"bfd3860621b9\",\"_type\":\"span\",\"marks\":[],\"text\":\"What we need to solve the most difficult issues is to improve the quality of the dialogue itself. There are plenty of smart people with creative ideas, insights, and perspectives on what's happening and how to navigate it. What we need are fewer social media clips and zingers, and more opportunities to extrapolate, listen, and learn from each other.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"a1e938225ae0\",\"_type\":\"block\",\"children\":[{\"_key\":\"a5338923e516\",\"_type\":\"span\",\"marks\":[],\"text\":\"Society in general is looking for boogeymen when it comes to AI. In the US, \"},{\"_key\":\"b345a08c61ac\",\"_type\":\"span\",\"marks\":[\"d83d31410064\"],\"text\":\"over half the population holds a negative opinion\"},{\"_key\":\"cee7ae0bc88f\",\"_type\":\"span\",\"marks\":[],\"text\":\" about the technology, despite \"},{\"_key\":\"cd3cdf5df2f9\",\"_type\":\"span\",\"marks\":[\"4acdc1c14d6a\"],\"text\":\"not being very well informed\"},{\"_key\":\"dce2837a28bb\",\"_type\":\"span\",\"marks\":[],\"text\":\" about it. So the stories of AI breaking free of its constraints and doing things humans didn't intend it to do leads many people to believe we're on the path to the sci-fi depictions they've seen in \"},{\"_key\":\"da324c7a27e7\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"The Terminator\"},{\"_key\":\"35173a650cbc\",\"_type\":\"span\",\"marks\":[],\"text\":\" and \"},{\"_key\":\"7be407848630\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"iRobot\"},{\"_key\":\"1b7e1d9d814b\",\"_type\":\"span\",\"marks\":[],\"text\":\".\"}],\"markDefs\":[{\"_key\":\"d83d31410064\",\"_type\":\"link\",\"href\":\"https://www.pewresearch.org/short-reads/2026/08/18/young-adults-in-the-us-are-increasingly-wary-of-ai-concerned-it-will-take-jobs/\"},{\"_key\":\"4acdc1c14d6a\",\"_type\":\"link\",\"href\":\"https://www.rutgers.edu/news/americans-use-artificial-intelligence-they-dont-want-it-charge\"}
435],\"style\":\"normal\"},{\"_key\":\"63febcbfb02c\",\"_type\":\"block\",\"children\":[{\"_key\":\"57a17668e5ef\",\"_type\":\"span\",\"marks\":[],\"text\":\"As concerning as the \"},{\"_key\":\"9fe413588b57\",\"_type\":\"span\",\"marks\":[\"9f6d8bdb8fb5\"],\"text\":\"OpenAI-Hugging Face\"},{\"_key\":\"fb3b73a8b6a5\",\"_type\":\"span\",\"marks\":[],\"text\":\" incident was, it's not a canary in the coal mine, at least not yet. It's simply an indicator that better safety constraints need to be put in place and that work still needs to be done to help AI agents understand how to achieve the goals given to them by humans while adhering to the value systems humans set for them. (It's the latter that Anthropic has been experimenting with in the form of \\\"\"},{\"_key\":\"73f3504d315d\",\"_type\":\"span\",\"marks\":[\"e34ac5f34e9d\"],\"text\":\"constitutional AI\"},{\"_key\":\"fd4107a31fd8\",\"_type\":\"span\",\"marks\":[],\"text\":\".\\\") Some researchers such as \"},{\"_key\":\"0ebe1b555e66\",\"_type\":\"span\",\"marks\":[\"b9da01ef6a1b\"],\"text\":\"Ajeya Cotra\"},{\"_key\":\"fa21925abb3b\",\"_type\":\"span\",\"marks\":[],\"text\":\" disagree with the take mentioned above about OpenAI-Hugging Face. And I respect that. We're at a stage in the maturation of humanity where we need to re-learn how to disagree with each other without seeing each other as the enemy.\"}],\"markDefs\":[{\"_key\":\"9f6d8bdb8fb5\",\"_type\":\"link\",\"href\":\"https://openai.com/index/hugging-face-incident-and-the-road-ahead/\"},{\"_key\":\"e34ac5f34e9d\",\"_type\":\"link\",\"href\":\"https://www.anthropic.com/constitution\"},{\"_key\":\"b9da01ef6a1b\",\"_type\":\"link\",\"href\":\"https://www.dwarkesh.com/p/ajeya-cotra\"}],\"style\":\"normal\"},{\"_key\":\"bd3c531f1039\",\"_type\":\"block\",\"children\":[{\"_key\":\"6ac82c62279b\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"f45c03dc9916\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"82a4865626bf\",\"_type\":\"block\",\"children\":[{\"_key\":\"e55eaced0741\",\"_type\":\"span\",\"marks\":[],\"text\":\"$48\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-7694235b16014419fcc89a67401e17490504009d-1456x816-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-15T03:27:45.292Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"why-ai-pacing-has-become-a-false-choice\",\"status\":\"published\",\"title\":\"Why AI pacing has become a false choice\",\"total\":725},{\"_id\":\"3309d57d-c70a-471c-ad80-6fc142414cde\",\"authors\":[{\"_id\":\"a1426962-18d0-4181-8ee9-1a4eafcf851a\",\"firstName\":\"Sabrina\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Ortiz\",\"picture\":{\"_type\":\"image\",\"alt\":\"Sabrina Ortiz\",\"asset\":{\"_ref\":\"image-63ba8d4e1a0cf2df9a23424e373b06d91293a858-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"sabrina-ortiz\"}}],\"category\":[{\"_id\":\"62d2beac-b54c-44f4-9171-9658c45ec769\",\"title\":\"Governance\"}],\"content\":null,\"content1\":[{\"_key\":\"8f9d719c59e8\",\"_type\":\"block\",\"children\":[{\"_key\":\"ddd01bd182cb\",\"_type\":\"span\",\"marks\":[],\"text\":\"When OpenAI and Anthropic called for a slowdown in AI developments, it set off a chain reaction. Since then, other AI teams, the stock market, and the White House have all had a lot to say.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"33d31291254c\",\"_type\":\"block\",\"children\":[{\"_key\":\"a9924842fb19\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Saturday, Anthropic CEO Dario Amodei published an essay titled \\\"\"},{\"_key\":\"82c0e2f6091e\",\"_type\":\"span\",\"marks\":[\"534523979983\"],\"text\":\"We Must Pace the Frontier\"},{\"_key\":\"005510560180\",\"_type\":\"span\",\"marks\":[],\"text\":\",\\\" in which he proposed a three-part framework, including government intervention, to reduce the current risks posed by AI, citing examples such as the OpenAI-Hugging Face breach. Since then, other CEOs have publicly agreed, including OpenAI's Sam Altman and
435SpaceX's Elon Musk. Last week in an all-company meeting, Altman told the OpenAI staff that \"},{\"_key\":\"f3863055d8dd\",\"_type\":\"span\",\"marks\":[\"ac21066c2509\"],\"text\":\"he was open to slowing the pace of frontier AI\"},{\"_key\":\"171865d843a9\",\"_type\":\"span\",\"marks\":[],\"text\":\" development.\"}],\"markDefs\":[{\"_key\":\"534523979983\",\"_type\":\"link\",\"href\":\"https://darioamodei.com/post/we-must-pace-the-frontier\"},{\"_key\":\"ac21066c2509\",\"_type\":\"link\",\"href\":\"https://www.bloomberg.com/news/articles/2026-09-11/openai-is-open-to-slowing-cutting-edge-ai-ceo-sam-altman-tells-staff\"}],\"style\":\"normal\"},{\"_key\":\"373d82c993de\",\"_type\":\"block\",\"children\":[{\"_key\":\"a773ead8572c\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Monday, the stock market, ultimately a reflection of investor sentiment, responded to these developments with a downturn in AI-related stocks. As \"},{\"_key\":\"741d7966b3f3\",\"_type\":\"span\",\"marks\":[\"bda09abcdfd6\"],\"text\":\"reported by CNBC\"},{\"_key\":\"ac8d8a9bc72c\",\"_type\":\"span\",\"marks\":[],\"text\":\", in the US, Intel closed down 6% while Nvidia fell more than 3%. In Japan, SoftBank, one of the biggest OpenAI investors, fell 10%. Europe saw similar trends, with ASML, a large supplier to the semiconductor industry, falling more than 5%. The downturn likely reflects fears that AI slowdowns or regulation could squeeze these companies' profits.\"}],\"markDefs\":[{\"_key\":\"bda09abcdfd6\",\"_type\":\"link\",\"href\":\"https://www.cnbc.com/2026/09/14/ai-stocks-slowdown-amodei-altman.html\"}],\"style\":\"normal\"},{\"_key\":\"d4b05b16e113\",\"_type\":\"block\",\"children\":[{\"_key\":\"cd9db4dd7027\",\"_type\":\"span\",\"marks\":[],\"text\":\"Backlash has also come from the White House. President Trump took to Truth Social to \"},{\"_key\":\"8f1cb8627db4\",\"_type\":\"span\",\"marks\":[\"2a72f1b88adb\"],\"text\":\"attack Amodei's call for a slower pace of AI development\"},{\"_key\":\"ef58a31cb18f\",\"_type\":\"span\",\"marks\":[],\"text\":\", arguing the only regulator the country needs is 'a strong and smart president.' The post echoes an earlier clash between the administration and Anthropic, after the Department of Defense designated the company a \"},{\"_key\":\"7163a197dcfc\",\"_type\":\"span\",\"marks\":[\"371213b94cc1\"],\"text\":\"'supply chain risk' this spring\"},{\"_key\":\"206aa3f55da6\",\"_type\":\"span\",\"marks\":[],\"text\":\"âa rare penalty typically reserved for foreign adversariesâfollowing Anthropic's refusal to let its models be used for mass surveillance or fully autonomous weapons.\"}],\"markDefs\":[{\"_key\":\"2a72f1b88adb\",\"_type\":\"link\",\"href\":\"https://truthsocial.com/@realDonaldTrump/posts/117269745153543631\"},{\"_key\":\"371213b94cc1\",\"_type\":\"link\",\"href\":\"https://www.bbc.com/news/articles/cm2q7z5mlrmo\"}],\"style\":\"normal\"},{\"_key\":\"7ba4c4419b13\",\"_type\":\"block\",\"children\":[{\"_key\":\"f18d946d68ce\",\"_type\":\"span\",\"marks\":[],\"text\":\"He also called the movements against data centers a conspiracy theory that only benefits China. Meanwhile, a spokesperson for China's Ministry of Foreign Affairs has called out Amodei's essay as âFearmongering, confrontation and vicious competition will only disrupt the process of global AI governance, which serves no oneâs interest,\\\" according to an \"},{\"_key\":\"66c74c7b9477\",\"_type\":\"span\",\"marks\":[\"348b52b29830\"],\"text\":\"AP report\"},{\"_key\":\"1e500d54a77a\",\"_type\":\"span\",\"marks\":[],\"text\":\".\"}],\"markDefs\":[{\"_key\":\"348b52b29830\",\"_type\":\"link\",\"href\":\"https://apnews.com/article/china-anthropic-ai-us-amodei-3da458d2c078da3e60900728d59f1ae8\"}],\"style\":\"normal\"},{\"_key\":\"d739e1469d16\",\"_type\":\"block\",\"children\":[{\"_key\":\"8d82280bb8e3\",\"_type\":\"span\",\"marks\":[],\"text\":\"To add to the fray, right-wing activist Steve Bannon and left-wing Senator Bernie Sanders united at an event billed as a \\\"Pro-Human Assembly\\\" to urge lawmakers to do more in reference to AI, the latest in a run of unlikely alignments this week, with rivals like Musk and Altman finding common cause. And at the other end of the spectrum, we have Trump and Beijing pushing back against the idea of slowing AI down.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"d3d2e1644eed\",\"_type\":\"block\",\"children\":[{\"_key\":\"9c13a6209b70\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"30620b7ab3e1\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"cac479afe313\",\"_type\":\"block\",\"children\":[{\"_key\":\"83062e11bb38\",\"_type\":\"span\",\"marks\":[],\"text\":\"The latest escalation aside, an AI slowdown isn't a new concept. CNN \"},{\"_key\":\"8219f4235217\",\"_type\":\"span\",\"marks\":[\"b7e048879f95\"],\"text\":\"reported\"},{\"_key\":\"e1ea4726b42b\",\"_type\":\"span\",\"marks\":[],\"text\":\" on Monday, said that Anthropic, Google and OpenAI have discussed creating an AI industry standards body even before recent events, motivated by Demis Hassabis' \"},{\"_key\":\"d22f14944ead\",\"_type\":\"span\",\"marks\":[\"352091da7e80\"],\"text\":\"July essay\"},{\"_key\":\"bbf0bda5e740\",\"_type\":\"span\",\"marks\":[],\"text\":\", which made a similar pitch for an ambitious AI safety plan. Yet White House advisor \"},{\"_key\":\"4854d2380fe3\",\"_type\":\"span\",\"marks\":[\"1d9c1d5e66bc\"],\"text\":\"David Sacks\"},{\"_key\":\"e35ed5d78b0d\",\"_type\":\"span\",\"marks\":[],\"text\":\" railed against Anthropic and OpenAI for calling for a slowdown while standing at the frontier of the AI race, or, as he puts it, having a \\\"duopoly on frontier intelligence.\\\" Given that both companies have presumably been considering this for a while and are at the forefront, we will ultimately watch and see whether rhetoric meets reality in slowing down their own development.\"}],\"markDefs\":[{\"_key\":\"b7e048879f95\",\"_type\":\"link\",\"href\":\"https://www.cnn.com/2026/09/14/tech/ai-standards-body\"},{\"_key\":\"352091da7e80\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/demis-hassabis-outlines-ambitious-ai-safety-plan\"},{\"_key\":\"1d9c1d5e66bc\",\"_type\":\"link\",\"href\":\"https://x.com/DavidSacks/status/2098973625252708460?s=20https://x.com/DavidSacks/status/2098973625252708460?s=20\"}],\"style\":\"normal\"},{\"_key\":\"3aa4025aef60\",\"_type\":\"block\",\"children\":[{\"_key\":\"9c06cc2005ac\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\n\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-98111c246f5e4b29571b005683675c7962ba1a64-1456x816-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-15T00:55:20.732Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"ai-slowdown-talk-creates-unlikely-alliances\",\"status\":\"published\",\"t
435itle\":\"AI slowdown talk creates unlikely alliances\",\"total\":725},{\"_id\":\"af696af4-1305-4835-a537-2281bbbb0e9b\",\"authors\":[{\"_id\":\"a1426962-18d0-4181-8ee9-1a4eafcf851a\",\"firstName\":\"Sabrina\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Ortiz\",\"picture\":{\"_type\":\"image\",\"alt\":\"Sabrina Ortiz\",\"asset\":{\"_ref\":\"image-63ba8d4e1a0cf2df9a23424e373b06d91293a858-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"sabrina-ortiz\"}}],\"category\":[{\"_id\":\"686e7c4f-f081-4876-b33e-0b95f110cd20\",\"title\":\"Hardware\"}],\"content\":null,\"content1\":[{\"_key\":\"bd66192b3ea5\",\"_type\":\"block\",\"children\":[{\"_key\":\"48077d6421e5\",\"_type\":\"span\",\"marks\":[],\"text\":\"More than two years after its announcement, the new Siri is finally available to users.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"4510684cd9bb\",\"_type\":\"block\",\"children\":[{\"_key\":\"8709a48dc37b\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Monday, Apple launched its latest operating system updates across its ecosystem of platforms: iOS 27, iPadOS 27, macOS 27, watchOS 27, and visionOS 27. At the heart of the update is the long-awaited Siri AI upgrade, but there are also many other smaller AI updates that together create a more seamless user experience with AI.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3fe6f308e15c\",\"_type\":\"block\",\"children\":[{\"_key\":\"90d0a8c7ff98\",\"_type\":\"span\",\"marks\":[],\"text\":\"At a high level, the new updates will make Siri a lot more helpful by enabling it to understand conversational prompts and interactions. Most importantly, it will use its personal contextâor your specific information across the ecosystem of Apple appsâto better assist you and take action.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"2766249eda5a\",\"_type\":\"block\",\"children\":[{\"_key\":\"7c76d33b4fd8\",\"_type\":\"span\",\"marks\":[],\"text\":\"For instance, at the iPhone launch event in Cupertino last week, the team briefed me on using it for prompts such as \\\"When is my marathon?\\\" Then it could look into your email to find that information and populate it for you. And you could follow up with \\\"Add it to my calendar,\\\" and it would do so. Another multi-step action it could take, using the new Visual Intelligence, is to scan a flyer with the camera, add the event to your calendar when prompted, and share the event in a group chat.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3622abda48d0\",\"_type\":\"block\",\"children\":[{\"_key\":\"7e50442dba92\",\"_type\":\"span\",\"marks\":[],\"text\":\"The Siri update alone should be a compelling reason for people with eligible devices (devices with chipsets powerful enough to support Apple Intelligence; see the list \"},{\"_key\":\"752954064a5a\",\"_type\":\"span\",\"marks\":[\"2a29f833bde8\"],\"text\":\"here\"},{\"_key\":\"b804581ce75b\",\"_type\":\"span\",\"marks\":[],\"text\":\"), but other AI features are worth noting as well. The Deep View's Jason Hiner and I have both been testing the beta since June, and here are the highlights:\"}],\"markDefs\":[{\"_key\":\"2a29f833bde8\",\"_type\":\"link\",\"href\":\"https://x.com/sabrinaa_ortiz/status/2099589378506883109?s=20\"}],\"style\":\"normal\"},{\"_key\":\"6f174d5f4a75\",\"_type\":\"block\",\"children\":[{\"_key\":\"a61ff59e6805\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Photo expand\"},{\"_key\":\"efcbb0288a80\",\"_type\":\"span\",\"marks\":[],\"text\":\": Uses AI to fill in pixels of your image to make the image switch from portrait to landscape or fix an image where something got cut off, for example\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"668c0d52bcfb\",\"_type\":\"block\",\"children\":[{\"_key\":\"76e22c8ecac5\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Spatial reframe\"},{\"_key\":\"437f4a19beaf\",\"_type\":\"span\",\"marks\":[],\"text\":\": After an image is captured, you can drag to slightly change the angle it was shot from, with AI reframing in the pixels as needed\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"9949476d762d\",\"_type\":\"block\",\"children\":[{\"_key\":\"c29b105d27b3\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Siri AI app\"},{\"_key\":\"8cb6680ecf32\",\"_type\":\"span\",\"marks\":[],\"text\":\": The standalone app is useful for chatting with AI via text input\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"c5cefc093e0d\",\"_type\":\"block\",\"children\":[{\"_key\":\"a46
435df43d4920\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Expressive voices\"},{\"_key\":\"f32a5003b7f3\",\"_type\":\"span\",\"marks\":[],\"text\":\": Customizable Siri voice, including control over pace and expressiveness\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"48be2b041d8a\",\"_type\":\"block\",\"children\":[{\"_key\":\"1185aa0e6bb3\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Dictation\"},{\"_key\":\"ada96e681fe8\",\"_type\":\"span\",\"marks\":[],\"text\":\": Voice-to-text dictation is much more accurate and versatile, making writing better in any app\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"21fb6a337dbe\",\"_type\":\"block\",\"children\":[{\"_key\":\"d473dca0bc64\",\"_type\":\"span\",\"marks\":[],\"text\":\"Lastly, while not AI, another major reason to download the update is the plethora of performance improvements Apple is promising, such as up to 80% faster AirDrop transfers, faster Apple Music playback start, faster PDF saving, faster message loading in Mail, and other quality-of-life upgrades.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"1066c0e07071\",\"_type\":\"block\",\"children\":[{\"_key\":\"b770558d8b98\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"6777356cb83a\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"e99fe2c8c8df\",\"_type\":\"block\",\"children\":[{\"_key\":\"8bf3c3361056\",\"_type\":\"span\",\"marks\":[],\"text\":\"While the \"},{\"_key\":\"dcb749229776\",\"_type\":\"span\",\"marks\":[\"a662045da42f\"],\"text\":\"new iPhone Duo is capturing most of the news cycle\"},{\"_key\":\"954b26d24e28\",\"_type\":\"span\",\"marks\":[],\"text\":\", don't sleep on the Siri AI upgrade to your existing iPhone and other Apple devices that comes in iOS 27 and other operating system updates. Of course, OS updates are worth installing to ensure your phone is protected from the latest security threats. However, this update, in particular, makes a strong case for updating, since it can make you feel like you have a new phone without spending an extra dollar. Having said that, if you have an iPhone model older than the iPhone 15 Proâthe oldest model to get the Siri AI updateâ then now might be the time to upgrade your hardware to not only take advantage of Siri AI but also future-proof your phone for the next waves of AI features.\"}],\"markDefs\":[{\"_key\":\"a662045da42f\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/how-iphone-duo-unfolds-apple-s-vision-of-the-ai-future\"}],\"style\":\"normal\"},{\"_key\":\"0c25f80548f4\",\"_type\":\"block\",\"children\":[{\"_key\":\"b14d9b95b5e7\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\n\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-fade8b06a9076e7304c3845410b740e83e38121c-1456x816-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-14T20:44:55.264Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"as-siri-ai-arrives-your-iphone-feels-different\",\"status\":\"published\",\"title\":\" As Siri AI arrives, your iPhone will feel different\",\"total\":725},{\"_id\":\"072c7d35-2d93-47bf-97ae-eac075855799\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}}],\"category\":[{\"_id\":\"62d2beac-b54c-44f4-9171-9658c45ec769\",\"title\":\"Governance\"}],\"content\":null,\"content1\":[{\"_key\":\"4a764456e289\",\"_type\":\"block\",\"children\":[{\"_key\":\"d56bc5f6f9cf\",\"_type\":\"span\",\"marks\":[],\"text\":\"Amid a \"},{\"_key\":\"2620b86a2dac\",\"_type\":\"span\",\"marks\":[\"35d512904f2d\"],\"text\":\"growing cacophony of pleas\"},{\"_key\":\"41d504f78c05\",\"_type\":\"span\",\"marks\":[],\"text\":\" urging frontier labs to slow the development of their most powerful AI models, the world's two most advanced labs, OpenAI and Anthropic, are finally stepping forward to propose a slowdown.\"}],\"markDefs\":[{\"_key\":\"35d512904f2d\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/ai-s-safety-warnings-are-getting-harder-to-ignore\"}
435],\"style\":\"normal\"},{\"_key\":\"1349b6648258\",\"_type\":\"block\",\"children\":[{\"_key\":\"63fa9e7768be\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Saturday, Anthropic CEO Dario Amodei published an essay titled \"},{\"_key\":\"0e93daa1ba64\",\"_type\":\"span\",\"marks\":[\"2f3bdc1b99f5\"],\"text\":\"\\\"We Must Pace the Frontier,\\\"\"},{\"_key\":\"6e13b8928523\",\"_type\":\"span\",\"marks\":[],\"text\":\" arguing that things like recursive self-improvement, recent rogue agent incidents such as the OpenAI-Hugging Face breach, and our general lack of understanding of these systems pose substantial risks.\"}],\"markDefs\":[{\"_key\":\"2f3bdc1b99f5\",\"_type\":\"link\",\"href\":\"https://darioamodei.com/post/we-must-pace-the-frontier\"}],\"style\":\"normal\"},{\"_key\":\"00f41c24b8af\",\"_type\":\"block\",\"children\":[{\"_key\":\"65555773315b\",\"_type\":\"span\",\"marks\":[],\"text\":\"In the essay, Amodei pitched a three-part framework to slow the pace of model development in an attempt to let safeguards catch up, aiming to create an environment in which labs \\\"race to the top\\\" on safety, rather than race to the bottom on capabilities and, therefore, risk. The framework includes:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"26c256a1005f\",\"_type\":\"block\",\"children\":[{\"_key\":\"23539e29ef64\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Embedded evaluators\"},{\"_key\":\"48ce872508c7\",\"_type\":\"span\",\"marks\":[],\"text\":\", in which frontier AI companies commit to giving internal access to teams of embedded third-party evaluators to \\\"verify adherence to safety practices,\\\" report incidents, and assess alignment\"}],\"level\":1,\"listItem\":\"number\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"254639faadfe\",\"_type\":\"block\",\"children\":[{\"_key\":\"976f8777b027\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"A democratic coalition\"},{\"_key\":\"c09393327867\",\"_type\":\"span\",\"marks\":[],\"text\":\" established by frontier AI labs \\\"within democratic countries\\\" that coordinates safety standards and limits the rate of \\\"unchecked AI progress\\\"\"}],\"level\":1,\"listItem\":\"number\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"1f85a1f6d875\",\"_type\":\"block\",\"children\":[{\"_key\":\"d3e8170d24ac\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Global coordination\"},{\"_key\":\"d5b30fde1d3c\",\"_type\":\"span\",\"marks\":[],\"text\":\" between the US and other democratic governments to \\\"attempt to coordinate with authoritarian governments\\\" to try and verify compliance\"}],\"level\":1,\"listItem\":\"number\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"43e384d4bc4e\",\"_type\":\"block\",\"children\":[{\"_key\":\"0a14fd276d12\",\"_type\":\"span\",\"marks\":[],\"text\":\"Amodei noted that Anthropic has unilaterally committed to this framework, calling on other governments and labs to do so as well. However, he made it clear that these steps are not an outright pause, and \\\"progress will still seem fast,\\\" but the buffer should allow safety standards to meet development.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"2bff74ae8819\",\"_type\":\"block\",\"children\":[{\"_key\":\"2b83b8174b5c\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"To be clear, pacing does not mean halting model training or technical progress, but ensuring companies take adequate time to align and safeguard their models, and for third party evaluators to confirm this,\\\" Amodei wrote.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"123597491563\",\"_type\":\"block\",\"children\":[{\"_key\":\"f0f9dda9fd7d\",\"_type\":\"span\",\"marks\":[],\"text\":\"Though this move makes sense in the current environment, it contradicts previous blog posts from Anthropic, in which the \"},{\"_key\":\"a98b214f90e0\",\"_type\":\"span\",\"marks\":[\"2dce1749e121\"],\"text\":\"company said a unilateral pause\"},{\"_key\":\"71e57d8d0b55\",\"_type\":\"span\",\"marks\":[],\"text\":\" by one lab wouldn't actually achieve much. \\\"It would change who the front-runner is, but it would not create the wider deliberative process that is currently missing.\\\"\"}],\"markDefs\":[{\"_key\":\"2dce1749e121\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/anthropic-s-rsi-warning-contrasts-with-ipo-filing\"}
435],\"style\":\"normal\"},{\"_key\":\"aaf920495ad2\",\"_type\":\"block\",\"children\":[{\"_key\":\"c6f405f2483a\",\"_type\":\"span\",\"marks\":[],\"text\":\"Still, Anthropic isn't the only company eyeing a slowdown. In a company all-hands meeting last week, OpenAI CEO Sam Altman told employees that it would potentially pace the development of its frontier AI, according to a \"},{\"_key\":\"9f2b10c33022\",\"_type\":\"span\",\"marks\":[\"125048f8499d\"],\"text\":\"Bloomberg report\"},{\"_key\":\"ca79aef28ad3\",\"_type\":\"span\",\"marks\":[],\"text\":\" published Friday. Altman said that the slowdown could be in partnership with other major labs.\"}],\"markDefs\":[{\"_key\":\"125048f8499d\",\"_type\":\"link\",\"href\":\"https://www.bloomberg.com/news/articles/2026-09-11/openai-is-open-to-slowing-cutting-edge-ai-ceo-sam-altman-tells-staff\"}],\"style\":\"normal\"},{\"_key\":\"5584738d8b09\",\"_type\":\"block\",\"children\":[{\"_key\":\"8e6ca71da74d\",\"_type\":\"span\",\"marks\":[],\"text\":\"This also shouldn't come as a surprise from OpenAI: The company had already slowed \"},{\"_key\":\"b8dcb9c6c009\",\"_type\":\"span\",\"marks\":[\"b94ac3b7956a\"],\"text\":\"certain parts of model development\"},{\"_key\":\"7e0b4e078d41\",\"_type\":\"span\",\"marks\":[],\"text\":\" in August, pausing some internal safety runs to bolster its safety and security measures. Additionally, some of OpenAI's own brass have urged for a slowdown.\"}],\"markDefs\":[{\"_key\":\"b94ac3b7956a\",\"_type\":\"link\",\"href\":\"https://openai.com/index/pacing-model-development-cyber-capabilities/\"}],\"style\":\"normal\"},{\"_key\":\"2b271fc30be8\",\"_type\":\"block\",\"children\":[{\"_key\":\"41574b251567\",\"_type\":\"span\",\"marks\":[\"cc6b04d82117\"],\"text\":\"Paul Christiano\"},{\"_key\":\"d6933a0ecb8f\",\"_type\":\"span\",\"marks\":[],\"text\":\", who joined the OpenAI Foundation last week as a board member and who serves as an advisor for the Center for AI Standards and Innovation, wrote in an essay about joining OpenAI that no major lab in the industry is on track to reduce AI's risk to an \\\"acceptable level,\\\" and that \\\"if OpenAI rises to the occasion we could significantly reduce risk.\\\"\"}],\"markDefs\":[{\"_key\":\"cc6b04d82117\",\"_type\":\"link\",\"href\":\"https://x.com/paulfchristiano/status/2097733214303645729\"}],\"style\":\"normal\"},{\"_key\":\"8732ee5455d8\",\"_type\":\"block\",\"children\":[{\"_key\":\"486a557fc5f1\",\"_type\":\"span\",\"marks\":[],\"text\":\"And \"},{\"_key\":\"cccf160e4e52\",\"_type\":\"span\",\"marks\":[\"19ec4121eec4\"],\"text\":\"Jakub Pachocki\"},{\"_key\":\"6167bb0d5f48\",\"_type\":\"span\",\"marks\":[],\"text\":\", chief scientist at OpenAI, wrote in an \"},{\"_key\":\"173c9963c28c\",\"_type\":\"span\",\"marks\":[\"75ca910c5dde\"],\"text\":\"essay\"},{\"_key\":\"937dd9197920\",\"_type\":\"span\",\"marks\":[],\"text\":\" last week that the current era of AI \\\"calls for extreme caution,\\\" noting that he expects and hopes \\\"voluntary slowdowns to become commonplace until shared safety bars are established.\\\"\"}],\"markDefs\":[{\"_key\":\"19ec4121eec4\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/why-astra-s-opacity-problem-could-force-a-pause\"},{\"_key\":\"75ca910c5dde\",\"_type\":\"link\",\"href\":\"https://openai.com/index/an-alien-mind/\"}],\"style\":\"normal\"},{\"_key\":\"2ac28cd8d4f6\",\"_type\":\"block\",\"children\":[{\"_key\":\"b77b38b7b6a4\",\"_type\":\"span\",\"marks\":[],\"text\":\"Though Anthropic and OpenAI are largely considered the industry's leaders, it's unclear whether other labs will follow suit. Though former \"},{\"_key\":\"ee95a0d8dfce\",\"_type\":\"span\",\"marks\":[\"9957f1fef0ee\"],\"text\":\"Google DeepMind chief Demis Hassabis\"},{\"_key\":\"c1989f6c9ad1\",\"_type\":\"span\",\"marks\":[],\"text\":\" previously pitched a way to coordinate an international slowdown of AI development through a global framework, Google DeepMind did not respond to requests for comment from The Deep View. Neither Meta nor SpaceXAI responded either.\"}],\"markDefs\":[{\"_key\":\"9957f1fef0ee\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/demis-hassabis-outlines-ambitious-ai-safety-plan\"}],\"style\":\"normal\"},{\"_key\":\"1d531b68a57c\",\"_type\":\"block\",\"children\":[{\"_key\":\"5abae9af70d3\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"56ed3759d90d\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"e8db882042e0\",\"_type\":\"block\",\"children\":[{\"_key\":\"3e0e9ed588e3\",\"_type\":\"span\",\"marks\":[],\"text\":\"The inherent nature of the tech industry, and of the capital markets that fuel it, has always been to move fast and outpace competition. The grandiose vision of what AI can do and the intense market pressure to grow and stand out ahead of IPOs worth a trillion dollars each have only intensified those forces. But the current risks of AI mean the AI industry could be holding a ticking time bomb. Altman and Amodei have both repeatedly stated that they value altruistic ideals above financial incentives. At this point, with the risks of AI outweighing the potential rewards, creating AI that's actually safe could be the new moat. \\\"If they build something that is a danger to society, then they are going to face consequences,\\\" Shashi Bellamkonda, distinguished analyst at Info-Tech Research Group, told The Deep View. The question remains how effective this will be in slowing the industry at large, with the jury still out on whether other US labs will slow down, as well as how the Chinese labs will respond.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3f68fa237330\",\"_type\":\"block\",\"children\":[{\"_key\":\"42501ccf2fe3\",\"_type\":\"span\",\"marks\":[\"strong\",\"em\"],\"text\":\"Editor's note: This story has been updated with new information since it was first published.\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-f73d2315f0e143c007f02a34d67b20e9d70f8dfb-1456x816-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-11T23:17:40.573Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"why-anthropic-and-openai-are-slowing-the-ai-race\",\"status\":\"published\",\"t
435itle\":\"Why Anthropic and OpenAI are slowing the AI race\",\"total\":725},{\"_id\":\"a5a52b18-fc0c-4d88-91d1-a1fcea9d1652\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}}],\"category\":[{\"_id\":\"4f988133-e031-400c-804c-54931c4e5324\",\"title\":\"Markets\"}],\"content\":null,\"content1\":[{\"_key\":\"6cb6d7403b5b\",\"_type\":\"block\",\"children\":[{\"_key\":\"f934ffbae35f\",\"_type\":\"span\",\"marks\":[],\"text\":\"As investors pour money into startups throughout the AI stack, valuations are skyrocketing. Despite rumblings of an AI bubble, investors claim to have a method to their madness around AI.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"b0a5eb04b708\",\"_type\":\"block\",\"children\":[{\"_key\":\"2373f8fd2a94\",\"_type\":\"span\",\"marks\":[],\"text\":\"In the past week alone, nearly a dozen AI startups have raised hundreds of millions each at billion-dollar-plus valuations, from \"},{\"_key\":\"88c355a466a7\",\"_type\":\"span\",\"marks\":[\"7f1e1ae097a3\"],\"text\":\"model providers\"},{\"_key\":\"a725d34c0a18\",\"_type\":\"span\",\"marks\":[],\"text\":\" and \"},{\"_key\":\"0152e301e4b6\",\"_type\":\"span\",\"marks\":[\"0ab453baedf7\"],\"text\":\"applications\"},{\"_key\":\"28df9ffaebb4\",\"_type\":\"span\",\"marks\":[],\"text\":\" to \"},{\"_key\":\"8a2d7cb53685\",\"_type\":\"span\",\"marks\":[\"7c3c28fe00c3\"],\"text\":\"chip development\"},{\"_key\":\"ae27f11b75a3\",\"_type\":\"span\",\"marks\":[],\"text\":\" to industry-specific firms like \"},{\"_key\":\"68e3e348e07c\",\"_type\":\"span\",\"marks\":[\"de73692c81ad\"],\"text\":\"healthcare\"},{\"_key\":\"3f41d36864b0\",\"_type\":\"span\",\"marks\":[],\"text\":\", \"},{\"_key\":\"6fe1a42bd91c\",\"_type\":\"span\",\"marks\":[\"58533a3676b3\"],\"text\":\"legal\"},{\"_key\":\"35ab4f2822df\",\"_type\":\"span\",\"marks\":[],\"text\":\" and \"},{\"_key\":\"97dc936fffd2\",\"_type\":\"span\",\"marks\":[\"56d325163911\"],\"text\":\"defense\"},{\"_key\":\"28f541e9a32a\",\"_type\":\"span\",\"marks\":[],\"text\":\".\"}],\"markDefs\":[{\"_key\":\"7f1e1ae097a3\",\"_type\":\"link\",\"href\":\"https://www.nytimes.com/2026/09/08/business/mistral-ai-fund-raising.html?unlocked_article_code=1._lA.DVDP.hQVCjYsFFYaN\u0026smid=nytcore-android-share\"},{\"_key\":\"0ab453baedf7\",\"_type\":\"link\",\"href\":\"https://www.nytimes.com/2026/09/09/business/dealbook/clay-ai-fundraising.html\"},{\"_key\":\"7c3c28fe00c3\",\"_type\":\"link\",\"href\":\"https://www.bloomberg.com/news/articles/2026-09-08/alphabet-s-capitalg-backs-ai-chip-startup-celero-at-3-billion-value\"},{\"_key\":\"de73692c81ad\",\"_type\":\"link\",\"href\":\"https://www.bloomberg.com/news/articles/2026-09-08/ai-health-company-forus-raises-150-million-at-a-3-billion-value\"},{\"_key\":\"58533a3676b3\",\"_type\":\"link\",\"href\":\"https://www.bloomberg.com/news/articles/2026-09-09/legal-ai-startup-harvey-hits-15-6-billion-value-with-550-million-round\"},{\"_key\":\"56d325163911\",\"_type\":\"link\",\"href\":\"https://techcrunch.com/2026/09/10/defense-tech-mach-industries-doubles-valuation-to-3-7b-in-3-months/\"}],\"style\":\"normal\"},{\"_key\":\"8a86f905191f\",\"_type\":\"block\",\"children\":[{\"_key\":\"48fd19edf137\",\"_type\":\"span\",\"marks\":[],\"text\":\"While the fact that these eye-popping checks are becoming commonplace may seem like an indicator that the AI is overvalued, Jahanvi Sardana, \"},{\"_key\":\"88c4239241ee\",\"_type\":\"span\",\"marks\":[\"06a9746484aa\"],\"text\":\"partner at Index Ventures\"},{\"_key\":\"7acc4fd1d133\",\"_type\":\"span\",\"marks\":[],\"text\":\", told The Deep View that FOMO-fueled investing may be a viable path in the current market.\"}],\"markDefs\":[{\"_key\":\"06a9746484aa\",\"_type\":\"link\",\"href\":\"https://www.indexventures.com/team/jahanvi-sardana/\"}],\"style\":\"normal\"},{\"_key\":\"8de435afdd88\",\"_type\":\"block\",\"children\":[{\"_key\":\"f436a7303719\",\"_type\":\"span\",\"marks\":[],\"text\":\"The meteoric growth of frontier labs like Anthropic and OpenAI provided a lesson for investors who missed their chance to get in early, said Sardana. \\\"If you missed out on Anthropic and OpenAI, you look at this pot of gold and then you retrofit everything else into that pot of gold, just hoping that you hit that home run,\\\" she said.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"f6d7dea5c38b\",\"_type\":\"block\",\"children\":[{\"_key\":\"df063c552e44\",\"_type\":\"span\",\"marks\":[],\"text\":\"After that, the frontier was AI coding agents, she said. Tools like \"},{\"_key\":\"6a7e98647680\",\"_type\":\"span\",\"marks\":[\"08bea4f0c6ca\"],\"text\":\"Cursor, Code Rabbit, Lovable, Cognition\"},{\"_key\":\"90b071aa87bd\",\"_type\":\"span\",\"marks\":[],\"text\":\" and more have raked in millions from investors seeking to capitalize on one of the most viable paths to AI ROI. However, Sardana said, now investors are trying to figure out what's next.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[{\"_key\":\"08bea4f0c6ca\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/ai-s-coding-gold-rush-is-getting-crowded\"}],\"style\":\"normal\"},{\"_key\":\"bb5b89cf106a\",\"_type\":\"block\",\"children\":[{\"_key\":\"f41e182e13b9\",\"_type\":\"span\",\"marks\":[],\"text\":\"This is where FOMO can be thought of as a skill, rather than a detriment, she said. \\\"It is FOMO investing, but it's also not. It actually makes you think on your feet, think really fast and react to the market.\\\"\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"667946ad3af0\",\"_type\":\"block\",\"children\":[{\"_key\":\"1f4eb25131c4\",\"_type\":\"span\",\"marks\":[],\"text\":\"Additionally, if you spread your eggs among multiple baskets, in a market like this, an investor is likely to see significant returns if even a small fraction of those eggs end up hatching.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"6dea54203df6\",\"_type\":\"block\",\"children\":[{\"_key\":\"2d667022c8a0\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"There are multiple paths to heaven. FOMO investing can be one, founder-first investing can be another,\\\" said Sardana. \\\"You kind of just have to decide what game you want to play and be true to it. I don't think there's a right or wrong way of doing this job.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"f7e7436252fa\",\"_type\":\"block\",\"children\":[{\"_key\":\"844bc10e8dba\",\"_type\":\"span\",\"marks\":[],\"text\":\"At Index Ventures, focusing on which companies are solving actual problems, rather than creating technology f
435irst and then finding a market fit later, is what Sardana sees as the path to success. \\\"To me, the most important thing is weeding out the missionary founders from the mercenary founders. That comes down to: Why are you building a business? Who is your customer? Why do they care?\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"671896a95d5a\",\"_type\":\"block\",\"children\":[{\"_key\":\"44fe7fd7aa61\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"ad74c004460c\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"830b1517d72d\",\"_type\":\"block\",\"children\":[{\"_key\":\"07280d6ee58c\",\"_type\":\"span\",\"marks\":[],\"text\":\"It's undeniable that there is a lot of overvaluation happening in the AI industry. As Sardana said, of the hundreds of AI startups raising millions to billions of dollars, the ones that make it are likely going to be the ones that are clearly doing something worthwhile. The desire to solve a pressing problem is where the most powerful innovation lies. For instance, with recent increased focus on AI efficiency, startups have emerged throughout the stack that are helping solve foundational problems, from \"},{\"_key\":\"57b3437d8fdf\",\"_type\":\"span\",\"marks\":[\"46db0c00990a\"],\"text\":\"the energy to power AI\"},{\"_key\":\"7902ffbb71ca\",\"_type\":\"span\",\"marks\":[],\"text\":\" to the \"},{\"_key\":\"eaf6d849ce93\",\"_type\":\"span\",\"marks\":[\"d36a34072442\"],\"text\":\"architecture of the model\"},{\"_key\":\"e2f5969d0d58\",\"_type\":\"span\",\"marks\":[],\"text\":\". The result could have wide-reaching benefits, both for the industry and society more broadly. That's what VCs are betting on and that's why we're seeing so much investment pouring into this sector of the economy.\"}],\"markDefs\":[{\"_key\":\"46db0c00990a\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/why-ai-s-money-is-moving-down-the-stack\"},{\"_key\":\"d36a34072442\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/why-llms-are-reaching-their-limits-and-what-s-next\"}],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-4359c18ec4a4489d6a5db09895a3d7dea47dbf76-1456x816-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-11T23:11:22.614Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"why-ai-s-funding-frenzy-could-actually-make-sense\",\"status\":\"published\",\"title\":\"Why AIâs funding frenzy could actually make sense\",\"total\":725},{\"_id\":\"a4eff372-c1a8-4799-af02-59f71f8c6510\",\"authors\":[{\"_id\":\"ea7e7609-877b-42bb-80b4-56a45f47463e\",\"firstName\":\"Jason\",\"jobTitle\":\"Editor-in-Chief\",\"lastName\":\"Hiner\",\"picture\":{\"_type\":\"image\",\"alt\":\"Jason Hiner\",\"asset\":{\"_ref\":\"image-c487970248047096f9b58705c2ceeb85f66d24e0-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"jason-hiner\"}}],\"category\":[{\"_id\":\"686e7c4f-f081-4876-b33e-0b95f110cd20\",\"title\":\"Hardware\"}],\"content\":null,\"content1\":[{\"_key\":\"4bb993f596a3\",\"_type\":\"block\",\"children\":[{\"_key\":\"9725fee8d5b5\",\"_type\":\"span\",\"marks\":[],\"text\":\"Apple's first foldable iPhone makes the case that a bigger screen is better for nearly everything in the AI era. Its new Apple Watch features raise a harder question: how much of our conversations should AI remember?\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"f32c46fdbf68\",\"_type\":\"block\",\"children\":[{\"_key\":\"59fcab9fe602\",\"_type\":\"span\",\"marks\":[],\"text\":\"In this special episode of The Deep View Conversations, we record from Apple's campus in California following its September 2026 event to unpack the iPhone Duo, the new Audio Intelligence features in Apple Watch, and what Apple's latest devices mean for AI.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"8a2a7f332453\",\"_type\":\"youtube\",\"url\":\"https://youtu.be/yc-t_getvQ8\"},{\"_key\":\"3661a9161a82\",\"_type\":\"block\",\"children\":[{\"_key\":\"3e26619b08f4\",\"_type\":\"span\",\"marks\":[],\"text\":\"We share our first hands-on impressions of the Duo, explain why foldables are becoming more useful for AI agents and multitasking, and examine the price and hardware compromises that come with Apple's new form factor. We also debate Live Rewind and Siri Recap, two new Apple Watch features coming in beta later this year. We disagree on which feature we would feel more comfortable using, opening up a broader discussion about privacy, trust, and staying present.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"f33c45b3c564\",\"_type\":\"block\",\"children\":[{\"_key\":\"21e7f66d69e9\",\"_type\":\"span\",\"marks\":[],\"text\":\"The conversation also covers:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"2c18f3182b02\",\"_type\":\"block\",\"children\":[{\"_key\":\"0d305e89990e\",\"_type\":\"span\",\"marks\":[],\"text\":\"⢠How the iPhone Duo compares with foldables from Google and Samsung\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"4311529cbfd4\",\"_type\":\"block\",\"children\":[{\"_key\":\"e76a061e01fb\",\"_type\":\"span\",\"marks\":[],\"text\":\"⢠Why Apple's software experience is the Duo's biggest advantage\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"2e754097be4d\",\"_type\":\"block\",\"children\":[{\"_key\":\"a95cb874bf96\",\"_type\":\"span\",\"marks\":[],\"text\":\"⢠Camera, battery, durability, and Touch ID tradeoffs\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"1ff1c518ebb3\",\"_type\":\"block\",\"children\":[{\"_key\":\"f93496ce4369\",\"_type\":\"span\",\"marks\":[],\"text\":\"⢠Whether foldables will eventually become the default iPhone\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"756d252b4a04\",\"_type\":\"block\",\"children\":[{\"_key\":\"121c563e82c1\",\"_type\":\"span\",\"marks\":[],\"text\":\"⢠Siri AI, iOS 27, and Apple's approach to other smart features without AI washing\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"5380f2622780\",\"_type\":\"block\",\"children\":[{\"_key\":\"21db6b1bd454\",\"_type\":\"span\",\"marks\":[],\"text\":\"⢠The social questions surrounding AI-generated conversation summaries\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"d0518572428a\",\"_type\":\"block\",\"children\":[{\"_key\":\"567ca9e1de31\",\"_type\":\"span\",\"marks\":[],\"text\":\"⢠The iPhone 18 Pro's camera upgrades and Apple's computational photography\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"1c8ef614cd29\",\"_type\":\"block\",\"children\":[{\"_key\":\"64aa4ced6985\",\"_type\":\"span\",\"marks\":[],\"text\":\"⢠Apple silicon, the A20 Pro, and the possibilities of running AI models locally on a phone\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"23678d7aaf47\",\"_type\":\"block\",\"children\":[{\"_key\":\"3e5285c948c3\",\"_type\":\"span\",\"marks\":[],\"text\":\"If you're following the future of AI in phones and wearables, this conversation connects Apple's announcements to the ways people will actually use them, along with the questions that still need answers.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"842b7db59f2c\",\"_type\":\"block\",\"children\":[{\"_key\":\"7749bd90a057\",\"_type\":\"span\",\"marks\":[],\"text\":\"ðº \"},{\"_key\":\"780bf4f7c6ed\",\"_type\":\"span\",\"marks\":[\"106084a7c82d\"],\"text\":\"Watch on YouTube\"}],\"markDefs\":[{\"_key\":\"106084a7c82d\",\"_type\":\"link\",\"href\":\"https://youtu.be/yc-t_getvQ8\"}],\"style\":\"normal\"},{\"_key\":\"40355edd5395\",\"_type\":\"block\",\"children\":[{\"_key\":\"90acffaa48b8\",\"_type\":\"span\",\"marks\":[],\"text\":\"ð§ \"},{\"_key\":\"a673c000ddb0\",\"_type\":\"span\",\"marks\":[\"d81ba55cec81\"],\"text\":\"Listen in your favorite podcast player\"}],\"markDefs\":[{\"_key\":\"d81ba55cec81\",\"_type\":\"link\",\"href\":\"https://tdv.transistor.fm/episodes/65-why-iphone-duo-could-change-how-we-use-ai-sabrina-ortiz\"}
435],\"style\":\"normal\"},{\"_key\":\"92d5e6ec5167\",\"_type\":\"block\",\"children\":[{\"_key\":\"21df5a2b72bf\",\"_type\":\"span\",\"marks\":[\"9ba1e0a7f0b6\"],\"text\":\"Subscribe to Deep View Conversations\"},{\"_key\":\"28af12439bf2\",\"_type\":\"span\",\"marks\":[],\"text\":\" for interviews with the leaders shaping the future of AI, business, and technology: \"},{\"_key\":\"11a129abcd34\",\"_type\":\"span\",\"marks\":[\"e6de97c4c49d\"],\"text\":\"tdv.transitor.fm\"}],\"markDefs\":[{\"_key\":\"9ba1e0a7f0b6\",\"_type\":\"link\",\"href\":\"https://tdv.transistor.fm/\"},{\"_key\":\"e6de97c4c49d\",\"_type\":\"link\",\"href\":\"http://tdv.transitor.fm\"}],\"style\":\"normal\"},{\"_key\":\"2e0827262919\",\"_type\":\"block\",\"children\":[{\"_key\":\"167c969661fb\",\"_type\":\"span\",\"marks\":[],\"text\":\"And don't forget to \"},{\"_key\":\"5705752cb7cc\",\"_type\":\"span\",\"marks\":[\"969a574a6b06\"],\"text\":\"sign up for The Deep View daily newsletter\"},{\"_key\":\"b2155670760d\",\"_type\":\"span\",\"marks\":[],\"text\":\". We donât just cover AI, we decode it. In a world flooded with hype, we deliver sharp, no-nonsense insights to keep you ahead of the curve and help you put AI to work every day: \"},{\"_key\":\"0f60e587f693\",\"_type\":\"span\",\"marks\":[\"ee88b2fa64ba\"],\"text\":\"subscribe.thedeepview.com\"}],\"markDefs\":[{\"_key\":\"969a574a6b06\",\"_type\":\"link\",\"href\":\"https://subscribe.thedeepview.com/\"},{\"_key\":\"ee88b2fa64ba\",\"_type\":\"link\",\"href\":\"http://subscribe.thedeepview.com\"}],\"style\":\"normal\"},{\"_key\":\"fc7187b94d38\",\"_type\":\"block\",\"children\":[{\"_key\":\"43f64730e3b3\",\"_type\":\"span\",\"marks\":[],\"text\":\"\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-8a647910e989d40c4cff476e9509cc8ccfc7c011-1672x941-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-11T19:26:02.426Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"how-apple-reimagined-the-iphone-for-the-ai-era\",\"status\":\"published\",\"title\":\"How Apple reimagined the iPhone for the AI era\",\"total\":725}
435,{\"_id\":\"cab77f45-c74e-491d-812c-2d7028eda7e1\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}}],\"category\":[{\"_id\":\"206c6923-0f85-4634-8375-a5d2ec894e20\",\"title\":\"Research\"}],\"content\":null,\"content1\":[{\"_key\":\"b6f8f98e4426\",\"_type\":\"block\",\"children\":[{\"_key\":\"a677df20c965\",\"_type\":\"span\",\"marks\":[],\"text\":\"Companies are spending less on AI, and it could flash warning signs for the frontier labs.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"944d0539e0be\",\"_type\":\"block\",\"children\":[{\"_key\":\"53ed7a9855c8\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Wednesday, Ramp released its monthly AI Index, which tracks AI spend for the payment platform's users, revealing that adoption and spending are both on the downswing. Though Anthropic widened its lead over OpenAI in the past month, new adoption growth is decelerating, according to the index.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"f640f8bf7411\",\"_type\":\"block\",\"children\":[{\"_key\":\"72e651a6f794\",\"_type\":\"span\",\"marks\":[],\"text\":\"Now, as we've reported with previous Ramp data, it's important to remember the caveat that this only measures Ramp customers, which tend to be tech-focused companies and startups. However, among this group, AI adoption numbers have started to sputter over multiple metrics, according to the report:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3e9717ccd384\",\"_type\":\"block\",\"children\":[{\"_key\":\"6baecf2e7ba6\",\"_type\":\"span\",\"marks\":[],\"text\":\"Overall adoption, while still growing, continues to slow down, with the share of US businesses adopting AI hitting 56.1% in August, less than half a percentage point increase month-over-month.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"db29849d3833\",\"_type\":\"block\",\"children\":[{\"_key\":\"ff9d9e100978\",\"_type\":\"span\",\"marks\":[],\"text\":\"Per-employee spend on AI also fell nearly 10% the past month, dropping from $7,976 to $7,205 among the top 1% of AI adopting firms. Ara Kharazian, chief economist at Ramp, noted in his letter that there are multiple factors driving down this spend, including the innocuous explanation that many people take off work during the summer months. \\\"Weâve similarly observed declines in AI spend around November and December,\\\" said Kharazian.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3d3817168f6f\",\"_type\":\"block\",\"children\":[{\"_key\":\"f91a65ffda3a\",\"_type\":\"span\",\"marks\":[],\"text\":\"Additionally, AI token spend is declining as the price of AI starts to drop. Ramp's latest index finds that the \\\"effective price per million tokens\\\" has declined 41% to $0.68 as of the release of the report, down from the 2026 peak of $1.15 in March. For context: OpenAI's Astra and Anthropic's Mythos and Fable 5 and 5.1 cost $10 per million input tokens and $50 per million output tokens.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3ce7df32e743\",\"_type\":\"block\",\"children\":[{\"_key\":\"29c4787e23c4\",\"_type\":\"span\",\"marks\":[],\"text\":\"And as for frontier labs, the usage of their heavyweight models is seemingly lagging. Adoption and spend is largely driven by lower-cost, mid-tier models like Anthropic's Claude Sonnet or OpenAI's GPT-5.6 Terra. High-powered frontier models like Opus, Fable, and Sol, meanwhile, drove 45% of token share, down from a 53% peak in August.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"1ab8dfeaac6e\",\"_type\":\"block\",\"children\":[{\"_key\":\"d6482959cfc7\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"The models driving volume increases are relatively cheap ⦠Weâve heard from\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"b61947d25135\",\"_type\":\"block\",\"children\":[{\"_key\":\"dc4839c6313a\",\"_type\":\"span\",\"marks\":[],\"text\":\"businesses who are imposing company-wide defaults that reduce usage of frontier models, saying standard models are still highly performant and also more cost effective,\\\" Kharazian wrote.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"1d221aa2a99c\",\"_type\":\"block\",\"children\":[{\"_key\":\"4d01f8865e7c\",\"_type\":\"span\",\"marks\":[],\"text\":\"While the explanation for the decreasing costs could be that companies are leaning into open source models, in reality, the adoption of open source and Chinese alternatives is still limited: According to the report, only 6.4% of businesses that spend on AI use these kinds of models.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"669b61cc4e85\",\"_type\":\"block\",\"children\":[{\"_key\":\"7e86055c9822\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"2f3207acab89\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"f0b88a36f8a1\",\"_type\":\"block\",\"children\":[{\"_key\":\"b15c6a2985dc\",\"_type\":\"span\",\"marks\":[],\"text\":\"These indicators are bound to shift as companies navigate their appetites for AI. The \\\"build it and they will come\\\" mindset that frontier AI is currently hitting a speed bump. Meanwhile, average token costs have dropped below a dollar per million while the most powerful models on the market cost more than ten times that. With many users increasingly relying on the lower-tier and lower
435-cost models from OpenAI and Anthropic, the question emerges why these labs continue to push the frontier at such a rapid pace. While the argument can be made that innovation is needed to continue to move the needle on AI's most advanced capabilities, these labs are putting a lot at risk to create models that push the boundaries, especially when you consider the popularity of their more affordable models that work just as effectively for most business use cases. This could be an opportunity for them to \"},{\"_key\":\"eef3c889502f\",\"_type\":\"span\",\"marks\":[\"888510f16ea7\"],\"text\":\"pace\"},{\"_key\":\"447dbeb2eb33\",\"_type\":\"span\",\"marks\":[],\"text\":\" themselves and unite on the safeguards needed to move forward more safely.\"}],\"markDefs\":[{\"_key\":\"888510f16ea7\",\"_type\":\"link\",\"href\":\"https://www.pacingthefrontier.com/\"}],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-19c834cb3e94bafde9c15dbfef56e8241e49c243-1456x816-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-11T05:05:14.338Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"report-businesses-use-older-ai-models-to-cut-costs\",\"status\":\"published\",\"title\":\"Report: Businesses use older AI models to cut costs\",\"total\":725},{\"_id\":\"2e144b98-e58e-4fb2-9e71-beb70da8fec1\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}}],\"category\":[{\"_id\":\"a241c932-de04-490c-97aa-8f6d02bd3a07\",\"title\":\"Policy\"}],\"content\":null,\"content1\":[{\"_key\":\"b316574b01fc\",\"_type\":\"block\",\"children\":[{\"_key\":\"cd9309d4851c\",\"_type\":\"span\",\"marks\":[],\"text\":\"As frontier labs continue to push the limits of what their models are capable of, AI researchers and experts at these labs are warning about the tech growing beyond our control.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"d62e9d359c79\",\"_type\":\"block\",\"children\":[{\"_key\":\"2fafd30b0dff\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Tuesday, Anthropic researcher Jacob Coxon announced that he was leaving the company, not wanting to contribute to the broader AI ecosystem amid fears that the tech's creators will lose their grip on it, the \"},{\"_key\":\"1704c659e31b\",\"_type\":\"span\",\"marks\":[\"b7a2bcbaf05c\"],\"text\":\"Wall Street Journal\"},{\"_key\":\"0e938a3e8a86\",\"_type\":\"span\",\"marks\":[],\"text\":\" reported.\"}],\"markDefs\":[{\"_key\":\"b7a2bcbaf05c\",\"_type\":\"link\",\"href\":\"https://www.wsj.com/tech/ai/anthropic-researcher-quits-over-out-of-control-ai-fears-707b7628?st=axTZSz\u0026reflink=desktopwebshare_permalink\"}],\"style\":\"normal\"},{\"_key\":\"4b71dfb11774\",\"_type\":\"block\",\"children\":[{\"_key\":\"7a65eb2a662e\",\"_type\":\"span\",\"marks\":[\"6192f288e381\"],\"text\":\"In a post on X,\"},{\"_key\":\"d4347725090a\",\"_type\":\"span\",\"marks\":[],\"text\":\" Coxon said that OpenAI's breach of Hugging Face was a \\\"warning shot\\\" for these models' capabilities, and that he resigned from Anthropic because neither of the rivals are \\\"acting responsibly\\\" as they race towards superintelligence and are \\\"gambling with our lives,\\\" in his opinion.\"}],\"markDefs\":[{\"_key\":\"6192f288e381\",\"_type\":\"link\",\"href\":\"https://x.com/hilbertspaess/status/2097476196791709843\"}],\"style\":\"normal\"},{\"_key\":\"f3634778c7d8\",\"_type\":\"block\",\"children\":[{\"_key\":\"2e39588547da\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"If you are a lab researcher, I urge you to consider what the next few years will actually feel like,\\\" Coxon wrote. \\\"Do you want to kick off a superintelligent RL run without a rigorous understanding of its mind?\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e399a5558078\",\"_type\":\"twitter\",\"url\":\"https://x.com/hilbertspaess/status/2097476201283834281\"},{\"_key\":\"3b888156f3f8\",\"_type\":\"block\",\"children\":[{\"_key\":\"4c5aaca97828\",\"_type\":\"span\",\"marks\":[],\"text\":\"Though Coxon's exit made headlines, he's not the only one that has called out frontier AI labs for safety concerns in recent weeks:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"7699870747dd\",\"_type\":\"block\",\"children\":[{\"_key\":\"35dcde651fff\",\"_type\":\"span\",\"marks\":[],\"text\":\"Evan Hubinger, who works in alignment science at Anthropic, agreed with Coxon's \"},{\"_key\":\"b9c0db7f0885\",\"_type\":\"span\",\"marks\":[\"b2ba3f922be2\"],\"text\":\"sentiment in a follow-up post\"},{\"_key\":\"7a6b7d5cc735\",\"_type\":\"span\",\"marks\":[],\"text\":\", claiming that AI has a more than a 10% chance to \\\"kill all humans\\\" within the next decade. \\\"Anthropic is trying its best, but we do not yet have a plan to solve alignment for superintelligence and are not clearly on track to,\\\" Hubinger wrote.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[{\"_key\":\"b2ba3f922be2\",\"_type\":\"link\",\"href\":\"https://x.com/evanhub/status/2097497037956891126\"}],\"style\":\"normal\"},{\"_key\":\"a8ac64626a1f\",\"_type\":\"block\",\"children\":[{\"_key\":\"8d867469ea6f\",\"_type\":\"span\",\"marks\":[],\"text\":\"And in a separate post, \"},{\"_key\":\"a693c710ded2\",\"_type\":\"span\",\"marks\":[\"ed916335038f\"],\"text\":\"Paul Christiano\"},{\"_key\":\"e06643d67324\",\"_type\":\"span\",\"marks\":[],\"text\":\", advisor at the Center for AI Standards and Innovation and board member of the OpenAI Foundation, said that the AI industry, OpenAI included, is not currently on track to reduce the risk of a \\\"catastrophic and irreversible loss of control\\\" to an \\\"acceptable level.\\\"\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[{\"_key\":\"ed916335038f\",\"_type\":\"link\",\"href\":\"https://x.com/paulfchristiano/status/2097733214303645729\"}
435],\"style\":\"normal\"},{\"_key\":\"174c8667d55e\",\"_type\":\"block\",\"children\":[{\"_key\":\"f02c4670eb00\",\"_type\":\"span\",\"marks\":[],\"text\":\"And in February, Mrinank Sharma, an Anthropic safety researcher, left the company, \"},{\"_key\":\"2155902215bf\",\"_type\":\"span\",\"marks\":[\"c583f8c601bd\"],\"text\":\"posting in a letter on X\"},{\"_key\":\"26f3713e3aeb\",\"_type\":\"span\",\"marks\":[],\"text\":\" that the advancement of the technology was growing faster than our ability to understand it.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[{\"_key\":\"c583f8c601bd\",\"_type\":\"link\",\"href\":\"https://x.com/MrinankSharma/status/2020881722003583421?lang=en\"}],\"style\":\"normal\"},{\"_key\":\"234eeafb7f50\",\"_type\":\"block\",\"children\":[{\"_key\":\"86a7e210a2eb\",\"_type\":\"span\",\"marks\":[],\"text\":\"Now, we've seen this film before: Some of AI's most prominent researchers, like Geoffrey Hinton and Yoshua Bengio, have long been screaming from the rooftops about its dangers. But the new warnings come at a particularly poignant time for the industry as major labs continue to release powerful models capable of \"},{\"_key\":\"40b782a74715\",\"_type\":\"span\",\"marks\":[\"706c5aa1a803\"],\"text\":\"breaking free of human oversight\"},{\"_key\":\"30bd628c6020\",\"_type\":\"span\",\"marks\":[],\"text\":\" and gaining unauthorized access to websites and infrastructure.\"}],\"markDefs\":[{\"_key\":\"706c5aa1a803\",\"_type\":\"link\",\"href\":\"https://www.anthropic.com/research/alignment-assessment-cybersecurity-incidents\"}],\"style\":\"normal\"},{\"_key\":\"7e216cddce6e\",\"_type\":\"block\",\"children\":[{\"_key\":\"5577e1d2c2b9\",\"_type\":\"span\",\"marks\":[],\"text\":\"And even when these models aren't escaping control, their use by people with directed malicious intent is just as frightening: On Thursday, \"},{\"_key\":\"95b04920f040\",\"_type\":\"span\",\"marks\":[\"98a053186f8d\"],\"text\":\"Anthropic released a threat report\"},{\"_key\":\"13c6dd729c80\",\"_type\":\"span\",\"marks\":[],\"text\":\" claiming that it thwarted several instances of users conducting research that could have helped develop biological weapons.\"}],\"markDefs\":[{\"_key\":\"98a053186f8d\",\"_type\":\"link\",\"href\":\"https://www-cdn.anthropic.com/e50be2e51e7695dc4b1366a37a245a597377d3b5/Anthropic-Detecting-and-countering-091026.pdf\"}],\"style\":\"normal\"},{\"_key\":\"99a9e87940d3\",\"_type\":\"block\",\"children\":[{\"_key\":\"f71142a88a3a\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"74b22b9d4bb0\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"fc7c5283a61c\",\"_type\":\"block\",\"children\":[{\"_key\":\"e596630cd1a7\",\"_type\":\"span\",\"marks\":[],\"text\":\"The AI industry currently faces a potential powder keg. The latest warnings heighten growing fears around the capabilities of increasingly autonomous AI, as claims mount that this tech can completely upend life as we know it. That fear, however, is colliding with an overly-excited industry that's preaching a utopian AI vision and pushing for broader adoption. And while the frontier labs are preaching about safety and security guardrails, with trillion-dollar IPOs on the line, they continue to leapfrog one another with stronger models at a rapid clip in the race towards \"},{\"_key\":\"6732358f9f5a\",\"_type\":\"span\",\"marks\":[\"07765e7aa7ed\"],\"text\":\"recursive self-improvement\"},{\"_key\":\"f92e5a0dcd4c\",\"_type\":\"span\",\"marks\":[],\"text\":\". But with researchers from both \"},{\"_key\":\"88a3e3789a6f\",\"_type\":\"span\",\"marks\":[\"fbc174113fda\"],\"text\":\"Anthropic\"},{\"_key\":\"0fccb69a8463\",\"_type\":\"span\",\"marks\":[],\"text\":\" and \"},{\"_key\":\"7616eafc7b63\",\"_type\":\"span\",\"marks\":[\"142593e3c154\"],\"text\":\"OpenAI\"},{\"_key\":\"73d40a198333\",\"_type\":\"span\",\"marks\":[],\"text\":\" calling for the industry to tap the brakes, it remains to be seen what it will take for a development pause to materialize.\"}],\"markDefs\":[{\"_key\":\"07765e7aa7ed\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/anthropic-s-rsi-warning-contrasts-with-ipo-filing\"},{\"_key\":\"fbc174113fda\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/why-the-experts-building-ai-want-to-slow-it-down\"},{\"_key\":\"142593e3c154\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/why-astra-s-opacity-problem-could-force-a-pause\"}],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-8c49d3e7deea3573e148d6f076bfcbda4454a46e-1536x768-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-11T04:57:24.784Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"ai-s-safety-warnings-are-getting-harder-to-ignore\",\"status\":\"published\",\"t
435itle\":\"AIâs safety warnings are getting harder to ignore\",\"total\":725},{\"_id\":\"e844782c-6af9-47af-aaa7-342a8bc1d503\",\"authors\":[{\"_id\":\"ea7e7609-877b-42bb-80b4-56a45f47463e\",\"firstName\":\"Jason\",\"jobTitle\":\"Editor-in-Chief\",\"lastName\":\"Hiner\",\"picture\":{\"_type\":\"image\",\"alt\":\"Jason Hiner\",\"asset\":{\"_ref\":\"image-c487970248047096f9b58705c2ceeb85f66d24e0-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"jason-hiner\"}},{\"_id\":\"a1426962-18d0-4181-8ee9-1a4eafcf851a\",\"firstName\":\"Sabrina\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Ortiz\",\"picture\":{\"_type\":\"image\",\"alt\":\"Sabrina Ortiz\",\"asset\":{\"_ref\":\"image-63ba8d4e1a0cf2df9a23424e373b06d91293a858-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"sabrina-ortiz\"}}],\"category\":[{\"_id\":\"9674d1de-af23-4518-a75f-38bb55d3f06f\",\"title\":\"Consumer\"}],\"content\":null,\"content1\":[{\"_key\":\"aa515e5f18ba\",\"_type\":\"block\",\"children\":[{\"_key\":\"4cb8e4a39161\",\"_type\":\"span\",\"marks\":[],\"text\":\"The Apple Watch has officially become an AI wearable.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"095606c5ca57\",\"_type\":\"block\",\"children\":[{\"_key\":\"747d647d266c\",\"_type\":\"span\",\"marks\":[],\"text\":\"The iPhone maker is making a big move in ambient computing and ambient intelligence with a pair of new features on the Apple Watch that passively listen in the background and then try to provide you with information you might have missed or need to take action on.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"5c0e1f3878dd\",\"_type\":\"block\",\"children\":[{\"_key\":\"93a5db55aab0\",\"_type\":\"span\",\"marks\":[],\"text\":\"Here's what to know about the two Audio Intelligence features:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"ac9ab3f8cda6\",\"_type\":\"block\",\"children\":[{\"_key\":\"5642f36d35df\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Live Rewind\"},{\"_key\":\"1bed0f08f4c7\",\"_type\":\"span\",\"marks\":[],\"text\":\": This feature is a real-life rewind button. It is always listening, and when you double-press the digital crown on Apple Watch, it shows a transcript of the last 15 seconds of the conversation. This transcript can then be saved and revisited later in the Siri app. Also notable is that, when activated, it plays an audible chime and displays a full-screen animation of a microphone, so people know the feature is active and that their audio may be transcribed.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"999f28cf0468\",\"_type\":\"block\",\"children\":[{\"_key\":\"05867eac79c4\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Siri Recap\"},{\"_key\":\"1866994578c1\",\"_type\":\"span\",\"marks\":[],\"text\":\": This feature is Apple's answer to Granola, providing users with high-level summaries from conversations recorded on the watch when the feature is activated. There are no transcriptions, attributions, or timestamps, a move meant to protect user privacy. Rather, you can find your summaries in the Siri app as a refresher on your day. If you'd rather it be more session-based, you can turn it on and off from the watch's Control Center.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"9f910ec1915c\",\"_type\":\"block\",\"children\":[{\"_key\":\"1ead432d864a\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"Just as Visual Intelligence makes sense of what you see, Audio Intelligence makes sense of what you hear. It harnesses the power of Apple Intelligence right on your wrist in a private and secure way,\\\" said Ron Huang, Apple's VP of sensing and connectivity, during the keynote.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3610142f7b09\",\"_type\":\"block\",\"children\":[{\"_key\":\"c96d540bb6ab\",\"_type\":\"span\",\"marks\":[],\"text\":\"With both Live Rewind and Siri Recap, Apple promises that it does not record or save audio. It says the audio is captured in the Secure Exclave on the Apple Watch's new S11 chip, which is inaccessible to the operating system, apps, the user, or Apple, and deletes the audio immediately after processing.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"0cf3f4414eeb\",\"_type\":\"block\",\"children\":[{\"_key\":\"ac20f0b93974\",\"_type\":\"span\",\"marks\":[],\"text\":\"While we trust that Apple is not snooping on the audio, there's still a big question about how comfortable we are with the device listening in the background. And what about two-party consent states such as California? While this isn't recording audio and that will make it legally compliantâApple says it will always comply with the local legal requirementsâthere's still the potential that you could be using technology to note a conversation with a person without their consent, where the two of you may have a different understanding about whether something being said is private or confidential. Again, Apple has also made it clear that the Audio Intelligence features can be turned off and disabled.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"6b5dc9d85a4b\",\"_type\":\"block\",\"children\":[{\"_key\":\"b7f58f6f5a2b\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"Getting AI right across todayâs products is therefore about far more than this upgrade cycle. It lays the foundation for a much broader roadmap spanning wearables, the home and entirely new form factors,\\\" said Paolo Pescatore, analyst at PP Foresight. \\\"That lets Apple test the waters, understand how people actually use these features, and gather valuable feedback before moving into more novel devices such as Apple Glasses.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"d4e70b5a9743\",\"_type\":\"block\",\"children\":[{\"_key\":\"051478759351\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"b4977eee25e0\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"769794b8c3b5\",\"_type\":\"block\",\"children\":[{\"_key\":\"afe349d086ae\",\"_type\":\"span\",\"marks\":[],\"text\":\"Devices that are constantly listening, watching, and absorbing context for AI to provide insights, reminders, and notes to their owners are coming in a big wave over the next 12-18 months. Lots of startups have already launched their own versions of these kinds of devices. But other than Meta Ray-Bans smart glasses, big tech companies have largely been hesitant to join the fray. Many of them still remember the backlash that Google Glass faced a decade ago. So it's a surprise to see Apple pushing the boundaries on this while society is still figuring out what the norms and expectations will be. Apple is straddling a fine line between the perception of convenience and surveillance. Since the feature isn't launching for another monthâand even then it will still be in betaâclearly Apple is listening to the audience to gauge the reaction of users and recalibrate as needed.\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-b3abfda26d0ad69cc98c02bccf022063129c8cd5-1672x941-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-10T21:50:50.453Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"apple-tests-the-boundaries-of-ai-listening-features\",\"status\":\"published\",\"t
435itle\":\"Apple tests the boundaries of AI listening features\",\"total\":725},{\"_id\":\"ef6de04e-672a-41e5-a7da-7197e66f4a52\",\"authors\":[{\"_id\":\"ea7e7609-877b-42bb-80b4-56a45f47463e\",\"firstName\":\"Jason\",\"jobTitle\":\"Editor-in-Chief\",\"lastName\":\"Hiner\",\"picture\":{\"_type\":\"image\",\"alt\":\"Jason Hiner\",\"asset\":{\"_ref\":\"image-c487970248047096f9b58705c2ceeb85f66d24e0-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"jason-hiner\"}}],\"category\":[{\"_id\":\"686e7c4f-f081-4876-b33e-0b95f110cd20\",\"title\":\"Hardware\"}],\"content\":null,\"content1\":[{\"_key\":\"2cc65997ef75\",\"_type\":\"block\",\"children\":[{\"_key\":\"769cc90a59f8\",\"_type\":\"span\",\"marks\":[],\"text\":\"Think of the iPhone Duo less as Apple's take on a foldable phone and more as Apple's vision for the phone of the future.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"46006de0897e\",\"_type\":\"block\",\"children\":[{\"_key\":\"04f1247de457\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Tuesday, the company unveiled the iPhone 18 Pro and Pro Max, the Apple Watch Series 12 and Ultra 4, and the AirPods 5. But then it trotted out one more thing: the iPhone Duo, its long-anticipated folding phone to compete with folding devices from Samsung, Google, Huawei and others. But this isn't just a catch-up move or a me-too play. Instead, I'd characterize this as Apple taking a big swing at reimagining the world's most popular consumer product. And as \"},{\"_key\":\"6b5be2c3bd90\",\"_type\":\"span\",\"marks\":[\"10ef1b852649\"],\"text\":\"I've said about the Google Pixel 11 Pro Fold\"},{\"_key\":\"fdac763c7e9d\",\"_type\":\"span\",\"marks\":[],\"text\":\", a foldable iPhone is also the best iPhone for AI.\"}],\"markDefs\":[{\"_key\":\"10ef1b852649\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/for-ai-builders-pixel-11-pro-fold-is-the-phone-to-beat\"}],\"style\":\"normal\"},{\"_key\":\"87ae3c07761c\",\"_type\":\"block\",\"children\":[{\"_key\":\"c9fcd88d26b6\",\"_type\":\"span\",\"marks\":[],\"text\":\"At the launch event at Apple Park, I got the chance to go hands-on with the iPhone Duo, and I was able to verify the two things that stood out the most during the demo:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e69c2b33ae4f\",\"_type\":\"block\",\"children\":[{\"_key\":\"4b5cbb5c9a95\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"How smooth it moves between phone and tablet modes\"},{\"_key\":\"dafb838fdc3e\",\"_type\":\"span\",\"marks\":[],\"text\":\": This is arguably the most polished aspect of the device and the area where it's already a step ahead of every other foldable I've seen. It moves between closed, open, landscape, and portrait modes so quickly and seamlessly that it feels very natural, and it lets you simply flip to the screen size and orientation that work best for whatever you're doing at the moment.\"}],\"level\":1,\"listItem\":\"number\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"2723d6c24160\",\"_type\":\"block\",\"children\":[{\"_key\":\"d1c20deec6d3\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"The iPhone Duo's unique software options\"},{\"_key\":\"7f0236ed894e\",\"_type\":\"span\",\"marks\":[],\"text\":\": This thing already has so many tailored integrations that take advantage of the form factor; it's evidence that Apple has been working on this for a long time and has put a lot of thought into making it useful. It has modes for watching video, serving as an alarm clock on your nightstand via StandBy, viewing both participants and content during Zoom calls, using it as a tripod for taking pictures, and much more.\"}],\"level\":1,\"listItem\":\"number\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"921be6bd631f\",\"_type\":\"block\",\"children\":[{\"_key\":\"0aaa59fc7b39\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"We started with the experience that we wanted for ourselves: a larger display that feels as natural and intuitive as iPad. 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Hart explained that both companies' audiences perfectly complemented each other, being the exact inverse. Before the combination, Courseraâs business was twoâthirds consumerâfocused and oneâthird enterpriseâfocused, and Udemyâs business was twoâthirds enterprise and oneâthird consumer.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"f30cd0a55374\",\"_type\":\"block\",\"children\":[{\"_key\":\"e54063d483db\",\"_type\":\"span\",\"marks\":[],\"text\":\"âHelix is only possible because we brought Coursera and Udemy together,\\\" said Hart. \\\"The combination gives us the most comprehensive skills platform in the world and the ability to build a new AIânative learning experience much faster than either company could have done alone.â\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"71bc0907e37e\",\"_type\":\"block\",\"children\":[{\"_key\":\"946b64feb0b6\",\"_type\":\"span\",\"marks\":[],\"text\":\"Project Helix is expected to be broadly available to enterprise customers in the first half of 2027.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"98d813b12555\",\"_type\":\"block\",\"children\":[{\"_key\":\"5e7d1fd74c61\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"f06c6917a4bd\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"2202527404de\",\"_type\":\"block\",\"children\":[{\"_key\":\"6aa658b98856\",\"_type\":\"span\",\"marks\":[],\"text\":\"Traditionally, corporate learning assessments have been something employees click through to earn a completion badge before returning to their actual work. 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Additionally, users need no technical experience to use it, Meta said, working \\\"out of the box\\\" for the average consumer.\"}],\"markDefs\":[{\"_key\":\"c15414ce38f2\",\"_type\":\"link\",\"href\":\"https://x.com/finkd/status/2097402109092053085\"}],\"style\":\"normal\"},{\"_key\":\"45c1d8a500ae\",\"_type\":\"block\",\"children\":[{\"_key\":\"dd9e7e6a9eaf\",\"_type\":\"span\",\"marks\":[],\"text\":\"When a user shares a goal with Muse, the agent develops a plan to coordinate their time and resources before pushing that task forward. 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Though Meta emphasized privacy, safety, and security, the reality of the risks and the perception of them are two different things. Meta earned a scarlet letter following the \"},{\"_key\":\"4817463ea891\",\"_type\":\"span\",\"marks\":[\"1d9c141bd2c4\"],\"text\":\"Cambridge Analytica scandal\"},{\"_key\":\"567542685896\",\"_type\":\"span\",\"marks\":[],\"text\":\", and while people continue to use its social media platforms, its AI is already much less popular than competitors like ChatGPT and Claude. Though the company's existing consumer popularity \"},{\"_key\":\"1955c02fdaa6\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"might \"},{\"_key\":\"9a2457bd94aa\",\"_type\":\"span\",\"marks\":[],\"text\":\"give it a slight advantage, given its history, the frontier labs such as Anthropic, OpenAI, and Google, or even a competitor like Apple, may have a better shot at earning the trust of consumers.\"}],\"markDefs\":[{\"_key\":\"1d9c141bd2c4\",\"_type\":\"link\",\"href\":\"https://www.bbc.com/news/articles/cx2jmledvr3o\"}],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-14b43d72925fa08f53433df3fc8307902b58f622-1456x816-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-09T04:22:05.393Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"meta-s-ai-agent-ambitions-run-into-a-trust-gap\",\"status\":\"published\",\"t
435itle\":\"Metaâs AI agent ambitions run into a trust gap\",\"total\":725},{\"_id\":\"40e88632-8a15-4f51-b28d-05e94ffdd3ea\",\"authors\":[{\"_id\":\"a1426962-18d0-4181-8ee9-1a4eafcf851a\",\"firstName\":\"Sabrina\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Ortiz\",\"picture\":{\"_type\":\"image\",\"alt\":\"Sabrina Ortiz\",\"asset\":{\"_ref\":\"image-63ba8d4e1a0cf2df9a23424e373b06d91293a858-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"sabrina-ortiz\"}}],\"category\":[{\"_id\":\"686e7c4f-f081-4876-b33e-0b95f110cd20\",\"title\":\"Hardware\"}],\"content\":null,\"content1\":[{\"_key\":\"223ad2a73765\",\"_type\":\"block\",\"children\":[{\"_key\":\"a5629f8a7a89\",\"_type\":\"span\",\"marks\":[],\"text\":\"Robots that box, dance, climb stairs, and play soccer greeted me at IFA 2026.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"d2ef02453b4e\",\"_type\":\"block\",\"children\":[{\"_key\":\"7bf87e4adbd7\",\"_type\":\"span\",\"marks\":[],\"text\":\"While robots are typically part of the tech conference razzle-and-dazzle, this time was a bit different, as many of these robots were actually available for purchase. While the prices are steep, costing up to tens of thousands of dollars and, in most cases, not yet affordable or justifiable for most consumers, the hardware itself looks ready and has convinced me that the leap from spectacle to a product you can buy is closer than we think.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"9340fb542f93\",\"_type\":\"block\",\"children\":[{\"_key\":\"5dd6e6512a57\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"Looking at human-like robots, it's a spectacle, it's an eye-catcher. But the question is valid: what does it mean for me? Is it just a movie, a show? Or do I benefit from it? Maybe not in the next couple of months, but in years, yes,\\\" Leif Lindner, CEO of IFA Berlin, told The Deep View.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3ba4f45a388c\",\"_type\":\"instagram\",\"url\":\"https://www.instagram.com/reel/Dc7gJlNNg3-/\"},{\"_key\":\"8dd0fe115af0\",\"_type\":\"block\",\"children\":[{\"_key\":\"b286f4348107\",\"_type\":\"span\",\"marks\":[],\"text\":\"Lindner added that he recently visited robotics camps in Shenzhen, where one of the biggest challenges identified in making truly human-like robots was their dependence on vast amounts of data for training and operation. Also, making these household helper robots a longer-term prospect depends on consumer trust in how their data is used.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"22c424539b95\",\"_type\":\"block\",\"children\":[{\"_key\":\"ad06255d1dfd\",\"_type\":\"span\",\"marks\":[],\"text\":\"Yet AI developments will likely soon make it possible to close that gap. For instance, obtaining accurate simulated data is much easier than it was before AI exploded onto the scene, as seen in advancements by Nvidia with its Omniverse and Cosmos platforms and by physical AI startups such as Fei-Fei Li's World Labs, all of which are trying to tackle that problem.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"a9bec8ddfbc2\",\"_type\":\"block\",\"children\":[{\"_key\":\"d0382ae5b1ac\",\"_type\":\"span\",\"marks\":[],\"text\":\"In terms of data, people are increasingly willing to share a lot of their personal information, data, and even real-time feeds through products like smart glasses to get smarter AI features. Ultimately, with AI helping close the gap on both of robotics' biggest obstacles, I believe a robot in the household may be a future that's closer than we think.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"26af651afc7b\",\"_type\":\"block\",\"children\":[{\"_key\":\"a13055308120\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"Robotics is, for me, the alarm clock for everybody to showcase that innovation is here. Therefore, we are saying the future is now,\\\" added Lindner.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"f64fdb047838\",\"_type\":\"block\",\"children\":[{\"_key\":\"7e404d3c756c\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"923d78cb9c16\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"5e273a5b01a2\",\"_type\":\"block\",\"children\":[{\"_key\":\"dd90070eaeb9\",\"_type\":\"span\",\"marks\":[],\"text\":\"Of course, AI won't solve the cost problem, as humanoid robots still carry very steep price tags. Even if they reach the point where they can do everything the ideal version of them is meant to do, the purchase could be hard to justify. For instance, the Xiaomi CyberOne runs $99,999, and the Unitree G1 runs $13,500. But that's the standard curve for new hardware: computers and cars followed the same path before supply and demand evened out. And we're likely to finance robots like cars or computers. That's why I don't think humanoid robots will be commonplace in households within 5 or even 10 years. But what's striking is how fast they are advancing, with AI not just reshaping products but also how people think about data privacy. A robot-filled future, once assumed to belong to sci-fi or being decades or even centuries away, suddenly feels closer than expected.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"b908e9d1a1e0\",\"_type\":\"block\",\"children\":[{\"_key\":\"8eb35bdf6866\",\"_type\":\"span\",\"marks\":[\"strong\",\"em\"],\"text\":\"Disclaimer\"},{\"_key\":\"5ee3e68f6a6c\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\": Sabrina Ortiz's travel to IFA 2026 was paid for by IFA. The Deep View's coverage is editorially independent from the companies we cover.\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-a6f871b8909070eb9ccb1613d8c5a6030f17f82c-1456x816-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-08T23:37:04.171Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"ifa-showed-robots-are-nearing-the-mainstream\",\"status\":\"published\",\"t
435itle\":\"IFA showed robots are nearing the mainstream\",\"total\":725},{\"_id\":\"b5979564-f725-407f-9d8c-84133503280f\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}}],\"category\":[{\"_id\":\"206c6923-0f85-4634-8375-a5d2ec894e20\",\"title\":\"Research\"}],\"content\":null,\"content1\":[{\"_key\":\"a1545eadc8e2\",\"_type\":\"block\",\"children\":[{\"_key\":\"827791b4c878\",\"_type\":\"span\",\"marks\":[],\"text\":\"You may have heard claims that OpenAI's Astra has opened the AGI era, but OpenAI's internal model is already achieving mathematical breakthroughs.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"11bf0745f31e\",\"_type\":\"block\",\"children\":[{\"_key\":\"348549f6849f\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Tuesday, OpenAI announced that it used an internal model \\\"significantly more capable than GPT-6 Astra\\\" to solve the Navier-Stokes equations, a set of problems for fluid motion and one of the \"},{\"_key\":\"fb230aa74066\",\"_type\":\"span\",\"marks\":[\"bca8921942bc\"],\"text\":\"Millennium Prize Problems\"},{\"_key\":\"2857594b5a25\",\"_type\":\"span\",\"marks\":[],\"text\":\".\"}],\"markDefs\":[{\"_key\":\"bca8921942bc\",\"_type\":\"link\",\"href\":\"https://www.claymath.org/millennium-problems/\"}],\"style\":\"normal\"},{\"_key\":\"7581e4580059\",\"_type\":\"block\",\"children\":[{\"_key\":\"901c50a04705\",\"_type\":\"span\",\"marks\":[],\"text\":\"To put it simply, while the Navier-Stokes equations generally work well in determining the movement of fluids, under certain circumstances, OpenAI claims that its model proved that under certain circumstances, fluid can develop a \\\"singularity\\\" in finite time, meaning that a fluid's speed can grow infinitely without bound. This major implications for potential scientific breakthroughs.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"b1b6684dcaae\",\"_type\":\"block\",\"children\":[{\"_key\":\"c67c1a7beebe\",\"_type\":\"span\",\"marks\":[],\"text\":\"In a press briefing, OpenAI said it used roughly 10,000 agents to determine that this equation breaks down, and that viscosity doesn't always keep fluid motion well behaved. While this sounds complicated, these equations explain some of the most complex phenomena in our world, including things like aerodynamics and weather forecasting, Ven Chandrasekaran, a mathematician at OpenAI, said in the press briefing. \\\"Given that kind of enormity, understanding their fundamental nature carries very deep significance.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"618d1a02c7e4\",\"_type\":\"block\",\"children\":[{\"_key\":\"95ad1ee4a42c\",\"_type\":\"span\",\"marks\":[],\"text\":\"However, OpenAI didn't just decide to solve this problem randomly. Sebastien Bubeck, a member of the technical staff at OpenAI, said that the company saw rumors that rival Anthropic had solved two Millennium Prize Problems, including Navier-Stokes, in which Anthropic had made more progress. Because of this, Bubeck said, the company decided to \\\"pull together all of our compute and to put it all on that question,\\\" a decision that cost the company millions of dollars.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"811f84ebfc89\",\"_type\":\"block\",\"children\":[{\"_key\":\"888d578fa8d9\",\"_type\":\"span\",\"marks\":[],\"text\":\"Mark Chen, chief research officer at OpenAI, refuted allegations made by \"},{\"_key\":\"faed7fc54f28\",\"_type\":\"span\",\"marks\":[\"a7266c96033b\"],\"text\":\"mathematician Tristan Buckmaster\"},{\"_key\":\"79a8bcba6e56\",\"_type\":\"span\",\"marks\":[],\"text\":\", who was working with Anthropic employee Levent Alpöge on solving the equation over the past month and claims that OpenAI took their work and finished solving it with a single prompt. \\\"That would be a huge breach of user trust,\\\" said Chen.\"}],\"markDefs\":[{\"_key\":\"a7266c96033b\",\"_type\":\"link\",\"href\":\"https://www.scientificamerican.com/article/ai-may-have-just-solved-a-million-dollar-math-problem-the-field-will-never-be-the-same/\"}],\"style\":\"normal\"},{\"_key\":\"8b5556df9d34\",\"_type\":\"block\",\"children\":[{\"_key\":\"7402a3f37a8b\",\"_type\":\"span\",\"marks\":[],\"text\":\"While solving this problem is a major step forward for mathematics, it has far greater implications for AI's utility in scientific and mathematical research, said Bubeck. \\\"What happens when we are able to spend that amount of compute on problems that really matter? Developing new materials, finding cures to diseases â all of those things that we have been talking about for a long time â now they seem to be at our fingertips.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3dabe0ca58d6\",\"_type\":\"block\",\"children\":[{\"_key\":\"c846859f1299\",\"_type\":\"span\",\"marks\":[],\"text\":\"Additionally, solving this problem may have been a stress test for OpenAI's longstanding push towards AGI, serving as an evaluation of a system that the company has been training for \\\"general purpose intelligence,\\\" Jakub Pach
435ocki, chief scientist at OpenAI, said in the briefing.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e7a5298d1311\",\"_type\":\"block\",\"children\":[{\"_key\":\"c73c49e5519f\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"This pace of progress is something to be taken very seriously,\\\" said Pachocki. \\\"Even a week ago, we definitely were not expecting we'd be talking about a solution to Navier-Stokes today. It's a serious moment. We're developing these systems, and their capabilities are advancing faster than our understanding of them in some sense.\\\" In an \"},{\"_key\":\"23b7b487a065\",\"_type\":\"span\",\"marks\":[\"4700e3eea013\"],\"text\":\"interview with The Deep View last week\"},{\"_key\":\"20a5271f90e3\",\"_type\":\"span\",\"marks\":[],\"text\":\", Pachocki suggested a pause may be necessary to better coordinate between labs and nations.\"}],\"markDefs\":[{\"_key\":\"4700e3eea013\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/why-astra-s-opacity-problem-could-force-a-pause\"}],\"style\":\"normal\"},{\"_key\":\"4764248868e8\",\"_type\":\"block\",\"children\":[{\"_key\":\"f320611623b0\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"6ddfdc65f300\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"8536affaced7\",\"_type\":\"block\",\"children\":[{\"_key\":\"1fad8cffe727\",\"_type\":\"span\",\"marks\":[],\"text\":\"Finding a solution to some of the most complex and foundational problems in mathematics is probably one of the most valuable use cases for powerful frontier AI. It fits directly into the \"},{\"_key\":\"c6d3f8903170\",\"_type\":\"span\",\"marks\":[\"deeb37cedee9\"],\"text\":\"utopian vision\"},{\"_key\":\"8d73fb93b291\",\"_type\":\"span\",\"marks\":[],\"text\":\" that these companies paint for an AI-powered future: systems that are finding solutions to humanity's hardest problems, such as new medicines or cures for diseases. It's also interesting to see how these labs are pushing one another by their competitive nature alone, with Anthropic being the main driver for OpenAI to want to solve this problem. While that competition could result in advances to science and medicine that benefit everyone, it's important to remember the sheer power that these companies hold in their hands, with Pachocki himself admitting that these models are advancing beyond our ability to understand them. As a society and an industry, we also have to be very careful about letting competition fuel breakneck technological advancement when we're dealing with such a potent, dangerous, and \"},{\"_key\":\"15653c3ce2cd\",\"_type\":\"span\",\"marks\":[\"0e99c0bf30e8\"],\"text\":\"unpredictable\"},{\"_key\":\"f6616fcd62d9\",\"_type\":\"span\",\"marks\":[],\"text\":\" force.\"}],\"markDefs\":[{\"_key\":\"deeb37cedee9\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/the-race-for-power-behind-ai-s-utopian-story\"},{\"_key\":\"0e99c0bf30e8\",\"_type\":\"link\",\"href\":\"https://openai.com/index/hugging-face-incident-and-the-road-ahead/\"}],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-fe2d6f1c1e8e145a3788d14d41e86a1835f5c8dc-1456x816-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-08T19:22:09.904Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"a-future-openai-model-is-already-breaking-new-ground\",\"status\":\"published\",\"title\":\"A future OpenAI model is already breaking new ground\",\"total\":725},{\"_id\":\"64478da8-75dc-4e3e-bfb6-dd34a483dc4e\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}}],\"category\":[{\"_id\":\"62d2beac-b54c-44f4-9171-9658c45ec769\",\"title\":\"Governance\"}],\"content\":null,\"content1\":[{\"_key\":\"cd582e90c9a0\",\"_type\":\"block\",\"children\":[{\"_key\":\"6a3c6db1d1c4\",\"_type\":\"span\",\"marks\":[],\"text\":\"Agents have turned AI from a tool into a digital coworker. Now, they're doing the same thing for hackers.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e2deef99875a\",\"_type\":\"block\",\"children\":[{\"_key\":\"a99156e5076a\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Tuesday, Google's Threat Intelligence Group released its \"},{\"_key\":\"3860fceee6ba\",\"_type\":\"span\",\"marks\":[\"399ff2d0157e\"],\"text\":\"third-quarter threat tracking report\"},{\"_key\":\"b93d3cf0d521\",\"_type\":\"span\",\"marks\":[],\"text\":\", reveal
435ing that AI-enabled cyberattacks have evolved from assistance to automation as agents become a growing part of the process. The report finds that \\\"human-in-the-loop latency\\\" has dramatically decreased, cutting the time it takes to carry out and defend against cyberattacks.\"}],\"markDefs\":[{\"_key\":\"399ff2d0157e\",\"_type\":\"link\",\"href\":\"https://cloud.google.com/blog/topics/threat-intelligence/from-prompting-to-autonomy-the-evolution-of-adversarial-ai\"}],\"style\":\"normal\"},{\"_key\":\"34fac2179e8a\",\"_type\":\"block\",\"children\":[{\"_key\":\"c7b93eadd58e\",\"_type\":\"span\",\"marks\":[],\"text\":\"According to the research, Google's threat team observed multiple instances of adversaries deploying multi-agent frameworks and autonomously carrying out parts of attacks, including scanning pipelines and harvesting credentials. In one instance, threat actors compromised a cloud, then planned, built and executed a mass-credential harvesting attack in just under six hours using agents.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e9c8fb266171\",\"_type\":\"block\",\"children\":[{\"_key\":\"09e379b1428e\",\"_type\":\"span\",\"marks\":[],\"text\":\"The attack marks a shift from \\\"passive, endpoint-focused infostealers to offensive agentic harvesting,\\\" the report notes, as threat actors leverage autonomous AI to research vulnerabilities, scan infrastructure and perform exploits.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"195adcbe3fdd\",\"_type\":\"block\",\"children\":[{\"_key\":\"f94e0a7c5e2d\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"Like everyone else, weâre concerned about the vulnerability problem, but AI is being applied to several other areas, and it will be especially challenging as it is applied agentically, creating a scaled, faster adversary,\\\" John Hultquist, chief analyst of the Google Threat Intelligence Group, said in a statement.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3f644beb51d8\",\"_type\":\"block\",\"children\":[{\"_key\":\"f74972f4bda9\",\"_type\":\"span\",\"marks\":[],\"text\":\"Agents aside, the report points to a number of concerning trends:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"5e7b3f736a7b\",\"_type\":\"block\",\"children\":[{\"_key\":\"84b2e8bd926f\",\"_type\":\"span\",\"marks\":[],\"text\":\"AI-coding tools and open-source software, while accelerating software development cycles, have also increased operational risks by widening the attack surface.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"dee90987e206\",\"_type\":\"block\",\"children\":[{\"_key\":\"1c951aa1996f\",\"_type\":\"span\",\"marks\":[],\"text\":\"Adversaries are also targeting proprietary AI IP, including code, prompts, research and the models themselves.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"93c8ca3dc7c2\",\"_type\":\"block\",\"children\":[{\"_key\":\"115096cb7c36\",\"_type\":\"span\",\"marks\":[],\"text\":\"AI is being used across the attack lifecycle, including targeting reconnaissance, social engineering, custom malware obfuscation and scaling information operation campaigns.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"b50c833314eb\",\"_type\":\"block\",\"children\":[{\"_key\":\"0f2cbd3b01cc\",\"_type\":\"span\",\"marks\":[],\"text\":\"Bad actors are also stealing developer credentials, purchasing compromised AI accounts and breaking into cloud infrastructure to get around AI access costs.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"04d7346648a5\",\"_type\":\"block\",\"children\":[{\"_key\":\"4cddb18d838f\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"7be0788c62a0\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"8d9c0c46f5b0\",\"_type\":\"block\",\"children\":[{\"_key\":\"016a2d4e60aa\",\"_type\":\"span\",\"marks\":[],\"text\":\"Google's threat report cements into reality the thing that has the AI industry on edge in the wake of OpenAI's accidental breach of Hugging Face: autonomous, agent-driven cyberattacks are here. Though many fear what agents could do if they go rogue, Google's report paints a potentially more nerve-racking picture: bad actors are harnessing powerful AI tools to systematically do damage. This means that the approach to fighting these attacks has to be two-pronged. The obvious one is fighting fire with fire. Using AI agents to automatically detect and deflect cyberattacks is no longer novel, but a necessity. This, however, could be more effective when done in tandem with more creative means of defense, such as \"},{\"_key\":\"a5a6ab0df44a\",\"_type\":\"span\",\"marks\":[\"6efe950c51eb\"],\"text\":\"Cloudflare's recently announced tech\"},{\"_key\":\"2e8f99cdb1f4\",\"_type\":\"span\",\"marks\":[],\"text\":\" that stalls cyberattacks by making attacks more expensive. What cyber defenders may need most is confidence that they have the tools and partners to defend against AI-enabled attacks, which is what \"},{\"_key\":\"0cbadb5e7088\",\"_type\":\"span\",\"marks\":[\"5039f3b00470\"],\"text\":\"CrowdStrike emphasized\"},{\"_key\":\"e3bdf58bc779\",\"_type\":\"span\",\"marks\":[],\"text\":\" at its annual event last week.\"}],\"markDefs\":[{\"_key\":\"6efe950c51eb\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/how-cloudflare-s-new-ai-tool-hits-hackers-in-the-wallet\"},{\"_key\":\"5039f3b00470\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/crowdstrike-forces-ai-agents-to-show-id\"}],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-38a1e894067fe4bc1cdaac78ef051568e0478d35-1536x768-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-08T12:00:00.000Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"how-agents-supercharged-the-hacker-playbook\",\"status\":\"published\",\"t
435itle\":\"How agents supercharged the hacker playbook\",\"total\":725},{\"_id\":\"445e4632-625d-4c4e-a6c6-61bd4f47f7ce\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}}],\"category\":[{\"_id\":\"686e7c4f-f081-4876-b33e-0b95f110cd20\",\"title\":\"Hardware\"}],\"content\":null,\"content1\":[{\"_key\":\"f96f25c440ab\",\"_type\":\"block\",\"children\":[{\"_key\":\"7a387b4ab031\",\"_type\":\"span\",\"marks\":[],\"text\":\"Arm is looking to grow its foothold in AI's next frontier: physical AI.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3ec17f376627\",\"_type\":\"block\",\"children\":[{\"_key\":\"df9f6cf21f6c\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Monday at Arm Everywhere China, the company's flagship conference, Arm announced several expansions to its physical AI ecosystem, with the goals of reducing fragmentation in the robotics industry and lowering the barriers to adoption to make the tech easier to scale.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"c9ea0c16ac9c\",\"_type\":\"block\",\"children\":[{\"_key\":\"90e3360a47d8\",\"_type\":\"span\",\"marks\":[],\"text\":\"In a briefing with the press, Drew Henry, executive vice president of Arm's physical AI unit, said that while the current market sits at roughly $25 billion, \\\"we view [it] as growing and becoming one of the largest [total addressable markets] in the history of computing as this market shifts over time.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"986d588f2823\",\"_type\":\"block\",\"children\":[{\"_key\":\"8a60562337a5\",\"_type\":\"span\",\"marks\":[],\"text\":\"Arm announced two new initiatives to plant its flag in the ground on robotics:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"b1c7bb4815a1\",\"_type\":\"block\",\"children\":[{\"_key\":\"78c45f820681\",\"_type\":\"span\",\"marks\":[],\"text\":\"The company is expanding Arm Total Design, its ecosystem initiative aimed at simplifying chip development, into physical AI. The expansion encompasses more than 80 companies in AI hardware, software, sensors, and robotics, including firms like AWS, Hugging Face, and Unitree. The goal is to enable more streamlined development of physical AI and reduce complexity.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"10d22b073d1e\",\"_type\":\"block\",\"children\":[{\"_key\":\"443e41266f8c\",\"_type\":\"span\",\"marks\":[],\"text\":\"As part of this expansion, Arm unveiled the Robotics Capability Framework, inviting industry experts from across the field to help create a standardized vocabulary around robotics and define \\\"levels of increasing sophistication for robotic systems.\\\" This is comparable to the \"},{\"_key\":\"87c2a76cf679\",\"_type\":\"span\",\"marks\":[\"3150dc50ef23\"],\"text\":\"self-driving industry's levels of automation\"},{\"_key\":\"d71a671c14f4\",\"_type\":\"span\",\"marks\":[],\"text\":\" that range from Level 0 to Level 5.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[{\"_key\":\"3150dc50ef23\",\"_type\":\"link\",\"href\":\"https://www.sae.org/news/blog/sae-levels-driving-automation-clarity-refinements\"}],\"style\":\"normal\"},{\"_key\":\"5f33b79b77fd\",\"_type\":\"block\",\"children\":[{\"_key\":\"f38619a0e474\",\"_type\":\"span\",\"marks\":[],\"text\":\"Arm targeting the robotics industry isn't random. Henry said the company has already carved a place in the market and has shipped two billion units into physical AI use cases in the past 12 months, ranging from microcontrollers and sensors all the way up to compute platforms for autonomous vehicles and robotics.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"4de77597936d\",\"_type\":\"block\",\"children\":[{\"_key\":\"a12f72fb49ce\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"We've been in this marketplace for a very long time, but this market is poised now as AI embeds itself into physical devices, to get some really exponential growth,\\\" said Henry.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"1761587d28ca\",\"_type\":\"block\",\"children\":[{\"_key\":\"7743bd650189\",\"_type\":\"span\",\"marks\":[],\"text\":\"It's also not the first time the physical AI industry has called for broader coordination. Luma, a video AI and world model startup aimed at creating \\\"multimodal AGI,\\\" unveiled the \"},{\"_key\":\"929bb6519d68\",\"_type\":\"span\",\"marks\":[\"f626635a7993\"],\"text\":\"Open Physical AI Lab in June\"},{\"_key\":\"a6c9f857c16d\",\"_type\":\"span\",\"marks\":[],\"text\":\", a collaborative initiative to solve generalization by bringing together the best minds in robotics rather than siloing them in individual companies.\"}],\"markDefs\":[{\"_key\":\"f626635a7993\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/can-open-source-robotics-win-the-physical-agi-race\"}],\"style\":\"normal\"},{\"_key\":\"0036e775a692\",\"_type\":\"block\",\"children\":[{\"_key\":\"6d2d4bf0135a\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"033befc83c3f\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"ba9005211d91\",\"_type\":\"block\",\"children\":[{\"_key\":\"989a1497d7f3\",\"_type\":\"span\",\"marks\":[],\"text\":\"A lot of teams are betting on physical AI right now, with some speculating that the market could \"},{\"_key\":\"bbf5654307ee\",\"_type\":\"span\",\"marks\":[\"e7b0897ea7ae\"],\"text\":\"eventually overtake conventional AI\"},{\"_key\":\"1eaf14c9a89b\",\"_type\":\"span\",\"marks\":[],\"text\":\" and language models and may be the only path to the \"},{\"_key\":\"76cee6c3c51d\",\"_type\":\"span\",\"marks\":[\"541d4f119541\"],\"text\":\"elusive concept of artificial general intelligence\"},{\"_key\":\"832463dac101\",\"_type\":\"span\",\"marks\":[],\"text\":\". With so much on the line, initiatives like this may be an attempt to prevent the dichotomy that currently exists between \"},{\"_key\":\"95f533cd2419\",\"_type\":\"span\",\"marks\":[\"0c30fba32d77\"],\"text\":\"proprietary US-based AI models and open-source Chinese models\"},{\"_key\":\"d0b88b1a3d95\",\"_type\":\"span\",\"marks\":[],\"text\":\" from playing out in the physical AI realm. Especially when you consider that a large majority of physical AI hardware, particularly humanoid robots, is manufactured in China, the physical AI industry can't afford to be divided. Starting with something as simple as a shared vocabulary could be a first step to making the industry play nice.\"}],\"markDefs\":[{\"_key\":\"e7b0897ea7ae\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/how-world-models-became-ai-s-next-frontier\"}
435,{\"_key\":\"541d4f119541\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/the-race-to-give-ai-a-body\"},{\"_key\":\"0c30fba32d77\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/ai-is-now-a-key-chess-piece-in-us-china-relations\"}],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-42dfe1f9f53163205a13bee76a66cb53f93710c3-1456x816-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-08T02:00:07.310Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"arm-wants-to-make-robots-speak-one-language\",\"status\":\"published\",\"title\":\"Arm wants to make robots speak one language\",\"total\":725},{\"_id\":\"1bbf1673-8b9c-4b05-8b86-4725e7f713cb\",\"authors\":[{\"_id\":\"ea7e7609-877b-42bb-80b4-56a45f47463e\",\"firstName\":\"Jason\",\"jobTitle\":\"Editor-in-Chief\",\"lastName\":\"Hiner\",\"picture\":{\"_type\":\"image\",\"alt\":\"Jason Hiner\",\"asset\":{\"_ref\":\"image-c487970248047096f9b58705c2ceeb85f66d24e0-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"jason-hiner\"}}],\"category\":[{\"_id\":\"9674d1de-af23-4518-a75f-38bb55d3f06f\",\"title\":\"Consumer\"}],\"content\":null,\"content1\":[{\"_key\":\"aaaf01b1b451\",\"_type\":\"block\",\"children\":[{\"_key\":\"5039c9624197\",\"_type\":\"span\",\"marks\":[],\"text\":\"Nothing has transformed iPhone photography more over the past decade than machine learning and artificial intelligence.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"0761fe6639e4\",\"_type\":\"block\",\"children\":[{\"_key\":\"3332c7495e1a\",\"_type\":\"span\",\"marks\":[],\"text\":\"The combined power of software and Apple silicon has enabled tiny photography lenses and minuscule camera sensors to take photos that defy the laws of physics. While early iPhone cameras were good for wide-angle shots of nearby subjects in full daylight, over the years Apple has advanced the cameras to take more and more shots traditionally reserved for professional DSLRs and mirrorless cameras: from low-light night shots to zoom photography to macros to full-bokeh portraits. And nearly all of it is due to ML and AI.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"9d5484daaf85\",\"_type\":\"block\",\"children\":[{\"_key\":\"82527030b128\",\"_type\":\"span\",\"marks\":[],\"text\":\"In fact, iPhone photography is arguably Apple's greatest AI success story, and it's a clue for how Apple will likely continue to implement AI in the future: by quietly making features you use every day a lot better.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"b2d90df965ae\",\"_type\":\"block\",\"children\":[{\"_key\":\"677ccac21d4c\",\"_type\":\"span\",\"marks\":[],\"text\":\"As we prepare for the unveiling of the next iPhone this week, here's a quick recap of the AI and ML features that have launched on the iPhone throughout the years:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e8bf54ab603f\",\"_type\":\"block\",\"children\":[{\"_key\":\"b85f5b60526b\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"2016: iPhone 7 Plus, iOS 10, Photos app\"},{\"_key\":\"7b7c15eef854\",\"_type\":\"span\",\"marks\":[],\"text\":\" - Portrait Mode with ML-powered subject separation; AI-powered people, object, and scene recognition as Memories in the Photos app\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"22ad990e21e5\",\"_type\":\"block\",\"children\":[{\"_key\":\"2ec8f1971694\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"2017: iPhone X (2017)\"},{\"_key\":\"dff078ac9418\",\"_type\":\"span\",\"marks\":[],\"text\":\" - Portrait Lighting, ML-powered front-camera Portrait Mode\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e72f3afa8351\",\"_type\":\"block\",\"children\":[{\"_key\":\"67cfc35cef74\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"2018: iPhone XS (2018)\"},{\"_key\":\"f2a4288ffb44\",\"_type\":\"span\",\"marks\":[],\"text\":\" - Smart HDR, ML depth segmentation, adjustable Depth Control\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"13e12248b546\",\"_type\":\"block\",\"children\":[{\"_key\":\"0f4e4a33fdd3\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"2019: iPhone 11 (2019)\"},{\"_key\":\"1fbe329d5710\",\"_type\":\"span\",\"marks\":[],\"text\":\" - Night mode, Deep Fusion, ML-powered Smart HDR\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"492a3af557dc\",\"_type\":\"block\",\"children\":[{\"_key\":\"fb61370eaabb\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"2020: iPhone 12 Pro (2020)\"},{\"_key\":\"4caa82fd2d10\",\"_type\":\"span\",\"marks\":[],\"text\":\" - Smart HDR 3, exp
435anded Deep Fusion and Night mode\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"f97089f40d19\",\"_type\":\"block\",\"children\":[{\"_key\":\"247836187c43\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"2021: iPhone 13, iOS 15, Photos app (2021)\"},{\"_key\":\"bff72e741844\",\"_type\":\"span\",\"marks\":[],\"text\":\" - Photographic Styles, Smart HDR 4, Cinematic mode, Live Text, Visual Look Up\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"ddce08f22a8f\",\"_type\":\"block\",\"children\":[{\"_key\":\"f8dd228ec94b\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"2022: iPhone 14, iOS 16, Photos app (2022)\"},{\"_key\":\"f8e3aee4268b\",\"_type\":\"span\",\"marks\":[],\"text\":\" - Photonic Engine, subject lifting from photos\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"612ae49f2727\",\"_type\":\"block\",\"children\":[{\"_key\":\"164035065d88\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"2023: iPhone 15 (2023)\"},{\"_key\":\"bffbdc031ea5\",\"_type\":\"span\",\"marks\":[],\"text\":\" - Automatic portrait detection, next-gen Smart HDR\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"6b5795fab63f\",\"_type\":\"block\",\"children\":[{\"_key\":\"c1417c124533\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"2024: iPhone 16, iOS 18, Photos app (2024)\"},{\"_key\":\"654921e2a5ab\",\"_type\":\"span\",\"marks\":[],\"text\":\" - Next-generation Photographic Styles, Clean Up, natural-language search, create your own movies in Memories from prompts\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"f0cb177fad03\",\"_type\":\"block\",\"children\":[{\"_key\":\"b63ae4672d9b\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"2025: iPhone 17\"},{\"_key\":\"e5d1818ff574\",\"_type\":\"span\",\"marks\":[],\"text\":\" - AI-powered Center Stage to automatically reframe group selfies, updated Photonic Engine that uses ML to improve detail, noise, and color\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"ebb7eb9cd35d\",\"_type\":\"block\",\"children\":[{\"_key\":\"a13a785cbcd0\",\"_type\":\"span\",\"marks\":[],\"text\":\"It's important to note that Apple approaches AI and ML from a different lens than competitors like Samsung, Google, and Chinese manufacturers like Huawei. While competitors use generative AI more broadly to add things to an image, such as adding yourself to a group shot, putting a different sky in the image, or \"},{\"_key\":\"c0b6623a2c60\",\"_type\":\"span\",\"marks\":[\"56432df8de9b\"],\"text\":\"making a partially eaten cupcake look uneaten\"},{\"_key\":\"0de4ea79ca49\",\"_type\":\"span\",\"marks\":[],\"text\":\", Apple is more of a purist when it comes to what is or isn't in the photo.\"}],\"markDefs\":[{\"_key\":\"56432df8de9b\",\"_type\":\"link\",\"href\":\"https://news.samsung.com/global/turning-your-travel-moments-into-lasting-memories-%E2%91%A1-san-francisco-with-galaxy-ai\"}],\"style\":\"normal\"},{\"_key\":\"3a3154950c32\",\"_type\":\"block\",\"children\":[{\"_key\":\"ffbc1d3b6266\",\"_type\":\"span\",\"marks\":[],\"text\":\"Apple's VP of camera software engineering, Jon McCormack, has stated in multiple \"},{\"_key\":\"a4aeb5920e4c\",\"_type\":\"span\",\"marks\":[\"3f8410a0f174\"],\"text\":\"interviews\"},{\"_key\":\"f51ca3a29e93\",\"_type\":\"span\",\"marks\":[],\"text\":\" over the years that Apple sees a photograph as a celebration of a moment that happened, and that it deserves our respect as such.\"}],\"markDefs\":[{\"_key\":\"3f8410a0f174\",\"_type\":\"link\",\"href\":\"https://www.theverge.com/2024/9/23/24252231/lets-compare-apple-google-and-samsungs-definitions-of-a-photo\"}],\"style\":\"normal\"},{\"_key\":\"6790cdd50675\",\"_type\":\"block\",\"children\":[{\"_key\":\"d1133e573c2d\",\"_type\":\"span\",\"marks\":[],\"text\":\"This year, in iOS 27 with Spatial Reframing, which lets you shift the perspective that a photo was taken from, and Extend, which can use generative AI to expand the content on the edges of a photo, Apple is pushing the boundaries of that definition. Also, the upgraded version of Clean Up lets you remove larger objects, using AI-generated capabilities to fill in the scene. Apple still views all of these features as coherent with the idea of enhancing the shot you took, versus remixing it to create something that might be more akin to a work of art than a photograph.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"d5122bd86b22\",\"_type\":\"block\",\"children\":[{\"_key\":\"92fedd50a73f\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"0f2ed0b5c8f3\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"53e11161f1c0\",\"_type\":\"block\",\"children\":[{\"_key\":\"2663de98893b\",\"_type\":\"span\",\"marks\":[],\"text\":\"Apple could still learn from some of its Android rivals on a few AI and ML features. Some basic AI photo-editing features could align with Apple's view of preserving the integrity of the shot you took while enhancing it to focus on the elements most important to you (similar to Clean Up). For example, I recently took a 10x zoom of a mountain lion at the zoo and then uploaded it to ChatGPT and asked it to \\\"remove the fence in the foreground,\\\" which was a major distraction. The \"},{\"_key\":\"be20dd91bb07\",\"_type\":\"span\",\"marks\":[\"0f0a125f07ee\"],\"text\":\"result\"},{\"_key\":\"a5e9e03560f0\",\"_type\":\"span\",\"marks\":[],\"text\":\" was terrific, and I could see parents wanting to do something similar when taking photos of their kids at a soccer or baseball game and having to shoot a photo through a fence. That's the kind of super-smart AI feature that doesn't have to make a big deal about being AI but can simply make things better. Ap
435ple's flagship AI feature of 2026, the new Siri AI, is important. But it's also just keeping pace with the industry. Where Apple can be a leader in AI is by doing more things like what it has done in photography: using AI to make great features and experiences that don't need to shout from the rooftops that they're AI.\"}],\"markDefs\":[{\"_key\":\"0f0a125f07ee\",\"_type\":\"link\",\"href\":\"https://www.instagram.com/p/DdAYqHIOivP/?stkn=MWRmdnBoNDFocnp4Mw==\"}],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-a5e670a2ddd92202a7e7ba05f6a0314e43307613-1672x941-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-07T23:53:58.160Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"why-iphone-photography-is-apple-s-ai-blueprint\",\"status\":\"published\",\"title\":\"Why iPhone photography is Apple's AI blueprint\",\"total\":725},{\"_id\":\"bb1b54eb-fbe0-441b-ba1d-14aeff6c3725\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}},{\"_id\":\"ea7e7609-877b-42bb-80b4-56a45f47463e\",\"firstName\":\"Jason\",\"jobTitle\":\"Editor-in-Chief\",\"lastName\":\"Hiner\",\"picture\":{\"_type\":\"image\",\"alt\":\"Jason Hiner\",\"asset\":{\"_ref\":\"image-c487970248047096f9b58705c2ceeb85f66d24e0-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"jason-hiner\"}}],\"category\":[{\"_id\":\"62d2beac-b54c-44f4-9171-9658c45ec769\",\"title\":\"Governance\"}],\"content\":null,\"content1\":[{\"_key\":\"754fad0f591b\",\"_type\":\"block\",\"children\":[{\"_key\":\"b281c53ae348\",\"_type\":\"span\",\"marks\":[],\"text\":\"Last week, OpenAI's GPT-6 Astra made something clear: The future of AI is anything \"},{\"_key\":\"d3d961193c3e\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"but\"},{\"_key\":\"b2806003c8c2\",\"_type\":\"span\",\"marks\":[],\"text\":\" clear.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"b9084691a398\",\"_type\":\"block\",\"children\":[{\"_key\":\"f9060d93177c\",\"_type\":\"span\",\"marks\":[],\"text\":\"In the company's announcement of its most powerful model yet, it noted that Astraâs written reasoning is harder to monitor than GPT-5.6 Solâs when tested explicitly on its ability to evade monitoring. The company attributed this to the model simply being smarter: It could solve problems in fewer steps and didn't need to write down every thought process on simpler tasks in order to think them through.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"d9a0c670e3c2\",\"_type\":\"block\",\"children\":[{\"_key\":\"bf0fef8a3a0a\",\"_type\":\"span\",\"marks\":[],\"text\":\"In a briefing with the press last week, Jakub Pachocki, chief scientist at OpenAI, said that the company is working on ways to strengthen visibility and make the models \\\"more verbose in their chain of thought.\\\" However, Pachocki said that lack of monitorability is \\\"largely just a general consequence of increasing intelligence and a consequence of scaling.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"1a863e478793\",\"_type\":\"block\",\"children\":[{\"_key\":\"450938120b0c\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"These more capable models can perform harder tasks using fewer language tokens or no language tokens, so we also see a big improvement in capability there, which also reduces our ability to monitor those easier tasks,\\\" said Pachocki.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"651ee03edf98\",\"_type\":\"block\",\"children\":[{\"_key\":\"8f39e635760d\",\"_type\":\"span\",\"marks\":[],\"text\":\"In the same briefing, OpenAI CEO Greg Brockman said that the capabilities of Astra mark a significant moment in the company's quest towards achieving artificial general intelligence, and that it's not unreasonable to think we are now in \\\"the AGI era.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3296e7633c33\",\"_type\":\"block\",\"children\":[{\"_key\":\"a2345aa1203f\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"When we started OpenAI, we kind of thought that there was going to be this well-defined moment that everyone would recognize AGI,\\\" said Brockman. \\\"It hasn't played out like that. It's a much more gray, fuzzy thing. But I think that if we fast-forward a couple of years, and we look back and say, 'when was it really that AGI was created?' I think it's going to be about this time, and I think it might be about this model.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"2bce7baa7695\",\"_type\":\"block\",\"children\":[{\"_key\":\"281be0ec2111\",\"_type\":\"span\",\"marks\":[],\"text\":\"But having a more advanced model also heightens safety concerns. In an interview with The Deep View after the announcement, Pachocki reiterated, \\\"We do see some tendency to kind of think less when it's told that it's being monitored, which is also a worrying trend.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"89aa25671e0a\",\"_type\":\"block\",\"children\":[{\"_key\":\"74ee195208ad\",\"_type\":\"span\",\"marks\":[],\"text\":\"Extrapolating on that point, \"},{\"_key\":\"081c0896d5f4\",\"_type\":\"span\",\"marks\":[\"ffe2057505fe\"],\"text\":\"Arjun Jaggi\"},{\"_key\":\"6960b7776f1f\",\"_type\":\"span\",\"marks\":[],\"text\":\", applied AI researcher, told The Deep View, \\\"This isn't a theoretical risk. Earlier this year, when OpenAI's agents went rogue and attacked Hugging Face, investigators only understood what happened because they had chain-of-thought logs to read. That's how the tampering was caught. Take that visibility away and the next incident like it gets much harder to diagnose, possibly impossible to catch while it's happening.\\\"\"}],\"markDefs\":[{\"_key\":\"ffe2057505fe\",\"_type\":\"link\",\"href\":\"https://arjunjaggi.com/\"}],\"style\":\"normal\"},{\"_key\":\"b723ab99ab9c\",\"_type\":\"block\",\"children\":[{\"_key\":\"94c0632aadb9\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"2995ecbe844a\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"29a82f350d5d\",\"_type\":\"block\",\"children\":[{\"_key\":\"334e1f154152\",\"_type\":\"span\",\"marks\":[],\"text\":\"$4b\"},{\"_key\":\"1e6d85ae0f57\",\"_type\":\"span\",\"marks\":[\"50fcd90d525c\"],\"text\":\"Anthropic Institute suggested\"},{\"_key\":\"9e843bf882f7\",\"_type\":\"span\",\"marks\":[],\"text\":\" that the \\\"option to slow or temporarily pause frontier AI development\\\" could give governments and AI labs time to align their processes around safety. 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The catalyst for this review was when I was Slack messaging TDV editor Jason Hiner and had to clarify that I had used Rambler because the message I sent sounded absolutely nothing like me. It was much less friendly, more serious, and more to-the-point than I naturally speak or write in Slack messages.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"70913e5bdc1b\",\"_type\":\"block\",\"children\":[{\"_key\":\"e12efc81b75c\",\"_type\":\"span\",\"marks\":[],\"text\":\"While it's still polite, the absence of tone indicators, such as punctuation, that you typically use can make people who know you think something is wrong.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"eb8b2f6b1532\",\"_type\":\"block\",\"children\":[{\"_key\":\"b95bde6671d8\",\"_type\":\"span\",\"marks\":[],\"text\":\"For instance, my boyfriend sent a text via voice dictation using Rambler that was fine on its face, but the punctuation made it read as dry and dismissive. 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They also discuss the challenge of token costs and model selection, why \\\"super app\\\" isn't the most useful framing for ChatGPT and Codex, and what it will take for agents to become more persistent, proactive, and connected.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"f259fbaad0f4\",\"_type\":\"block\",\"children\":[{\"_key\":\"e606e9405f75\",\"_type\":\"span\",\"marks\":[],\"text\":\"The conversation also covers:\\n⢠How OpenAI is trying to bridge local and cloud workflows\\n⢠Why Tara and Ty start their days with agents instead of Slack\\n⢠Building personal apps and tools without traditional software overhead\\n⢠The tradeoff between model capability, cost, and user control\\n⢠More persistent agents and proactive personal assistance\\n⢠Connecting agents to email, calendars, enterprise systems and third-party tools\\n⢠Privacy, security and administrative controls for agentic 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That's the exact same price as Anthropic's Mythos/Fable 5 and 5.1 and makes Astra one of the most expensive models on the market. However, OpenAI emphasizes that Astra's leap in intelligence causes it to use \\\"substantially fewer total tokens per task\\\" in multiple scenarios. So this is also an efficie
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Given the model meeting the \\\"critical\\\" threshold for cyber capabilities under its preparedness framework, the company said that Astra will refuse to comply with advanced cybersecurity tasks, such as exploit discovery, and features stronger protections against cyber misuse. Additionally, OpenAI is rolling out less restrictive access to Astra for an initial set of members of the Daybreak program for tasks such as vulnerability validation, malware analysis and detection engineering.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"6eb23a8b5dc3\",\"_type\":\"block\",\"children\":[{\"_key\":\"1adc9b259bec\",\"_type\":\"span\",\"marks\":[],\"text\":\"As for safety, the company said Astra is its \\\"most aligned model,\\\" with improvements in respecting task boundaries and transparent communication. 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Jakub Pachocki, chief scientist at OpenAI, said in the briefing that as these models become more intelligent, \\\"monitorability is getting more challenging.\\\" This is because the smarter a model becomes, the less language reasoning it needs to be able to complete tasks.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"36e82c34e3c8\",\"_type\":\"block\",\"children\":[{\"_key\":\"7ec336427a70\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"We see monitoring is critical, and we take this trend seriously, and we believe monitoring is still a very core technique for Astra, but for future models improving it ⦠is a research priority,\\\" said Pachocki.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"51ecb6d6362f\",\"_type\":\"block\",\"children\":[{\"_key\":\"2642deb3b466\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"3ad09754b48e\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"34339cebebf3\",\"_type\":\"block\",\"children\":[{\"_key\":\"04d4537ada42\",\"_type\":\"span\",\"marks\":[],\"text\":\"$4c\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"461ecbae96e3\",\"_type\":\"block\",\"children\":[{\"_key\":\"3983c0d89505\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"CORRECTION: This article originally reported that Astra was part of the Hugging Face attack, which was incorrect. That was an âan unnamed internal OpenAI research model.â \"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-99abd6bab44616ab2650ce4c24a982e336bb8367-1456x816-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-03T18:00:00.000Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"openai-s-astra-leans-into-agentic-tasks-and-safety\",\"status\":\"published\",\"t
435itle\":\"OpenAI's Astra leans into agentic tasks and safety\",\"total\":725},{\"_id\":\"0c7582bd-cbc1-4a38-a454-bf5f1b7e860b\",\"authors\":[{\"_id\":\"ea7e7609-877b-42bb-80b4-56a45f47463e\",\"firstName\":\"Jason\",\"jobTitle\":\"Editor-in-Chief\",\"lastName\":\"Hiner\",\"picture\":{\"_type\":\"image\",\"alt\":\"Jason Hiner\",\"asset\":{\"_ref\":\"image-c487970248047096f9b58705c2ceeb85f66d24e0-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"jason-hiner\"}}],\"category\":[{\"_id\":\"4f988133-e031-400c-804c-54931c4e5324\",\"title\":\"Markets\"}],\"content\":null,\"content1\":[{\"_key\":\"3c695b188bd2\",\"_type\":\"block\",\"children\":[{\"_key\":\"e5c018250068\",\"_type\":\"span\",\"marks\":[],\"text\":\"Nvidia has officially acquired Hugging Face, and the two companies say there are two reasons the deal makes sense.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"9a0f3e16b474\",\"_type\":\"block\",\"children\":[{\"_key\":\"5a29f5a21f19\",\"_type\":\"span\",\"marks\":[],\"text\":\"After weeks of reports about an impending tie-up, Nvidia and Hugging Face \"},{\"_key\":\"dbebda19ea48\",\"_type\":\"span\",\"marks\":[\"2bc349d7ac22\"],\"text\":\"made things final\"},{\"_key\":\"ed1405de0b8d\",\"_type\":\"span\",\"marks\":[],\"text\":\" on Thursday, announcing that the world's leading AI chipmaker had purchased the open-source AI platform in a \"},{\"_key\":\"44b7c7c36a43\",\"_type\":\"span\",\"marks\":[\"b4352fde9812\"],\"text\":\"$$12.9 billion acquisition\"},{\"_key\":\"f0f93ed2b563\",\"_type\":\"span\",\"marks\":[],\"text\":\". It's Nvidia's second-largest acquisition ever, after its $20 billion purchase of Groq in December.\"}],\"markDefs\":[{\"_key\":\"2bc349d7ac22\",\"_type\":\"link\",\"href\":\"https://x.com/ClementDelangue/status/2095482998674112733\"},{\"_key\":\"b4352fde9812\",\"_type\":\"link\",\"href\":\"https://blogs.nvidia.com/blog/nvidia-to-acquire-hugging-face/\"}],\"style\":\"normal\"},{\"_key\":\"9282b8097c01\",\"_type\":\"block\",\"children\":[{\"_key\":\"bf426c600f0f\",\"_type\":\"span\",\"marks\":[],\"text\":\"Naturally, the deal has spurred fears about centralization of power and resources, since Nvidia is one of the handful of big winners benefiting from the current AI boom. Open models are viewed as one of the ways to counterbalance AI power being concentrated in a few US corporations. In a briefing with the press, both Nvidia and Hugging Face went to great lengths to assuage those fears, since the future trajectory of Hugging Face depends on earning and retaining the trust of developers and AI builders at the grass roots across the global tech ecosystem.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"b6b850b18142\",\"_type\":\"block\",\"children\":[{\"_key\":\"9b9f15e25bb0\",\"_type\":\"span\",\"marks\":[],\"text\":\"But both companies emphasized that Hugging Face being part of Nvidia has two benefits:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"504f32bda31e\",\"_type\":\"block\",\"children\":[{\"_key\":\"8f34aa852285\",\"_type\":\"span\",\"marks\":[],\"text\":\"It gives Hugging Face access to compute that it needs so users can keep experimenting with training, fine-tuning, and customizing open models.\"}],\"level\":1,\"listItem\":\"number\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"0542d98f4591\",\"_type\":\"block\",\"children\":[{\"_key\":\"d0e88e935aac\",\"_type\":\"span\",\"marks\":[],\"text\":\"It allows Hugging Face to scale to a lot more users in the years ahead when open models are poised to play a much larger role in the AI ecosystem. In order to get there, CEO Clem Delangue said on X that Hugging Face \\\"needs more compute, more support, more collaboration and more visibility.\\\" Today, Hugging Face has 200,000 companies using the platform and its goal is to 5x in the next few years.\"}],\"level\":1,\"listItem\":\"number\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"971c123a0c12\",\"_type\":\"block\",\"children\":[{\"_key\":\"30583c23c723\",\"_type\":\"span\",\"marks\":[],\"text\":\"In his \"},{\"_key\":\"f2ecd71650b7\",\"_type\":\"span\",\"marks\":[\"83e63cc3ff08\"],\"text\":\"blog post\"},{\"_key\":\"7f263e1634f3\",\"_type\":\"span\",\"marks\":[],\"text\":\" about the deal, Nvidia CEO Jensen Huang addressed the elephant in the room about whether Nvidia would try to manipulate the open model ecosystem to serve its commercial purposes. \\\"Hugging Face will remain an open platform for the entire AI ecosystem,\\\" wrote Huang. \\\"Developers will choose the models they want, the frameworks they want, the clouds and inference service providers they want and the computing platforms they want. NVIDIA compute will not be required to build on or deploy through Hugging Face.\\\"\"}],\"markDefs\":[{\"_key\":\"83e63cc3ff08\",\"_type\":\"link\",\"href\":\"https://blogs.nvidia.com/blog/nvidia-to-acquire-hugging-face/\"}],\"style\":\"normal\"},{\"_key\":\"3e079b7543cd\",\"_type\":\"block\",\"children\":[{\"_key\":\"613b7cd2f1a2\",\"_type\":\"span\",\"marks\":[],\"text\":\"Delangue also doubled down on Hugging Face's grassroots mission, saying it's not good for the AI ecosystem to consolidate around a few proprietary models. In the press briefing, he said, \\\"We allow AI to be more distributed throughout the world and avoid too much concentration of power.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"6340a861a3c2\",\"_type\":\"block\",\"children\":[{\"_key\":\"a339596fac41\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"9536fa120145\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"038d41d58bc2\",\"_type\":\"block\",\"children\":[{\"_key\":\"c6848f3bd168\",\"_type\":\"span\",\"marks\":[],\"text\":\"It's noteworthy that Hugging Face \"},{\"_key\":\"1cb55554e9c7\",\"_type\":\"span\",\"marks\":[\"d90b7565080c\"],\"text\":\"reportedly\"},{\"_key\":\"a0dc65542bf9\",\"_type\":\"span\",\"marks\":[],\"text\":\" turned down a $500 million investment by Nvidia that would have valued the company at $7 billion in late 2025 because it didn't want a single investor to have too much sway over its decision-making. What's changed since then? The AI ecosystem has accelerated dramatically, with the pace of AI models quickening, venture funding increasing, and a new wave of open models launching. Hugging needed a reliable scaling partner, and Huang's \"},{\"_key\":\"c615d2b6c7fe\",\"_type\":\"span\",\"marks\":[\"4112376ab92a\"],\"text\":\"leading role\"},{\"_key\":\"c1349843ed61\",\"_type\":\"span\",\"marks\":[],\"text\":\" in July in calling for the AI industry and the US government to supp
435ort open models likely helped give Hugging Face confidence in Nvidia's open-source stance. While I believe both companies are sincere in their rhetoric about open models, there's still long-term concern that there will be gravity pulling the platform into being a revenue driver for one of the world's most valuable public companies. And that could naturally lead Hugging Face toward choices it wouldn't make if its top priority was to simply provide an open ecosystem for AI builders.\"}],\"markDefs\":[{\"_key\":\"d90b7565080c\",\"_type\":\"link\",\"href\":\"https://www.ft.com/content/d14419c5-7fa5-4128-9858-7f83259ca02e?syn-25a6b1a6=1\"},{\"_key\":\"4112376ab92a\",\"_type\":\"link\",\"href\":\"https://x.com/JensenHuang/status/2080643682408321103\"}],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-d63849ad2432562a932f96943279f89b7f37c9ed-1456x816-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-03T17:42:12.816Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"can-nvidia-hugging-face-provide-ai-s-counterweight\",\"status\":\"published\",\"title\":\"Can Nvidia, Hugging Face provide AI's counterweight?\",\"total\":725},{\"_id\":\"10f58783-0ea3-45af-8909-9073a84bcd41\",\"authors\":[{\"_id\":\"a1426962-18d0-4181-8ee9-1a4eafcf851a\",\"firstName\":\"Sabrina\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Ortiz\",\"picture\":{\"_type\":\"image\",\"alt\":\"Sabrina Ortiz\",\"asset\":{\"_ref\":\"image-63ba8d4e1a0cf2df9a23424e373b06d91293a858-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"sabrina-ortiz\"}}],\"category\":[{\"_id\":\"686e7c4f-f081-4876-b33e-0b95f110cd20\",\"title\":\"Hardware\"}],\"content\":null,\"content1\":[{\"_key\":\"64ea1fd8fe38\",\"_type\":\"block\",\"children\":[{\"_key\":\"04e2e0c033cf\",\"_type\":\"span\",\"marks\":[],\"text\":\"Mac has been the undisputed home of local AI, but Nvidia is giving Microsoft an assist to get Windows in the game.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"2f183bac3ef2\",\"_type\":\"block\",\"children\":[{\"_key\":\"c05c29268533\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Thursday at IFA 2026, Nvidia unveiled new tools and hardware aimed at making it easier for more PC users to run AI locally on Nvidia GPUs for faster local inference. For starters, Nvidia RTX Spark arrives in October in new Windows PCs from Lenovo and Acer, on display this week at IFA. RTX Spark has a 1 Petaflop RTX Blackwell GPU, up to 128GB of unified memory and a highly efficient 20-core Grace CPU, which, when combined with new agent frameworks, gives Windows PCs the power to run always-on AI agents locally.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"456b577b1a3e\",\"_type\":\"block\",\"children\":[{\"_key\":\"3e68637769ff\",\"_type\":\"span\",\"marks\":[],\"text\":\"Nvidia is also offering a simpler model setup on Windows for three of the most popular agent apps: Perplexity Portable Computer, Hermes Agent, and OpenClaw. Here is a quick rundown of the features, according to the release:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"44d4d93eeca9\",\"_type\":\"block\",\"children\":[{\"_key\":\"48791c6f541b\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Perplexity Portable Computer\"},{\"_key\":\"ffdb81b2ca88\",\"_type\":\"span\",\"marks\":[],\"text\":\": Will be available on Nvidia RTX GPUs with at least 24GB VRAM running Linux or Windows\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"f715c0326957\",\"_type\":\"block\",\"children\":[{\"_key\":\"622b5ff71596\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Hermes Agent\"},{\"_key\":\"76a2c02c8fd2\",\"_type\":\"span\",\"marks\":[],\"text\":\": Coming soon, configuring a local model in Hermes will be streamlined with one-click setup across RTX and DGX systems on both Windows and Linux\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"52e3a2382159\",\"_type\":\"block\",\"children\":[{\"_key\":\"a63cdbddde77\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"OpenClaw\"},{\"_key\":\"d654b5ddda49\",\"_type\":\"span\",\"marks\":[],\"text\":\": Nvidia worked with Microsoft to reduce set-up friction and the result is that the OpenClaw Windows App simplifies setting up an optimized local model on any RTX GPU with at least 24GB of VRAM\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"7f24197942c6\",\"_type\":\"block\",\"children\":[{\"_key\":\"9068aec40cc6\",\"_type\":\"span\",\"marks\":[],\"text\":\"Building on its efforts to improve AI use efficiency, the tech giant also unveiled NVIDIA Personal AI Router (PAIR), a free, open-source software tool that can coordinate a household's PCs to run local AI together. NVIDIA says that PAIR can automatically discover compatible PCs on a local network and route independent inference requests to the system with available capacity. Ultimately, this is meant to bypass the bottleneck that is caused when multiple agents or tasks are waiting on a single GPU.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3f0a99c6ac67\",\"_type\":\"block\",\"children\":[{\"_key\":\"b0c52d4cdc2a\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"37ee7ecc7cfb\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"3d1f8a947463\",\"_type\":\"block\",\"children\":[{\"_key\":\"8d07190e50b4\",\"_type\":\"span\",\"marks\":[],\"text\":\"The rise of AI agents has led working professionals to discover brand-new ways AI can assist with their work. However, the caveat is that agents can quickly rack up token costs and s
435o power users typically want to move to running AI locally. Until now, it has largely meant a reliance on Mac products, as seen by the shortage of the Mac mini and Mac Studio, and the rollout of cutting-edge AI features arriving on Mac first. The release of Nvidia RTX Spark on Windows by Nvidia is significant, as it gives users who don't want to be locked into Apple's walled garden more choice. It may also sway developers from overlooking Windows when unveiling the latest features on desktop apps, which would be a win for Microsoft and for Windows users.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"662f1a049c93\",\"_type\":\"block\",\"children\":[{\"_key\":\"cdf1f2ebe305\",\"_type\":\"span\",\"marks\":[\"strong\",\"em\"],\"text\":\"Disclaimer\"},{\"_key\":\"c4267737153a\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\": Sabrina Ortiz's travel to IFA 2026 was paid for by IFA. The Deep View's coverage is editorially independent from the companies we cover.\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-cd4937162a640f1a6ed333c83afed6de33736dd2-1456x816-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-03T16:00:00.000Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"nvidia-closes-the-windows-mac-local-ai-gap\",\"status\":\"published\",\"title\":\"Nvidia closes the Windows-Mac local AI gap\",\"total\":725},{\"_id\":\"8e1dd4af-47f4-44e3-b810-6cb82542c307\",\"authors\":[{\"_id\":\"a1426962-18d0-4181-8ee9-1a4eafcf851a\",\"firstName\":\"Sabrina\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Ortiz\",\"picture\":{\"_type\":\"image\",\"alt\":\"Sabrina Ortiz\",\"asset\":{\"_ref\":\"image-63ba8d4e1a0cf2df9a23424e373b06d91293a858-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"sabrina-ortiz\"}}],\"category\":[{\"_id\":\"9674d1de-af23-4518-a75f-38bb55d3f06f\",\"title\":\"Consumer\"}],\"content\":null,\"content1\":[{\"_key\":\"ec3cf2c95d72\",\"_type\":\"block\",\"children\":[{\"_key\":\"bde16a06a01b\",\"_type\":\"span\",\"marks\":[],\"text\":\"HTC, once a dominant force in smartphones, is throwing its weight behind smart glasses.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"f68d848c9224\",\"_type\":\"block\",\"children\":[{\"_key\":\"45fbceb1fe38\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Tuesday, HTC made its Vive Eagle AI glasses available in the US, Europe, and Australia, expanding from their original spring launch, when they were available only in Taiwan. The glasses offer exactly what you'd expect: AI assistance, speakers, microphones, and a camera. However, there are two key distinguishing features that users, and other manufacturers, should note.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"dbce35504bad\",\"_type\":\"block\",\"children\":[{\"_key\":\"5365b4a79372\",\"_type\":\"span\",\"marks\":[],\"text\":\"Before jumping into that, however, here's a rapid-fire list of specs and my thoughts on them:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"6e92c7906f32\",\"_type\":\"block\",\"children\":[{\"_key\":\"92ca9565f33d\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Camera: \"},{\"_key\":\"c4f1bd1b07e8\",\"_type\":\"span\",\"marks\":[],\"text\":\"3K video quality and 12 MP camera; good quality captures most of the time, though sometimes overexposed or blurry in places\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"c614ef1fc91f\",\"_type\":\"block\",\"children\":[{\"_key\":\"adbd0bdf7d5e\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Weight\"},{\"_key\":\"d4ba03ff95be\",\"_type\":\"span\",\"marks\":[],\"text\":\": 49 grams, lightweight, comfortable and on par with Meta Ray-Bans\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"5511b1ad6090\",\"_type\":\"block\",\"children\":[{\"_key\":\"f231d7652a01\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Lens\"},{\"_key\":\"156ef707eb9d\",\"_type\":\"span\",\"marks\":[],\"text\":\": Zeiss lens in three options; also prescription compatible, -8D to +4D\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"6c490e8fc2b9\",\"_type\":\"block\",\"children\":[{\"_key\":\"a152f7075078\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Speakers:\"},{\"_key\":\"8d1bd9846136\",\"_type\":\"span\",\"marks\":[],\"text\":\" Two stereo, bass-enhanced, open-ear speakers; sound is great, though there is the expected sound leakage\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"2f84aff17497\",\"_type\":\"block\",\"children\":[{\"_key\":\"a23106a5a3d8\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Mics\"},{\"_key\":\"40ff81014f5b\",\"_type\":\"span\",\"marks\":[],\"text\":\": 4-mic array, 1 directional (in the nose bridge) and 3 omnidirectional, noise cancellation software; in a loud cafe, my mom could still hear me well on a phone call\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"53bbf307d2db\",\"_type\":\"block\",\"children\":[{\"_key\":\"0c287adf1fce\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Processor\"},{\"_key\":\"ad2e719b2ac8\",\"_type\":\"span\",\"marks\":[],\"text\":\": Snapdragon AR1 Gen 1; same chipset as Meta Ray-Bans, performs on par\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"0e458976ab25\",\"_type\":\"block\",\"children\":[{\"_key\":\"ea8e28939322\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Battery\"},{\"_key\":\"a8c4f8d35e0c\",\"_type\":\"span\",\"marks\":[],\"text\":\": HTC claims 4.5 hours of music, 3 or more hours of calls, and 36 or more hours of standby; I have only used it session-based, so I can't verify what all-day use is like\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"a707461fd7d5\",\"_type\":\"block\",\"children\":[{\"_key\":\"54585eee7abe\",\"_type\":\"span\",\"marks\":[],\"text\":\"I intentionally left the privacy features outside the quick rundown, as they deserve their own section. The company is positioning the product as \\\"HTC's privacy-first AI smart glasses,\\\" and in my testing, it more than delivered.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"2bd53acc697b\",\"_type\":\"block\",\"children\":[{\"_key\":\"601372705e23\",\"_type\":\"span\",\"marks\":[],\"text\":\"As soon as you cover the LED light while recording, it stops capturing media and verbally says, \\\"LED covered, recording has stopped,\\\" to prevent bad actors from recording non-consenting individuals. While the feature is offered on other models, including Meta Ray-Bans, I found this to be the most responsive so far.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"a2d65bbff862\",\"_type\":\"block\",\"children\":[{\"_key\":\"f59e3dcd9823\",\"_type\":\"span\",\"marks\":[],\"text\":\"The camera is also disabled
435when the glasses are not worn, a feature I only noticed after trying to take a selfie with them. This is meant to prevent individuals from being recorded by the glasses lying inconspicuously on a table. Lastly, they are ISO 27001-certified for information security management and ISO 27701-certified for privacy information management, certifications not held by other AI glasses.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"1c8b3796d640\",\"_type\":\"block\",\"children\":[{\"_key\":\"594af3e79458\",\"_type\":\"span\",\"marks\":[],\"text\":\"The other standout is the magnetic Powerboost accessory, roughly the size of a flash drive, which lets you charge your smart glasses while still wearing them. This solves the problem of dead batteries that require you to remove the glasses to use a case or cable. Downside: the PowerBoost accessory can't fully charge the glasses, even when fully charged itself, likely because it's a 120 mAh battery. It boosted the battery from 39% to 84% in about an hour before dying in my tests. It's still useful for quick top-offs to get you through a full day, which is especially useful if you have prescription lenses and want the glasses to be your daily drivers. I'd love to see more companies adopt this approach.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"0320993968ee\",\"_type\":\"block\",\"children\":[{\"_key\":\"99e78fb5a952\",\"_type\":\"span\",\"marks\":[],\"text\":\"I saved the AI features for last because I found them about as useful as competitors like Meta: cool in concept, but not entirely life-changing yet. While HTC does give users the option to choose between Gemini and ChatGPT, which is notable, the company notes that the experience may differ from using the models on your phone or other devices. I found that to be entirely true, with the answers I got using the Gemini and ChatGPT apps being much more robust and preferable.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"32f63fc67ebb\",\"_type\":\"block\",\"children\":[{\"_key\":\"bda068f08f74\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"5b7bdcd98bcd\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"3896e201547f\",\"_type\":\"block\",\"children\":[{\"_key\":\"1faac7fa286d\",\"_type\":\"span\",\"marks\":[],\"text\":\"The VIVE Eagle will launch at $499, and the Power Boost accessory is an extra $49, placing them at the high end of the spectrum, nearly double the price of the standard Meta Ray-Bans. However, if privacy is a priority, it may be worth the premium. Unlike Meta and Google, HTC is not a company that makes money off your data, so that also makes it a safer long-term bet if you prioritize privacy. The other big reason to buy is if you want smart glasses to be your full-time glasses and don't want to take them off to charge them. In addition to the PowerBoost accessory, you can also simply charge the glasses while wearing them because of the magnetic charger on the arm. 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He also breaks down the dilemma facing CEOs: move too slowly and competitors may gain a structural cost advantage; move too quickly without control and one major AI failure could create a crisis.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"fb9aa1574ddc\",\"_type\":\"block\",\"children\":[{\"_key\":\"579b39e7ea0b\",\"_type\":\"span\",\"marks\":[],\"text\":\"Topics covered:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e2619c0c0b30\",\"_type\":\"block\",\"children\":[{\"_key\":\"7225419846f9\",\"_type\":\"span\",\"marks\":[],\"text\":\"⢠Why the cost of creating with AI is falling toward zero\\n⢠Where value will accrue as models commoditize\\n⢠How to balance openness, innovation and enterprise control\\n⢠Why subject-matter experts must retain ownership of AI agents\\n⢠Why business problems, not perfect data, should drive data strategy\\
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435],\"style\":\"normal\"},{\"_key\":\"b09f81eeb630\",\"_type\":\"block\",\"children\":[{\"_key\":\"39793d621c4a\",\"_type\":\"span\",\"marks\":[],\"text\":\"The new model comes in two flavors:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"821d900f0cf9\",\"_type\":\"block\",\"children\":[{\"_key\":\"084e0e480d03\",\"_type\":\"span\",\"marks\":[],\"text\":\"Gemini 3.8 Flash, which it calls its \\\"most intelligent workhorse model\\\" (the \"},{\"_key\":\"09073e879e85\",\"_type\":\"span\",\"marks\":[\"df5c28d9b5d9\"],\"text\":\"same thing it said about 3.7 Flash\"},{\"_key\":\"85c32a0ff8d5\",\"_type\":\"span\",\"marks\":[],\"text\":\" just a few weeks ago) with improvements in software engineering, agentic tasks and multi-step reasoning. The new model's introductory pricing is set at $0.75 per million input tokens and $3.75 per million output tokens.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[{\"_key\":\"df5c28d9b5d9\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/google-wagers-gemini-can-win-on-economics\"}],\"style\":\"normal\"},{\"_key\":\"d44bc3fc5772\",\"_type\":\"block\",\"children\":[{\"_key\":\"ce80da582ce8\",\"_type\":\"span\",\"marks\":[],\"text\":\"Meanwhile, the company also introduced Gemini 3.8 Flash Cyber, its most capable cybersecurity model yet, available specifically for cyber defenders through its \"},{\"_key\":\"e67572982a5a\",\"_type\":\"span\",\"marks\":[\"ad811637ed19\"],\"text\":\"Fairwind program\"},{\"_key\":\"ffa214ba2b9d\",\"_type\":\"span\",\"marks\":[],\"text\":\", a recently-launched DeepMind program to stay ahead on cyber defense. The company says the model offers \\\"frontier-level performance\\\" in vulnerability detection and automated patching.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[{\"_key\":\"ad811637ed19\",\"_type\":\"link\",\"href\":\"https://deepmind.google/fairwind-program/\"}],\"style\":\"normal\"},{\"_key\":\"22a984fae392\",\"_type\":\"block\",\"children\":[{\"_key\":\"1fbc7e809143\",\"_type\":\"span\",\"marks\":[],\"text\":\"Though the model is still outranked by \"},{\"_key\":\"c8658b42d768\",\"_type\":\"span\",\"marks\":[\"39529419a50f\"],\"text\":\"Anthropic's Claude Opus 5 on benchmarks\"},{\"_key\":\"e3eb5f21f420\",\"_type\":\"span\",\"marks\":[],\"text\":\" for knowledge work tasks, long-horizon software engineering tasks, general agentic tasks and computer use, the model beat out Opus 5 and GPT-5.6 Sol on domain-specific tasks for legal, finance, and biology, as well as for agentic terminal coding. Notably, it beats models from frontier labs in one increasingly important domain: Price.\"}],\"markDefs\":[{\"_key\":\"39529419a50f\",\"_type\":\"link\",\"href\":\"https://storage.googleapis.com/gweb-uniblog-publish-prod/images/gemini-3.8-flash__evals__table_light_1.original.png\"}],\"style\":\"normal\"},{\"_key\":\"d9e9121228bc\",\"_type\":\"block\",\"children\":[{\"_key\":\"69dd98f0dffb\",\"_type\":\"span\",\"marks\":[],\"text\":\"Gemini's rivals cost 4x to 5x more per token, or higher. Anthropic's Opus 5 costs $5 per million input tokens and $25 per million output tokens, while OpenAI's GPT-5.6 Sol runs $4 per million input tokens and $20 per million output tokens.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"eb8d213df15f\",\"_type\":\"twitter\",\"url\":\" https://x.com/OfficialLoganK/status/2095175881690173885\"},{\"_key\":\"5c95f972b894\",\"_type\":\"block\",\"children\":[{\"_key\":\"6eefcee55a6f\",\"_type\":\"span\",\"marks\":[],\"text\":\"Google's latest addition to the Flash family comes as AI rivals like Anthropic and OpenAI navigate releasing their more powerful, bulky and expensive competitors, \"},{\"_key\":\"02d1505f054e\",\"_type\":\"span\",\"marks\":[\"f20b87bb9904\"],\"text\":\"Mythos\"},{\"_key\":\"b95c563993dc\",\"_type\":\"span\",\"marks\":[],\"text\":\" and \"},{\"_key\":\"4180f3155858\",\"_type\":\"span\",\"marks\":[\"49831cd36470\"],\"text\":\"Astra\"},{\"_key\":\"1ceadd4e20dc\",\"_type\":\"span\",\"marks\":[],\"text\":\". Google, meanwhile, hasn't released its own heavyweight model since February, when it released \"},{\"_key\":\"cf9eb05afc37\",\"_type\":\"span\",\"marks\":[\"bb2a31537d87\"],\"text\":\"Gemini 3.1 Pro\"},{\"_key\":\"c9f85f7b1574\",\"_type\":\"span\",\"marks\":[],\"text\":\", and is rumored to have scrapped \"},{\"_key\":\"2691790294fd\",\"_type\":\"span\",\"marks\":[\"08e0e338ca57\"],\"text\":\"internal
435candidates for Gemini 3.5 Pro\"},{\"_key\":\"ed69979fb33b\",\"_type\":\"span\",\"marks\":[],\"text\":\" because they didn't significantly outperform the Flash series.\"}],\"markDefs\":[{\"_key\":\"f20b87bb9904\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/in-fable-5-1-ai-s-cost-war-comes-for-anthropic\"},{\"_key\":\"49831cd36470\",\"_type\":\"link\",\"href\":\"https://openai.com/index/path-to-astra/\"},{\"_key\":\"bb2a31537d87\",\"_type\":\"link\",\"href\":\"https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-3-1-pro/\"},{\"_key\":\"08e0e338ca57\",\"_type\":\"link\",\"href\":\"https://x.com/wallstengine/status/2094895853819613281\"}],\"style\":\"normal\"},{\"_key\":\"1bc9709d5bd5\",\"_type\":\"block\",\"children\":[{\"_key\":\"0888c3071aa9\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"73c1bb848148\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"89e0f274aa65\",\"_type\":\"block\",\"children\":[{\"_key\":\"b476c9711716\",\"_type\":\"span\",\"marks\":[],\"text\":\"Google has all of the pieces necessary to succeed in AI, with access to capital, data and compute and a brand name trusted by the public. Still, it's struggling to put forth the same kind of powerful frontier models that Anthropic and OpenAI have been able to at the same speed. However, with the consistent additions to the Flash series, Google may be trying to capitalize on the movement towards efficiency. \"},{\"_key\":\"ed93ad278625\",\"_type\":\"span\",\"marks\":[\"a8fa5ed4ddf4\"],\"text\":\"Token prices are dropping\"},{\"_key\":\"a430b744d7c4\",\"_type\":\"span\",\"marks\":[],\"text\":\", largely due to enterprises shifting towards open-source, domain-specific, and small models. 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So enterprises not only need to move as fast as agents, they also have to do it 24/7 and at greater scale.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"1fddfea051d0\",\"_type\":\"block\",\"children\":[{\"_key\":\"e1ab9cf2f3fc\",\"_type\":\"span\",\"marks\":[],\"text\":\"CrowdStrike's foundational piece for doing that is its new \"},{\"_key\":\"26165e7de50c\",\"_type\":\"span\",\"marks\":[\"bfa2b61a203f\"],\"text\":\"Agentic Identity Provider\"},{\"_key\":\"25ec0d37c404\",\"_type\":\"span\",\"marks\":[],\"text\":\" (IdP), which aims to force all agents to be identified and shift the security model to continuous identity. And then, lock out everything else that's unidentified from accessing sensitive data.\"}],\"markDefs\":[{\"_key\":\"bfa2b61a203f\",\"_type\":\"link\",\"href\":\"https://www.crowdstrike.com/en-us
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435are and workflows that your coding agents build.\"}],\"markDefs\":[{\"_key\":\"fb4c93133773\",\"_type\":\"link\",\"href\":\"https://www.crowdstrike.com/en-us/press-releases/crowdstrike-extends-endpoint-advantage-to-secure-software-supply-chain/\"}],\"style\":\"normal\"},{\"_key\":\"09c64ea7effb\",\"_type\":\"block\",\"children\":[{\"_key\":\"3288c0828c1d\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"b1c4515b5bcc\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"cd2f06051b46\",\"_type\":\"block\",\"children\":[{\"_key\":\"e18431131feb\",\"_type\":\"span\",\"marks\":[],\"text\":\"The biggest development from CrowdStrike beyond the actual AI tools to level up enterprises is the sense of confidence that businesses are not overmatched by bad actors using agents to launch attacks at unprecedented speed and scale. CrowdStrike has provided a whole set of tools including \"},{\"_key\":\"fa896e44b1c4\",\"_type\":\"span\",\"marks\":[\"6e4835b82ab0\"],\"text\":\"Falcon Guardian\"},{\"_key\":\"aa09f6a6d2cd\",\"_type\":\"span\",\"marks\":[],\"text\":\" that we covered yesterday to help enterprises wrestle back control over an environment that has gotten even more scary this summer in light of the \"},{\"_key\":\"aa55ab74870a\",\"_type\":\"span\",\"marks\":[\"ab27c7b3fd94\"],\"text\":\"OpenAI-Hugging Face\"},{\"_key\":\"37eec5de134c\",\"_type\":\"span\",\"marks\":[],\"text\":\" incident. The best thing CrowdStrike may have done was give a vote of confidence to the security community that the good guys can come together, share learnings in real-time, and give themselves strategic advantages over adversaries who want to use AI for nefarious purposes. Beyond just the tools, the impact of the conviction and the collaboration shouldn't be underestimated.\"}],\"markDefs\":[{\"_key\":\"6e4835b82ab0\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/crowdstrike-unveils-3-part-plan-to-fight-malicious-agents\"},{\"_key\":\"ab27c7b3fd94\",\"_type\":\"link\",\"href\":\"https://openai.com/index/hugging-face-incident-and-the-road-ahead/\"}],\"style\":\"normal\"},{\"_key\":\"930968a62bb1\",\"_type\":\"block\",\"children\":[{\"_key\":\"5be79a551c3a\",\"_type\":\"span\",\"marks\":[\"strong\",\"em\"],\"text\":\"Disclaimer\"},{\"_key\":\"2f68e61421cb\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\": Jason Hiner's travel to CrowdStrike's Fal.con 2026 event was paid for by CrowdStrike. The Deep View's coverage is editorially independent from the companies we cover.\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-1ad520bed18a4bfa0762c163005b21a66a37d3d0-1672x941-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-02T18:00:00.000Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"crowdstrike-forces-ai-agents-to-show-id\",\"status\":\"published\",\"title\":\"CrowdStrike forces AI agents to show ID\",\"total\":725},{\"_id\":\"568464a0-5a47-43b4-a9dc-5b33c46528cc\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}}],\"category\":[{\"_id\":\"93e516d1-26a2-49d1-862e-76979ce9fba7\",\"title\":\"Products\"}],\"content\":null,\"content1\":[{\"_key\":\"621dcd7f8f52\",\"_type\":\"block\",\"children\":[{\"_key\":\"b7461c21f91b\",\"_type\":\"span\",\"marks\":[],\"text\":\"Anthropic's latest model release addresses one of the biggest pain points with its models.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"b1da95982600\",\"_type\":\"block\",\"children\":[{\"_key\":\"dfee5b1f5642\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Tuesday, the company announced \"},{\"_key\":\"ab6172675f34\",\"_type\":\"span\",\"marks\":[\"b3d9fcd25f60\"],\"text\":\"Claude Fable 5.1 and Mythos 5.1\"},{\"_key\":\"91d4ce172863\",\"_type\":\"span\",\"marks\":[],\"text\":\", the latest version of the most powerful models in its line-up. While Fable is generally available, Mythos, which has additional cybersecurity capabilities, is available only through trusted access programs.\"}],\"markDefs\":[{\"_key\":\"b3d9fcd25f60\",\"_type\":\"link\",\"href\":\"https://www.anthropic.com/claude-fable-and-mythos-5-1\"}],\"style\":\"normal\"},{\"_key\":\"fdb41a9c84e4\",\"_type\":\"block\",\"children\":[{\"_key\":\"d88cd55af312\",\"_type\":\"span\",\"marks\":[],\"text\":\"And with many enterprises clamping down on AI costs, Anthropic is taking the hint: The company said that Fable 5.1 will cost an estimated 25% less than Fable 5 for typical workloads \\\"wherever usage is billed by token.\\\" Notably, agentic workloads will see much higher savings, Anthropic said, estimating around 45%.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"b28b7c088b2a\",\"_type\":\"block\",\"children\":[{\"_key\":\"d38488d88f7e\",\"_type\":\"span\",\"marks\":[],\"text\":\"The company said that this is because it is reducing its costs for cache reads, or when the model reads
435inputs that it had already previously processed and stored.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e881701335c1\",\"_type\":\"block\",\"children\":[{\"_key\":\"13bc20368722\",\"_type\":\"span\",\"marks\":[],\"text\":\"And these reduced prices don't come at the cost of performance: Anthropic claims that Fable 5.1 \\\"sets a new standard\\\" for coding, knowledge work, and long-running problem-solving, beating out previous generations and OpenAI's GPT-5.6 Sol on benchmarks for these tasks.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3e56733c25de\",\"_type\":\"block\",\"children\":[{\"_key\":\"5de35f66b25e\",\"_type\":\"span\",\"marks\":[],\"text\":\"Additionally, the models come with a new system for data retention, called Enterprise Frontier Safeguards, which gives customers the same right to privacy as a zero data retention (ZDR) policy. Anthropic also introduced safeguards that reduce false positives in cybersecurity contexts.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"6f06cf027e9e\",\"_type\":\"block\",\"children\":[{\"_key\":\"6011dd5c76ef\",\"_type\":\"span\",\"marks\":[],\"text\":\"However, outside of the potential caching savings, Fable 5.1âs pricing is otherwise the same as Fable 5âs at $10 per million input tokens and $50 per million output tokens. That still makes it one of the most expensive models on the market.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"96c426918b99\",\"_type\":\"block\",\"children\":[{\"_key\":\"c719b041f398\",\"_type\":\"span\",\"marks\":[],\"text\":\"The model was tested by a number of Anthropic's early-access partners, including Cognition, Rakuten, Red Hat, Block, Ramp and Canva.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"b5bc69fa41f9\",\"_type\":\"block\",\"children\":[{\"_key\":\"c831110a05a8\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"Fable-level intelligence, Opus-level price, Sonnet-speed,\\\" Dan Shipper, CEO of Every and one of the early testers of the model, said in the release. \\\"In our tests it was about twice as fast as Opus 5 and used half as many tokens, so for anyone used to using Opus as their daily driver it's an obvious upgrade.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"54f0e9bcf0dc\",\"_type\":\"block\",\"children\":[{\"_key\":\"2c550d825108\",\"_type\":\"span\",\"marks\":[],\"text\":\"Anthropic is highlighting cost savings with this release at a particularly opportune moment, as some enterprises grow weary of tokenmaxxing sticker shock. It's led to an uptick in the popularity of open-source models and driving down token costs. Recent data from the \"},{\"_key\":\"b8bdc019ffb7\",\"_type\":\"span\",\"marks\":[\"154fd1898499\"],\"text\":\"LLM Token Expenditure Index\"},{\"_key\":\"cef70e958344\",\"_type\":\"span\",\"marks\":[],\"text\":\" finds that, as of August 31, users are spending an average of 97 cents per million tokens, down from a high of $2.07 per million in late May.\"}],\"markDefs\":[{\"_key\":\"154fd1898499\",\"_type\":\"link\",\"href\":\"https://www.silicondata.com/products/silicon-index/llm-token-expenditure-index\"}],\"style\":\"normal\"},{\"_key\":\"ce89391e4db6\",\"_type\":\"block\",\"children\":[{\"_key\":\"1917e6573b00\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"8c0f1fc6a948\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"924d10c0edb3\",\"_type\":\"block\",\"children\":[{\"_key\":\"884dbfe0d025\",\"_type\":\"span\",\"marks\":[],\"text\":\"Anthropic making its most powerful flagship AI cheaper was the most consequential move it could have made at this point. Of course, it didn't technically cut prices, but rather made its models more token-efficient. Enterprises are surrounded with viable alternatives to proprietary frontier AI, whether that be Chinese open-source models, domain-specific models, or simply settling for \"},{\"_key\":\"ed2bdabbecdd\",\"_type\":\"span\",\"marks\":[\"ad998cf6f8be\"],\"text\":\"efficie
435nt SLMs\"},{\"_key\":\"aa44ae2f77f9\",\"_type\":\"span\",\"marks\":[],\"text\":\" that get the job done. Additionally, rival OpenAI is trying to lure in customers with cost efficiency, too, \"},{\"_key\":\"67e738d8d9ad\",\"_type\":\"span\",\"marks\":[\"431b698beaf9\"],\"text\":\"chopping prices for its models\"},{\"_key\":\"c306884f1207\",\"_type\":\"span\",\"marks\":[],\"text\":\" more than once. While this is certainly good news for customers seeking out frontier AI, cutting prices may not address the elephant in the room: As \"},{\"_key\":\"938bb3f60fbc\",\"_type\":\"span\",\"marks\":[\"ed173d2495b9\"],\"text\":\"model routing services\"},{\"_key\":\"b78090636cf7\",\"_type\":\"span\",\"marks\":[],\"text\":\" become popular, customers may start to care less about which models they're actually using. That effectively turns these frontier models into interchangeable commodities rather than unique systems, meaning that the price may become the most important frontier in the race towards widespread adoption.\"}],\"markDefs\":[{\"_key\":\"ad998cf6f8be\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/cohere-sees-ai-s-future-belonging-to-niche-models\"},{\"_key\":\"431b698beaf9\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/why-openai-is-resetting-frontier-ai-prices\"},{\"_key\":\"ed173d2495b9\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/as-models-commoditize-replit-embraces-routing\"}],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-8072db31f073c907a41c71e4780fa43f1ffbf2be-1456x816-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-01T21:59:02.672Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"in-fable-5-1-ai-s-cost-war-comes-for-anthropic\",\"status\":\"published\",\"title\":\"In Fable 5.1, AI's cost war comes for Anthropic\",\"total\":725},{\"_id\":\"4b668e5a-f1b0-478c-b77f-29a0505058cd\",\"authors\":[{\"_id\":\"ea7e7609-877b-42bb-80b4-56a45f47463e\",\"firstName\":\"Jason\",\"jobTitle\":\"Editor-in-Chief\",\"lastName\":\"Hiner\",\"picture\":{\"_type\":\"image\",\"alt\":\"Jason Hiner\",\"asset\":{\"_ref\":\"image-c487970248047096f9b58705c2ceeb85f66d24e0-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"jason-hiner\"}}],\"category\":[{\"_id\":\"62d2beac-b54c-44f4-9171-9658c45ec769\",\"title\":\"Governance\"}],\"content\":null,\"content1\":[{\"_key\":\"e137f7c39b8d\",\"_type\":\"block\",\"children\":[{\"_key\":\"cd7336bf8c64\",\"_type\":\"span\",\"marks\":[],\"text\":\"CrowdStrike offered an answer for the growing fear around AI agents getting out of control and breaking critical systems.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"4b2227828cfd\",\"_type\":\"block\",\"children\":[{\"_key\":\"d3a3fac75c64\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Tuesday at its Fal.con event in Las Vegas, \"},{\"_key\":\"5ec2ad2cf47a\",\"_type\":\"span\",\"marks\":[\"85df25e81e44\"],\"text\":\"CrowdStrike unveiled Falcon Guardian\"},{\"_key\":\"21cf6dec115c\",\"_type\":\"span\",\"marks\":[],\"text\":\", a new enterprise visibility and protection platform that monitors everything agents do on your network and blocks malicious activity at the endpoint before it escalates.\"}],\"markDefs\":[{\"_key\":\"85df25e81e44\",\"_type\":\"link\",\"href\":\"https://www.crowdstrike.com/en-us/press-releases/crowdstrike-unveils-falcon-guardian-ai-agent-security/\"}],\"style\":\"normal\"},{\"_key\":\"e1254577679b\",\"_type\":\"block\",\"children\":[{\"_key\":\"eb8098308c4c\",\"_type\":\"span\",\"marks\":[],\"text\":\"The new product grows out of CrowdStrike's September 2025 \"},{\"_key\":\"88723c9c14bf\",\"_type\":\"span\",\"marks\":[\"f85124266dd4\"],\"text\":\"acquisition of Pangea\"},{\"_key\":\"31cc13ec48c2\",\"_type\":\"span\",\"marks\":[],\"text\":\", one of the pioneers of generative AI cybersecurity, and it combines CrowdStrike's endpoint monitoring and protection with Pangea's intelligence in detecting malicious AI activity. The move is an attempt to create a new category of software called AIDR: AI detection and response.\"}],\"markDefs\":[{\"_key\":\"f85124266dd4\",\"_type\":\"link\",\"href\":\"https://www.crowdstrike.com/en-us
435/blog/crowdstrike-to-acquire-pangea/\"}],\"style\":\"normal\"},{\"_key\":\"0886fe7ede85\",\"_type\":\"block\",\"children\":[{\"_key\":\"67e79f813cc3\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"The industry has seen what happens when agentic autonomy outpaces the authority that those agents should have,\\\" said CrowdStrike's chief product officer, AJ Shipley, in a briefing with the media.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"6557b473a225\",\"_type\":\"block\",\"children\":[{\"_key\":\"43963c749db5\",\"_type\":\"span\",\"marks\":[],\"text\":\"We've learned over the past month that OpenAI, Anthropic, and Meta have all had AI agents that broke through their guardrails and launched their own attacks that were unplanned and unintended by the teams running them.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"ea629fe0a6ad\",\"_type\":\"block\",\"children\":[{\"_key\":\"882a0c8331fd\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"This was a watershed moment in security,\\\" said CrowdStrike CEO George Kurtz in the opening keynote at Fal.con on Tuesday.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"6ca0328e2bb2\",\"_type\":\"block\",\"children\":[{\"_key\":\"204b6687b6a2\",\"_type\":\"span\",\"marks\":[],\"text\":\"And in recent days, over \"},{\"_key\":\"a7abaedc65fc\",\"_type\":\"span\",\"marks\":[\"fbca5c6ae645\"],\"text\":\"100 leading tech and AI companies have united to call for collective action\"},{\"_key\":\"4a1019f2544d\",\"_type\":\"span\",\"marks\":[],\"text\":\" in prioritizing cyber defenses to protect critical infrastructure against the next wave of AI advances.\"}],\"markDefs\":[{\"_key\":\"fbca5c6ae645\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/why-ai-rivals-are-uniting-to-prevent-cyber-crisis\"}],\"style\":\"normal\"},{\"_key\":\"a1020203fe3e\",\"_type\":\"block\",\"children\":[{\"_key\":\"22b7ed8cb3d7\",\"_type\":\"span\",\"marks\":[],\"text\":\"CrowdStrike Falcon Guardian wants to address the problem with multiple components in one platform:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"86648ea94f6b\",\"_type\":\"block\",\"children\":[{\"_key\":\"64c35aae5dc1\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Agent monitoring and detection\"},{\"_key\":\"d3990f78d106\",\"_type\":\"span\",\"marks\":[],\"text\":\": Automatically detects all agents operating on the network, no matter who started them or where.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"2266bdc8ee9d\",\"_type\":\"block\",\"children\":[{\"_key\":\"2d3a680c8b6b\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Telemetry for tracking actions\"},{\"_key\":\"68f4906da7de\",\"_type\":\"span\",\"marks\":[],\"text\":\": This plays to CrowdStrike's strengths in endpoint telemetry (process, file, network activity) to capture the full causal chain of everything an agent does.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"b26558674732\",\"_type\":\"block\",\"children\":[{\"_key\":\"97d39f757217\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Agent access control and policy enforcement\"},{\"_key\":\"54818f679a8f\",\"_type\":\"span\",\"marks\":[],\"text\":\": Organizations can define which agents are allowed to run on which devices, and it blocks unauthorized agents to make AI governance policies enforceable.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"2ac69493d3f6\",\"_type\":\"block\",\"children\":[{\"_key\":\"3023beeb89b5\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Real-time AI threat containment\"},{\"_key\":\"dc0beb5062ac\",\"_type\":\"span\",\"marks\":[],\"text\":\": Identifies compromised or malicious agents, determines their blast radius in real time, and neutralizes threats before they spread.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3b0947cb918c\",\"_type\":\"block\",\"children\":[{\"_key\":\"ba420f1ba71d\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"Falcon Guardian will discover every approved and shadow AI agent across the enterprise. It'll provide a live inventory of every agent, who deployed it, [and] its security status. And it is continuously updated,\\\" said Shipley.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"68ea46135c08\",\"_type\":\"block\",\"children\":[{\"_key\":\"5606a44d41b9\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"79ef2b1de9f4\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"3c4223afddf5\",\"_type\":\"block\",\"children\":[{\"_key\":\"b572485cc4de\",\"_type\":\"span\",\"marks\":[],\"text\":\"Beyond just Falcon Guardian, which is focused on helping companies understand and control what's happening in their corporate infrastru
435cture, CrowdStrike also announced two other big moves. It's launching the CrowdStrike \"},{\"_key\":\"500a27ee89fa\",\"_type\":\"span\",\"marks\":[\"fbcfcf03939f\"],\"text\":\"Cyber Super Intelligence Lab\"},{\"_key\":\"51a8c81b8fb9\",\"_type\":\"span\",\"marks\":[],\"text\":\" as a factory to churn out the knowledge and understanding to stay ahead of attackers and malicious AI. It's also launching \"},{\"_key\":\"d27db966b8ff\",\"_type\":\"span\",\"marks\":[\"990b094a9cbc\"],\"text\":\"its own harness, SafeMind, and its own AI models, Red Tempest and Blue Solano\"},{\"_key\":\"011427d68d5b\",\"_type\":\"span\",\"marks\":[],\"text\":\". The models are built on Nvidia's open Nemotron models and the harness is aimed at creating a proactive, offensive system that's constantly evolving to counter the ways AI agents change and adapt to launch attacks. CrowdStrike claims it detects 70% more legitimate threats and remediates them 6x faster than general-purpose models. That sounds a lot like \"},{\"_key\":\"976be5a7ffa3\",\"_type\":\"span\",\"marks\":[\"9766830b962b\"],\"text\":\"Cloudflare's Adaptive Intelligence\"},{\"_key\":\"16977688f828\",\"_type\":\"span\",\"marks\":[],\"text\":\", which just launched to give companies a security solution that adapts in real-time to the way AI evolves. Giving enterprises more dynamic solutions to protect against agentic AI attacks is a welcome development.\"}],\"markDefs\":[{\"_key\":\"fbcfcf03939f\",\"_type\":\"link\",\"href\":\"https://www.crowdstrike.com/en-us/press-releases/crowdstrike-establishes-cyber-superintelligence-lab/\"},{\"_key\":\"990b094a9cbc\",\"_type\":\"link\",\"href\":\"https://www.crowdstrike.com/en-us/press-releases/crowdstrike-launches-frontier-models-for-cybersecurity-with-nvidia/\"},{\"_key\":\"9766830b962b\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/how-cloudflare-s-new-ai-tool-hits-hackers-in-the-wallet\"}],\"style\":\"normal\"},{\"_key\":\"6d5d8b5adbeb\",\"_type\":\"block\",\"children\":[{\"_key\":\"845b6dab6e81\",\"_type\":\"span\",\"marks\":[\"strong\",\"em\"],\"text\":\"Disclaimer\"},{\"_key\":\"fe33de39001b\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\": Jason Hiner's travel to CrowdStrike's Fal.con 2026 event was paid for by CrowdStrike. The Deep View's coverage is editorially independent from the companies we cover.\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-d7e6942e7aa1cf5ba70999aaad1449eaab939501-1672x941-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-01T18:00:00.000Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"crowdstrike-unveils-3-part-plan-to-fight-malicious-agents\",\"status\":\"published\",\"title\":\"CrowdStrike unveils 3-part plan to fight malicious agents\",\"total\":725},{\"_id\":\"b3793cfe-81a6-4797-8a96-85ccc4bd0ef4\",\"authors\":[{\"_id\":\"ea7e7609-877b-42bb-80b4-56a45f47463e\",\"firstName\":\"Jason\",\"jobTitle\":\"Editor-in-Chief\",\"lastName\":\"Hiner\",\"picture\":{\"_type\":\"image\",\"alt\":\"Jason Hiner\",\"asset\":{\"_ref\":\"image-c487970248047096f9b58705c2ceeb85f66d24e0-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"jason-hiner\"}}],\"category\":[{\"_id\":\"93e516d1-26a2-49d1-862e-76979ce9fba7\",\"title\":\"Products\"}],\"content\":null,\"content1\":[{\"_key\":\"92588e870873\",\"_type\":\"block\",\"children\":[{\"_key\":\"e44d6c4a9e3e\",\"_type\":\"span\",\"marks\":[],\"text\":\"Perplexity is at it again, launching something other AI companies seem likely to emulate.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"42e0a26fa61d\",\"_type\":\"block\",\"children\":[{\"_key\":\"0de9e55bccab\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Tuesday, the AI startup announced \"},{\"_key\":\"a3c260462fca\",\"_type\":\"span\",\"marks\":[\"60bffe9b9f63\"],\"text\":\"Perplexity Hybrid Compute\"},{\"_key\":\"533dbe9b695c\",\"_type\":\"span\",\"marks\":[],\"text\":\", a version of its AI agent that automatically detects sensitive data and \"},{\"_key\":\"cad49054a048\",\"_type\":\"span\",\"marks\":[\"d2292d62f42a\"],\"text\":\"PII\"},{\"_key\":\"a6d62219c36a\",\"_type\":\"span\",\"marks\":[],\"text\":\" and routes those parts of a task to local models to preserve data privacy and data sovereignty. This will launch inside Perplexity's Personal Computer on the Perplexity app on Apple devices running Apple silicon. It's available starting today for all Perplexity Enterprise customers who opt in, and it's also available to all Pro and Max subscribers.\"}],\"markDefs\":[{\"_key\":\"d2292d62f42a\",\"_type\":\"link\",\"href\":\"https://www.dol.gov/general/ppii\"},{\"_key\":\"60bffe9b9f63\",\"_type\":\"link\",\"href\":\"https://www.perplexity.ai/hub/blog/introducing-hybrid-compute-on-mac\"}],\"style\":\"normal\"},{\"_key\":\"c7e8c7ab96ac\",\"_type\":\"block\",\"children\":[{\"_key\":\"296d933ec052\",\"_type\":\"span\",\"marks\":[],\"text\":\"The magic here is that while the sensitive tasks are split off to run locally, other parts of the task can be handed to sub-agents to run on frontier models in the cloud to take advantage of the cutting edge capabilities of the latest models.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"8a92f5efbb37\",\"_type\":\"block\",\"children\":[{\"_key\":\"5ea62fe6aeb6\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"Tasks like this aren't possible in a fully local or fully cloud setup. It's this marriage of them together, and it gives you the security of local [models] and the intelligence of the frontier,\\\" said Jonathon Staff, lead engineer for Perplexity Hybrid Compute, in a briefing with the media. \\\"We're very glad to be able to consolidate this down into something where you just have one input and one output.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"7d3429bb9df6\",\"_type\":\"block\",\"children\":[{\"_key\":\"17f69814c6f3\",\"_type\":\"span\",\"marks\":[],\"text\":\"Other details about the product:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"d81a8f5dc6da\",\"_type\":\"block\",\"children\":[{\"_key\":\"c6357741e6e8\",\"_type\":\"span\",\"marks\":[],\"text\":\"Examples of the kinds of files Hybrid Compute will detect and run locally include: legal briefs, customer information, and patient data (in health care)\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"94b0d32dfd9c\",\"_type\":\"block\",\"children\":[{\"_key\":\"62efb4e7ec80\",\"_type\":\"span\",\"marks\":[],\"text\":\"Enterprises can set sensitivity policies that apply across the org and can observe which data gets sent to the cloud\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"46b97decd7de\",\"_type\":\"block\",\"children\":[{\"_key\":\"b58cfdb58930\",\"_type\":\"span\",\"marks\":[],\"text\":\"Users can start a task in the Perplexity app on their iPhone and have certain parts of the task run locally on their Mac\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"8cfd674dfeac\",\"_type\":\"block\",\"children\":[{\"_key\":\"e7ab737b689b\",\"_type\":\"span\",\"marks\":[],\"text\":\"To start, you'll be able to choose from a couple open models that can run locally: Google's Gemma E4B and Alibaba's Qwen3.6 35B-A3B (a special version of Qwen3.6 35B that Perplexity has post-trained and tuned for this product)\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"781b69f080e9\",\"_type\":\"block\",\"children\":[{\"_key\":\"616d177c8d2b\",\"_type\":\"span\",\"marks\":[],\"text\":\"The company's AI agent, Perplexity Computer, launched in early 2026 right around the same time that OpenClaw burst into popularity. But Perplexity Computer, and later the version called Personal Computer that c
435ould run locally on a Mac mini, have gained a reputation for being easier and safer to set up and use than OpenClaw and other DIY agents.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"133fa342e369\",\"_type\":\"block\",\"children\":[{\"_key\":\"f7814829c303\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"Velocity has always been in our DNA here at Perplexity,\\\" said Staff. \\\"We love to move quickly. We also love to move with intentionality. This is a long-term bet, something that we think is going to continue to be more and more important as the models develop.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"5d079ceaf85a\",\"_type\":\"block\",\"children\":[{\"_key\":\"f01cdae7fff2\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"72e12b853f40\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"8d6907ad70ef\",\"_type\":\"block\",\"children\":[{\"_key\":\"81c62f403605\",\"_type\":\"span\",\"marks\":[],\"text\":\"As AI gets more deeply integrated into enterprises to handle critical tasks and workflows, there's a great push happening for more efficiency, data privacy, and control. If Perplexity's Hybrid Compute can deliver the kind of intelligent routing that it claims, then it would be a welcome development for a lot of professionals, enterprises, and tech decision makers. Perplexity is an obvious candidate to pull off something like this because it's a model-agnostic orchestrator. It's incented to deliver the best and simplest experiences for teams and individuals to reap the benefits of agents while mitigating the risks. Just as impressive is Perplexity again getting out in front of the frontier labs and enterprise software vendors to deliver a feature that feels obvious enough that all of them are likely to be doing it within the next 12-18 months.\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-bdc42d57cc69c91335756c48bc1a256d617d8ef1-1456x816-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-01T15:00:00.000Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"perplexity-s-hybrid-agent-is-a-win-for-ai-privacy\",\"status\":\"published\",\"title\":\"Perplexity's hybrid agent is a win for AI privacy\",\"total\":725},{\"_id\":\"f83ebade-f752-47f7-94a5-d29045834fed\",\"authors\":[{\"_id\":\"a1426962-18d0-4181-8ee9-1a4eafcf851a\",\"firstName\":\"Sabrina\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Ortiz\",\"picture\":{\"_type\":\"image\",\"alt\":\"Sabrina Ortiz\",\"asset\":{\"_ref\":\"image-63ba8d4e1a0cf2df9a23424e373b06d91293a858-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"sabrina-ortiz\"}}],\"category\":[{\"_id\":\"686e7c4f-f081-4876-b33e-0b95f110cd20\",\"title\":\"Hardware\"}],\"content\":null,\"content1\":[{\"_key\":\"e7e28141e4a1\",\"_type\":\"block\",\"children\":[{\"_key\":\"1189ea0a18c8\",\"_type\":\"span\",\"marks\":[],\"text\":\"Sonos built one of the most coveted home sound systems. Now it's opening that platform up to AI in a unique way.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"7a5fdff43a60\",\"_type\":\"block\",\"children\":[{\"_key\":\"a184c1260708\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Tuesday, Sonos introduced two new flagship products, the Sonos Beam Ultra and Sonos Ace Ultra, as well as the latest version of its audio operating system, Sonos 27, which is infused with AI experiences. However, Sonos is differentiating itself from most companies by taking an open approach that makes using AI to manage its device ecosystem more useful and compelling.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"5bcffe61ee22\",\"_type\":\"block\",\"children\":[{\"_key\":\"91ea1a768295\",\"_type\":\"span\",\"marks\":[],\"text\":\"With the launch of Sonos 27mcp, users can connect any external AI assistant or agent, including ChatGPT or Claude, to their system to perform tasks such as playing music or controlling what they are listening to. The biggest benef
435it here is that users can control their smart home audio right from the conversations they are already having with their favorite assistant, on their phone or computer.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"22d812dadfd3\",\"_type\":\"block\",\"children\":[{\"_key\":\"2cccd5f92547\",\"_type\":\"span\",\"marks\":[],\"text\":\"This is a unique approach compared to competitors who often lock users into their AI systems and spend significant resources trying to build the best AI. However, the AI labs have already built highly capable models, and users have often already picked their favorite. While it may keep users from relying on the Sonos 27voice, the new assistant built for music and mood curation creates a more seamless experience with the products, and that's Sonos's ultimate goal.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"4a1eb60cf9c5\",\"_type\":\"block\",\"children\":[{\"_key\":\"2501084a2908\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"We actually want customers to control Sonos; we want customers to have great experiences in their home, and we see the future of control being really much more open in access,\\\" Andrew Sutherland, senior director of software product management at Sonos, told The Deep View.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"bc54f6a31a6d\",\"_type\":\"block\",\"children\":[{\"_key\":\"cdf08c6761eb\",\"_type\":\"span\",\"marks\":[],\"text\":\"Sonos also previewed where it plans to go next with AI: Sonos Custom Agents. This experience will allow users to create their own agents, each with its own model, including third-party models if the user chooses, and to name them individually.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"231da6199c41\",\"_type\":\"block\",\"children\":[{\"_key\":\"379aaed7cc4c\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"Think about the power of having a single speaker, where you can have access up to like 10 different agents if they have different tasks across your home or they have different purposes, and through Sonos, you can set up bringing your LLM of choice or your model of choice, and then you can access each one of those with different types of personas and voice,\\\" added Sutherland.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"b205c9d3e8ce\",\"_type\":\"block\",\"children\":[{\"_key\":\"52f3bf5ad0c3\",\"_type\":\"span\",\"marks\":[],\"text\":\"Sonos 27 will become available through a software update to all Sonos S2 products, with some features only available on certain products. The next-generation flagship products, the Beam Ultra and Sonos Ace Ultra, are available for pre-order starting today.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"de6b129b407d\",\"_type\":\"block\",\"children\":[{\"_key\":\"a3a9af05297f\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"c992d0560279\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"28c01b766de5\",\"_type\":\"block\",\"children\":[{\"_key\":\"c95932151637\",\"_type\":\"span\",\"marks\":[],\"text\":\"One of the original and most popular uses of voice assistants over the past decade was for controlling your smart home, with Amazon's Alexa being the leading example. However, those assistants have become antiquated compared to today's LLMs, despite efforts to catch up. As a result, Sono's approach feels like a winning play. It's finding ways to incorporate leading AI models into its products so that users can manage their devices with one of the latest voice assistants without having to context-switch to an inferior or outdated assistant.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"f342049e1d41\",\"_type\":\"block\",\"children\":[{\"_key\":\"9a204895f586\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\n\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-761de6a5cc11f8d2012ba24155c8f4e577591245-1535x1024-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-01T14:40:00.000Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"why-sonos-is-opening-its-speakers-to-any-ai\",\"status\":\"published\",\"t
435itle\":\"Why Sonos is opening its speakers to any AI\",\"total\":725},{\"_id\":\"925d6fac-7276-41bb-8751-faa10f24b618\",\"authors\":[{\"_id\":\"a1426962-18d0-4181-8ee9-1a4eafcf851a\",\"firstName\":\"Sabrina\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Ortiz\",\"picture\":{\"_type\":\"image\",\"alt\":\"Sabrina Ortiz\",\"asset\":{\"_ref\":\"image-63ba8d4e1a0cf2df9a23424e373b06d91293a858-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"sabrina-ortiz\"}}],\"category\":[{\"_id\":\"298a631b-4256-473c-825a-42304f4adb83\",\"title\":\"Culture\"}],\"content\":null,\"content1\":[{\"_key\":\"5aa37f99b83a\",\"_type\":\"block\",\"children\":[{\"_key\":\"6a135fdd2da2\",\"_type\":\"span\",\"marks\":[],\"text\":\"AI is best known for transforming coding. Now, one startup is making the case for physics.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3db2600e18b9\",\"_type\":\"block\",\"children\":[{\"_key\":\"67bb3d5886f5\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Tuesday, the AI-native physics research lab, Physical Superintelligence (PSI), emerged from stealth with $58 million in seed funding, led by Breakthrough Energy. It is launching with two proofs of concept:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"fe5b86debf74\",\"_type\":\"block\",\"children\":[{\"_key\":\"cd8d7ce4011b\",\"_type\":\"span\",\"marks\":[],\"text\":\"A productized piece of its core platform, Emmy\"}],\"level\":1,\"listItem\":\"number\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"bbf350054d51\",\"_type\":\"block\",\"children\":[{\"_key\":\"7fa8bc8acaa2\",\"_type\":\"span\",\"marks\":[],\"text\":\"Joining as a founding technical partner for the Fermi Explorer Mission, a nonprofit organizing the first privately funded interstellar space mission and the first AI-planned probe to Alpha Centauri\"}],\"level\":1,\"listItem\":\"number\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"4c7936bc8f05\",\"_type\":\"block\",\"children\":[{\"_key\":\"5dbc00c94995\",\"_type\":\"span\",\"marks\":[],\"text\":\"Emmy, named for renowned physicist Amalie Emmy Noether, combines PSI's reasoning engine, consisting of sovereign pre-trained and post-trained models, with a large curated inventory of simulations to tackle research problems at a pace much quicker than humans could, according to the company. Moreover, Emmy can reason through a problem, then test its conclusions until its findings are verifiable, as Matt Pines, co-founder and CEO, told The Deep View.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"08adcbe1145a\",\"_type\":\"block\",\"children\":[{\"_key\":\"a117cc51ac37\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"Our systems run research campaigns: they decompose a problem, generate candidate approaches, and test them against simulation, live measurement, or machine-checked proof,\\\" said Pines. \\\"Nothing counts as a result until it survives a check that sits outside the model.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"62104abb326e\",\"_type\":\"block\",\"children\":[{\"_key\":\"ba762aa85553\",\"_type\":\"span\",\"marks\":[],\"text\":\"Initially, a subset of Emmy's capabilities will be used for optimizing terrestrial and orbital AI data centers and factories. PSI has already signed commercial agreements and live pilot deployments on operating data center infrastructure today, according to Pines.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"327b2ec58672\",\"_type\":\"block\",\"children\":[{\"_key\":\"ccfbe2127286\",\"_type\":\"span\",\"marks\":[],\"text\":\"The second prong of the launch is PSI's involvement in the Fermi Explorer mission, whose ultimate goal is to launch the first spacecraft to another star system, targeting Alpha Centauri, the closest star system to Earth. This initiative is a major undertaking because Alpha Centauri is roughly 4.37 light-years away, which would take about 80,000 years to reach from Earth at the speeds of current spacecraft. That makes it quite a feat of engineering to build a vessel capable of the journey.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"a4a267eaedca\",\"_type\":\"block\",\"children\":[{\"_key\":\"a3b1b85edd2c\",\"_type\":\"span\",\"marks\":[],\"text\":\"PSI has already claimed to have contributed to the mission by validating its physics and identifying a substantially more efficient trajectory within the missionâs mass and budget constraints. The company is using this finding to demonstrate that a small team using AI-native physics could do the work typically required of a national laboratory. This reflects the company's broader mission to contribute to discoveries that are both commercially and scientifically valuable.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"8ecfa479101a\",\"_type\":\"block\",\"children\":[{\"_key\":\"efb38c7af834\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"Fermi asked us to assess mission feasibility: the propulsion, trajectory, and power questions that determine whether the mission closes,\\\" said Pines. \\\"Our technology ran the analysis, with our physicists directing the work. Fermi's technical team, which comes out of Starcloud, verified the analysis. The report was also written so the analysis can be rerun, and reproduction is the standard we want to be held to.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"5390955a2793\",\"_type\":\"block\",\"children\":[{\"_key\":\"6cf8a0e45a34\",\"_type\":\"span\",\"marks\":[],\"text\":\"PSI was founded by Pines, Alex Klokus, and Dr. Alexander D. Wissner-Gross, Ph.D, who combined to bring expertise across physics, economics, government, and tech. The broader team comprises physicists, AI researchers, experimenters, and builders, and PSI is actively hiring more talent. Interested applicants can \"},{\"_key\":\"e24de8602cd7\",\"_type\":\"span\",\"marks\":[\"29d5c7eef0d4\"],\"text\":\"apply online\"},{\"_key\":\"768215b03ceb\",\"_type\":\"span\",\"marks\":[],\"text\":\".\"}],\"markDefs\":[{\"_key\":\"29d5c7eef0d4\",\"_type\":\"link\",\"href\":\"https://jobs.ashbyhq.com/psi\"}],\"style\":\"normal\"},{\"_key\":\"ec930db350b1\",\"_type\":\"block\",\"children\":[{\"_key\":\"57461c8540e7\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"c8aa2b9a1ed6\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"87fecd3d7708\",\"_type\":\"block\",\"children\":[{\"_key\":\"eb0d8f93d831\",\"_type\":\"span\",\"marks\":[],\"text\":\"ChatGPT became the catalyst for the current AI boom, and since then, we have seen many companies try to compete by creating AI products. The result is that many of these products end up being repetitive or AI-washed offerings that have largely caused mainstream AI fatigue. However, some labs are developing focused, task-based AI solutions to solve big problems. Physical Superintelligence is a prime example, as it showcases just how instrumental AI can be as a catalyst to spur further innovation and development, even unlocking discoveries that have been very difficult to solve, with this extreme example of building a vessel capable of reaching Alpha Centauri. It's refreshing to see teams with ambitions this big.\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-cd7191873bcf762045ad0564916b361a8a9a431c-1456x816-png\",\"_type\":\"reference\"}},\"date\":\"2026-09-01T10:00:00.000Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"can-ai-crack-interstellar-travel\",\"status\":\"published\",\"t
435itle\":\"Can AI help crack interstellar travel?\",\"total\":725},{\"_id\":\"d2297b78-2152-4ee8-9a8b-8f5f4c3537c4\",\"authors\":[{\"_id\":\"a1426962-18d0-4181-8ee9-1a4eafcf851a\",\"firstName\":\"Sabrina\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Ortiz\",\"picture\":{\"_type\":\"image\",\"alt\":\"Sabrina Ortiz\",\"asset\":{\"_ref\":\"image-63ba8d4e1a0cf2df9a23424e373b06d91293a858-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"sabrina-ortiz\"}}],\"category\":[{\"_id\":\"9674d1de-af23-4518-a75f-38bb55d3f06f\",\"title\":\"Consumer\"}],\"content\":null,\"content1\":[{\"_key\":\"a8bab0f590ab\",\"_type\":\"block\",\"children\":[{\"_key\":\"ea41fd2da6fc\",\"_type\":\"span\",\"marks\":[],\"text\":\"Manufacturers have unlocked a simple formula to capitalize on the AI hardware craze: take ordinary items, incorporate microphones, and layer in an AI assistant.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"f0afb6958760\",\"_type\":\"block\",\"children\":[{\"_key\":\"59de7ebdbbd1\",\"_type\":\"span\",\"marks\":[],\"text\":\"The promise is an AI tool that escapes the traditional screen and accompanies you everywhere. While these products often do that, the issue is that their main features are often duplicative, overlooking the fact that AI assistants are in a device that's always with you. On your phone, you already have a voice recorder that, when combined with an arsenal of apps that can transcribe, analyze, and answer questions, can already deliver what most of these AI devices do.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"f95dfbf6af7a\",\"_type\":\"block\",\"children\":[{\"_key\":\"b96da27a70e9\",\"_type\":\"span\",\"marks\":[],\"text\":\"A perfect example is a product I recently tried called the Flowtica Scribe, which calls itself \\\"the world's first AI pen.\\\" If you are like my roommate and excitedly assumed an AI pen would do something groundbreaking, like digitally transcribe the words you write with it on paper, you may have the same reaction he did when finding out what it actually does.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e7982c7406b5\",\"_type\":\"block\",\"children\":[{\"_key\":\"51074d635e03\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"That's it?\\\" he asked.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"16d1501dd802\",\"_type\":\"block\",\"children\":[{\"_key\":\"ad6aefbe6bac\",\"_type\":\"span\",\"marks\":[],\"text\":\"The Scribe pen was designed to record audio within a 16-foot range with just a two-second press on the top of the pen. It transcribes the audio, provides summaries, answers questions about the conversations, and showcases the highlights or action items.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"dc9979df43a8\",\"_type\":\"block\",\"children\":[{\"_key\":\"2490901dcbe8\",\"_type\":\"span\",\"marks\":[],\"text\":\"It's a perfectly capable product. When I used it to document the process of booking flights with my boyfriend, the transcript was accurate, even though the cafe was loud and I kept shifting the pen away from us to see if it could still hear our conversation. The summary graphic was so detailed that it remembered bits I hadn't even remembered, such as where our layover was, and presented it all in a digestible format. The more in-depth summary was accurate as well.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"fcd656a72647\",\"_type\":\"block\",\"children\":[{\"_key\":\"e8c109c241a5\",\"_type\":\"span\",\"marks\":[],\"text\":\"But it'll cost you. The Flowtica Scribe retails for $159, or $209 for the Scribe and charging case, which offers up to one full week of battery life. There is also a basic AI plan that includes 300 AI minutes per month for all advanced features, with tiered plans for additional AI access at $10 or $20 per month.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"1663fc84664d\",\"_type\":\"block\",\"children\":[{\"_key\":\"06377f661e94\",\"_type\":\"span\",\"marks\":[],\"text\":\"This highlights one of the biggest pitfalls of this category: the product comes at a surprisingly high cost for what it is because the hardware itself includes complex components, such as tiny processors and microphones. Plus, users typically have to shell out extra money for a subscription.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"a3ecb2d1e28b\",\"_type\":\"block\",\"children\":[{\"_key\":\"5145137361d0\",\"_type\":\"span\",\"marks\":[],\"text\":\"Last week, Plaud unveiled its Plaud One AI-powered wireless earbuds, which record and transcribe audio, including phone calls, online meetings, and in-person conversations. The Plaud Agent is meant to \\\"help turn conversations into useful output.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"4b7089ce23a1\",\"_type\":\"block\",\"children\":[{\"_key\":\"9ee232523c20\",\"_type\":\"span\",\"marks\":[],\"text\":\"The Plaud charging case includes an eSIM that has a wireless connection to bypass a phone. Again, I can't think of a situation where I would have earbuds and not my phone or laptop. And it costs $249, a price tag that rivals high-end ear buds like the AirPods Pro.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"27dba0009694\",\"_type\":\"block\",\"children\":[{\"_key\":\"ff6f2776938b\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"4896f3b40650\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"af4b3d0c98d9\",\"_type\":\"block\",\"children\":[{\"_key\":\"37b18cf15f65\",\"_type\":\"span\",\"marks\":[],\"text\":\"My concern is that this entire category of AI devices is watering down and muddying the definition of an AI product. Ultimately, AI is behind the scenes powering features small and large on most tech products. For instance, washing machines have used load-sensing and fabric-detection algorithms since the 2000s. By today's standards, would this make those AI products? I've been a fan of the AI hardware category since smart glasses were the only entrant. Smart glasses give AI context about the world around you, so you're not stuck feeding it that context yourself. Audio products technically do this, but audio is already easy to feed AI without extra hardware. Visual context is a harder problem. Short of holding up your phone in your line of sight at all times, there's no easy way to capture it. Solving this removes a genuine point of friction and lets you tap into AI in a far deeper way. That's the kind of thing we need out of AI devices: something you can't easily do with your phone.\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-aeec0ae498da88700bfc77eac283db2192d6
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The offering gives organizations a way to adaptively and instantly react to threat actors trying to breach their defenses.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"593832e09440\",\"_type\":\"block\",\"children\":[{\"_key\":\"b33eb60bc5a0\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"Building taller walls fails when the cost of scaling an attack is effectively zero,\\\" Dane Knecht, CTO at Cloudflare, said in the company's announcement. \\\"To stop modern bot threats, you have to flip the economics on the attackers. Traditional defenses offer a static target that threat actors can systematically solve.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"2d8bc2ebcfb3\",\"_type\":\"block\",\"children\":[{\"_key\":\"004b315f9451\",\"_type\":\"span\",\"marks\":[],\"text\":\"By analyzing more than a trillion web visits every day to spot threats, Cloudflare said that Adaptive Intelligence acts like a \\\"single, constantly learning brain.\\\" This allows you to:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"cc4e99bbe60e\",\"_type\":\"block\",\"children\":[{\"_key\":\"a64f7397eeed\",\"_type\":\"span\",\"marks\":[],\"text\":\"Implement \\\"always-on\\\" defense that retrains continuously on new types of breach techniques, instead of waiting for updates and scheduled releases\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"15cbfe01349b\",\"_type\":\"block\",\"children\":[{\"_key\":\"a1e30c5d48c3\",\"_type\":\"span\",\"marks\":[],\"text\":\"Catch \\\"low-and-slow\\\" threats, such as credential stuffing and scraping, that typically go under the radar of traditional defenses\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"52e1d5b8480c\",\"_type\":\"block\",\"children\":[{\"_key\":\"be46e5f679f5\",\"_type\":\"span\",\"marks\":[],\"text\":\"Sift out real humans from malicious intent using behavior signals from Cloudflare Precursor, its continuous behavioral verification system\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"8b054dabb76b\",\"_type\":\"block\",\"children\":[{\"_key\":\"e5222f49ad3a\",\"_type\":\"span\",\"marks\":[],\"text\":\"Autonomously test and deploy upgrades to defenses behind the scenes with zero downtime\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"abaacfe9516b\",\"_type\":\"block\",\"children\":[{\"_key\":\"8bb59079b97f\",\"_type\":\"span\",\"marks\":[],\"text\":\"AI has given threat actors two significant advantages: the ability to undertake cyberattacks at a rapid pace and the ability to do so at very low costs. Cloudflare's system aims to nullify both of those advantages, creating a \\\"moving target,\\\" said Knecht.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"87dc2b8acdf7\",\"_type\":\"block\",\"children\":[{\"_key\":\"0ea5ef16d966\",\"_type\":\"span\",\"marks\":[],\"text\":\"This will only be more needed as frontier models emerge with cyber capabilities that are growing faster than even their creators have expected. It's a phenomenon that OpenAI has called attention to in recent weeks, \"},{\"_key\":\"9a2654909b76\",\"_type\":\"span\",\"marks\":[\"6cedebf791f3\"],\"text\":\"pausing development of its unreleased frontier model, Astra\"},{\"_key\":\"a82b6a78c49e\",\"_type\":\"span\",\"marks\":[],\"text\":\", and calling for a global movement to strengthen cyber defenses broadly in a letter signed by a co
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435ame-amd-s-ai-strategy-andrew-dieckmann\"}],\"style\":\"normal\"},{\"_key\":\"7cb3035f6e03\",\"_type\":\"youtube\",\"url\":\" https://youtu.be/877GwGnSM6E\"},{\"_key\":\"a52748147460\",\"_type\":\"block\",\"children\":[{\"_key\":\"c54ce5fc4b2c\",\"_type\":\"span\",\"marks\":[],\"text\":\"Dieckmann explains why frontier AI requires more than just GPUs. It demands tightly engineered racks that combine GPUs, CPUs, networking, software, cooling and serviceability. The conversation examines the tension around AI data centers: hyperscalers still cannot get enough compute, while communities worry about power, water and whether the benefits justify the buildout. Andrew argues that responsible deployment and open ecosystems are essential as these systems become intelligence factories.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"a91c5ada4343\",\"_type\":\"block\",\"children\":[{\"_key\":\"0f643f9ee0f5\",\"_type\":\"span\",\"marks\":[],\"text\":\"The conversation then turns to Helios: AMD's performance claims against Nvidia Vera Rubin, pricing and value, the first likely customers, and the Cerebras partnership for high-throughput, low-latency inference. Andrew closes with his advice for leaders navigating AI velocity: reassess priorities more often and use coding agents as force multipliers for scarce engineering talent.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"d1be15f59b29\",\"_type\":\"block\",\"children\":[{\"_key\":\"39da21cb1cd4\",\"_type\":\"span\",\"marks\":[],\"text\":\"Topics covered:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"de5e2f81a1bf\",\"_type\":\"block\",\"children\":[{\"_key\":\"35e444aaeba8\",\"_type\":\"span\",\"marks\":[],\"text\":\"⢠Why AMD is moving from chips to full rack-scale systems\\n⢠AI demand, data center constraints, and community impact\\n⢠Open hardware, open software and customer choice\\n⢠How agentic AI changed infrastructure planning\\n⢠Helios performance, efficiency, pricing and customers\\n⢠AMD Helios versus Nvidia Vera Rubin\\n⢠How AMD and Cerebras split inference workloads\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3af90646eb1d\",\"_type\":\"block\",\"children\":[{\"_key\":\"dfefc7615b52\",\"_type\":\"span\",\"marks\":[],\"text\":\"This conversation offers a clear look at the technology and economics shaping the infrastructure that will power everyday AI and the breakthroughs to come.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"bdc936a11b33\",\"_type\":\"block\",\"children\":[{\"_key\":\"ed14fb42d766\",\"_type\":\"span\",\"marks\":[],\"text\":\"ðº \"},{\"_key\":\"97c13efc9996\",\"_type\":\"span\",\"marks\":[\"f83a542412bb\"],\"text\":\"Watch on YouTube\"},{\"_key\":\"8b9a39f4c843\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\nð§ \"},{\"_key\":\"bcf00bc80bd0\",\"_type\":\"span\",\"marks\":[\"f3202a715880\"],\"text\":\"Listen in your favorite podcast player\"}],\"markDefs\":[{\"_key\":\"f83a542412bb\",\"_type\":\"link\",\"href\":\"https://youtu.be/877GwGnSM6E\"},{\"_key\":\"f3202a715880\",\"_type\":\"link\",\"href\":\"https://tdv.transistor.fm/episodes/62-how-openness-bec
435ame-amd-s-ai-strategy-andrew-dieckmann\"}],\"style\":\"normal\"},{\"_key\":\"13e20fc29717\",\"_type\":\"block\",\"children\":[{\"_key\":\"7ae70d5da988\",\"_type\":\"span\",\"marks\":[\"53281a278a10\"],\"text\":\"Subscribe to Deep View Conversations\"},{\"_key\":\"2730705de6ac\",\"_type\":\"span\",\"marks\":[],\"text\":\" for interviews with the leaders shaping the future of AI, business, and technology: \"},{\"_key\":\"cea0f6f2d0e8\",\"_type\":\"span\",\"marks\":[\"73d17d5c4c2f\"],\"text\":\"tdv.transitor.fm\"}],\"markDefs\":[{\"_key\":\"53281a278a10\",\"_type\":\"link\",\"href\":\"https://tdv.transistor.fm/\"},{\"_key\":\"73d17d5c4c2f\",\"_type\":\"link\",\"href\":\"http://tdv.transitor.fm\"}],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-7dfad1735686c2993e70a56f79235bc814db6aa9-1672x941-png\",\"_type\":\"reference\"}},\"date\":\"2026-08-30T21:41:04.777Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"how-amd-made-openness-and-choice-an-ai-strategy\",\"status\":\"published\",\"title\":\"How AMD made openness and choice an AI strategy\",\"total\":725},{\"_id\":\"0320894c-27fe-4fd3-a532-30c6d8e6435d\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}}],\"category\":[{\"_id\":\"a241c932-de04-490c-97aa-8f6d02bd3a07\",\"title\":\"Policy\"}],\"content\":null,\"content1\":[{\"_key\":\"5a6eea492161\",\"_type\":\"block\",\"children\":[{\"_key\":\"0da4cd38930e\",\"_type\":\"span\",\"marks\":[],\"text\":\"Data centers have existed for decades. But in the age of AI, they've recently become political pawns.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"f2f70453b382\",\"_type\":\"block\",\"children\":[{\"_key\":\"d2aec15933b8\",\"_type\":\"span\",\"marks\":[],\"text\":\"The rapid expansion of AI factories across the US has created a new political battleground. Opposition has spanned across the political spectrum, with Democrats like \"},{\"_key\":\"d91b429aa4af\",\"_type\":\"span\",\"marks\":[\"a2faebdfa9fb\"],\"text\":\"Sen. Bernie Sanders and Rep. Alexandria Ocasio-Cortez\"},{\"_key\":\"e278d71de630\",\"_type\":\"span\",\"marks\":[],\"text\":\" and Republicans like \"},{\"_key\":\"d0473c139cff\",\"_type\":\"span\",\"marks\":[\"229f8f22c6bb\"],\"text\":\"Gov. Greg Abbott\"},{\"_key\":\"f271b33db2bd\",\"_type\":\"span\",\"marks\":[],\"text\":\" calling for moratoriums on building new data centers.\"}],\"markDefs\":[{\"_key\":\"a2faebdfa9fb\",\"_type\":\"link\",\"href\":\"https://www.sanders.senate.gov/press-releases/news-sanders-ocasio-cortez-announce-ai-data-center-moratorium-act/\"},{\"_key\":\"229f8f22c6bb\",\"_type\":\"link\",\"href\":\"https://www.houstonpublicmedia.org/articles/news/energy-environment/2026/08/27/560536/gov-abbott-has-ordered-a-pause-on-data-center-approvals-heres-what-that-means/\"}],\"style\":\"normal\"},{\"_key\":\"6de4e095a2b4\",\"_type\":\"block\",\"children\":[{\"_key\":\"a0c4ff412011\",\"_type\":\"span\",\"marks\":[],\"text\":\"And the reason is clear: public sentiment towards data centers has turned sharply negative, no matter your political affiliation. A Gallup poll published in May found that an \"},{\"_key\":\"e4c3d83756f0\",\"_type\":\"span\",\"marks\":[\"759cb30cbe99\"],\"text\":\"average of 7 in 10 Americans\"},{\"_key\":\"75e9f84c5fc6\",\"_type\":\"span\",\"marks\":[],\"text\":\" oppose data center construction in their area, including 48% who strongly oppose such facilities being built locally.\"}],\"markDefs\":[{\"_key\":\"759cb30cbe99\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/americans-disdain-for-data-centers-hits-new-highs\"}],\"style\":\"normal\"},{\"_key\":\"fcca3b1bb432\",\"_type\":\"block\",\"children\":[{\"_key\":\"6e015d868a7d\",\"_type\":\"span\",\"marks\":[],\"text\":\"However, data centers may just be the scapegoat for broader societal anxiety around AI, such as its potential impacts on the economy, jobs, national security and even the way
435we learn and think, said \"},{\"_key\":\"499e7411f6e5\",\"_type\":\"span\",\"marks\":[\"d536a253e9d4\"],\"text\":\"Jeremy Roberts\"},{\"_key\":\"6ef20a9e62a3\",\"_type\":\"span\",\"marks\":[],\"text\":\", senior director of research and content at Info-Tech Research Group, told The Deep View. \\\"AI itself is underwater in polling. It's pretty easy to be against something that is the opposite of a job creator. That's pretty cross-cutting.\\\"\"}],\"markDefs\":[{\"_key\":\"d536a253e9d4\",\"_type\":\"link\",\"href\":\"https://www.infotech.com/profiles/jeremy-roberts\"}],\"style\":\"normal\"},{\"_key\":\"ed2eb42c44cd\",\"_type\":\"block\",\"children\":[{\"_key\":\"72fcebd2416e\",\"_type\":\"span\",\"marks\":[],\"text\":\"It's why the political rallying cry against them has become a clear avenue for populism, Roberts said. It's a textbook example of a leader claiming to champion the general masses over a corrupt elite group.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"a38b1b570296\",\"_type\":\"block\",\"children\":[{\"_key\":\"89d10d12a37b\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"Data centers are built by the richest people, run by the richest people, and a lot of the marketing around them has basically been that this is going to concentrate wealth further,\\\" said Roberts. \\\"It exacerbates a populist gap.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"067eaaa178f2\",\"_type\":\"block\",\"children\":[{\"_key\":\"c122ecadb879\",\"_type\":\"span\",\"marks\":[],\"text\":\"Politicians protesting data centers are already affecting the buildout of AI infrastructure that tech companies have been pushing. For instance, in July, New York Gov. Kathy Hochul instituted the \"},{\"_key\":\"83dc21e5b2ac\",\"_type\":\"span\",\"marks\":[\"f6cc2e7977df\"],\"text\":\"nation's first statewide moratorium\"},{\"_key\":\"ea699ef46e0a\",\"_type\":\"span\",\"marks\":[],\"text\":\" on hyperscale data centers of 50 megawatts or more for a year. Texas followed suit in early August, with Gov. Abbott \"},{\"_key\":\"6ac482a5891a\",\"_type\":\"span\",\"marks\":[\"e474f0428c0d\"],\"text\":\"implementing a moratorium\"},{\"_key\":\"81274fe9d729\",\"_type\":\"span\",\"marks\":[],\"text\":\" on approving new data centers.\"}],\"markDefs\":[{\"_key\":\"f6cc2e7977df\",\"_type\":\"link\",\"href\":\"https://www.esgdive.com/news/new-york-becomes-first-state-to-impose-moratorium-on-data-center-development/825202/\"},{\"_key\":\"e474f0428c0d\",\"_type\":\"link\",\"href\":\"https://www.texastribune.org/2026/08/03/texas-data-center-project-audit-greg-abbott/\"}],\"style\":\"normal\"},{\"_key\":\"9e80b0999302\",\"_type\":\"block\",\"children\":[{\"_key\":\"c995ffae7849\",\"_type\":\"span\",\"marks\":[],\"text\":\"As a result, tech companies may simply have to become more resourceful about the way they build data centers, said Roberts. For instance, rather than building large, hyperscale facilities, they may end up building smaller ones and connecting them with innovative networking technologies.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"123aa08b845e\",\"_type\":\"block\",\"children\":[{\"_key\":\"d7fcae0d0f58\",\"_type\":\"span\",\"marks\":[],\"text\":\"Still, the impacts are already being felt at a local level as citizens \"},{\"_key\":\"6a47d3301ab4\",\"_type\":\"span\",\"marks\":[\"9c3f92855b9a\"],\"text\":\"show up in droves\"},{\"_key\":\"15260e57a6fb\",\"_type\":\"span\",\"marks\":[],\"text\":\" to \"},{\"_key\":\"644c4f13c4d9\",\"_type\":\"span\",\"marks\":[\"7d96175c9ec5\"],\"text\":\"city council \"},{\"_key\":\"59597dd2d4b1\",\"_type\":\"span\",\"marks\":[\"fda5061b0453\"],\"text\":\"meetings\"},{\"_key\":\"e09de8c04fe5\",\"_type\":\"span\",\"marks\":[],\"text\":\" across the country to oppose data centers being built in their neighborhoods. Jason Morris, land use attorney and partner of Withey Morris Baugh in Phoenix, Arizona, told The Deep View that data center cases \\\"have gone from being my easiest cases to being my most difficult.\\\"\"}],\"markDefs\":[{\"_key\":\"9c3f92855b9a\",\"_type\":\"link\",\"href\":\"https://time.com/article/2026/06/18/ai-elections-data-center-backlash
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435and to other sources. Also, to help bridge that gap, Google is buying one book per person in the US while supplies last.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"4d0ddb86b600\",\"_type\":\"block\",\"children\":[{\"_key\":\"96be00bc0644\",\"_type\":\"span\",\"marks\":[],\"text\":\"To see if a book you plan to buy is eligible for Expert Intelligence, visit Google Play Books, where a Gemini Notebook badge will be listed when you click the \\\"Tools\\\" badge on a bookâs detail page.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"f8daba85ea43\",\"_type\":\"block\",\"children\":[{\"_key\":\"039c0278637a\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"b93285f1e729\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"d2ba901a228a\",\"_type\":\"block\",\"children\":[{\"_key\":\"955cdcec5f21\",\"_type\":\"span\",\"marks\":[],\"text\":\"In the era of AI slop and user distrust, it is more important than ever for AI companies to make it clear where their sources come from and ease concerns about AI hallucinations and accuracy. For that reason, since NotebookLM first came onto the scene, people have been excited about the tool because it lets users reference only their own sources and notes rather than scraping information from the internet, which can often be inaccurate. The Expert Intelligence feature builds on that by integrating ebooks, though it will need broader reach across more ebook publishers and platforms to be useful.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"899d547e9340\",\"_type\":\"block\",\"children\":[{\"_key\":\"d6999f7f5fbd\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\n\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-e75595fcf26418163749e88b74bd1abbea726943-1536x768-png\",\"_type\":\"reference\"}},\"date\":\"2026-08-30T20:56:48.804Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"why-gemini-notebook-made-a-big-upgrade-with-ebooks\",\"status\":\"published\",\"title\":\"Why Gemini Notebook made a big upgrade with ebooks\",\"total\":725},{\"_id\":\"33b703be-0fbb-45a4-b2af-9310a5fc5df6\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}}],\"category\":[{\"_id\":\"686e7c4f-f081-4876-b33e-0b95f110cd20\",\"title\":\"Hardware\"}],\"content\":null,\"content1\":[{\"_key\":\"f41e45aca697\",\"_type\":\"block\",\"children\":[{\"_key\":\"ba29a7848b72\",\"_type\":\"span\",\"marks\":[],\"text\":\"Humanoid robots continue to capture the imagination of humans, and the recent AI revolution has only accelerated the momentum.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e3f1a578d7bc\",\"_type\":\"block\",\"children\":[{\"_key\":\"bdd70bade4e6\",\"_type\":\"span\",\"marks\":[],\"text\":\"But despite demonstrations of robotics \"},{\"_key\":\"f043f02fc474\",\"_type\":\"span\",\"marks\":[\"2247f6d97d16\"],\"text\":\"tidying up homes\"},{\"_key\":\"da2ed7bc22a0\",\"_type\":\"span\",\"marks\":[],\"text\":\" or \"},{\"_key\":\"520f1a4cb785\",\"_type\":\"span\",\"marks\":[\"da87f44e17fb\"],\"text\":\"awkwardly dancing on stages\"},{\"_key\":\"0cb7374a5fec\",\"_type\":\"span\",\"marks\":[],\"text\":\", there may be a better place to start: Factory floors, Pras Velagapudi, CTO of Agility Robotics, told The Deep View. With a massive labor shortage and many repetitive, dangerous tasks, manufacturing may be the perfect proving ground for humanoid robots. It's why Agility has focused on this niche, and already has robots deployed with companies such as Toyota, Amazon and Mercado Libre.\"}],\"markDefs\":[{\"_key\":\"2247f6d97d16\",\"_type\":\"link\",\"href\":\"https://x.com/sundayrobotics/status/2077807434782097435\"},{\"_key\":\"da87f44e17fb\",\"_type\":\"link\",\"href\":\"https://x.com/adamcurtisbroll/status/2057050384166764826\"}],\"style\":\"normal\"},{\"_key\":\"cd5a6ff2fc94\",\"_type\":\"block\",\"children\":[{\"_key\":\"93b349256f10\",\"_type\":\"span\",\"marks\":[],\"text\":\"Velagapudi sat down with The Deep View in August at Ai4 in Las Vegas to discu
435ss how humanoids can solve the \\\"islands of automation,\\\" how these robots could shift the blue-collar labor force, and the path to robots eventually becoming household tools. This interview has been edited for brevity and clarity.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"0c770dcac63f\",\"_type\":\"block\",\"children\":[{\"_key\":\"d865860ca88b\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Rubio-Licht: Something that I've been drilling down into the more I research physical AI is the humanoid form factor. Why do you think this is the right bet?\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"381d8aceb1cf\",\"_type\":\"block\",\"children\":[{\"_key\":\"f3bf25ae52d0\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Velagapudi\"},{\"_key\":\"333f9ce05db9\",\"_type\":\"span\",\"marks\":[],\"text\":\": We've been working on it for about a decade, this idea of core loco-manipulation. This is a spinout of Oregon State University, built on research from Carnegie Mellon University. We have a long history of trying to get robots out in the world. Now, what's accelerated in the past few years is that we've kind of cracked all of the core technologies necessary to do this. We had been working for a long time on the physical hardware, the controls necessary to do that, and we had been making good progress and basically got all those pieces together.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"83b0cbe6a790\",\"_type\":\"block\",\"children\":[{\"_key\":\"488f1b27619e\",\"_type\":\"span\",\"marks\":[],\"text\":\"And then the physical AI boom happened, and has been carrying us on this wave of capability that, combined with all the hardware that we've been able to put together, is really making it so that we feel like this is a compelling time for this particular platform. It's a compelling time for humanoids because all the right factors are there to enable them right now.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"209a77e39f18\",\"_type\":\"block\",\"children\":[{\"_key\":\"c66754b9f457\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Rubio-Licht: And why are humanoids right for manufacturing versus, say, robotic arms?\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"96fb075d5c38\",\"_type\":\"block\",\"children\":[{\"_key\":\"18a52f9257f1\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Velagapudi\"},{\"_key\":\"fd9452c41ede\",\"_type\":\"span\",\"marks\":[],\"text\":\": It isn't really humanoids versus robotic arms. It's more that manufacturing is a huge industry. One of the reasons we're going after it is because it's such a huge industry that even with robot arms and (Autonomous Mobile Robots), ground robots moving around and welding robots and all of these different pieces, there's still so much that hasn't been automated yet. What we call that is islands of automation. That there are these pieces of automation that are then separated by some sort of manual process, and then another piece of automation. But there are these little islands that exist that need to be connected by some manual process.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e43875906d12\",\"_type\":\"block\",\"children\":[{\"_key\":\"31c16ac487e0\",\"_type\":\"span\",\"marks\":[],\"text\":\"Someone unloads a thing and puts it onto another thing. They take it off of a shelf. They put it onto an (Autonomous Mobile Robot). They take it off of an (Autonomous Mobile Robot). They put it into a conveyor belt. And so there's still so much of that that's been difficult to automate because it has the wrong structure for a robot arm, or it has to occur in many different places in a facility. So you can't build a fixed automation station around it. All of these things make it difficult, but are quite well adapted to the one form factor that's been doing it this whole time: The human-centric form factor.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"b13252e8cb17\",\"_type\":\"block\",\"children\":[{\"_key\":\"0599888d62a3\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Rubio-Licht: How do you think robotics are going to eventually impact the labor force?\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"4b90e64dbac0\",\"_type\":\"block\",\"children\":[{\"_key\":\"10779c2d3ba1\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Velagapudi\"},{\"_key\":\"0ed4616d7234\",\"_type\":\"span\",\"marks\":[],\"text\":\": What we're taking on are really the dull, dirty, dangerous jobs â the three D's of robotics â and we're very focu
435sed on areas like bulk material handling, picking up 50-pound totes, putting them into loading and unloading machinery. This is in hot environments, in dangerous environments where there's risk of repetitive strain, where you're working around other machinery. So what we're doing with these deployments is really trying to get those jobs filled â the ones that are this type of manual labor that's not really well-suited to humans. Let's clear those off so that the [human] labor can be concentrated into areas where it can be upskilled jobs, supervising, managing the fleets of robots.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"54ba302e076a\",\"_type\":\"block\",\"children\":[{\"_key\":\"8f6dcf6fa87c\",\"_type\":\"span\",\"marks\":[],\"text\":\"This introduces new roles like robot technician and robot supervisor and robot operator. Jobs that can be done remotely, or can be done from an office. They don't involve someone necessarily having to be out on a factory floor or a warehouse floor for extended periods of time. We're trying to move and upskill the labor that we have to allocate it to where we want it to be and get it off of the backs of these really menial jobs where there is high turnover and high repetitive strain.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"c1e608a8f2c1\",\"_type\":\"block\",\"children\":[{\"_key\":\"6464c5166042\",\"_type\":\"span\",\"marks\":[],\"text\":\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"8cf7ff180e28\",\"_type\":\"block\",\"children\":[{\"_key\":\"0efa3c24e555\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Rubio-Licht: What sorts of challenges is Agility running into in training these machines?\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"100d46f16820\",\"_type\":\"block\",\"children\":[{\"_key\":\"2b9ebefb8c2a\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Velagapudi\"},{\"_key\":\"e234db9f4fb9\",\"_type\":\"span\",\"marks\":[],\"text\":\": When we're deployed with customers, it becomes about reliability and safety. In a lab environment, performance is about how well you can tune everything to be as fast as possible and as efficient as possible in your constrained environment. But once you get out to a facility, there's all these other factors. There are robots that might get worn or damaged over time, or material that's damaged over time. We get broken or jammed together totes, or we have labels that are ripped off. We have equipment that we're loading, and the equipment will go down. All of these now become the challenges that you have to address\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"d5a4b1bb1a5e\",\"_type\":\"block\",\"children\":[{\"_key\":\"1a6f6bcd9354\",\"_type\":\"span\",\"marks\":[],\"text\":\"Also, when you're deploying out into a manufacturing environment, there's also quite stringent safety regulations and expectations. We're not just doing it because it's the legal thing to do. We're doing it because it's the ethical thing to do when you're deploying robots. So when we're trying to build a safe robot deployment, that means taking into account not just is the robot going to do something unsafe, but also can the robot or its environment have a failure or deviation that could lead to something unsafe happening, and how can we design against those things. That might involve putting up guarding or having the onboard safety controller on the robot trigger when certain conditions are met, such as detecting that an unsafe condition has happened, or that an emergency stop has been triggered somewhere in the system.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"904b20218435\",\"_type\":\"block\",\"children\":[{\"_key\":\"fdf36480353d\",\"_type\":\"span\",\"marks\":[],\"text\":\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"f172c6532eca\",\"_type\":\"block\",\"children\":[{\"_key\":\"1c03b659b6de\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Rubio-Licht: One challenge I've discussed a lot in conversations about robotics is this idea of the data gap. How has that impacted Agility?\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"fae7e02788d6\",\"_type\":\"block\",\"children\":[{\"_key\":\"8b96614facb3\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Velagapudi\"},{\"_key\":\"d275deeda76e\",\"_type\":\"span\",\"marks\":[],\"text\":\": This is one of the things we have to address as we scale up. The data gap that exists is a limiting factor for the speed at which we can develop our models that cover new skill sets, but I wouldn't say it's necessarily a hard blocker. For one thing, within manufacturing in particular, there's a lot of fairly repetitive and constrained tasks, and for those, you don't need as much diversity of data. You still do need diversity, but it doesn't necessarily have to be at the same order of magnitude as, for example, dealing with all household items. That helps us out. It means we can get deployed right now. It just is into a more constrained set of tasks, and as we get better with our models, that set of tasks expands.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"faeed896a7a6\",\"_type\":\"block\",\"children\":[{\"_key\":\"137025e96a88\",\"_type\":\"span\",\"marks\":[],\"text\":\"Now, getting that set of tasks to expand is still facing this problem, but I think what we've observed now is that people are coming up with ways to address this gap. That is leveraging human and egocentric data. It is building up cross-embodiment data, which is collected on many robot bases, and pre-training models around those. It's also just more data-efficient techniques for foundation models. So we are figuring out the recipe, and I think we figured out quite a bit of it. Now, I'd say, the frontier models for this type of activity are getting pretty good, even with the limitations on data that we have.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"0617f8de8dfd\",\"_type\":\"block\",\"children\":[{\"_key\":\"5bc8b6913d7a\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Rubio-Licht: What sorts of other tasks or domains do you see Agility expanding into?\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"73878ffb0a69\",\"_type\":\"block\",\"children\":[{\"_key\":\"ee80cd4773b6\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Velagapudi\"},{\"_key\":\"e53445f5f697\",\"_type\":\"span\",\"marks\":[],\"text\":\": The expansion path is actually following the safety path. Where we can get the safety and regulatory compliance that we need really is defining where we'd go next. Manufacturing and logistics falls under industrial robotic safety standards. The next step is getting into service robotics, and that starts to unlock things like retail and healthcare, and so that's kind of the progression that we see.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"511afa09282f\",\"_type\":\"block\",\"children\":[{\"_key\":\"1213681bb933\",\"_type\":\"span\",\"marks\":[],\"text\":\"But the interesting thing is that the actual skills that you build aren't necessarily constrained to
435just manufacturing. All of the pipeline for building a model that's really good at a large variety of manufacturing tasks can be reused for a large variety of e-commerce tasks and a large variety of back-of-house retail tasks. The pipeline is the same pipeline, and the models actually benefit from getting trained on more diverse use cases.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"089566e1d51e\",\"_type\":\"block\",\"children\":[{\"_key\":\"a583de68dfcf\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Rubio-Licht: Do you anticipate Agility expanding into the household domain?\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"2f1f7b11ba55\",\"_type\":\"block\",\"children\":[{\"_key\":\"2edce8c143ad\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Velagapudi\"},{\"_key\":\"a10e7b74028c\",\"_type\":\"span\",\"marks\":[],\"text\":\": It's definitely in the future. We do want to get there. We do think that one of the great untapped markets for humanoid robots is closest to humans, like in homes, in hospitals, care facilities, things like that. It's where there's a lot of value because you have the most human-centric environment. There, you have the benefit of creating a robot that can do all the things in your environment that you do in your environment, but the road there to do it safely is going to be a bit longer. I think we'll either start out with robots that have simplified capabilities but are easier to make safe, and increase [those capabilities] over time, or it'll simply be that other industries will be the first ones to adopt these platforms, and then we'll see it move towards the home over time.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e7c9840df43d\",\"_type\":\"block\",\"children\":[{\"_key\":\"d525cf5a9306\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Rubio-Licht: I feel like the road to something as unpredictable as any person's apartment or house could rely on achieving generalization or so-called physical AGI. How is Agility considering this?\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"9d3add566b39\",\"_type\":\"block\",\"children\":[{\"_key\":\"bcba418e7a6e\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Velagapudi\"},{\"_key\":\"483e00297f0c\",\"_type\":\"span\",\"marks\":[],\"text\":\": I think that it's probably harder than people give it credit for to get that far. But I think that we can get to handling a lot of things pretty effectively. What we'll get to is models that'll handle a lot, but not all of the tasks, and that'll be okay. At some point, it'll be sufficient for the consumer market to say \\\"this is good enough.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"2ae9df282b37\",\"_type\":\"block\",\"children\":[{\"_key\":\"2d71a475056d\",\"_type\":\"span\",\"marks\":[],\"text\":\"A good example of this is the Roomba. When you buy a Roomba, one of the first things that people end up doing is they start to tidy up all the junk that they've been leaving on their floor. Like all of a sudden, a bunch of cables and random bits and pieces get pulled up off the floor. You basically Roomba-proof your home to make the robot work. And so I think there'll be a little bit of that, where once there's a sufficient value proposition, you'll make your room robot-proofed, so that you can bring it in to do all of this other stuff. Getting maybe 70% of the way there might be good enough.\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-e7853ceaff3adf998d58ff40738fad470e0bed12-1456x816-png\",\"_type\":\"reference\"}},\"date\":\"2026-08-28T20:09:11.149Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"inside-agility-s-bet-on-factory-first-humanoids\",\"status\":\"published\",\"title\":\"Inside Agility's bet on factory-first humanoids\",\"total\":725},{\"_id\":\"4beab029-c8f5-4e0e-a1d9-49905d3287b1\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}}],\"category\":[{\"_id\":\"93e516d1-26a2-49d1-862e-76979ce9fba7\",\"title\":\"Products\"}
435],\"content\":null,\"content1\":[{\"_key\":\"5adcaafe6ab4\",\"_type\":\"block\",\"children\":[{\"_key\":\"15f49a6b8071\",\"_type\":\"span\",\"marks\":[],\"text\":\"State-of-the-art AI is a moving target. Replit wants to move with it.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"844f5d14a48c\",\"_type\":\"block\",\"children\":[{\"_key\":\"da9286b9964f\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Thursday, the AI coding platform launched \"},{\"_key\":\"ccfab0b4e1a6\",\"_type\":\"span\",\"marks\":[\"7df662638712\"],\"text\":\"Intelligent Model Routing\"},{\"_key\":\"1b4b281bd62f\",\"_type\":\"span\",\"marks\":[],\"text\":\" as the default for all accounts. This system matches tasks to the model they're best suited for, aiming to balance quality, speed and cost.\"}],\"markDefs\":[{\"_key\":\"7df662638712\",\"_type\":\"link\",\"href\":\"https://replit.com/blog/intelligent-model-routing\"}],\"style\":\"normal\"},{\"_key\":\"29e535ea77ce\",\"_type\":\"block\",\"children\":[{\"_key\":\"9eba84362c74\",\"_type\":\"span\",\"marks\":[],\"text\":\"In its blog post, Replit said that Intelligent Model Routing offers power when a task demands it and efficiency when it doesn't.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"09776e9b5b71\",\"_type\":\"block\",\"children\":[{\"_key\":\"b8b25617b795\",\"_type\":\"span\",\"marks\":[],\"text\":\"And the company has already seen significant results: The company said that Intelligent Model Routing offered the same output quality as its previous version of Max Mode, the company's top-tier, paid setting that uses frontier models, at a 65% lower cost.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"673105fa3ab8\",\"_type\":\"block\",\"children\":[{\"_key\":\"fff61813e8c4\",\"_type\":\"span\",\"marks\":[],\"text\":\"Additionally, users will still have transparency about when they are using certain models: Users in Free Mode, its unpaid tier, will be notified when Replit wants to escalate their work to higher-powered models that can incur usage costs, and can choose to override this. Paid users can also still manually select models.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"72734969ab12\",\"_type\":\"block\",\"children\":[{\"_key\":\"a811dc3ec15a\",\"_type\":\"span\",\"marks\":[],\"text\":\"And for enterprises that want more control over which models their teams use, administrators can define an approved set of models, and Replit's model routing service will choose from that set for a given task.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"f17d02ef91d4\",\"_type\":\"block\",\"children\":[{\"_key\":\"f7bfb06789be\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"Users can focus on how AI can augment their work, instead of model management,\\\" the company said in its blog post.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"105f6a830d35\",\"_type\":\"block\",\"children\":[{\"_key\":\"c80e2f004f26\",\"_type\":\"span\",\"marks\":[],\"text\":\"Replit's offering follows a similar development from Snowflake, which debuted its own dynamic \"},{\"_key\":\"04f392417ae3\",\"_type\":\"span\",\"marks\":[\"bf5f0e45e530\"],\"text\":\"model routing solution\"},{\"_key\":\"4010ddf2223f\",\"_type\":\"span\",\"marks\":[],\"text\":\" within Cortex AI Gateway and its flagship AI products, Snowflake CoCo and Snowflake CoWork, in mid-August.\"}],\"markDefs\":[{\"_key\":\"bf5f0e45e530\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/snowflake-targets-ai-costs-with-model-routing\"}],\"style\":\"normal\"},{\"_key\":\"1fc58986d08c\",\"_type\":\"block\",\"children\":[{\"_key\":\"6b137f63e113\",\"_type\":\"span\",\"marks\":[],\"text\":\"Both of these firms target an increasingly popular niche in enterprise AI: Companies are growing more interested in picking the right model for the job, rather than the most powerful model on the market.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"50b74c770ca1\",\"_type\":\"block\",\"children\":[{\"_key\":\"d1caaeaf9c20\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"561404a567f4\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"17fe902185f1\",\"_type\":\"block\",\"children\":[{\"_key\":\"07a8b4c17e9e\",\"_type\":\"span\",\"marks\":[],\"text\":\"It's clear that the AI tides have shifted in recent months away from power-at-all-costs towards efficie
435ncy. This shift is showing up in numerous ways, including model routing services like Replit's, growing research and \"},{\"_key\":\"8d05d3e90e01\",\"_type\":\"span\",\"marks\":[\"87861b698c4e\"],\"text\":\"offerings around task-specific\"},{\"_key\":\"0457d2b93b17\",\"_type\":\"span\",\"marks\":[],\"text\":\" and niche models, and even new architectures that make \"},{\"_key\":\"9c14aaf5d337\",\"_type\":\"span\",\"marks\":[\"f7aa7b3a9618\"],\"text\":\"small models as powerful as trillion-parameter ones\"},{\"_key\":\"2947f6f872cc\",\"_type\":\"span\",\"marks\":[],\"text\":\". This change, however, leaves me with one major question: If the major model labs become commoditized, what happens to the economics of an industry built on promises of perpetually growing AI spend?\"}],\"markDefs\":[{\"_key\":\"87861b698c4e\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/cohere-sees-ai-s-future-belonging-to-niche-models\"},{\"_key\":\"f7aa7b3a9618\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/pathway-breakthrough-challenges-ai-economics\"}],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-feb4efde62a22cca16b3ebd02bec02158f1125b0-1536x768-png\",\"_type\":\"reference\"}},\"date\":\"2026-08-28T19:25:11.612Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"as-models-commoditize-replit-embraces-routing\",\"status\":\"published\",\"title\":\"As models commoditize, Replit embraces routing\",\"total\":725},{\"_id\":\"a4a20077-ebcb-4896-a085-eb9aa7c6425e\",\"authors\":[{\"_id\":\"ea7e7609-877b-42bb-80b4-56a45f47463e\",\"firstName\":\"Jason\",\"jobTitle\":\"Editor-in-Chief\",\"lastName\":\"Hiner\",\"picture\":{\"_type\":\"image\",\"alt\":\"Jason Hiner\",\"asset\":{\"_ref\":\"image-c487970248047096f9b58705c2ceeb85f66d24e0-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"jason-hiner\"}}],\"category\":[{\"_id\":\"153dd6f3-dd4a-4cd4-8213-8c1f798697c8\",\"title\":\"Startups\"}],\"content\":null,\"content1\":[{\"_key\":\"52ed43016b66\",\"_type\":\"block\",\"children\":[{\"_key\":\"c0037e491340\",\"_type\":\"span\",\"marks\":[],\"text\":\"AI's next power shift isn't gonna happen in a data center.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e146ed506250\",\"_type\":\"block\",\"children\":[{\"_key\":\"b66521a6fdcc\",\"_type\":\"span\",\"marks\":[],\"text\":\"In this episode of The Deep View Conversations, we sat down with Jeff Morgan, co-founder and CEO of Ollama, to explore why open models are gaining momentum, and why enterprises and developers increasingly want more control over their AI.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"d7cbecb45bf3\",\"_type\":\"youtube\",\"url\":\"https://www.youtube.com/watch?v=dmtVh9B9DuQ\"},{\"_key\":\"5ef3d21f1b9a\",\"_type\":\"block\",\"children\":[{\"_key\":\"6f3db3101845\",\"_type\":\"span\",\"marks\":[],\"text\":\"Morgan explains how Ollama grew from a two-week experiment into software used across 80% of the Fortune 500, how the economics of coding agents are pushing teams toward o
435pen models, and why cost, privacy and control are becoming decisive advantages. He also breaks down the hardware shift bringing data-center-class AI workloads to Apple silicon, Nvidia DGX Spark and systems powered by AMD, Intel and Qualcomm.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e85ed021786e\",\"_type\":\"block\",\"children\":[{\"_key\":\"f8e37896f18e\",\"_type\":\"span\",\"marks\":[],\"text\":\"The conversation also covers:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"89c4963684cc\",\"_type\":\"block\",\"children\":[{\"_key\":\"56f702fb9861\",\"_type\":\"span\",\"marks\":[],\"text\":\"⢠How the team behind Docker Desktop came to build Ollama\\n⢠Why open models could soon process the majority of enterprise AI tokens\\n⢠The role of harnesses, tool calling, routing and subagents\\n⢠How Ollama fits into the open-source AI stack and where its business model comes in\\n⢠Why new US and European open-model labs are emerging\\n⢠Why companies may need to own and customize their intelligence layer\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"721236de5469\",\"_type\":\"block\",\"children\":[{\"_key\":\"56287dce2934\",\"_type\":\"span\",\"marks\":[],\"text\":\"If youâre interested in open models, coding agents, enterprise AI or the shift from cloud-only AI to powerful local systems, this conversation offers a clear look at where the ecosystem is heading.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"d7bfcfb32019\",\"_type\":\"block\",\"children\":[{\"_key\":\"3ddc46d09617\",\"_type\":\"span\",\"marks\":[],\"text\":\"ðº \"},{\"_key\":\"e93fe0d21870\",\"_type\":\"span\",\"marks\":[\"acf854304dd4\"],\"text\":\"Watch on YouTube\"},{\"_key\":\"83d199b3434b\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\nð§ \"},{\"_key\":\"a39167ddef27\",\"_type\":\"span\",\"marks\":[\"0ba8c850988d\"],\"text\":\"Listen in your favorite podcast player\"}],\"markDefs\":[{\"_key\":\"acf854304dd4\",\"_type\":\"link\",\"href\":\"https://www.youtube.com/watch?v=dmtVh9B9DuQ\"},{\"_key\":\"0ba8c850988d\",\"_type\":\"link\",\"href\":\"https://tdv.transistor.fm/episodes/61-the-economics-pushing-ai-toward-open-models-jeff-morgan\"}],\"style\":\"normal\"},{\"_key\":\"1800057cfe52\",\"_type\":\"block\",\"children\":[{\"_key\":\"1f7aab126ad2\",\"_type\":\"span\",\"marks\":[\"8c34ff6fd5df\"],\"text\":\"Subscribe to Deep View Conversations\"},{\"_key\":\"a171080bbf47\",\"_type\":\"span\",\"marks\":[],\"text\":\" for interviews with the leaders shaping the future of AI, business, and technology: \"},{\"_key\":\"c05fd823f1c3\",\"_type\":\"span\",\"marks\":[\"f686680344bc\"],\"text\":\"tdv.transitor.fm\"}],\"markDefs\":[{\"_key\":\"8c34ff6fd5df\",\"_type\":\"link\",\"href\":\"https://tdv.transistor.fm/\"},{\"_key\":\"f686680344bc\",\"_type\":\"link\",\"href\":\"http://tdv.transitor.fm\"}],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-2e687283244412de9cffd9e771ddffa9697a351a-1456x816-png\",\"_type\":\"reference\"}},\"date\":\"2026-08-28T00:18:03.119Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"the-economics-pushing-ai-toward-open-models\",\"status\":\"published\",\"title\":\"The economics pushing AI toward open models\",\"total\":725},{\"_id\":\"a30f7bca-c20f-4280-a234-5cdb656cdae0\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}}],\"category\":[{\"_id\":\"62d2beac-b54c-44f4-9171-9658c45ec769\",\"title\":\"Governance\"}],\"content\":null,\"content1\":[{\"_key\":\"b6f299508547\",\"_type\":\"block\",\"children\":[{\"_key\":\"1f86312560f0\",\"_type\":\"span\",\"marks\":[],\"text\":\"The AI industry is sounding the alarm on a problem that it helped create.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"054752883947\",\"_type\":\"block\",\"children\":[{\"_key\":\"01adc5967d78\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Thursday, \"},{\"_key\":\"8bc2d9a05bf5\",\"_type\":\"span\",\"marks\":[\"3dbd4cf1a026\"],\"text\":\"a coalition of more than 100 tech companies\"},{\"_key\":\"83bf2ec051b7\",\"_type\":\"span\",\"marks\":[],\"text\":\", including OpenAI, Anthropic, Google, Microsoft and more, published a letter calling for collective action to strengthen cyber defenses as AI-enabled cyberattacks pose a growing threat.\"}],\"markDefs\":[{\"_key\":\"3dbd4cf1a026\",\"_type\":\"link\",\"href\":\"https://openai.com/collective-cyberdefense/\"}],\"style\":\"normal\"},{\"_key\":\"7f09e121e4ab\",\"_type\":\"block\",\"children\":[{\"_key\":\"ad778e312cd0\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"Todayâs AI advances are already giving defenders new ways to fix weaknesses that have accumulated for years,\\\" said the letter, which was published on OpenAI's blog. \\\"If we act decisively, we can use the defendersâ window to make our digital world much more secure.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"372cbce07c3e\",\"_type\":\"twitter\",\"url\":\"https://x.com/OpenAI/status/2093074192636018977\"},{\"_key\":\"6c91941c6b69\",\"_type\":\"block\",\"children\":[{\"_key\":\"3d53cab138db\",\"_type\":\"span\",\"marks\":[],\"text\":\"The letter recommends three broad principles for immediate defense: recognizing that the status quo isn't good enough, empowering cyber defenders with AI, and mobilizing a global collective response.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"0ce584f786d7\",\"_type\":\"block\",\"children\":[{\"_key\":\"4de9c78f91a7\",\"_type\":\"span\",\"marks\":[],\"text\":\"It also includes a list of suggestions across enterprises, governments and cybersecurity firms to protect against risk:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"b1215ad4e0b9\",\"_type\":\"block\",\"children\":[{\"_key\":\"ad49d08557ff\",\"_type\":\"span\",\"marks\":[],\"text\":\"All organizations should make cyber defense an \\\"immediate leadership priority\\\" by fixing high-risk
435weaknesses and raising security standards and meeting them with \\\"urgency and coordination of an incident that takes precedence over everything except critical business operations.\\\"\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"01bcc0777717\",\"_type\":\"block\",\"children\":[{\"_key\":\"ff72ed9db476\",\"_type\":\"span\",\"marks\":[],\"text\":\"Cybersecurity and tech companies should help lead the charge to defend against AI-enabled attacks and use AI to strengthen existing methods of defense.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"7d4064cf8b81\",\"_type\":\"block\",\"children\":[{\"_key\":\"eada9f2fe401\",\"_type\":\"span\",\"marks\":[],\"text\":\"Governments should coordinate defense at the local, national, and international levels, strengthen existing government defenses, fund response programs, and expedite the expansion of trusted access programs.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"0a81ee5c235c\",\"_type\":\"block\",\"children\":[{\"_key\":\"e31b1c495bf4\",\"_type\":\"span\",\"marks\":[],\"text\":\"Meanwhile, frontier AI companies should provide responsible model access, as well as \\\"significant funding, training, and hands-on support\\\" for infrastru
435cture defenders. Additionally, they should build more observability tools to keep their models and agents traceable and accountable.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"c4cd801b95dd\",\"_type\":\"block\",\"children\":[{\"_key\":\"317c215c5aba\",\"_type\":\"span\",\"marks\":[],\"text\":\"The letter comes as frontier AI companies continue to grapple with the capabilities of their most powerful models, especially as these models prove their power through incidents such as OpenAI's breach of Hugging Face. These models have grown so powerful that OpenAI has even opted to \"},{\"_key\":\"183f182a529e\",\"_type\":\"span\",\"marks\":[\"a00e3223be77\"],\"text\":\"slow down development of its next-gen model, Astra\"},{\"_key\":\"2d9c60b6434b\",\"_type\":\"span\",\"marks\":[],\"text\":\", announcing earlier this month that it put its largest planned frontier reinforcement learning run \\\"on hold\\\" as it conducts smaller evaluations to test model behavior.\"}],\"markDefs\":[{\"_key\":\"a00e3223be77\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/openai-slows-the-frontier-to-regain-control\"}],\"style\":\"normal\"},{\"_key\":\"fc9338852872\",\"_type\":\"block\",\"children\":[{\"_key\":\"50a9944b7640\",\"_type\":\"span\",\"marks\":[],\"text\":\"OpenAI President Greg Brockman \"},{\"_key\":\"d6bf1325330e\",\"_type\":\"span\",\"marks\":[\"28aee7fda4fa\"],\"text\":\"addressed\"},{\"_key\":\"6fa6980a3aa2\",\"_type\":\"span\",\"marks\":[],\"text\":\" the shrinking window for cyberdefense, calling the breach of Hugging Face a \\\"watershed moment for cybersecurity\\\" in a recent essay. \\\"Iâve spoken with many organizations over the past few weeks, and one theme is clear: they know they need to fundamentally uplevel their cybersecurity practices with unprecedented speed,\\\" he wrote.\"}],\"markDefs\":[{\"_key\":\"28aee7fda4fa\",\"_type\":\"link\",\"href\":\"https://openai.com/index/the-defenders-window/\"}],\"style\":\"normal\"},{\"_key\":\"73266e4f6296\",\"_type\":\"block\",\"children\":[{\"_key\":\"46aab1dd0616\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"4bb72b93c0d8\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"bef8ba470e83\",\"_type\":\"block\",\"children\":[{\"_key\":\"a9709090e3e0\",\"_type\":\"span\",\"marks\":[],\"text\":\"This letter finally says the quiet part out loud: no enterprise, AI lab, tech giant or government is fundamentally ready for the cybersecurity shift that frontier AI capabilities are forcing upon us. However, as it stands, the solution may have to be more than playing catch-up in defense. While AI gives defenders more capabilities, threat actors tend to have a 12-foot ladder for every 10-foot wall. OpenAI did a commendable thing in tugging the reins on Astra, even if it's only temporary. It's still an open question whether other labs will follow its lead and slow the development of their next models to allow cyber defense solutions to catch up.\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-e23919a185a03d071d3d19ff2e1130d9859d89e6-1536x768-png\",\"_type\":\"reference\"}},\"date\":\"2026-08-27T23:04:23.940Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"why-ai-rivals-are-uniting-to-prevent-cyber-crisis\",\"status\":\"published\",\"title\":\"Why AI rivals are uniting to prevent cyber crisis\",\"total\":725},{\"_id\":\"55828efe-d711-42fd-910e-d497d717d963\",\"authors\":[{\"_id\":\"a1426962-18d0-4181-8ee9-1a4eafcf851a\",\"firstName\":\"Sabrina\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Ortiz\",\"picture\":{\"_type\":\"image\",\"alt\":\"Sabrina Ortiz\",\"asset\":{\"_ref\":\"image-63ba8d4e1a0cf2df9a23424e373b06d91293a858-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"sabrina-ortiz\"}}],\"category\":[{\"_id\":\"4f988133-e031-400c-804c-54931c4e5324\",\"title\":\"Markets\"}],\"content\":null,\"content1\":[{\"_key\":\"d445fb4f5511\",\"_type\":\"block\",\"children\":[{\"_key\":\"d67d51b23101\",\"_type\":\"span\",\"marks\":[],\"text\":\"Nvidia may be taking one step closer to dominating the open-source AI ecosystem.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"1dbe133ee8d0\",\"_type\":\"block\",\"children\":[{\"_key\":\"f4e179326ef7\",\"_type\":\"span\",\"marks\":[],\"text\":\"The tech giant has agreed to buy Hugging Face, the dominant repository of open-source AI models, for $12.9 billion, according to a report by \"},{\"_key\":\"a03a4a80406c\",\"_type\":\"span\",\"marks\":[\"97c340ccbfc2\"],\"text\":\"The Information\"},{\"_key\":\"641de5472c69\",\"_type\":\"span\",\"marks\":[],\"text\":\", citing a source familiar with the agreement. This is a strategic move that allows Nvidia to diversify its portfolio from just chipsets and take ownership of more of the AI stack.\"}],\"markDefs\":[{\"_key\":\"97c340ccbfc2\",\"_type\":\"link\",\"href\":\"https://www.theinformation.com/articles/nvidia-agrees-buy-open-source-model-repository-hugging-face-12-9-billion?rc=pt5ur4\"}],\"style\":\"normal\"},{\"_key\":\"90c49ca62d74\",\"_type\":\"block\",\"children\":[{\"_key\":\"ec8b4b5a71c4\",\"_type\":\"span\",\"marks\":[],\"text\":\"This would give Nvidia ownership over the \\\"front door for open AI innovation,\\\" Ashish Nadkarni, Group VP of enterprise infrastru
435cture at IDC, told The Deep View. \\\"Owning that front door gives NVIDIA a major position in the mindshare of today's AI development personas.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"0bfa9b42bf71\",\"_type\":\"block\",\"children\":[{\"_key\":\"f214ce2fb3fe\",\"_type\":\"span\",\"marks\":[],\"text\":\"The deal comes as Nvidia faces mounting pressure from the very labs that rely on its chips. Google, OpenAI, and Anthropic are each moving toward custom or co-designed AI silicon, a shift that threatens Nvidia's near-monopoly on AI hardware. Worse for Nvidia, these labs bring something it can't easily replicate: deep, firsthand knowledge of the models the chips are meant to run, letting them tune hardware for performance in ways a general-purpose chipmaker can't match.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"865e737cee36\",\"_type\":\"block\",\"children\":[{\"_key\":\"370d0bf877f2\",\"_type\":\"span\",\"marks\":[],\"text\":\"Hugging Face could eventually become a non-chip source of revenue for Nvidia, which could spur more growth if chip revenue eventually stops skyrocketing. A small caveat, however, is that, according to the report, Hugging Face has only generated $150 million in annualized revenue thus far. That makes Nvidia's payment about 80 times the startup's forward revenue, the report notes.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"c5c791bff592\",\"_type\":\"block\",\"children\":[{\"_key\":\"22ad7ed1ae80\",\"_type\":\"span\",\"marks\":[],\"text\":\"Revenue aside, the advantage of being both a model and chip maker is a key reason Nvidia has invested heavily in open-source models. Nvidia's commitment has been reflected not only in signing an open \"},{\"_key\":\"b9939033c173\",\"_type\":\"span\",\"marks\":[\"2ebda5337df7\"],\"text\":\"letter\"},{\"_key\":\"79bd4b9937ea\",\"_type\":\"span\",\"marks\":[],\"text\":\" supporting the ecosystem, but also in internal investment in and development of open-source models, such as its Nemotron models. Of course, the Hugging Face acquisition moves that forward.\"}],\"markDefs\":[{\"_key\":\"2ebda5337df7\",\"_type\":\"link\",\"href\":\"https://x.com/JensenHuang/status/2080643682408321103?s=20\"}],\"style\":\"normal\"},{\"_key\":\"3754a3df32f3\",\"_type\":\"block\",\"children\":[{\"_key\":\"8dbc6620e56e\",\"_type\":\"span\",\"marks\":[],\"text\":\"Additionally, there's a significant robotics angle: Nvidia already has a strong position with its Jetson, Isaac, and Omniverse solutions, and Hugging Face's own robotics efforts give Nvidia another point of leverage as physical AI becomes the next frontier. And just today, Hugging Face unveiled\"},{\"_key\":\"430f09bd0f0b\",\"_type\":\"span\",\"marks\":[\"d988aa129823\"],\"text\":\" Microduck,\"},{\"_key\":\"06c7b3c80153\",\"_type\":\"span\",\"marks\":[],\"text\":\" a $399 open-source robot that learns new tricks via reinforcement learning. Even its looks resemble the Nvidia \\\"Blue\\\" research robot, inspired by Star Wars' BD-1, shown at demos, live events, and Disney.\"}],\"markDefs\":[{\"_key\":\"d988aa129823\",\"_type\":\"link\",\"href\":\"https://x.com/ClementDelangue/status/2092931447644442635?s=20\"}],\"style\":\"normal\"},{\"_key\":\"0beb5a816488\",\"_type\":\"block\",\"children\":[{\"_key\":\"8ac83044f4a4\",\"_type\":\"span\",\"marks\":[],\"text\":\"Still, as Nadkarni highlights, the acquisition would also mean there would be less choice in the industry.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"12dc73c6dd58\",\"_type\":\"block\",\"children\":[{\"_key\":\"92fed0c9bd74\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"To the extent that others like Intel, Apple, and AMD make similar plays, there will be fewer âecosystem-neutralâ platforms in the market,\\\" said Nadkarni. \\\"Note how Microsoft has gradually made GitHub more like an extension of its own strategy (and for its own benefit).\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"8adfdf7222c2\",\"_type\":\"block\",\"children\":[{\"_key\":\"2a24c23a8842\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"0e0916fb0df5\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"7cc183e27092\",\"_type\":\"block\",\"children\":[{\"_key\":\"acf6086dc682\",\"_type\":\"span\",\"marks\":[],\"text\":\"This is a landmark move for Nvidia, as it solidifies its efforts to be not just a chip company, but one that aims to own multiple layers of the AI stack at once. Hugging Face has become something like the GitHub of AI: serving as the industry's central hub for sharing models, datasets, and applications. Owning that layer, on top of the hardware layer Nvidia already dominates, deepens the moat. Already, nearly every open model runs on Nvidia GPUs, and buying the platform where those models live removes any ambiguity. It's also a defensive play: as OpenAI, Anthropic, Google, and Amazon push to build their own custom chips, controlling the distribution layer keeps developers tied to Nvidia's ecosystem regardless of who's building the silicon.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"420bc102d954\",\"_type\":\"block\",\"children\":[{\"_key\":\"e1f8f893d444\",\"_type\":\"span\",\"marks\":[],\"text\":\"\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-2e571e465b63728d21f98997e57d0cbfc9c284a4-1536x768-png\",\"_type\":\"reference\"}},\"date\":\"2026-08-27T20:06:57.157Z\",\"description\":null,\"excerpt\":null,\"htmlContent\":null,\"isFeatured\":false,\"isTodaysPick\":false,\"showOnHomepage\":false,\"slug\":\"nvidia-eyes-hugging-face-in-full-stack-ai-push\",\"status\":\"published\",\"t
435itle\":\"Nvidia eyes Hugging Face in full-stack AI push\",\"total\":725}],\"categories\":[{\"_id\":\"153dd6f3-dd4a-4cd4-8213-8c1f798697c8\",\"description\":null,\"slug\":{\"current\":\"startups\"},\"title\":\"Startups\"},{\"_id\":\"206c6923-0f85-4634-8375-a5d2ec894e20\",\"description\":null,\"slug\":{\"current\":\"research\"},\"title\":\"Research\"},{\"_id\":\"298a631b-4256-473c-825a-42304f4adb83\",\"description\":null,\"slug\":{\"current\":\"culture\"},\"title\":\"Culture\"},{\"_id\":\"4f988133-e031-400c-804c-54931c4e5324\",\"description\":null,\"slug\":{\"current\":\"markets\"},\"title\":\"Markets\"},{\"_id\":\"62d2beac-b54c-44f4-9171-9658c45ec769\",\"description\":null,\"slug\":{\"current\":\"governance\"},\"title\":\"Governance\"},{\"_id\":\"686e7c4f-f081-4876-b33e-0b95f110cd20\",\"description\":null,\"slug\":{\"current\":\"hardware\"},\"title\":\"Hardware\"},{\"_id\":\"93e516d1-26a2-49d1-862e-76979ce9fba7\",\"description\":null,\"slug\":{\"current\":\"products\"},\"title\":\"Products\"},{\"_id\":\"9674d1de-af23-4518-a75f-38bb55d3f06f\",\"description\":null,\"slug\":{\"current\":\"consumer\"},\"title\":\"Consumer\"},{\"_id\":\"a241c932-de04-490c-97aa-8f6d02bd3a07\",\"description\":null,\"slug\":{\"current\":\"policy\"},\"title\":\"Policy\"},{\"_id\":\"b20184cc-2631-4550-98b9-583fbdb36044\",\"description\":null,\"slug\":{\"current\":\"big-tech\"},\"title\":\"Big Tech\"},{\"_id\":\"e034c755-3262-44bf-b445-234b0785ce6d\",\"description\":null,\"slug\":{\"current\":\"workforce\"},\"title\":\"Workforce\"}]}]\n"])</script>
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435<script>self.__next_f.push([1,"\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/2067942e-90c1-4c1b-a0fa-01794f8a1357/BANNER__44_.jpg?t=1790848886\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://www.tabs.com/webinar/pricing-usage-webinar?utm_source=The-Deep-View\u0026amp;utm_medium=Sponsored-Newsletter\u0026amp;utm_campaign=PWC-Webinar\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:55%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/5c2735ea-2257-46b5-8a63-1b2bff9efe81/Together_W_Tabs_pill.png?t=1790701671\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cspan style=\"font-weight:700;\"\u003e\u003cb\u003eWelcome back.\u003c/b\u003e\u003c/span\u003e OpenAI rolled out more than 20 products at DevDay, but the most telling decision was what it held back. Its new Dots agents are limited to premium plans, and the next Astra model stayed on the shelf for now. Meanwhile, CrowdStrike's Adam Meyers joined me on The Deep View Conversations podcast to explain why AI may finally tip cybersecurity's balance of power in a surprising way. And Google is back in the frontier race with Gemini 4 Argon, which tops rivals on several key benchmarks. But as the labs leapfrog each other and models commoditize, price is starting to matter as much as performance.\u003ci\u003e\u0026nbsp;\u003c/i\u003e\u003ci\u003eâ\u003c/i\u003e\u003ca class=\"link\" href=\"https://www.thedeepview.com/author/jason-hiner?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003e\u003ci\u003eJason Hiner\u003c/i\u003e\u003c/a\u003e\u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv id=\"in-todays-newsletter\" style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cb\u003eIN TODAYâS NEWSLETTER\u003c/b\u003e\u003c/p\u003e\u003c/div\u003e\u003cdiv id=\"1-gemini-4-puts-google-back-in-the-\" style=\"padding-bottom:4px;padding-left:15px;padding-right:15px;padding-top:4px;\"\u003e\u003ch2 style=\"color:#2A2A2A;font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:24px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003e1.\u003c/span\u003e Gemini 4 puts Google back in the frontier AI race\u003c/h2\u003e\u003c/div\u003e\u003cdiv id=\"2-open-a-is-restraint-was-the-real-\" style=\"padding-bottom:4px;padding-left:15px;padding-right:15px;padding-top:4px;\"\u003e\u003ch2 style=\"color:#2A2A2A;font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:24px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003e2.\u003c/span\u003e OpenAI's restraint was the real DevDay story\u003c/h2\u003e\u003c/div\u003e\u003cdiv id=\"3-how-ai-changes-cybersecuritys-bal\" style=\"padding-bottom:4px;padding-left:15px;padding-right:15px;padding-top:4px;\"\u003e\u003ch2 style=\"color:#2A2A2A;font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:24px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003e3.\u003c/span\u003e How AI changes cybersecurity's balance of power\u003c/h2\u003e\u003c/div\u003e\u003cdiv style=\"background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;margin:10.0px 0.0px 5.0px 0.0px;padding:0.0px 0.0px 0.0px 0.0px;\"\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003ePRODUCTS\u003c/span\u003e\u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:0px;padding-left:15px;padding-right:15px;padding-top:0px;\"\u003e\u003ch1 style=\"color:#2A2A2A;font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:28px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003eGemini 4 Argon muscles into the frontier AI race\u003c/h1\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://www.thedeepview.com/articles/gemini-4-puts-google-back-in-the-frontier-ai-race?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/85531052-1981-4909-a9f0-4bc9680e5389/tdv-google-gemini-4.png?t=1790811852\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e As its two biggest rivals continue to one-up each other with new frontier models, Google is making its biggest move of 2026.\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e On Wednesday, the search giant unveiled Gemini 4 Argon, its latest flagship frontier model. The company said that Argon offers frontier performance in a number of complex workflows, including in software engineering, knowledge work, cybersecurity, and domains such as legal and finance.\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Google will begin rolling out the models specifically to cyber defenders in the \u003ca class=\"link\" href=\"https://blog.google/innovation-and-ai/technology/safety-security/fairwind-program/?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eFairwind program\u003c/a\u003e, its restricted-access AI cyber program that it launched in early September. The company is also currently going through the US government's voluntary pre-release model checks before opening up the model to the general public.\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Google noted that Argon surpassed its previous generation, Gemini 3.8 Flash Cyber, in cybersecurity tasks such as real world-vulnerability discovery and penetration testing.\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e The company said that Argon sets a new state of the art score on DeepSWE v1.1, the benchmark testing performance in real-world long-horizon software engineering tasks, sweeping OpenAI's Astra and Anthropic's Claude Fable 5.1 and Opus 5.5.\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;\"\u003e\u003cul style=\"color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:24px;list-style-type:disc;margin:0px 0px 0px 25px;padding:0;\"\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e Google's Argon also outperforms these competitors in benchmarks for knowledge work, long-context tasks, and computer use.\u0026nbsp; \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e Specifically, for knowledge work, the company said that Argon leads on the Vals Index, which measures impact in finance, coding, legal, and tax work, and offers state-of-the-art performance in visual understanding tasks, such as chart, document and video analysis, measuring by the LVBench for multimodal understanding.\u0026nbsp; \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e However, Argon is still beat by Astra in FrontierSWE v2, which evaluates agents on complex, multi-hour technical tasks and Terminal-Bench Science for scientific workflows. Opus 5.5 also beats Argon on PostTrainBench for machine learning engineering, and Terminal-Bench 4.0 for tasks within sandboxed command-line terminal environments \u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003cstyle\u003e\n .twitter-wrapper {\n max-width: 520px;\n }\n \n @media only screen and (max-width: 640px) {\n .twitter-wrapper {\n padding-left: 15px;\n padding-right: 15px;\n }\n }\n\u003c/style\u003e\u003cdiv class=\"py-2\"\u003e\u003cdiv class=\"twitter-wrapper mx-auto\"\u003e\u003cdiv class=\"twitter-tweet twitter-tweet-rendered\" style=\"width: 100%; margin: 10px auto; display: flex; max-width: 550px;\"\u003e\u003ciframe id=\"twitter-widget-0\" scrolling=\"no\" frameborder=\"0\" allowtransparency=\"true\" allowfullscreen=\"true\" class=\"\" style=\"position: static; visibility: visible; width: 520px; height: 867px; display: block; flex-grow: 1;\" title=\"X Post\" src=\"https://platform.twitter.com/embed/Tweet.html?dnt=false\u0026amp;embedId=twitter-widget-0\u0026amp;features=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%3D%3D\u0026amp;frame=false\u0026amp;hideCard=false\u0026amp;hideThread=false\u0026amp;id=2105388084154056939\u0026amp;lang=en\u0026amp;origin=https%3A%2F%2Farchive.thedeepview.com%2Fp%2Fgemini-4-argon-muscles-into-the-frontier-ai-race\u0026amp;sessionId=13eaf53991ecd12b6921f8f6cb1c06917995199b\u0026amp;theme=light\u0026amp;widgetsVersion=6a3ad42b224df%3A1778106238597\u0026amp;width=550px\" data-tweet-id=\"2105388084154056939\"\u003e\u003c/iframe\u003e\u003c/div\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e In its announcement, Google noted several ways in which Argon is \"fundamentally changing\" its own workflows, including helping its quantum researchers optimize algorithms, improving memory efficie
435ncy, and handling large-scale codebase migrations.\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e The model has an output limit of 1 million tokens, up from the previous 64,000 tokens. A Google representative told The Deep View that Argon will launch at an introductory price of $2 per million input tokens and $10 per million output tokens, with cached input tokens priced at 95% off input token price. That price puts it in line with both \u003ca class=\"link\" href=\"https://www.thedeepview.com/articles/claude-sonnet-5-5-puts-ai-efficiency-in-focus-again?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eAnthropic's Claude Sonnet 5.5 and OpenAI's GPT-6.1 Sol\u003c/a\u003e, which run at the same cost of $2 per million input tokens and $10 per million output tokens. However, after the introductory period, the price of Argon will double to $4 per million input tokens and $20 per million output tokens.\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Google noted that the roll out will begin with paid API customers and Google AI Ultra subscribers. \u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/9e7d31c7-673b-475f-9c87-cf6c1be7b363/Frame_1410104594.png?t=1765345175\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Google could not have picked a more heated time to reenter the high-end frontier model race. In recent months, the company's contributions to the frontier landscape have largely focused on speed and efficiency. For instance, its early September release of Gemini 3.8 Flash cost a fraction of what its frontier competitors were charging at the time. But in recent weeks, with both Anthropic and OpenAI homing in on token efficiency as well, Google's Argon may not be able to compete on just state-of-the-art performance alone, especially as model labs continue to leapfrog each other in capability and efficiency week after week. What a model costs is quickly starting to matter as much as what it can do. \u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://www.thedeepview.com/author/nat-rubio-licht?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"Nat Rubio-Licht\" style=\"margin:0 auto 0 auto;width:40%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/48fe9d73-e19a-4746-98cc-8d49eb41c139/nat-rubio-licht-byline.png?t=1766448867\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;margin:5.0px 0.0px 5.0px 0.0px;padding:0.0px 0.0px 0.0px 0.0px;\"\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003eTOGETHER WITH TABS\u003c/span\u003e\u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:0px;padding-left:15px;padding-right:15px;padding-top:0px;\"\u003e\u003ch1 style=\"color:#2A2A2A;font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:28px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003eTabs + PwC: A practical framework for usage-based revenue in the AI era\u003c/h1\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://www.tabs.com/webinar/pricing-usage-webinar?utm_source=The-Deep-View\u0026amp;utm_medium=Sponsored-Newsletter\u0026amp;utm_campaign=PWC-Webinar\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/7a992492-8b7e-49d7-92e7-bcb3396fc64d/PWCWebinarEmail1280x830__1_.png?t=1787251187\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Hybrid and usage-based models are changing how companies price, and how finance teams recognize revenue, forecast, and close the books. \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e In this on-demand session, Tabs co-founder Rebecca Schwartz and PwC partner Amit Dhir break down the real operational impact, with frameworks and examples you can apply now. \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://www.tabs.com/webinar/pricing-usage-webinar?utm_source=The-Deep-View\u0026amp;utm_medium=Sponsored-Newsletter\u0026amp;utm_campaign=PWC-Webinar\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eWatch the session\u003c/a\u003e\u003c/p\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;margin:5.0px 0.0px 5.0px 0.0px;padding:0.0px 0.0px 0.0px 0.0px;\"\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003eBIG TECH\u003c/span\u003e\u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:0px;padding-left:15px;padding-right:15px;padding-top:0px;\"\u003e\u003ch1 style=\"color:#2A2A2A;font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:28px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003eOpenAI's restraint was the real DevDay story\u003c/h1\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://www.thedeepview.com/articles/openai-s-restraint-was-the-real-devday-story?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/bb172d75-1e44-4bf8-8971-f1c50ccba6e9/tdv-openai-dots-sab.png?t=1790835865\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e OpenAI unveiled more than 20 new products at \u003ca class=\"link\" href=\"https://www.thedeepview.com/articles/openai-rolls-out-deluge-of-new-tools-for-ai-builders?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eDevDay 2026\u003c/a\u003e, but the choices of what launched and to whom were just as notable as the announcements themselves. \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e The release of \u003ca class=\"link\" href=\"https://www.thedeepview.com/articles/openai-unveils-dots-at-devday-to-redefine-agents?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eDots always-on agents\u003c/a\u003e was the star of the show. The advanced agentic capabilities OpenAI touted would be enough on their own to draw attention: Dots can ingest all of your personal context to make proactive suggestions, and they can take multi-step actions using GPT-6 Astra, OpenAI's most advanced modelâand what OpenAI al
435so called its \"most aligned\" (safest) model. But part of the buzz comes from timing, since the launch follows the viral release of Meta Muse. \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Dots and Muse share some similarities. At a high level, both are agentic AI assistants that can plug into nearly all of a user's data, and both are fronted by fuzzy, plush creatures (which I still find a bit strange). The most striking difference is who can access them. Meta's appeal is that Muse is easy to use and accessible to people at any level of AI experience. OpenAI, by contrast, is limiting Dots to its Pro plan, which starts at $100 per month and now goes up to $500, as well as its Business Premium and Enterprise plans. \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e OpenAI also decided to use GPT-6 Astra, which is not only its most capable but also its most aligned, or the best model at following directions and not going rogue. This comes with a trade-off: GPT-6 Astra requires lots of compute, so on a pragmatic level, limited access also keeps prices down, as OpenAI CEO Sam Altman told me when I asked about it in the press conference after the keynote.\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e \"We're starting out as a premium productâit uses a lot of compute and a high modelâand I think there are very good reasons for that,\" said Altman. \"It will help us understand and help people understand the expanse of what AI can do, but you should, of course, expect us to do a mass market version, bringing it to billions of people.\" \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Limited access also keeps the number of people who could be impacted lower, and for whatever incidents do occur, OpenAI can collect feedback before releasing it to a wider subset of people, which is also a more responsible course of action. Another example of OpenAI showing restraint was it not releasing the next iteration of its most advanced model, Astra GPT-6.1 in efforts to, presumably, prioritize safety. \u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/9e7d31c7-673b-475f-9c87-cf6c1be7b363/Frame_1410104594.png?t=1765345175\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Using these agentic features requires handing off a lot of personal data and running the risk of the agents taking unauthorized action. As a result, although equal access to AI tools is important, especially to not widen the wealth gap further, it's crucial that the people accessing powerful AI tools have proper amounts of AI literacy, and, if a user is paying for a Pro plan, I think it is fair to assume they use AI often enough to justify that cost. Another thing that makes this
435strategy stand out is that OpenAI has spent the past few months loudly calling for AI safety measures, but posts and pledges only go so far. What the moment demands is action, and this kind of restraint is a sign that OpenAI is willing to back its words with action. \u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://www.thedeepview.com/author/sabrina-ortiz?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:40%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/e7e0e37f-8f6f-43d4-9af9-1a1e0c886e42/sabrina-ortiz-byline.png?t=1768575206\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;margin:5.0px 0.0px 5.0px 0.0px;padding:0.0px 0.0px 0.0px 0.0px;\"\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003eTOGETHER WITH NOOKS\u003c/span\u003e\u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:0px;padding-left:15px;padding-right:15px;padding-top:0px;\"\u003e\u003ch1 style=\"color:#2A2A2A;font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:28px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003eWhy sales is still AI's hardest test\u003c/h1\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://www.nooks.ai/labs?utm_source=marketing\u0026amp;utm_medium=paidsocial\u0026amp;utm_campaign=linkedin-create-sep2026\u0026amp;utm_content=ema\u0026amp;utm_term=\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/5ea0d0d7-965a-4a5b-8586-1e29f83c34ab/Frame9.png?t=1790795174\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e In early 2025, Nooks' revenue agents scored 97% on a standard eval benchmark. However, in the field, reps still double-checked every agent output. \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e That gap drove new research from \u003ca class=\"link\" href=\"https://www.nooks.ai/labs?utm_source=marketing\u0026amp;utm_medium=paidsocial\u0026amp;utm_campaign=linkedin-create-sep2026\u0026amp;utm_content=ema\u0026amp;utm_term=\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eNooks Labs\u003c/a\u003e, the company's applied AI team. Nooks CTO Nikhil Cheerla explains why sales agents break where coding agents don't: Feedback takes weeks, not seconds, key information is often hidden from the seller, and CRM data can be messy and conflicting. \u
435003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e The team's fix centered on the system around the model: a harder benchmark built from real deal data, a way to score a strategy before it runs, and 500+ examples of bad AI writing used as guardrails. \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://www.nooks.ai/blog-posts/building-agents-for-sales?utm_source=marketing\u0026amp;utm_medium=email\u0026amp;utm_campaign=thedeepview-newsletter\u0026amp;utm_content=\u0026amp;utm_term=\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eDiscover the research.\u003c/a\u003e\u003c/p\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;margin:5.0px 0.0px 5.0px 0.0px;padding:0.0px 0.0px 0.0px 0.0px;\"\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003eGOVERNANCE\u003c/span\u003e\u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:0px;padding-left:15px;padding-right:15px;padding-top:0px;\"\u003e\u003ch1 style=\"color:#2A2A2A;font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:28px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003eHow AI changes cybersecurity's balance of power\u003c/h1\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://www.thedeepview.com/articles/how-ai-changes-cybersecurity-s-balance-of-power?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/4e1e2ee6-63b5-485b-ab8c-d5a923c6fe59/6698b5608b6ea20bbf0c577c57a42dc2716daa8e-1672x941_copy.png?t=1790835885\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e AI is accelerating cyberattacks. Could it also give defenders the upper hand? \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e In this episode of The Deep View Conversations, we sat down with Adam Meyers, CrowdStrike's head of counter adversary operations, at Fal.Con 2026 to explore how AI is changing the balance of power between attackers and defenders. \u003c/p\u003e\u003c/div\u003e\u003cdiv class=\"p-4\"\u003e\u003cdiv class=\"mx-auto\" id=\"4ace2c60-3cf3-4339-a2b0-72425e833153\" style=\"max-width: 520px;\"\u003e\u003cdiv class=\"relative\" style=\"width: 100%; height: 0; padding-bottom: 56.25%\"\u003e\u003ciframe allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen=\"\" class=\"absolute\" frameborder=\"0\" height=\"100%\" src=\"https://youtube.com/embed/k4rWHHIHb8
435k\" style=\"top: 0; left: 0;\" width=\"100%\"\u003e\u003c/iframe\u003e\u003c/div\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Meyers explains why he believes security teams can now match the speed and scale of their adversaries, how CrowdStrike is training offensive and defensive AI models against each other, and why the harness that guides an AI model can matter just as much as the model itself. He shares how changing that harness helped CrowdStrike reduce false positives in its vulnerability research without changing the underlying model, and how cyberdefenders are uniting to assist one another. \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e The conversation also goes inside the \u003ca class=\"link\" href=\"https://www.justice.gov/usao-cdca/pr/sality-malware-disrupted-international-cyber-takedown?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003elive disruption of the Sality botnet\u003c/a\u003e, explores how nation-state attackers are using agents that learn from their mistakes in seconds, and examines why powerful AI systems need clear boundaries as they pursue their goals. \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Topics covered: \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e ⢠Why AI could change the defender's dilemma\u003cbr\u003e⢠How CrowdStrike and its partners disrupted a botnet that had operated for more than two decades\u003cbr\u003e⢠Training red team and blue team models based on Nvidia's Nemotron models and CrowdStrike's security data\u003cbr\u003e⢠Why AI harnesses are critical to reducing hallucinations and false positives\u003cbr\u003e⢠How AI attacks are compressing the time organizations have to patch vulnerabilities\u003cbr\u003e⢠What the Hugging Face incident raises about goal-seeking agents and guardrails\u003cbr\u003e⢠Why local, open-weight models matter to both attackers and defenders \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e If you're trying to understand what AI means for cybersecurity, how to put agents to work safely, or where specialized models can make a difference, this conversation offers a view from someone tracking the adversaries firsthand. \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e ðº \u003ca class=\"link\" href=\"https://youtu.be/k4rWHHIHb8
435k?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eWatch on YouTube\u003c/a\u003e\u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e ð§ \u003ca class=\"link\" href=\"https://tdv.transistor.fm/episodes/how-ai-changes-cybersecuritys-balance-of-power?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eListen in your favorite podcast player\u003c/a\u003e\u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://tdv.transistor.fm/?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eSubscribe to Deep View Conversations\u003c/a\u003e for interviews with the leaders shaping the future of AI, business, and technology: \u003ca class=\"link\" href=\"http://tdv.transitor.fm?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003etdv.transitor.fm\u003c/a\u003e\u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://www.thedeepview.com/author/jason-hiner?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"Jason Hiner, Editor-in-Chief\" style=\"margin:0 auto 0 auto;width:40%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/1d1901ab-36d2-4a8f-b31d-a1ccecbe490a/Jason.png?t=1766448566\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;margin:5.0px 0.0px 5.0px 0.0px;padding:0.0px 0.0px 0.0px 0.0px;\"\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003eLINKS\u003c/span\u003e\u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/1c8854ee-478f-4500-a7a9-d5280dd7fe8e/In_Other_News.png?t=1768575169\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;\"\u003e\u003cul style=\"color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:24px;list-style-type:disc;margin:0px 0px 0px 25px;padding:0;\"\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e SpaceXAI considers \u003ca class=\"link\" href=\"https://www.bloomberg.com/news/articles/2026-09-30/musk-s-spacexai-considers-overhaul-of-pricing-for-grok-x-users?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003epricing overhaul for of Grok subscriptions\u003c/a\u003e\u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e Sam Altman says \u003ca class=\"link\" href=\"https://www.theverge.com/ai-artificial-intelligence/1002505
435/sam-altman-openai-ipo-devday-ai-safety?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eOpenAI won't go public until models are safe\u003c/a\u003e\u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e Reddit is killing its \u003ca class=\"link\" href=\"https://techcrunch.com/2026/09/30/reddit-is-killing-rss-feeds-ending-public-api-access-because-of-ai-bots/?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eRSS feed due to \"large-scale scraping,\"\u003c/a\u003e AI bots \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e OpenAI says \u003ca class=\"link\" href=\"https://www.bloomberg.com/news/articles/2026-09-30/openai-blames-moonshot-for-mass-data-extraction-on-its-ai-models?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eMoonshot to blame for data extraction\u003c/a\u003e, model distillation \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e Google \u003ca class=\"link\" href=\"https://arstechnica.com/science/2026/09/google-figures-out-how-to-watermark-ai-designed-proteins/?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003edebuts SynthID Bio watermark\u003c/a\u003e for AI-designed proteins\u0026nbsp; \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e FTC reportedly \u003ca class=\"link\" href=\"https://nypost.com/2026/09/30/us-news/ftc-opens-sweeping-probe-of-anthropic-openai-and-other-super-intelligence-models/?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eopens probe into OpenAI, Anthropic\u003c/a\u003e for consumer harms \u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/59d274bf-9e99-4acf-a6c7-ff9cdbb0233e/image.png?t=1752986916\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;\"\u003e\u003cul style=\"color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:24px;list-style-type:disc;margin:0px 0px 0px 25px;padding:0;\"\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://www.adweek.com/programmatic/runways-ai-video-agent-creates-and-measures-ads-across-platforms/?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eRunway Ads\u003c/a\u003e: The AI video firm now can connect to a brandâs accounts on Meta, Google, and TikTok. \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://x.com/ManusAI/status/2105085387391533430?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eManus Flex\u003c/a\u003e: Users can now bring their own API key to Manus's harness, tools, and execution environments. \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://x.com/cohere/status/2105285142394896435?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eCohere Embed 5\u003c/a\u003e: Cohere's new state-of-the-art family of embeddings models. \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://x.com/fal/status/2105031755556110502?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003efal Agent\u003c/a\u003e: The AI video firms' creative agent for image, video, audio, and 3D is now generally available. \u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/25296119-9f00-4620-9931-2d98d0068485/image.png?t=1752986966\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;\"\u003e\u003cul style=\"color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:24px;list-style-type:disc;margin:0px 0px 0px 25px;padding:0;\"\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://jobs.ashbyhq.com/convex-dev/dae7eefa-e97a-466f-9413-38ceeac8435b?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eConvex\u003c/a\u003e: Software Engineer, AI \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://app.eightfold.ai/careers/job/687604
43563319?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eEightfold AI\u003c/a\u003e: Machine Learning Engineer \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://careersearch.stanford.edu/hcmUI/CandidateExperience/en/sites/Stanford/job/109149?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eStanford University School of Medicine\u003c/a\u003e: AI Engineer \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://jobs.ashbyhq.com/applied/981054d6-d6d9-4553-9db8-38e56939d3b8/application?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eApplied Intuition\u003c/a\u003e: Software Engineer - AI Engineering \u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;margin:5.0px 0.0px 5.0px 0.0px;padding:0.0px 0.0px 0.0px 0.0px;\"\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003eGAMES\u003c/span\u003e\u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/d120b54c-d56c-4fbc-bdbf-41e83cbbc770/image.png?t=1752987116\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/9696deca-efaf-4fef-b650-3262c7da5df3/AI_or_Not_-_TDV_-_2026.09.22__2_.png?t=1790813188\"\u003e\u003c/div\u003e\u003c/div\u003e\u003ctable border=\"0\" cellpadding=\"0\" cellspacing=\"0\" role=\"presentation\" style=\"border-collapse:collapse;\" width=\"100%\"\u003e\u003ctbody\u003e\u003ctr\u003e\u003ctd align=\"left\" style=\"padding:15px 15px 10px;\"\u003e\u003ch3 style=\"color:var(--wt-text-on-background-color);font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:20px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003eWhich image is real?\u003c/h3\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" style=\"font-size:.75rem;line-height:1rem;opacity:.75;padding:0px 15px 15px;text-align:left;\"\u003e\u003cdiv style=\"color:#2D2D2D;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:24px;margin:0;padding:0;\"\u003e\u003cspan style=\"color:var(--wt-text-on-background-color);text-decoration-color:#376DFC;text-decoration:underline;\"\u003e\u003ca data-skip-tracking=\"true\" style=\"color:inherit;\" href=\"https://archive.thedeepview.com/login\" target=\"_blank\" rel=\"noopener noreferrer nofollow\"\u003e Option A \u003c/a\u003e\u003c/span\u003e\u003cspan style=\"color:var(--wt-text-on-background-color);font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e \u0026nbsp;|\u0026nbsp; \u003c/span\u003e\u003cspan style=\"color:var(--wt-text-on-background-color);text-decoration-color:#376DFC;text-decoration:underline;\"\u003e\u003ca data-skip-tracking=\"true\" style=\"color:inherit;\" href=\"https://archive.thedeepview.com/login\" target=\"_blank\" rel=\"noopener noreferrer nofollow\"\u003e Option B \u003c/a\u003e\u003c/span\u003e\u003c/div\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" style=\"font-size:.75rem;line-height:1rem;opacity:.75;padding:0px 15px 15px;text-align:left;\"\u003e\u003cp style=\"color:inherit;\" class=\"text-wt-text-on-background\"\u003e\u003cspan\u003e\u003ca data-skip-tracking=\"true\" href=\"https://archive.thedeepview.com/login\"\u003e\u003cspan style=\"text-decoration: underline;\"\u003e Login \u003c/span\u003e\u003c/a\u003e\u003c/span\u003e or \u003cspan\u003e\u003ca data-skip-tracking=\"true\" href=\"https://archive.thedeepview.com/subscribe\"\u003e\u003cspan style=\"text-decoration: underline;\"\u003e Subscribe \u003c/span\u003e\u003c/a\u003e\u003c/span\u003e to participate in polls. \u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003c/tbody\u003e\u003c/table\u003e\u003c/div\u003e\u003cdiv style=\"background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;margin:5.0px 0.0px 5.0px 0.0px;padding:0.0px 0.0px 0.0px 0.0px;\"\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cspan style=\"color:#376dfc;\"\u003ePOLL RESULTS\u003c/span\u003e\u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:4px;padding-left:15px;padding-right:15px;padding-top:4px;\"\u003e\u003ch2 style=\"color:#2A2A2A;font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:24px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003eDo you plan to try OpenAI's \"Dot\" agents?\u003c/h2\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Yes (16%)\u003cbr\u003eMaybe (30%)\u003cbr\u003eNo (50%)\u003cbr\u003eOther (4%) \u003c/p\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e The Deep View is written by Nat Rubio-Licht, Sabrina Ortiz, Jason Hiner, Faris Kojok and The Deep View crew. Please reply with any feedback. \u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:60%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/ddb65d9a-93a7-45fc-a6df-33b96db903fd/Multi_%2B_sabrina.jpg?t=1784369432\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Thanks for reading todayâs edition of The Deep View! Weâll see you in the next one. \u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/f13ecf40-963d-4c4e-8059-8f41083085a8/Frame_1410104595.png?t=1765345242\"\u003e\u003c/div\u003e\u003c/div\u003e\u003ctable role=\"none\" width=\"100%\" class=\"mob-w-full\" border=\"0\"\u003e\u003ctbody\u003e\u003ctr\u003e\u003ctd width=\"50%\" style=\"vertical-align:top\" class=\"mob-stack\"\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://unsplash.com/photos/white-dandelion-in-close-up-photography-3GEsT9U3J24?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/33328fb5-40bc-4b32-9fb9-6147b51ed52e/Real.png?t=1790812724\"\u003e\u003c/a\u003e\u003cdiv style=\"margin:0 auto 0 auto;padding:4px 0px 4px 0px;text-align:center;width:100%;\"\u003e\u003ca href=\"https://unsplash.com/photos/white-dandelion-in-close-up-photography-3GEsT9U3J24?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" rel=\"noopener\" style=\"color:#000000;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:12px;font-style:italic;text-decoration-color:#000000;text-decoration:underline;\" target=\"_blank\"\u003e\u003c/a\u003e\u003cp\u003e\u003ca href=\"https://unsplash.com/photos/white-dandelion-in-close-up-photography-3GEsT9U3J24?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" rel=\"noopener\" style=\"color:#000000;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:12px;font-style:italic;text-decoration-color:#000000;text-decoration:underline;\" target=\"_blank\"\u003e\u003c/a\u003e\u003ca class=\"link\" href=\"https://unsplash.com/photos/white-dandelion-in-close-up-photography-3GEsT9U3J24?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eLink to the original\u003c/a\u003e\u003c/p\u003e\u003c/div\u003e\u003c/div\u003e\u003c/div\u003e\u003c/td\u003e\u003ctd width=\"50%\" style=\"vertical-align:top\" class=\"mob-stack\"\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e âThe out-of-focus background is what made me say [this image] was real.â \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cbr\u003eâThe seed heads obscure the base of the dandelion as expected.â \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cbr\u003eâShort depth of field, very evocative of humans.â \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cbr\u003eâOut of focus background shows [this image] is real. AI would consider it unacceptable quality.â \u003c/p\u003e\u003c/div\u003e\u003c/td\u003e\u003c/tr\u003e\u003c/tbody\u003e\u003c/table\u003e\u003ctable role=\"none\" width=\"100%\" class=\"mob-w-full\" border=\"0\"\u003e\u003ctbody\u003e\u003ctr\u003e\u003ctd width=\"50%\" style=\"vertical-align:top\" class=\"mob-stack\"\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://chatgpt.com/s/m_6abc8f255bc08191b12b75d0e163f47c?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/faa0fe41-37d3-464d-a443-98f1016677ff/Fake.png?t=1790812742\"\u003e\u003c/a\u003e\u003cdiv style=\"margin:0 auto 0 auto;padding:4px 0px 4px 0px;text-align:center;width:100%;\"\u003e\u003ca href=\"https://chatgpt.com/s/m_6abc8f255bc08191b12b75d0e163f47c?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" rel=\"noopener\" style=\"color:#000000;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:12px;font-style:italic;text-decoration-color:#000000;text-decoration:underline;\" target=\"_blank\"\u003e\u003c/a\u003e\u003cp\u003e\u003ca href=\"https://chatgpt.com/s/m_6abc8f255bc08191b12b75d0e163f47c?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" rel=\"noopener\" style=\"color:#000000;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:12px;font-style:italic;text-decoration-color:#000000;text-decoration:underline;\" target=\"_blank\"\u003e\u003c/a\u003e\u003ca class=\"link\" href=\"https://chatgpt.com/s/m_6abc8f255bc08191b12b75d0e163f47c?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eLink to the AI image\u003c/a\u003e\u003c/p\u003e\u003c/div\u003e\u003c/div\u003e\u003c/div\u003e\u003c/td\u003e\u003ctd width=\"50%\" style=\"vertical-align:top\" class=\"mob-stack\"\u003e\u0
43503cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e â[This image] looked to sharp, clean and detailed.â \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cbr\u003eâI'm noticing a theme with some AI images: they all have a very shallow depth of field but everything else in frame is still super detailed somehow.â \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cbr\u003eâThe center of the flower was simply too translucent, especially for having the sun behind it. It also felt like the 2 seeds sticking out were not realistic, like an effort to make the image \"less than perfect\" to fool the viewer.â \u003c/p\u003e\u003c/div\u003e\u003c/td\u003e\u003c/tr\u003e\u003c/tbody\u003e\u003c/table\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/f6b2537a-c207-453e-8567-5898374096f2/Frame_1410104596.png?t=1765345268\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://tdv.transistor.fm/?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=gemini-4-argon-muscles-into-the-frontier-ai-race\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/e9fc4821-1b3f-460d-b894-f6799a48efd9/nl-promo.png?t=1777003751\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/a09d75bf-0585-4881-8e41-db84e8df85d0/Frame_1410104597.png?t=1765345268\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;
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435<script>self.__next_f.push([1,"\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/5a3fb9a4-665d-43a3-85ff-def0f273ac44/BANNER__43_.jpg?t=1790754539\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://www.doppel.com/blog/soc-alert-fatigue-infinite-automation-attack?utm_source=deepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=fy27brandcampaign\u0026amp;utm_content=infinite-automation-attack\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:55%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/93f3741e-f29d-475e-b720-322f90a509e6/Together_W_Doppel_pill.png?t=1790623587\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cspan style=\"font-weight:700;\"\u003e\u003cb\u003eWelcome back.\u003c/b\u003e\u003c/span\u003e The White House has decided to put AI safety on the honor system. Six of the industry's most powerful AI leaders signed the White House Accord on Super Intelligence and pledged to police themselves, with no new laws attached. Nat Rubio-Licht unpacks the promises made. Meanwhile, OpenAI's DevDay unleashed a flood of new tools for AI builders, from the cheaper GPT-6.1 Sol model to a new high-end Ultrafast tier, and the real target isn't Meta, it's Anthropic. And the headliner, ChatGPT Dots, brings always-on agents with their own cloud computers. They promise to be more proactive and more private than Meta's Muse, but the big question is whether OpenAI can keep them from going rogue. \u003ci\u003eâ\u003c/i\u003e\u003ca class=\"link\" href=\"https://www.thedeepview.com/author/jason-hiner?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003e\u003ci\u003eJason Hiner\u003c/i\u003e\u003c/a\u003e\u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv id=\"in-todays-newsletter\" style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cb\u003eIN TODAYâS NEWSLETTER\u003c/b\u003e\u003c/p\u003e\u003c/div\u003e\u003cdiv id=\"1-open-ai-unveils-dots-at-dev-day-t\" style=\"padding-bottom:4px;padding-left:15px;padding-right:15px;padding-top:4px;\"\u003e\u003ch2 style=\"color:#2A2A2A;font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:24px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003e1.\u003c/span\u003e OpenAI unveils 'Dots' at DevDay to redefine agents\u003c/h2\u003e\u003c/div\u003e\u003cdiv id=\"2-open-ai-rolls-out-deluge-of-new-t\" style=\"padding-bottom:4px;padding-left:15px;padding-right:15px;padding-top:4px;\"\u003e\u003ch2 style=\"color:#2A2A2A;font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:24px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003e2.\u003c/span\u003e OpenAI rolls out deluge of new tools for AI builders\u003c/h2\u003e\u003c/div\u003e\u003cdiv id=\"3-washington-puts-ai-safety-on-the-\" style=\"padding-bottom:4px;padding-left:15px;padding-right:15px;padding-top:4px;\"\u003e\u003ch2 style=\"color:#2A2A2A;font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:24px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003e3.\u003c/span\u003e Washington puts AI safety on the honor system\u003c/h2\u003e\u003c/div\u003e\u003cdiv style=\"background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;margin:10.0px 0.0px 5.0px 0.0px;padding:0.0px 0.0px 0.0px 0.0px;\"\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003ePRODUCTS\u003c/span\u003e\u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:0px;padding-left:15px;padding-right:15px;padding-top:0px;\"\u003e\u003ch1 style=\"color:#2A2A2A;font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:28px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003eChatGPT 'Dots' want to give you a different agent\u003c/h1\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://www.thedeepview.com/articles/openai-unveils-dots-at-devday-to-redefine-agents?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/e7bda865-b45a-4e0c-82d0-1651447c7a7e/c0dcdb789daa80759c733961fb5e63106f9d702f-1448x1086_copy.png?t=1790741548\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e As personal AI assistants capture the public's attention, fueled by the viral rise of Meta Muse, OpenAI is pushing further into the space with a next-generation of AI agents, backed by more than 35 million weekly users across ChatGPT Work and Codex. \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e On Tuesday, at its OpenAI DevDay event, the company unveiled over 20 new announcements, led by its newest product, Dots, always-on agents with their own cloud computer that work across your apps such as Slack, Messages, and Teams, and take action on your behalf once a goal is defined.\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Dots are powered by GPT-6 Astra, the most advanced model in OpenAI's family, and, as a result, OpenAI says they are built to handle substantial, multi-step work. Like most AI products, Dots gets to know the user over time and becomes more helpful. It can also proactively look for ways to help, such as using information from your connected apps to provide useful updates about them. Although these sound like capabilities OpenAI has already delivered, the company describes Dots as feeling different from Codex or ChatGPT, highlighting its proactive capabilities and the range of what it can do. Ultimately, we'll be able to see for ourselves.\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e While using its most advanced model is more costly, it makes sense that the company is willing to pay the price as GPT-6 Astra is also the most al
435igned. With the Dots needing access to a significant amount of a user's information, security is of the utmost importance. This is evidenced by the launch of Muse, which has now been under scrutiny for the potential risks of sharing information with others. To build on this idea of safety, which users are likely to be most concerned about, OpenAI says it has built in additional precautions.\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e For instance, users can set Custom Rules that tell it exactly what it's allowed to do on its own, what it needs to ask permission for, and what it cannot do. To perform sensitive actions, such as changing a password or deleting data, users must give explicit permission. Dots from ChatGPT Business, Enterprise, or Edu workspaces are not used to improve OpenAI's models by default. On personal ChatGPT plans, it seems users have to take an extra step to turn it off.\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e At launch, users can start with one Dot, with the plan being that teams of Dots will be working on users' behalf in the future. The feature will be available in ChatGPT on the web, mobile, and desktop starting today for Pro and Business Premium users across all supported ChatGPT regions. \u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/9e7d31c7-673b-475f-9c87-cf6c1be7b363/Frame_1410104594.png?t=1765345175\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e The chance to test a more proactive, capable AI agent is exciting, but this release arrives at an interesting moment. Meta brought agents to the mainstream with Muse, whose approachable design draws in even beginners. Still, many people, myself included, are wary of handing Meta their data, and on that front OpenAI has the edge. My bigger concern is rogue agents. OpenAI points to its guardrails, but agents that go rogue tend to slip past those very safeguards, and it's unclear how the company will win people's trust on that front. Starting with power users, however, is a smart move: it limits the fallout if something goes wrong and gives OpenAI room to learn and iterate. We are looking forward to testing Dots and sharing our findings with \u003ci\u003eThe Deep View\u003c/i\u003e audience.\u0026nbsp;\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://www.thedeepview.com/author/sabrina-ortiz?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:40%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/e7e0e37f-8f6f-43d4-9af9-1a1e0c886e42/sabrina-ortiz-byline.png?t=1768575206\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;margin:5.0px 0.0px 5.0px 0.0px;padding:0.0px 0.0px 0.0px 0.0px;\"\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003eTOGETHER WITH DOPPEL\u003c/span\u003e\u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:0px;padding-left:15px;padding-right:15px;padding-top:0px;\"\u003e\u003ch1 style=\"color:#2A2A2A;font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:28px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003e\u003cmark style=\"background-color:#ffffff;border-radius:0.25em;padding:0.125em 0;color:inherit;box-decoration-break:clone;-webkit-box-decoration-break:clone;\"\u003eThe real reason your best analysts are quitting\u003c/mark\u003e\u003c/h1\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://www.doppel.com/blog/soc-alert-fatigue-infinite-automation-attack?utm_source=deepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=fy27brandcampaign\u0026amp;utm_content=infinite-automation-attack\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/88559165-a402-4199-88e8-5e10125a078f/H2_Doppel_Newsletter_Batch_2_Deep_View_1200x800__1_.png?t=1790711958\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Attackers can generate 500 phishing variants in the time it takes to hire one analyst. Hiring more won't save you from that level of alert fatigue.\u003cbr\u003e\u003cbr\u003eLearn why manual triage is quietly burning out your best people (71% report burnout, 64% are eyeing the exit) and what a smarter alternative with Doppel looks like: one that filters the noise automatically, hunts down every variant of an attack, and takes down the infrastru
435cture behind it before it spreads.\u003cbr\u003e\u003cbr\u003eThat's what Doppel's social engineering defense at machine speed looks like. \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://www.doppel.com/blog/soc-alert-fatigue-infinite-automation-attack?utm_source=deepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=fy27brandcampaign\u0026amp;utm_content=infinite-automation-attack\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eSee what actually works\u003c/a\u003e\u003c/p\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;margin:5.0px 0.0px 5.0px 0.0px;padding:0.0px 0.0px 0.0px 0.0px;\"\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003ePRODUCTS\u003c/span\u003e\u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:0px;padding-left:15px;padding-right:15px;padding-top:0px;\"\u003e\u003ch1 style=\"color:#2A2A2A;font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:28px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003eOpenAI rolls out deluge of new tools for AI builders\u003c/h1\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://www.thedeepview.com/articles/openai-rolls-out-deluge-of-new-tools-for-ai-builders?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/a4593df7-4318-469b-8738-66f1e7f601ba/54796af80fe04d147eca0cb518216bb5ee88e9c8-1672x941_copy.png?t=1790741630\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Heavy AI users rejoice. OpenAI has rolled out new options aimed at accelerating the stuff you're already doing and making it safer. \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e On Tuesday, at the company's fourth annual DevDay event in San Francisco, OpenAI showed off its new \"Dots\" strategy with AI agents that are always-on and run in their own separate cloud computer. Sound familiar? Yeah, it's not unlike Meta's new Muse agent that went viral this month, but OpenAI's agent is more focused on power users. See Sabrina Ortiz's full breakdown on Dots. \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;
435\"\u003e While Dots may have stole the headlines, OpenAI also unveiled other new features that dedicated ChatGPT and Codex users should note: \u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;\"\u003e\u003cul style=\"color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:24px;list-style-type:disc;margin:0px 0px 0px 25px;padding:0;\"\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003cspan style=\"font-weight:700;\"\u003e\u003cb\u003eGPT-6.1 Sol\u003c/b\u003e\u003c/span\u003e: OpenAI's latest model provides \"near Astra intelligence\" at a fifth of the price. The model sports improved performance in agentic coding, computer use and professional work, and runs $2 per million input tokens, 10 cents per million cached tokens, and $10 per million output tokens. \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003cspan style=\"font-weight:700;\"\u003e\u003cb\u003eChatGPT Space\u003c/b\u003e\u003c/span\u003e: This is a collaborative workspace where you, your teammates and AI can work together. Spaces also allows users to keep everything they share with and create in ChatGPT in one place. It will also let you collaborate in a shared workspace similar to the way you might in a shared Google Doc. \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003cspan style=\"font-weight:700;\"\u003e\u003cb\u003eNew $500/month plan and Ultrafast\u003c/b\u003e\u003c/span\u003e: OpenAI is creating a high-end tier that offers access to Ultrafast, which delivers up to eight times the speed in Codex using GPT-6 Astra and six times the speed in the API. However, For those on the $200 per month Pro plan, included usage of ChatGPT Work and Codex decreases from 20 times to 10 times that of the Plus allowance, and GPT-6 Pro messages in ChatGPT will be cut from 200 to 100 per week.\u0026nbsp; \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003cspan style=\"font-weight:700;\"\u003e\u003cb\u003eCodex in the cloud\u003c/b\u003e\u003c/span\u003e: Codex can now start, review, and continue work from the desktop app, the mobile app, or the web. And since it's not limited to working on just the local files on your machine, you can move between devices much more easily.\u0026nbsp; \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003cspan style=\"font-weight:700;\"\u003e\u003cb\u003ePlugin extensions\u003c/b\u003e\u003c/span\u003e: Developers can now build applications and plugins that are native to ChatGPT and Codex, and can reach more users with improved submission and discovery. And now those plugins will appear in the sidebar on the left side of your ChatGPT window, with services like Adobe and Figma being some of the first ones there at launch. \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003cspan style=\"font-weight:700;\"\u003e\u003cb\u003ePrivate Intelligence\u003c/b\u003e\u003c/span\u003e: OpenAI has enabled zero data retention and private safety processing policies for offline, automated safety reviews. Additionally, Private Inference will be available in preview, bringing strict control to confidential computing.\u0026nbsp; \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003cspan style=\"font-weight:700;\"\u003e\u003cb\u003eOpenAI Marketplace\u003c/b\u003e\u003c/span\u003e: Eligible US-based enterprise customers can apply their existing OpenAI token spend towards approved third-party software. This marketplace is launching in beta with 32 partners, including Adobe, Figma, Sierra, and Harvey.\u0026nbsp; \u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/9e7d31c7-673b-475f-9c87-cf6c1be7b363/Frame_1410104594.png?t=1765345175\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e While it would be easy to look at OpenAI's DevDay as its answer to \u003ca class=\"link\" href=\"https://www.thedeepview.com/articles/how-meta-suddenly-re-emerged-as-a-force-in-ai?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eMeta's newfound momentum\u003c/a\u003e in the AI space, the reality is actually quite different. Meta's Muse agent is primarily focused on the consumer space and bringing agents to the masses with its focus on cute interactive avatars and wide publicity across Instagram and Facebook. OpenAI has lessened its focus on consumer AI in 2026 and leaned into enterprises, developers, and power users, and DevDay only doubled down on that strategy. Meta's agent is open to all and has generous token allotments based on Meta's strategy of eventually taking a percentage when you use Muse to sell stuff and make money. OpenAI is only offering its new agent to its highest-tier Pro and Business Premium customers. So OpenAI's focus is on its most-invested AI builders and organizations. And that strategy is supported by all of the other features it released around Dots on Tuesday, from Private Intelligence to GPT-6.1 Sol to its new Ultrafast feature. All of these things are aimed much more at competing with Anthropic for power users than competing with Meta for c
435onsumers. \u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://www.thedeepview.com/author/jason-hiner?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"Jason Hiner, Editor-in-Chief\" style=\"margin:0 auto 0 auto;width:40%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/1d1901ab-36d2-4a8f-b31d-a1ccecbe490a/Jason.png?t=1766448566\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://www.thedeepview.com/author/nat-rubio-licht?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"Nat Rubio-Licht\" style=\"margin:0 auto 0 auto;width:45%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/48fe9d73-e19a-4746-98cc-8d49eb41c139/nat-rubio-licht-byline.png?t=1766448867\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;margin:5.0px 0.0px 5.0px 0.0px;padding:0.0px 0.0px 0.0px 0.0px;\"\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003eTOGETHER WITH CRESTA\u003c/span\u003e\u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:0px;padding-left:15px;padding-right:15px;padding-top:0px;\"\u003e\u003ch1 style=\"color:#2A2A2A;font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:28px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003eAre You Building the Wrong AI Agent Strategy? Debunking 3 AI Agent Myths in CX\u003c/h1\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://na2.hubs.ly/H083_VJ0?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/31a35eb9-994a-4b25-8e5b-2ce6eb20431c/Cresta_x_Deep_View_3_AI_Agent_Myths__1_.png?t=1790712377\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e You know what AI agents can do. But is it what your customers actually want? \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e New research from Metrigy reveals a striking gap between what businesses think customers want from AI agents and real consumer preferences. \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Tune in on October 8 for a candid fireside chat to challenge three AI agent myths that could be steering your CX strategy in the wrong direction. \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Robin Gareiss, CEO and Principal Analyst at Metrigy, sits down with Cresta to discu
435ss where AI should lead, when humans should step in, and what you can learn from successful, real-world AI agent deployments at leading companies like Brinks Home, United Airlines, and more. \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://na2.hubs.ly/H083_VJ0?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eRegister now â\u003c/a\u003e\u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003ci\u003eCanât make it live? \u003c/i\u003e\u003ca class=\"link\" href=\"https://na2.hubs.ly/H083_VJ0?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003e\u003ci\u003eRegister anyway\u003c/i\u003e\u003c/a\u003e\u003ci\u003e to get the recording and watch on demand.\u003c/i\u003e\u003c/p\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;margin:5.0px 0.0px 5.0px 0.0px;padding:0.0px 0.0px 0.0px 0.0px;\"\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003ePOLICY\u003c/span\u003e\u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:0px;padding-left:15px;padding-right:15px;padding-top:0px;\"\u003e\u003ch1 style=\"color:#2A2A2A;font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:28px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003eWashington puts AI safety on the honor system\u003c/h1\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://www.thedeepview.com/articles/washington-puts-ai-safety-on-the-honor-system?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/408d281a-ea70-488f-91df-c49ce6b65982/thedeepview_white_house_with_lines_of_code_behind_it_Red_whit_0a074f0a-94e3-4af2-afb6-f46dec25ec3d_0.png?t=1790741818\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Despite pleas from industry experts to slow down and regulate the pace of AI, the Trump Administration isn't budging on its approach. \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Following a Tuesday meeting with AI industry figureheads, President Donald Trump has \u003ca class=\"link\" href=\"https://www.bloomberg.com/news/articles/2026-09-29/trump-set-to-host-nvidia-anthropic-ceos-to-discuss-ai-risks?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003erejected the notion\u003c/a\u003e that the AI industry needs additional regulation, and that existing laws will be enough to prevent the risks the tech poses. \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Instead, Trump and six of AI's biggest names, including Anthropic's Dario Amodei, Google's Sundar Pichai, Meta's Mark Zuckerberg, OpenAI's Greg Brockman, SpaceXAI's Elon Musk and Nvidia's Jensen Huang, signed the White House Accord on Super Intelligence, a code that \u003ca class=\"link\" href=\"https://www.politico.com/news/2026/09/29/ai-execs-morally-binding-constitution-01097855?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eTrump called \"morally binding,\"\u003c/a\u003e promising to self-regulate the risks of development.\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e The accord states that each company will implement four \"layers\" of controls and audits, including:\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;\"\u003e\u003cul style=\"color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:24px;list-style-type:disc;margin:0px 0px 0px 25px;padding:0;\"\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;
435\"\u003e Implementing robust internal controls to monitor model capability and alignment during training and deployment, with specific areas of risk including cybersecurity, biosecurity and chemical threats.\u0026nbsp; \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e Giving an internal team the authority to ensure that all safeguards, controls and monitoring are operating as intended. \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e Partnership with external auditors to assess whether these safeguards and monitoring systems are operating properly.\u0026nbsp; \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e And creating a designated committee on these companies' boards of directors that oversee the teams running the safeguards and controls and the internal and external teams evaluating them.\u0026nbsp; \u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003cstyle\u003e\n .twitter-wrapper {\n max-width: 520px;\n }\n \n @media only screen and (max-width: 640px) {\n .twitter-wrapper {\n padding-left: 15px;\n padding-right: 15px;\n }\n }\n\u003c/style\u003e\u003cdiv class=\"py-2\"\u003e\u003cdiv class=\"twitter-wrapper mx-auto\"\u003e\u003cdiv class=\"twitter-tweet twitter-tweet-rendered\" style=\"width: 100%; margin: 10px auto; display: flex; max-width: 550px;\"\u003e\u003ciframe id=\"twitter-widget-0\" scrolling=\"no\" frameborder=\"0\" allowtransparency=\"true\" allowfullscreen=\"true\" class=\"\" style=\"position: static; visibility: visible; width: 520px; height: 856px; display: block; flex-grow: 1;\" title=\"X Post\" src=\"https://platform.twitter.com/embed/Tweet.html?dnt=false\u0026amp;embedId=twitter-widget-0\u0026amp;features=eyJ0ZndfdGltZWxpbmVfbGlzdCI6eyJidWNrZXQiOltdLCJ2ZXJzaW9uIjpudWxsfSwidGZ3X2ZvbGxvd2VyX2NvdW50X3N1bnNldCI6eyJidWNrZXQiOnRydWUsInZlcnNpb24iOm51bGx9LCJ0ZndfdHdlZXRfZWRpdF9iYWNrZW5kIjp7ImJ1Y2tldCI6Im9uIiwidmVyc2lvbiI6bnVsbH0sInRmd19yZWZzcmNfc2Vzc2lvbiI6eyJidWNrZXQiOiJvbiIsInZlcnNpb24iOm51bGx9LCJ0ZndfZm9zbnJfc29mdF9pbnRlcnZlbnRpb25zX2VuYWJsZWQiOnsiYnVja2V0Ijoib24iLCJ2ZXJzaW9uIjpudWxsfSwidGZ3X21peGVkX21lZGlhXzE1ODk3Ijp7ImJ1Y2tldCI6InRyZWF0bWVudCIsInZlcnNpb24iOm51bGx9LCJ0ZndfZXhwZXJpbWVudHNfY29va2llX2V4cGlyYXRpb24iOnsiYnVja2V0IjoxMjA5NjAwLCJ2ZXJzaW9uIjpudWxsfSwidGZ3X3Nob3dfYmlyZHdhdGNoX3Bpdm90c19lbmFibGVkIjp7ImJ1Y2tldCI6Im9uIiwidmVyc2lvbiI6bnVsbH0sInRmd19kdXBsaWNhdGVfc2NyaWJlc190b19zZXR0aW5ncyI6eyJidWNrZXQiOiJvbiIsInZlcnNpb24iOm51bGx9LCJ0ZndfdXNlX3Byb2ZpbGVfaW1hZ2Vfc2hhcGVfZW5hYmxlZCI6eyJidWNrZXQiOiJvbiIsInZlcnNpb24iOm51bGx9LCJ0ZndfdmlkZW9faGxzX2R5bmFtaWNfbWFuaWZlc3RzXzE1MDgyIjp7ImJ1Y2tldCI6InRydWVfYml0cmF0ZSIsInZlcnNpb24iOm51bGx9LCJ0ZndfbGVnYWN5X3RpbWVsaW5lX3N1bnNldCI6eyJidWNrZXQiOnRydWUsInZlcnNpb24iOm51bGx9LCJ0ZndfdHdlZXRfZWRpdF9mcm9udGVuZCI6eyJidWNrZXQiOiJvbiIsInZlcnNpb24iOm51bGx9fQ%3D%3D\u0026amp;frame=false\u0026amp;hideCard=false\u0026amp;hideThread=false\u0026amp;id=2105052408032403532\u0026amp;lang=en\u0026amp;origin=https%3A%2F%2Farchive.thedeepview.com%2Fp%2Fchatgpt-dots-want-to-give-you-a-different-agent\u0026amp;sessionId=6c2b5d118b28978cbd3548cac5dbfef1089247ea\u0026amp;theme=light\u0026amp;widgetsVersion=6a3ad42b224df%3A1778106238597\u0026amp;width=550px\" data-tweet-id=\"2105052408032403532\"\u003e\u003c/iframe\u003e\u003c/div\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e The accord states that the signatories would regularly meet to establish standards and improve their safety systems. Additionally, it states that \"over time, it may make sense to codify these steps into laws and regulations.\"\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e This accord follows Trump rejecting calls for increased regulation and a slowed pace of development, \u003ca class=\"link\" href=\"https://www.washingtonpost.com/politics/2026/09/14/onstage-call-with-nvidia-ceo-trump-deems-ai-fears-hoax/?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003ecalling the increased AI safety alarmism a \"hoax\" \u003c/a\u003eduring an on-stage call with Huang at an event hosted by the \"All-In\" podcast in mid-September. \u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/9e7d31c7-673b-475f-9c87-cf6c1be7b363/Frame_1410104594.png?t=1765345175\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e While these layers of protection are good in theory, the only thing enforcing this accord is the honor system, rather than actual law and regulation that creates consequences for the risks this tech could present. And though the leaders of these companies have largely been urging for safe development, they are all also the ones consistently pushing the frontier. Real safeguards won't result from a good faith system where companies promise they will try their best to keep the risks reined in. Additionally, these companies holding themselves accountable will only become more difficult as Anthropic and OpenAI approach public market debuts. And while regulation has often struggled to keep up with the pace of technology, in the case of tech that these companies claim could cause \"catastrophic risk, the best way to get substantial safeguards may be from the real consequences and outside accountability that regulation can provide.\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://www.thedeepview.com/author/nat-rubio-licht?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"Nat Rubio-Licht\" style=\"margin:0 auto 0 auto;width:40%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/48fe9d73-e19a-4746-98cc-8d49eb41c139/nat-rubio-licht-byline.png?t=1766448867\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;margin:5.0px 0.0px 5.0px 0.0px;padding:0.0px 0.0px 0.0px 0.0px;\"\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003eLINKS\u003c/span\u003e\u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/1c8854ee-478f-4500-a7a9-d5280dd7fe8e/In_Other_News.png?t=1768575169\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;\"\u003e\u003cul style=\"color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:24px;list-style-type:disc;margin:0px 0px 0px 25px;padding:0;\"\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e World model firm \u003ca class=\"link\" href=\"https://gamesbeat.com/general-intuition-raises-another-220m-at-6-2b-valuation-for-training-models-with-game-data/?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;
435\"\u003eGeneral Intuition raises $220 million at $6.2 billion\u003c/a\u003e\u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e Apple reportedly considered \u003ca class=\"link\" href=\"https://www.macrumors.com/2026/09/29/apple-reportedly-planned-5000-applecare-layoffs/?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003ecutting 5,000 Apple Care workers for agents\u003c/a\u003e\u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e Trump Administration \u003ca class=\"link\" href=\"https://thehill.com/homenews/administration/6117728-trump-launches-ai-government-website/?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003elaunches America.gov government\u003c/a\u003e chatbot \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e AI housing tool \u003ca class=\"link\" href=\"https://fortune.com/2026/09/29/elise-ai-4-billion-valuation-funding-round-housing-unicorn-andreessen-bessemer/?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eEliseAI raises $350 million, $4 billion\u003c/a\u003e valuation \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e OpenAI hit with \u003ca class=\"link\" href=\"https://www.axios.com/2026/09/29/openai-sued-hugging-face-breach?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003elawsuit over Hugging Face breach\u003c/a\u003e\u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e Anthropic says \u003ca class=\"link\" href=\"https://www.anthropic.com/research/glm-5-3-and-the-spread-of-advanced-cyber-capabilities?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eGLM-5 can autonomously build cyber exploits\u003c/a\u003e\u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/59d274bf-9e99-4acf-a6c7-ff9cdbb0233e/image.png?t=1752986916\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;\"\u003e\u003cul style=\"color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:24px;list-style-type:disc;margin:0px 0px 0px 25px;padding:0;\"\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://www.cnbc.com/2026/09/29/meta-launches-muse-for-small-business-zuckerberg-pushes-enterprise-ai.html?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;
435\"\u003eMuse for Small Business\u003c/a\u003e: Meta has launched a dedicated agent for small business workplaces.\u0026nbsp; \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://x.com/perplexity_ai/status/2104976036274552963?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eAutomations in Perplexity Computer\u003c/a\u003e: Allow for ongoing work, actions in response to triggers or schedules, and works with memory, skills, and connected apps.\u0026nbsp; \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://x.com/googlegemma/status/2104990261181075498?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eDiffusionGemma\u003c/a\u003e: Google's open-source AI can now be turned into a \"Jev-like model.\"\u0026nbsp; \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://x.com/GoogleResearch/status/2105005817103823011?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eGoogle Diffusion Controller\u003c/a\u003e: A lightweight steering damper that precisely steers image generation for better prompt alignment. \u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/25296119-9f00-4620-9931-2d98d0068485/image.png?t=1752986966\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;\"\u003e\u003cul style=\"color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:24px;list-style-type:disc;margin:0px 0px 0px 25px;padding:0;\"\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://jobs.ashbyhq.com/corridor/0b318cff-24d8-4090-9dce-cf55199ce348?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eCorridor\u003c/a\u003e: AI Engineer \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://humanlongevityinc.applytojob.com/apply/tFMhprQ4s5?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eHuman Longevity Inc.\u003c/a\u003e: Applied AI Engineer (LLMs, Agents, and Healthcare AI) \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://jobs.ashbyhq.com/simple-ai/652b88c5-199e-41d1-86f6-c367d737a84e/application?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eSimple AI\u003c/a\u003e: AI Agent Engineer \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://job-boards.greenhouse.io
435/sesolabor/jobs/4720111005?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eSeso\u003c/a\u003e: Software Engineer, AI/Agents \u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;margin:5.0px 0.0px 5.0px 0.0px;padding:0.0px 0.0px 0.0px 0.0px;\"\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003eGAMES\u003c/span\u003e\u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/d120b54c-d56c-4fbc-bdbf-41e83cbbc770/image.png?t=1752987116\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/dbf6786d-6a74-4bb3-b273-ac0b3fb703f7/AI_or_Not_-_TDV_-_2026.09.22__1_.png?t=1790742406\"\u003e\u003c/div\u003e\u003c/div\u003e\u003ctable border=\"0\" cellpadding=\"0\" cellspacing=\"0\" role=\"presentation\" style=\"border-collapse:collapse;\" width=\"100%\"\u003e\u003ctbody\u003e\u003ctr\u003e\u003ctd align=\"left\" style=\"padding:15px 15px 10px;\"\u003e\u003ch3 style=\"color:var(--wt-text-on-background-color);font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:20px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003eWhich image is real?\u003c/h3\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" style=\"font-size:.75rem;line-height:1rem;opacity:.75;padding:0px 15px 15px;text-align:left;\"\u003e\u003cdiv style=\"color:#2D2D2D;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:24px;margin:0;padding:0;\"\u003e\u003cspan style=\"color:var(--wt-text-on-background-color);text-decoration-color:#376DFC;text-decoration:underline;\"\u003e\u003ca data-skip-tracking=\"true\" style=\"color:inherit;\" href=\"https://archive.thedeepview.com/login\" target=\"_blank\" rel=\"noopener noreferrer nofollow\"\u003e Option A \u003c/a\u003e\u003c/span\u003e\u003cspan style=\"color:var(--wt-text-on-background-color);font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e \u0026nbsp;|\u0026nbsp; 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Please reply with any feedback. \u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:60%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/ddb65d9a-93a7-45fc-a6df-33b96db903fd/Multi_%2B_sabrina.jpg?t=1784369432\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Thanks for reading todayâs edition of The Deep View! Weâll see you in the next one. \u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/f13ecf40-963d-4c4e-8059-8f41083085a8/Frame_1410104595.png?t=1765345242\"\u003e\u003c/div\u003e\u003c/div\u003e\u003ctable role=\"none\" width=\"100%\" class=\"mob-w-full\" border=\"0\"\u003e\u003ctbody\u003e\u003ctr\u003e\u003ctd width=\"50%\" style=\"vertical-align:top\" class=\"mob-stack\"\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://unsplash.com/photos/staircase-in-wood-paneled-hallway-mRkH4J_TopI?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/ec6839ce-ee63-4064-a54e-7b41be5ea754/Real.png?t=1790742264\"\u003e\u003c/a\u003e\u003cdiv style=\"margin:0 auto 0 auto;padding:4px 0px 4px 0px;text-align:center;width:100%;\"\u003e\u003ca href=\"https://unsplash.com/photos/staircase-in-wood-paneled-hallway-mRkH4J_TopI?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\" rel=\"noopener\" style=\"color:#000000;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:12px;font-style:italic;text-decoration-color:#000000;text-decoration:underline;\" target=\"_blank\"\u003e\u003c/a\u003e\u003cp\u003e\u003ca href=\"https://unsplash.com/photos/staircase-in-wood-paneled-hallway-mRkH4J_TopI?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\" rel=\"noopener\" style=\"color:#000000;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:12px;font-style:italic;text-decoration-color:#000000;text-decoration:underline;\" target=\"_blank\"\u003e\u003c/a\u003e\u003ca class=\"link\" href=\"https://unsplash.com/photos/staircase-in-wood-paneled-hallway-mRkH4J_TopI?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eLink to the original\u003c/a\u003e\u003c/p\u003e\u003c/div\u003e\u003c/div\u003e\u003c/div\u003e\u003c/td\u003e\u003ctd width=\"50%\" style=\"vertical-align:top\" class=\"mob-stack\"\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e âThe lighting is too bright and the stairway is skinny in [this image], so AI corrected both in the other one. â \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cbr\u003eâA base board heater was visible, AI would not have done that.â \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cbr\u003e\u003cmark style=\"background-color:#ffffff;border-radius:0.25em;padding:0.125em 0;color:inherit;box-decoration-break:clone;-webkit-box-decoration-break:clone;\"\u003eâIn [this image], the carpet edges are ragged and the railings are complete.â \u003c/mark\u003e\u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cbr\u003eâThe white in the photo confirmed real. AI images are always beige.â \u003c/p\u003e\u003c/div\u003e\u003c/td\u003e\u003c/tr\u003e\u003c/tbody\u003e\u003c/table\u003e\u003ctable role=\"none\" width=\"100%\" class=\"mob-w-full\" border=\"0\"\u003e\u003ctbody\u003e\u003ctr\u003e\u003ctd width=\"50%\" style=\"vertical-align:top\" class=\"mob-stack\"\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://chatgpt.com/s/m_6abaf73dd8c481919681ad9db0c59f60?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/621748bd-f7a6-44fd-aafc-fae63bb69cb9/Fake.png?t=1790742283\"\u003e\u003c/a\u003e\u003cdiv style=\"margin:0 auto 0 auto;padding:4px 0px 4px 0px;text-align:center;width:100%;\"\u003e\u003ca href=\"https://chatgpt.com/s/m_6abaf73dd8c481919681ad9db0c59f60?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-yo
435u-a-different-agent\" rel=\"noopener\" style=\"color:#000000;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:12px;font-style:italic;text-decoration-color:#000000;text-decoration:underline;\" target=\"_blank\"\u003e\u003c/a\u003e\u003cp\u003e\u003ca href=\"https://chatgpt.com/s/m_6abaf73dd8c481919681ad9db0c59f60?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\" rel=\"noopener\" style=\"color:#000000;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:12px;font-style:italic;text-decoration-color:#000000;text-decoration:underline;\" target=\"_blank\"\u003e\u003c/a\u003e\u003ca class=\"link\" href=\"https://chatgpt.com/s/m_6abaf73dd8c481919681ad9db0c59f60?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eLink to the AI image\u003c/a\u003e\u003c/p\u003e\u003c/div\u003e\u003c/div\u003e\u003c/div\u003e\u003c/td\u003e\u003ctd width=\"50%\" style=\"vertical-align:top\" class=\"mob-stack\"\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e âThe image in the mirror in [this image] shows the wall behind the viewer is on a slant, which seems unlikely in real life.â \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cbr\u003eâ\u003cmark style=\"background-color:#ffffff;border-radius:0.25em;padding:0.125em 0;color:inherit;box-decoration-break:clone;-webkit-box-decoration-break:clone;\"\u003eThe bottom railing on the stairs looks more like a gate going across them.â \u003c/mark\u003e\u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cbr\u003eâ\u003cmark style=\"background-color:#ffffff;border-radius:0.25em;padding:0.125em 0;color:inherit;box-decoration-break:clone;-webkit-box-decoration-break:clone;\"\u003eThe chain for hanging lamp over the dining room table stops in mid-air.â \u003c/mark\u003e\u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cbr\u003eâThe amount of earth tones in [this image] seemed waaaaaay over the top.â \u003c/p\u003e\u003c/div\u003e\u003c/td\u003e\u003c/tr\u003e\u003c/tbody\u003e\u003c/table\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/f6b2537a-c207-453e-8567-5898374096f2/Frame_1410104596.png?t=1765345268\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://tdv.transistor.fm/?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/e9fc4821-1b3f-460d-b894-f
4356799a48efd9/nl-promo.png?t=1777003751\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/a09d75bf-0585-4881-8e41-db84e8df85d0/Frame_1410104597.png?t=1765345268\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e If you want to get in front of an audience of 750,000+ developers, business leaders and tech enthusiasts, get in touch with us \u003ca class=\"link\" href=\"https://www.thedeepview.com/sponsor?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003ehere\u003c/a\u003e. \u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:14px;padding-left:15px;padding-right:15px;padding-top:14px;text-align:center;width:100%;word-break:break-word;\"\u003e\u003ca target=\"_blank\" rel=\"noopener nofollow noreferrer\" href=\"https://www.thedeepview.com/sponsor?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=chatgpt-dots-want-to-give-you-a-different-agent\"\u003e\u003cbutton style=\"background-color:#376DFC;border-radius:23px;color:#FFFFFF;cursor:pointer;display:inline-block;font-family:'Verdana',Geneva,sans-serif;font-size:10px;font-weight:400;line-height:12px;padding:12px 11px;width:fit-content;\" type=\"button\"\u003e GET IN TOUCH WITH US HERE \u003c/button\u003e\u003c/a\u003e\u003c/div\u003e"])</script>
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435<script>self.__next_f.push([1,"\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/d316c1b4-1bbf-43de-86e9-04f53fb9dd3e/BANNER__42_.jpg?t=1790670762\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://www.stackai.com/?utm_source=partner-thedeepview\u0026amp;utm_medium=sponsored\u0026amp;utm_campaign=202609-deepview-enterprise-global-awareness\u0026amp;utm_content=newsletter_0929-homepage\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:55%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/66fd67d4-7ec5-44a6-92ce-b8150446b084/Together_W_StackAI_pill_v3.png?t=1790607812\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cspan style=\"font-weight:700;\"\u003e\u003cb\u003eWelcome back.\u003c/b\u003e\u003c/span\u003e Nvidia wants to help keep the AI boom from going off the rails by launching a new platform that keeps agents from going rogue. It's positioning itself as a safety steward, but while over 100 partners have joined the party, several major labs haven't signed on. Meanwhile, Sabrina Ortiz explains how Meta is asking businesses to trust Muse while new reports of privacy and security problems raise uncomfortable questions. And Anthropicâs new Claude Sonnet 5.5 makes the case that AIâs next competitive advantage is doing more work for less money, though emerging rivals could undercut that strategy, as Nat Rubio-Licht reports. \u003ci\u003eâ\u003c/i\u003e\u003ca class=\"link\" href=\"https://www.thedeepview.com/author/jason-hiner?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003e\u003ci\u003eJason Hiner\u003c/i\u003e\u003c/a\u003e\u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv id=\"in-todays-newsletter\" style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cb\u003eIN TODAYâS NEWSLETTER\u003c/b\u003e\u003c/p\u003e\u003c/div\u003e\u003cdiv id=\"1-anthropic-meets-open-ai-on-price-\" style=\"padding-bottom:4px;padding-left:15px;padding-right:15px;padding-top:4px;\"\u003e\u003ch2 style=\"color:#2A2A2A;font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:24px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003e1.\u003c/span\u003e Anthropic meets OpenAI on price, but neolabs loom\u003c/h2\u003e\u003c/div\u003e\u003cdiv id=\"2-metas-muse-hype-meets-enterprise-\" style=\"padding-bottom:4px;padding-left:15px;padding-right:15px;padding-top:4px;\"\u003e\u003ch2 style=\"color:#2A2A2A;font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:24px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003e2.\u003c/span\u003e Meta's Muse hype meets enterprise reality\u003c/h2\u003e\u003c/div\u003e\u003cdiv id=\"3-nvidia-is-pitching-itself
435-as-a-is\" style=\"padding-bottom:4px;padding-left:15px;padding-right:15px;padding-top:4px;\"\u003e\u003ch2 style=\"color:#2A2A2A;font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:24px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003e3.\u003c/span\u003e Nvidia is pitching itself as AI's safety steward\u003c/h2\u003e\u003c/div\u003e\u003cdiv style=\"background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;margin:10.0px 0.0px 5.0px 0.0px;padding:0.0px 0.0px 0.0px 0.0px;\"\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003ePRODUCTS\u003c/span\u003e\u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:0px;padding-left:15px;padding-right:15px;padding-top:0px;\"\u003e\u003ch1 style=\"color:#2A2A2A;font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:28px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003eClaude Sonnet 5.5 puts AI efficiency in focus again\u003c/h1\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://www.thedeepview.com/articles/claude-sonnet-5-5-puts-ai-efficiency-in-focus-again?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/e3c7a291-3e95-4386-bddf-9676ceec2971/thedeepview_A_highly_realistic_editorial_photograph_illustrat_0e34e643-16ba-4b0e-8493-80755efec28c_3.png?t=1790637168\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Anthropic is releasing a more cost-effective version of its flagship version 5.5 model.\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e On Monday, the AI lab released Claude Sonnet 5.5, the latest addition to its lineup, a \"lower-cost complement\" to its recently-released Opus 5.5 model featuring faster performance compared to previous iterations.\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e The company said that Sonnet 5.5 runs 30% faster than Claude Sonnet 5. Notably, however, Anthropic says that Sonnet 5.5 needs far fewer tokens to do the same amount of work as previous models, costing up to 30% less for most tasks.\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e On the surface, Sonnet 5.5 costs the same as its previous generation, sitting at $2 per million input tokens and $10 per million output tokens, as well as 20 cents per million cache reads. For reference, \u003ca class=\"link\" href=\"https://openai.com/index/introducing-gpt-6-sol-and-luna/?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eOpenAI's GPT-6 Sol\u003c/a\u003e runs at the same cost of $2 per million input tokens and $10 per million output tokens, and \u003ca class=\"link\" href=\"https://www.thedeepview.com/articles/opus-5-5-makes-frontier-ai-cheaper-and-safer?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eAnthropic's Opus 5.5 costs double\u003c/a\u003e, at $4 per million input tokens and $20 per million output tokens. Sol and Opus are considered the same class of model, while Sonnet is in the same class as OpenAI's mid-tier Terra model. \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Sonnet performs strongest in everyday tasks, such as fixing bugs and creating documents, slides and spreadsheets. Compared to the previous generation of Sonnet, Anthropic said Sonnet 5.5 offers a number of improvements:\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;\"\u003e\u003cul style=\"color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:24px;list-style-type:disc;margin:0px 0px 0px 25px;padding:0;\"\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e The model sweeps Sonnet 5 across the board in all benchmarks, including agentic coding, knowledge work, computer use and multidisciplinary reasoning. Though it sits just below Opus 5.5's scores in almost every benchmark, Sonnet 5.5 scored higher than both Sonnet 5 and Opus 5.5 on the Terminal-Bench 4.0 benchmark for agentic coding.\u0026nbsp; \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e Anthropic says the model writes more clearly than previous iterations, making it a better partner for collaborative work, and is faster on less complex tasks.\u0026nbsp; \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e Sonnet 5.5 improves or meets Sonnet 5 on most measures for alignment in Anthropic's automated behavioral audit, the company said.\u0026nbsp; \u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Sonnet 5.5's cyber capabilities are comparable to those of Opus 5, making it the first of the Sonnet series to have the same cyber safeguards as its most capable models. In addition to cybersecurity safeguards, Sonnet 5.5 is built with guardrails against the harmful queries for biology.\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Additionally, Sonnet 5.5 is built to prevent model distillation attacks, launching with \"safety classifiers\" that prevent reasoning extraction and \"preserved thinking\" that prevents the model's reasoning from being \"decoupled from the account that created it.\"\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Claude Sonnet 5.5 is available on all platforms, and with no data retention. Anthropic also reported that it will be releasing a 5.5 version of Claude Haiku, the lightest and lowest-cost model series it offers, in the coming weeks. \u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/9e7d31c7-673b-475f-9c87-cf6c1be7b363/Frame_1410104594.png?t=1765345175\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e OpenAI and Anthropic have read the room on enterprise cost-cutting. They are now competing heavily on price, pushing the boundaries on just how cheap they can serve up intelligence while leapfrogging each other on performance. The problem that the labs face, however, is that they are relying on conventional model architecture to try and drive down the efficiency curve. Meanwhile, neolabs may present a threat to that strategy, as companies like \u003ca class=\"link\" href=\"https://www.thedeepview.com/articles/jev-puts-frontier-ai-price-premium-under-pressure?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eJev-maker Typesafe\u003c/a\u003e and \u003ca class=\"link\" href=\"https://www.thedeepview.com/articles/pathway-breakthrough-challenges-ai-economics?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003ePathway\u003c/a\u003e gain traction as they look towards a future beyond traditional LLMs that can provide comparable performance at a fraction of the cost.\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://www.thedeepview.com/author/nat-rubio-licht?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"Nat Rubio-Licht\" style=\"margin:0 auto 0 auto;width:40%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/48fe9d73-e19a-4746-98cc-8d49eb41c139/nat-rubio-licht-byline.png?t=1766448867\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;margin:5.0px 0.0px 5.0px 0.0px;padding:0.0px 0.0px 0.0px 0.0px;\"\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003eTOGETHER WITH STACKAI\u003c/span\u003e\u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:0px;padding-left:15px;padding-right:15px;padding-top:0px;\"\u003e\u003ch1 style=\"color:#2A2A2A;font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:28px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003eBuild No-Code AI Agents With Enterprise-Grade Governance\u003c/h1\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://www.stackai.com/?utm_source=partner-thedeepview\u0026amp;utm_medium=sponsored\u0026amp;utm_campaign=202609-deepview-enterprise-global-awareness\u0026amp;utm_content=newsletter_0929-homepage\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/b5f64df0-b6ed-42c1-a82c-120fca010727/newsletter-ad-1a.png?t=1790607841\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Anyone can build an AI agent. Almost nobody can get one past IT. \u003ca class=\"link\" href=\"https://www.stackai.com/?utm_source=partner-thedeepview\u0026amp;utm_medium=sponsored\u0026amp;utm_campaign=202609-deepview-enterprise-global-awareness\u0026amp;utm_content=newsletter_0929-homepage\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eStackAI\u003c/a\u003e is built for both. \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cb\u003eYour builders get:\u003c/b\u003e\u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;\"\u003e\u003cul style=\
435"color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:24px;list-style-type:disc;margin:0px 0px 0px 25px;padding:0;\"\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e Drag-and-drop across SharePoint, Slack, Teams, databases and 4,000+ systems \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e Chat assistants, forms, Slack apps and API endpoints in minutes \u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cb\u003eYour IT team gets:\u003c/b\u003e\u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;\"\u003e\u003cul style=\"color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:24px;list-style-type:disc;margin:0px 0px 0px 25px;padding:0;\"\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e Deployment anywhere, whether that's our cloud, your VPC or fully on-premise \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e Built-in review and rollback on every release \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e Granular RBAC, SSO and audit logs \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e SOC 2 Type II, ISO 27001, HIPAA and GDPR compliance \u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Agents in production in weeks. Trusted by Morgan \u0026amp; Morgan, BAE Systems, City of Santa Monica, LifeMD + more. \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://www.stackai.com/?utm_source=partner-thedeepview\u0026amp;utm_medium=sponsored\u0026amp;utm_campaign=202609-deepview-enterprise-global-awareness\u0026amp;utm_content=newsletter_0929-homepage\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eBuild agents IT will approve\u003c/a\u003e\u003c/p\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;margin:5.0px 0.0px 5.0px 0.0px;padding:0.0px 0.0px 0.0px 0.0px;\"\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003eBIG TECH\u003c/span\u003e\u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:0px;padding-left:15px;padding-right:15px;padding-top:0px;\"\u003e\u003ch1 style=\"color:#2A2A2A;font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:28px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003eMeta's Muse hype meets enterprise reality\u003c/h1\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://www.thedeepview.com/articles/meta-chases-anthropic-
435playbook-amid-muse-woes?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/f73fed88-b418-40a0-b366-2644478e9b4d/thedeepview_dark_moody_editorial_scene_of_a_business_shirt_ex_e0116d42-23b0-4199-95b9-b0efcb05a326_1.png?t=1790639371\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Meta has had a turbulent month: viral wins with its Muse agent and new products, fresh security breach reports, and now a new push into enterprise. \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e On Monday, Meta \u003ca class=\"link\" href=\"https://about.fb.com/news/2026/09/launching-meta-enterprise-platform/?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eunveiled\u003c/a\u003e its Meta Enterprise Platform, which the company describes as a way for businesses to use AI to grow and transform. The platform packages the company's current offerings, including the Muse agent, Meta Business Agent, Muse API, and Muse Code, into services that organizations and developers can implement for business use cases.\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e While details of what this will actually look like are scarce, in a blog post, Meta founder and CEO Mark Zuckerberg disclosed that Chirantan \"CJ\" Desai will lead the effort, joining Meta as Chief Enterprise Platform Officer. He will be leaving his position as CEO and president of MongoDB, and his prior experience includes leading teams at Cloudflare and ServiceNow.\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Acknowledging how crucial privacy and security are to enterprise data, Zuckerberg reassured the public, saying, \"As with Muse, security and privacy are built into Metaâs enterprise products from the outset.\" Considering the many reports circulating about Muse breaching people's privacy, that comparison could not have come at a worse time: \u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;\"\u003e\u003cul style=\"color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:24px;list-style-type:disc;margin:0px 0px 0px 25px;padding:0;\"\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e YouTuber Matt Robb \u003ca class=\"link\" href=\"https://www.threads.com/share/FzIDHGp4D/?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eshared on Threads\u003c/a\u003e that Muse handled his Facebook Marketplace listing, accepted a lowball offer, divulged the user's address, and the interested buyer even showed up at the user's place. Meta's Superintelligence Labs' David Singleton responded to the Thread post, saying Meta would look into it.\u0026nbsp; \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e In another incident, after a user's Muse was acting slowly and strangely, the user \u003ca class=\"link\" href=\"https://www.threads.com/share/HwjUxEKjq/?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eposted about the incident\u003c/a\u003e, saying they thought it had been hacked or injected. Singleton answered on the thread, clarifying that it was not and that the hallucination making it seem that way was due to a bug.\u0026nbsp; \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e Tech writer Jason Aten \u003ca class=\"link\" href=\"https://www.inc.com/jason-aten/metas-new-muse-ai-agent-read-my-private-messages-i-never-asked-it-to/91408202?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003ereported\u003c/a\u003e that Muse accessed his iMessage when unauthorized. Singleton responded that Muse can only read if it is given access, clarifying that: \"The Messages integration in Muse's Mac app is opt-in.\" Aten says in the article that he did not opt-in, and that even if he did so without realizing it, it is still an issue.\u0026nbsp; \u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Perhaps the most alarming \u003ca class=\"link\" href=\"https://www.reuters.com/business/meta-testing-human-concierge-its-new-pers
435onal-ai-agent-muse-2026-09-22/?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003ereport\u003c/a\u003e of them all is that Meta was testing a \"human concierge\" feature for its Muse platform, in which human contractors would handle basic phone calls, such as booking haircuts or getting price quotes, that are placed through Muse. Employees expressed concerns about unintentionally sharing sensitive information with contractors, and another employee saw in a transcript that the human contractor made a racist remark during the call made on his behalf with an internet and cable provider to negotiate his bill. Meta has since acknowledged that \"it was a miss\" and that it \"rolled back this feature,\" according to the report. \u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/9e7d31c7-673b-475f-9c87-cf6c1be7b363/Frame_1410104594.png?t=1765345175\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e From a purely financial standpoint, the timing makes sense. It's no secret that the real money in AI lies with enterprises paying for organization-wide subscriptions, a playbook Anthropic has executed better than any other company. And with Meta's Muse agents going viral, now is the moment to compete for that audience, especially since Meta's marketing has succeeded by making the product feel accessible to everyone, regardless of AI expertise. I suspect that will appeal strongly to organizations that want assurance that, if they invest heavily, their employees will actually use the tool and get the most out of it. But overlooking the latest red flags around Muse would be short-sighted. Meta has a challenging history of compromising its users' security and privacy, and the new reports only reinforce that reputation. While individual users may be able to overlook it, the risk for enterprises is likely too high, as a single leak could expose trade secrets and cost companies millions or even billions in fines or reputational damage. \u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://www.thedeepview.com/author/sabrina-ortiz?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"Sabrina Ortiz, Senior Reporter\" style=\"margin:0 auto 0 auto;width:40%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/e7e0e37f-8f6f-43d4-9af9-1a1e0c886e42/sabrina-ortiz-byline.png?t=1768824599\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;margin:5.0px 0.0px 5.0px 0.0px;padding:0.0px 0.0px 0.0px 0.0px;\"\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003eTOGETHER WITH CODER\u003c/span\u003e\u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:0px;padding-left:15px;padding-right:15px;padding-top:0px;\"\u003e\u003ch1 style=\"color:#2A2A2A;font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:28px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003eEver Heard Of The âAI Operating Layerâ?\u003c/h1\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://coder.com/ai-operating-layer?utm_campaign=26Q4MS_The_Deep_View_SEPT_27\u0026amp;utm_source=deepview\u0026amp;utm_medium=media-sponsorship\u0026amp;utm_content=whitepaper\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/b30c4163-61f3-4ccd-8978-4e14e87f6c82/deep_view_-_primary.png?t=1790181810\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Todayâs software stacks all use the same three-layer (application, data, and compute) formula. Why? Because it works. But with the rapid rise of AI, companies are encountering a unique problem⦠AI doesnât fit neatly in one of these buckets. Sure, it may interact with them all, but it doesnât belong to any one. Which means for AI to thrive, thereâs only one solution: It needs \u003ca class=\"link\" href=\"https://coder.com/ai-operating-layer?utm_campaign=26Q4MS_The_Deep_View_SEPT_27\u0026amp;utm_source=deepview\u0026amp;utm_medium=media-sponsorship\u0026amp;utm_content=whitepaper\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003ea layer of its own\u003c/a\u003e. \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e This âAI Operating Layerâ is the foundational approach to having total control and visibility over your AI. Rather than running it in-between other layers â where itâs difficult to monitor and govern â this dedicated layer helps your AI work within your infrastru
435cture, under your policies, and with complete visibility to your teams. \u003ca class=\"link\" href=\"https://coder.com/ai-operating-layer?utm_campaign=26Q4MS_The_Deep_View_SEPT_27\u0026amp;utm_source=deepview\u0026amp;utm_medium=media-sponsorship\u0026amp;utm_content=whitepaper\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eCoder\u003c/a\u003e has put together an entire whitepaper explaining this concept, which you can \u003ca class=\"link\" href=\"https://coder.com/ai-operating-layer?utm_campaign=26Q4MS_The_Deep_View_SEPT_27\u0026amp;utm_source=deepview\u0026amp;utm_medium=media-sponsorship\u0026amp;utm_content=whitepaper\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eread for free right here.\u003c/a\u003e\u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://coder.com/ai-operating-layer?utm_campaign=26Q4MS_The_Deep_View_SEPT_27\u0026amp;utm_source=deepview\u0026amp;utm_medium=media-sponsorship\u0026amp;utm_content=whitepaper\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eDownload âThe AI Operating Layerâ whitepaper.\u003c/a\u003e\u003c/p\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;margin:5.0px 0.0px 5.0px 0.0px;padding:0.0px 0.0px 0.0px 0.0px;\"\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003eGOVERNANCE\u003c/span\u003e\u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:0px;padding-left:15px;padding-right:15px;padding-top:0px;\"\u003e\u003ch1 style=\"color:#2A2A2A;font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:28px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003eNvidia is pitching itself as AI's safety steward\u003c/h1\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://www.thedeepview.com/articles/nvidia-is-pitching-itself-as-ai-s-safety-steward?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/6b837099-213d-4b1f-865d-c59193281670/58e1d64becb5c3cb89b2b6276468a3e9ca6f9895-1672x941_copy.png?t=1790637416\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Testing and experimenting with AI agents is extremely useful, but the risks have been exposed recently as many have escaped their environments and breached third parties. Nvidia thinks it has a solution. \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e On Monday, Nvidia announced the Open Agent Safety platform, which the company describes as an open software platform and reference system design that can strengthen AI agent security from testing to deployment. Simply put, it helps developers build safeguards to prevent agents from escaping containment, ultimately addressing the underlying cause of the recent agent security incidents, which Nvidia identifies as agents circumventing security controls to complete their assigned tasks.\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n .twitter-wrapper {\n max-width: 520px;\n }\n \n @media only screen and (max-width: 640px) {\n .twitter-wrapper {\n padding-left: 15px;\n padding-right: 15px;\n }\n }\n\u003c/style\u003e\u003cdiv class=\"py-2\"\u003e\u003cdiv class=\"twitter-wrapper mx-auto\"\u003e\u003cdiv class=\"twitter-tweet twitter-tweet-rendered\" style=\"width: 100%; margin: 10px auto; display: flex; max-width: 550px;\"\u003e\u003ciframe id=\"twitter-widget-0\" scrolling=\"no\" frameborder=\"0\" allowtransparency=\"true\" allowfullscreen=\"true\" class=\"\" style=\"position: static; visibility: visible; width: 520px; height: 679px; display: block; flex-grow: 1;\" title=\"X Post\" src=\"https://platform.twitter.com/embed/Tweet.html?dnt=false\u0026amp;embedId=twitter-widget-0\u0026amp;features=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%3D%3D\u0026amp;frame=false\u0026amp;hideCard=false\u0026amp;hideThread=false\u0026amp;id=2104499465055023424\u0026amp;lang=en\u0026amp;origin=https%3A%2F%2Farchive.thedeepview.com%2Fp%2Fanthropic-meets-openai-on-price-but-neolabs-loom\u0026amp;sessionId=7d746bcf4871b6ba444c4ac61443e17b10cce7be\u0026amp;theme=light\u0026amp;widgetsVersion=6a3ad42b224df%3A1778106238597\u0026amp;width=550px\" data-tweet-id=\"2104499465055023424\"\u003e\u003c/iframe\u003e\u003c/div\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Over 100 partners have joined the platform, including heavyweights such as Anthropic, SpaceX, Microsoft, IBM, and Perplexity. Meanwhile, OpenAI, Google, Meta, and Amazon are notably absent from the new coalition. \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e With the new platform, organizations can control the entire AI agent stack, from the softw
435are that runs the agents to the hardware that powers their work, and even the robotic systems that take physical action in the real world. This is enabled by bringing together Nvidia OpenShell and Sentry:\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;\"\u003e\u003cul style=\"color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:24px;list-style-type:disc;margin:0px 0px 0px 25px;padding:0;\"\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003cspan style=\"font-weight:700;\"\u003e\u003cb\u003eNVIDIA OpenShell:\u003c/b\u003e\u003c/span\u003e the software that sets boundaries for how agents running on CPUs execute tasks across both open and closed models. It shouldn't compromise speed or delivery.\u0026nbsp; \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003cspan style=\"font-weight:700;\"\u003e\u003cb\u003eNVIDIA Sentry\u003c/b\u003e\u003c/span\u003e: Monitors agents' behavior, providing in-silicon security enforcement that can stop and quarantine an agent attempting to move outside its boundary within milliseconds.\u0026nbsp; \u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e CNBC reports that in a call, Nvidia told reporters that this could have prevented \u003ca class=\"link\" href=\"https://openai.com/index/hugging-face-incident-and-the-road-ahead/?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eOpenAI's Hugging Face incident in July\u003c/a\u003e, in which an agent, driven by a combination of OpenAI models, compromised Hugging Face's infrastructure. Since then, there have been many other similar instances reported, including the first known \u003ca class=\"link\" href=\"https://www.thedeepview.com/articles/how-rogue-ai-created-an-international-incident?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eAI-attempted hack of a government entity\u003c/a\u003e. \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cbr\u003eIn addition to the partnerships mentioned above, Anthropic and Nvidia took their collaboration a step further by developing Claude Managed Agents, which run the agent loop on a separate, sealed-off server from the sandboxes where the work takes place. Nvidia's OpenShell software and BlueField chips let enterprises set strict rules about what the AI can access inside that workspace. \u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/9e7d31c7-673b-475f-9c87-cf6c1be7b363/Frame_1410104594.png?t=1765345175\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e The most interesting point is that, as Jensen Huang noted in his post on X, this isn't meant to be a single product but an ecosystem. Up until now, Nvidia hasn't positioned itself as a leading voice on AI governance, as Anthropic, OpenAI, and Google have been trying to do. But in its role as self-appointed steward of the current AI boom, this looks like a clear step in that direction and shows that it's concerned the safety narrative could derail AI progress. Through this release, Nvidia acknowledges the same risks others have raised and offers its own path forward. This release also continues to highlight how AI companies are being left to build safety measures on their own, since there's no overseeing body to set and enforce them.\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://www.thedeepview.com/author/sabrina-ortiz?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:40%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/e7e0e37f-8f6f-43d4-9af9-1a1e0c886e42/sabrina-ortiz-byline.png?t=1768575206\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;margin:5.0px 0.0px 5.0px 0.0px;padding:0.0px 0.0px 0.0px 0.0px;\"\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003eLINKS\u003c/span\u003e\u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/1c8854ee-478f-4500-a7a9-d5280dd7fe8e/In_Other_News.png?t=1768575169\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;\"\u003e\u003cul style=\"color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:24px;list-style-type:disc;margin:0px 0px 0px 25px;padding:0;\"\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e OpenAI promises to \u003ca class=\"link\" href=\"https://www.bloomberg.com/news/articles/2026-09-29/openai-to-establish-australian-taskforce-on-ai-cyber-risk?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003ecreate cyber task force following Australia breach\u003c/a\u003e\u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e Anthropic \u003ca class=\"link\" href=\"https://www.reuters.com/business/finance/anthropics-ipo-prospectus-shows-sweeping-ai-vision-surging-costs-2026-09-28/?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eIPO prospectus reveals $42 billion net loss\u003c/a\u003e in 2025 \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e Fei-Fei Li's World Labs \u003ca class=\"link\" href=\"https://www.worldlabs.ai/blog/amd-announcement?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003esigns definitive agreement\u003c/a\u003e to join AMD \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e Florida AG Uthmeier \u003ca class=\"link\" href=\"https://www.axios.com/2026/09/28/florida-openai-chatgpt-injunction-uthmeier?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eseeks injunction against OpenAI \u003c/a\u003eover self-regulation\u0026nbsp; \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e AI assistant startup Instinct \u003ca class=\"link\" href=\"https://techcrunch.com/2026/09/28/viral-ai-agent-instinct-raises-1b-series-c-at-a-10b-valuation/?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eraises $1 billion at $10 billion valuation\u003c/a\u003e\u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e Nvidia CEO Jensen Huang calls \u003ca class=\"link\" href=\"https://www.cnbc.com/2026/09/28/nvidias-jensen-huang-ai-distillation-china.html?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eAI model distillation competition\u003c/a\u003e, not theft \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e US DHS \u003ca class=\"link\" href=\"https://www.washingtonpost.com/investigations/2026/09/26/government-is-enlisting-ai-
435help-decide-what-public-records-you-get-see/?pwapi_token=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJyZWFzb24iOiJnaWZ0IiwibmJmIjoxNzkwMzk1MjAwLCJpc3MiOiJzdWJzY3JpcHRpb25zIiwiZXhwIjoxNzkxNzc3NTk5LCJpYXQiOjE3OTAzOTUyMDAsImp0aSI6ImY4YjYzZWIwLWJmNDgtNDVkYS1iZmNhLWMyZTNkZjNmNWVmZSIsInVybCI6Imh0dHBzOi8vd3d3Lndhc2hpbmd0b25wb3N0LmNvbS9pbnZlc3RpZ2F0aW9ucy8yMDI2LzA5LzI2L2dvdmVybm1lbnQtaXMtZW5saXN0aW5nLWFpLWhlbHAtZGVjaWRlLXdoYXQtcHVibGljLXJlY29yZHMteW91LWdldC1zZWUvIn0.zAu4NheqwA4cR4iQ78X-6GRIXdN-rkdANBumxe8sjh8\u0026amp;utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eto use AI to process FOIA requests\u003c/a\u003e and recommend redactions \u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/59d274bf-9e99-4acf-a6c7-ff9cdbb0233e/image.png?t=1752986916\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;\"\u003e\u003cul style=\"color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:24px;list-style-type:disc;margin:0px 0px 0px 25px;padding:0;\"\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://x.com/ElevenLabs/status/2104572127617994917?s=20\u0026amp;utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eEleven v4\u003c/a\u003e: ElevenLabs fastest and most emotive voice model yet \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://x.com/ElevenLabs/status/2104572127617994917?s=20\u0026amp;utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eManus 2.0\u003c/a\u003e: Includes new Cascade architecture, Cue agent standalone app, and more \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://x.com/OpenAIDevs/status/2104252306447544447?s=20\u0026amp;utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eGPT-6 Sol and GPT-6 Luna\u003c/a\u003e: OpenAI fixed a bug degrading image understanding \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://x.com/CueAgents?s=20\u0026amp;utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eCue Agents\u003c/a\u003e: Manus's answer to Muse \u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/25296119-9f00-4620-9931-2d98d0068485/image.png?t=1752986966\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;\"\u003e\u003cul style=\"color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:24px;list-style-type:disc;margin:0px 0px 0px 25px;padding:0;\"\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://www.linkedin.com/jobs/view/4441217184/?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eBain \u0026amp; Company\u003c/a\u003e: Lead, AI Engineering \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://www.linkedin.com/jobs/view/4454585131/?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eStrekte Group\u003c/a\u003e: AI Implementation Strategist \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://www.linkedin.com/jobs/view/4467298917/?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eDeloitte\u003c/a\u003e: Agentic AI Engineer, Senior \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://www.linkedin.com/jobs/view/4418541876/?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eHill's Pet Nutrition\u003c/a\u003e: AI Creative Technologist \u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;margin:5.0px 0.0px 5.0px 0.0px;padding:0.0px 0.0px 0.0px 0.0px;\"\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003eGAMES\u003c/span\u003e\u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/d120b54c-d56c-4fbc-bdbf-41e83cbbc770/image.png?t=1752987116\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/a79795a3-a492-4a79-9264-7c2f87370234/AI_or_Not_-_TDV_-_2026.09.22__1_.png?t=1790638016\"\u003e\u003c/div\u003e\u003c/div\u003e\u003ctable border=\"0\" cellpadding=\"0\" cellspacing=\"0\" role=\"presentation\" style=\"border-collapse:collapse;\" width=\"100%\"\u003e\u003ctbody\u003e\u003ctr\u003e\u003ctd align=\"left\" style=\"padding:15px 15px 10px;\"\u003e\u003ch3 style=\"color:var(--wt-text-on-background-color);font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:20px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003eWhich image is real?\u003c/h3\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" style=\"font-size:.75rem;line-height:1rem;opacity:.75;padding:0px 15px 15px;text-align:left;\"\u003e\u003cdiv style=\"color:#2D2D2D;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:24px;margin:0;padding:0;\"\u003e\u003cspan style=\"color:var(--wt-text-on-background-color);text-decoration-color:#376DFC;text-decoration:underline;\"\u003e\u003ca data-skip-tracking=\"true\" style=\"color:inherit;\" href=\"https://archive.thedeepview.com/login\" target=\"_blank\" rel=\"noopener noreferrer nofollow\"\u003e Option A \u003c/a\u003e\u003c/span\u003e\u003cspan style=\"color:var(--wt-text-on-background-color);font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e \u0026nbsp;|\u0026nbsp; \u003c/span\u003e\u003cspan style=\"color:var(--wt-text-on-background-color);text-decoration-color:#376DFC;text-decoration:underline;\"\u003e\u003ca data-skip-tracking=\"true\" style=\"color:inherit;\" href=\"https://archive.thedeepview.com/login\" target=\"_blank\" rel=\"noopener noreferrer nofollow\"\u003e Option B 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0.0px;padding:0.0px 0.0px 0.0px 0.0px;\"\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cspan style=\"color:#376dfc;\"\u003ePOLL RESULTS\u003c/span\u003e\u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:4px;padding-left:15px;padding-right:15px;padding-top:4px;\"\u003e\u003ch2 style=\"color:#2A2A2A;font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:24px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003eDo you use on-device and local models on a regular basis?\u003c/h2\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Yes (32%)\u003cbr\u003eNo (66%)\u003cbr\u003eOther (2%) \u003c/p\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e The Deep View is written by Nat Rubio-Licht, Sabrina Ortiz, Jason Hiner, Faris Kojok and The Deep View crew. Please reply with any feedback. \u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:60%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/ddb65d9a-93a7-45fc-a6df-33b96db903fd/Multi_%2B_sabrina.jpg?t=1784369432\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Thanks for reading todayâs edition of The Deep View! Weâll see you in the next one. \u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/f13ecf40-963d-4c4e-8059-8f41083085a8/Frame_1410104595.png?t=1765345242\"\u003e\u003c/div\u003e\u003c/div\u003e\u003ctable role=\"none\" width=\"100%\" class=\"mob-w-full\" border=\"0\"\u003e\u003ctbody\u003e\u003ctr\u003e\u003ctd width=\"50%\" style=\"vertical-align:top\" class=\"mob-stack\"\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://unsplash.com/photos/orange-car-on-winding-mountain-road-0dkF_olN0mw?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/2eb8f7c3-93d4-4977-b9e4-4e41bfd80770/Real.png?t=1790637840\"\u003e\u003c/a\u003e\u003cdiv style=\"margin:0 auto 0 auto;padding:4px 0px 4px 0px;text-align:center;width:100%;\"\u003e\u003ca href=\"https://unsplash.com/photos/orange-car-on-winding-mountain-road-0dkF_olN0mw?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" rel=\"noopener\" style=\"color:#000000;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:12px;font-style:italic;text-decoration-color:#000000;text-decoration:underline;\" target=\"_blank\"\u003e\u003c/a\u003e\u003cp\u003e\u003ca href=\"https://unsplash.com/photos/orange-car-on-winding-mountain-road-0dkF_olN0mw?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-opena
435i-on-price-but-neolabs-loom\" rel=\"noopener\" style=\"color:#000000;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:12px;font-style:italic;text-decoration-color:#000000;text-decoration:underline;\" target=\"_blank\"\u003e\u003c/a\u003e\u003ca class=\"link\" href=\"https://unsplash.com/photos/orange-car-on-winding-mountain-road-0dkF_olN0mw?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eLink to the original\u003c/a\u003e\u003c/p\u003e\u003c/div\u003e\u003c/div\u003e\u003c/div\u003e\u003c/td\u003e\u003ctd width=\"50%\" style=\"vertical-align:top\" class=\"mob-stack\"\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e âThe brake lights are on as you would expect a driver to go around a curve like that. â \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cbr\u003eâIt seemed like a more natural road configuration versus the perfect curves in [this image].â \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cbr\u003eâ\u003cmark style=\"background-color:#ffffff;border-radius:0.25em;padding:0.125em 0;color:inherit;box-decoration-break:clone;-webkit-box-decoration-break:clone;\"\u003eI just picked the one that wasnât as sharp. Lately, that seems like the quickest differentiator.\u003c/mark\u003e\u003c/p\u003e\u003c/div\u003e\u003c/td\u003e\u003c/tr\u003e\u003c/tbody\u003e\u003c/table\u003e\u003ctable role=\"none\" width=\"100%\" class=\"mob-w-full\" border=\"0\"\u003e\u003ctbody\u003e\u003ctr\u003e\u003ctd width=\"50%\" style=\"vertical-align:top\" class=\"mob-stack\"\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://chatgpt.com/s/m_6ab9873f798c8191b2e5b1f4fb332435?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/cb16689d-7bd8-4dc7-9ad2-77a7e023e50d/Fake.png?t=1790637860\"\u003e\u003c/a\u003e\u003cdiv style=\"margin:0 auto 0 auto;padding:4px 0px 4px 0px;text-align:center;width:100%;\"\u003e\u003ca href=\"https://chatgpt.com/s/m_6ab9873f798c8191b2e5b1f4fb332435?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" rel=\"noopener\" style=\"color:#000000;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:12px;font-style:italic;text-decoration-color:#000000;text-decoration:underline;\" target=\"_blank\"\u003e\u003c/a\u003e\u003cp\u003e\u003ca href=\"https://chatgpt.com/s/m_6ab9873f798c8191b2e5b1f4fb332435?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" rel=\"noopener\" style=\"color:#000000;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:12px;font-style:italic;text-decoration-color:#000000;text-decoration:underline;\" target=\"_blank\"\u003e\u003c/a\u003e\u003ca class=\"link\" href=\"https://chatgpt.com/s/m_6ab9873f798c8191b2e5b1f4fb332435?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eLink to the AI image\u003c/a\u003e\u003c/p\u003e\u003c/div\u003e\u003c/div\u003e\u003c/div\u003e\u003c/td\u003e\u003ctd width=\"50%\" style=\"vertical-align:top\" class=\"mob-stack\"\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e âThe curved road doesn't connect in [this image].â \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cbr\u003eâ[This image] has road leading off the edge of the cliff, and stone walls instead of more normal barriers.â \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cbr\u003eâThe mist is too uniform in [this image] - it is too even and nature would have some variation however minor.â \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cbr\u003eâThe trees were all straight in the [this image]. Not realistic.â \u003c/p\u003e\u003c/div\u003e\u003c/td\u003e\u003c/tr\u003e\u003c/tbody\u003e\u003c/table\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/f6b2537a-c207-453e-8567-5898374096f2/Frame_1410104596.png?t=1765345268\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://tdv.transistor.fm/?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/e9fc4821-1b3f-460d-b894-f
4356799a48efd9/nl-promo.png?t=1777003751\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/a09d75bf-0585-4881-8e41-db84e8df85d0/Frame_1410104597.png?t=1765345268\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e If you want to get in front of an audience of 750,000+ developers, business leaders and tech enthusiasts, get in touch with us \u003ca class=\"link\" href=\"https://www.thedeepview.com/sponsor?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003ehere\u003c/a\u003e. \u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:14px;padding-left:15px;padding-right:15px;padding-top:14px;text-align:center;width:100%;word-break:break-word;\"\u003e\u003ca target=\"_blank\" rel=\"noopener nofollow noreferrer\" href=\"https://www.thedeepview.com/sponsor?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=anthropic-meets-openai-on-price-but-neolabs-loom\"\u003e\u003cbutton style=\"background-color:#376DFC;border-radius:23px;color:#FFFFFF;cursor:pointer;display:inline-block;font-family:'Verdana',Geneva,sans-serif;font-size:10px;font-weight:400;line-height:12px;padding:12px 11px;width:fit-content;\" type=\"button\"\u003e GET IN TOUCH WITH US HERE \u003c/button\u003e\u003c/a\u003e\u003c/div\u003e"])</script>
435<script>self.__next_f.push([1,"50:[\"$\",\"div\",\"2\",{\"className\":\"\\n lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 \\n \\n md:pl-0\\n \\n \\n lg:border-r lg:border-[#00000033] lg:my-0 my-0\\n md:border-r md:border-[#00000033]\\n border-b border-[#00000033] md:border-b-0 lg:border-b-0 pb-6 md:pb-0 lg:pb-0\\n \",\"children\":[\"$\",\"$L4d\",\"anthropic-meets-openai-on-price-but-neolabs-loom\",{\"data\":{\"_id\":\"anthropic-meets-openai-on-price-but-neolabs-loom\",\"author\":null,\"category\":null,\"coverImage\":{\"_key\":\"QXwkMFoz4qWTBYY1AKLA2\",\"_type\":\"image\",\"alt\":\"image\",\"asset\":{\"_ref\":\"image-03b59f0412417fe1b239135b318ec49a69a08505-1358x642-jpg\",\"_type\":\"reference\"}},\"date\":\"2026-09-29T11:33:00.000Z\",\"description\":null,\"excerpt\":null,\"headingAnchors\":[\"newsletter-2-metas-muse-hype-meets-enterprise-reality\",\"newsletter-3-nvidia-is-pitching-itself-as-ais-safety-steward\"],\"headings\":[\"Meta's Muse hype meets enterprise reality\",\"Nvidia is pitching itself as AI's safety steward\"],\"htmlContent\":\"$53\",\"isFeatured\":false,\"previewText\":\"Plus: Nvidia proposes a solution for the rogue AI crisis \",\"slug\":\"anthropic-meets-openai-on-price-but-neolabs-loom\",\"status\":\"published\",\"title\":\"Anthropic meets OpenAI on price, but neolabs loom\",\"total\":926}}]}]\n"])</script>
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435<script>self.__next_f.push([1,"\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/1a6ef572-6bbd-4a51-ac18-a49978abef27/BANNER__41_.jpg?t=1790587713\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://www.descope.com/blog/post/xaa?utm_source=deepview\u0026amp;utm_medium=email\u0026amp;utm_campaign=deepview-xaa-2026\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:55%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/6129fb68-c0f8-477b-84b4-14e4874f9cbb/Together_W_Descope_pill.png?t=1790276189\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cspan style=\"font-weight:700;\"\u003e\u003cb\u003eWelcome back.\u003c/b\u003e\u003c/span\u003e Qualcomm's latest mobile chip can run a 30-billion-parameter AI model on a phone, roughly seven times the size of the largest phone model weâd previously seen. Sabrina Ortiz explains the clever use of specialized models and memory that makes it possible. But a more capable chip alone wonât make your phone the AI assistant we've been promised for over a decade. In this weekâs Deep View Conversations, Qualcommâs Vinesh Sukumar lays out the other hurdles, from connectivity to battery life. Meanwhile, Anthropicâs economic forecasts raise a different question: Is widespread AI job loss inevitable? Nat Rubio-Licht examines the assumptions behind its bleakest scenario and the choices that could change the outcome. \u003ci\u003eâ\u003c/i\u003e\u003ca class=\"link\" href=\"https://www.thedeepview.com/author/jason-hiner?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003e\u003ci\u003eJason Hiner\u003c/i\u003e\u003c/a\u003e\u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv id=\"in-todays-newsletter\" style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cb\u003eIN TODAYâS NEWSLETTER\u003c/b\u003e\u003c/p\u003e\u003c/div\u003e\u003cdiv id=\"1-why-an-a-ifueled-jobs-crisis-is-n\" style=\"padding-bottom:4px;padding-left:15px;padding-right:15px;padding-top:4px;\"\u003e\u003ch2 style=\"color:#2A2A2A;font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:24px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003e1.\u003c/span\u003e Why an AI-fueled jobs crisis is not inevitable\u003c/h2\u003e\u003c/div\u003e\u003cdiv id=\"2-next-years-devices-get-7-x-ai-boo\" style=\"padding-bottom:4px;padding-left:15px;padding-right:15px;padding-top:4px;\"\u003e\u003ch2 style=\"color:#2A2A2A;font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:24px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003e2.\u003c/span\u003e Next year's devices get 7x AI boost from new chip\u003c/h2\u003e\u003c/div\u003e\u003cdiv id=\"3-why-your-phone-still-isnt-a-great\" style=\"padding-bottom:4px;padding-left:15px;padding-right:15px;padding-top:4px;\"\u003e\u003ch2 style=\"color:#2A2A2A;font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:24px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003e3.\u003c/span\u003e Why your phone still isn't a great AI assistant\u003c/h2\u003e\u003c/div\u003e\u003cdiv style=\"background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;margin:10.0px 0.0px 5.0px 0.0px;padding:0.0px 0.0px 0.0px 0.0px;\"\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003eRESEARCH\u003c/span\u003e\u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:0px;padding-left:15px;padding-right:15px;padding-top:0px;\"\u003e\u003ch1 style=\"color:#2A2A2A;font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:28px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003eThe holes in AIâs economic doomsday scenario\u003c/h1\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://www.thedeepview.com/articles/why-an-ai-fueled-jobs-crisis-is-not-inevitable?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/4d28d682-1095-4ad1-9255-8c26cb745c3f/4efdc68c98d0748ebc5720609a5db5ab77122bcb-1456x816_copy.png?t=1790542627\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e One of the foremost AI labs predicted three distinct scenarios for AI's future economic impact, and two involve large swathes of the workforce losing out. But what is the reality of that future?\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Earlier this month, \u003ca class=\"link\" href=\"https://www.anthropic.com/institute/econ-scenarios?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eAnthropic's economics team released research\u003c/a\u003e painting a picture of AI's potential modest, substantial, and extreme impact on the economy by 2030. While all three involve increases in the GDP, ranging from a 1.6% increase to a 32.4% increase, the cat
435ch is job displacement. The bigger the impact AI has on the economy, the larger the percentage of knowledge workers who are stripped of their jobs, with a large portion unable to find new work in the most extreme scenarios, according to this research.\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Additionally, Anthropic predicts that, as the impact of AI grows more severe, despite the growth in the GDP, the distribution of wealth is uneven, with more money made going back to capital than it does to workers' wages. As it stands, 60 cents of every dollar made goes back to the worker, and 40 cents to capital. AI could flip these figures in the most extreme scenarios, stagnating wages and worsening unemployment. That's the picture Anthropic paints in this report. \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Here are the three scenarios:\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;\"\u003e\u003cul style=\"color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:24px;list-style-type:disc;margin:0px 0px 0px 25px;padding:0;\"\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003cspan style=\"font-weight:700;\"\u003e\u003cb\u003eModest scenario\u003c/b\u003e\u003c/span\u003e: Anthropic says that AI has roughly the same impact on the economy as the internet, driving significant gains, though within historical norms. The GDP reaches $34.1 trillion, up 1.6%, by 2030, and though 0.3% of knowledge workers are displaced, all of those workers are able to be reallocated into new roles.\u0026nbsp; \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003cspan style=\"font-weight:700;\"\u003e\u003cb\u003eSubstantial scenario\u003c/b\u003e\u003c/span\u003e: AI has roughly the same impact as the railroad, causing an 8.3% rise in the GDP to $36.3 trillion. Around 2.5% of knowledge workers are displaced, 1.8% of which are able to find new roles by 2030.\u0026nbsp; \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003cspan style=\"font-weight:700;\"\u003e\u003cb\u003eExtreme scenario\u003c/b\u003e\u003c/span\u003e: GDP sees a 32.4% increase by 2030 to $44.4 trillion as a result of unprecedented growth, likely led by the development of \u003ca class=\"link\" href=\"https://www.thedeepview.com/articles/anthropic-s-rsi-warning-contrasts-with-ipo-filing?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003erecursive self-improvement\u003c/a\u003e. 13.5% of knowledge workers are displaced, and only 5.2% are able to find new work, leaving 8.3% unemployed.\u0026nbsp; \u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e However, there may be a few hitches in the more extreme scenarios that Anthropic laid out, Julius Probst, senior economist at recruitment marketing firm Appcast, told The Deep View. For one, these scenarios assume that all of the GDP value that AI is generating will be consumed. But in the most extreme scenario, if we are heading towards a labor market facing wide-scale unemployment and a great deal of concentrated wealth, \"that is probably a bad assumption,\" said Probst. Many consumers would not be able to afford to buy things, meaning that the GDP won't actually surge.\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e \"Wealth inequality will soar, but these people will not buy additional cars or additional houses,\" said Probst. \"There's only so many more houses a billionaire can have.\"\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e The other hitch is that the model largely lumps together all knowledge workers into one bucket. The reality is that, while knowledge workers will be broadly impacted, many companies are still seeking senior, more skilled workers whose roles can be complemented by AI, said Probst. But even that won't be sustainable for long, he said, as many of those senior workers will retire and companies will realize they need to invest in junior talent again. \"I don't think this situation can persist for another three to five years. At some point in t
435ime, companies will realize we need to hire junior people again.\"\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e And given that a large portion of the labor force is involved in physical work that can't be supplanted by AI, of the three scenarios Anthropic painted, the most likely is the modest one, he said. \"AI growth is really showing up in two sectors only, and that is the tech sector and professional business services.\" \u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/9e7d31c7-673b-475f-9c87-cf6c1be7b363/Frame_1410104594.png?t=1765345175\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e There has long been a narrative being pushed by AI stakeholders that the tech is inevitable, and that every worker needs to get on board or be left behind. Anthropic's economic scenarios, especially the most extreme, support that narrative. If you are not able to keep up with AI skills, you could end up one of the 8.3% of knowledge workers that Anthropic predicts will be unable to cross over into a new job by 2030. But there are important caveats to remember in this forecast. The first is that the companies parroting the idea that AI is going to upend our economy and every worker needs to hop on board has a clear incentive to get as many people to adopt its technology as possible. And the second is that the future is not decided. Anthropic, to its credit, notes this in its research. However, in order to prevent the worst outcomes of AI, we need to prepare our economy and workforce for AI now, and stop believing the narrative that AI transformation, and the havoc it can wreak, are inevitable.\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://www.thedeepview.com/author/nat-rubio-licht?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"Nat Rubio-Licht\" style=\"margin:0 auto 0 auto;width:40%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/48fe9d73-e19a-4746-98cc-8d49eb41c139/nat-rubio-licht-byline.png?t=1766448867\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;margin:5.0px 0.0px 5.0px 0.0px;padding:0.0px 0.0px 0.0px 0.0px;\"\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003eTOGETHER WITH DESCOPE\u003c/span\u003e\u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:0px;padding-left:15px;padding-right:15px;padding-top:0px;\"\u003e\u003ch1 style=\"color:#2A2A2A;font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:28px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003eSSO for your AI agents\u003c/h1\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;
435\"\u003e\u003ca href=\"https://www.descope.com/blog/post/xaa?utm_source=deepview\u0026amp;utm_medium=email\u0026amp;utm_campaign=deepview-xaa-2026\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/8423597a-8cbc-407d-a2ab-6970d6e84690/DeepViewXAAad__1_.png?t=1790276241\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Every B2B company is shipping an MCP server, but how many can answer the question that comes up in enterprise security review: can we manage agent access with our own identity provider? \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://www.descope.com/blog/post/xaa?utm_source=deepview\u0026amp;utm_medium=email\u0026amp;utm_campaign=deepview-xaa-2026\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eCross-App Access (XAA)\u003c/a\u003e is the open standard that answers it, and Descope provides the identity infrastructure so you donât have to build it yourselves: \u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;\"\u003e\u003cul style=\"color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:24px;list-style-type:disc;margin:0px 0px 0px 25px;padding:0;\"\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e Validate tokens from your customers' IdPs, so their admins decide which agents reach your MCP server \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e Issue short-lived tokens so your own agents reach any MCP server \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e Let tenant admins set up XAA for their agents in a self-service portal \u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://www.descope.com/blog/post/xaa?utm_source=deepview\u0026amp;utm_medium=email\u0026amp;utm_campaign=deepview-xaa-2026\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eSupport SSO-like experiences for your AI agents and MCP servers.\u003c/a\u003e\u003c/p\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;margin:5.0px 0.0px 5.0px 0.0px;padding:0.0px 0.0px 0.0px 0.0px;\"\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003eHARDWARE\u003c/span\u003e\u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:0px;padding-left:15px;padding-right:15px;padding-top:0px;\"\u003e\u003ch1 style=\"color:#2A2A2A;font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:28px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003eHow Qualcomm pulled off a 7x boost for on-device AI\u003c/h1\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://www.thedeepview.com/articles/next-year-s-devices-get-7x-ai-boost-from-new-chip?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/c0c93d6a-2708-4a72-8ec0-8c5fedab8440/f1
435d85163b9e12e3925ddb5b66182a15115075db5-1672x941_copy.png?t=1790542739\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e During Qualcomm's Snapdragon Summit, one number made me snap my head up: support for 30-billion-parameter Mixture-of-Experts (MoE) AI models running locally on mobile devices.\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Qualcomm claims its most advanced chipset yet, the Snapdragon 8 Elite Extreme Gen 6, can pull this off. For context, the largest on-device model I'd seen on a phone was around 4 billion parameters, running on top-tier chips like Apple's A20 Pro. To see how a more than sevenfold jump is possible, it helps to understand how an MoE model works, because it's different from a traditional, or dense, model.\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e \"Very smart AI architects here have moved to this mixture of expert models, so you can get something that's sort of equivalent in kind of capability from a single dense model into actually what's composed of multiple small models,\" Chris Patrick, SVP and General Manager of Handsets at Qualcomm, told The Deep View.\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Qualcomm goes a step further by storing some of those experts in flash storage rather than keeping them all in RAM at once. As Patrick put it, \"the memory furniture on a phone\" isn't big enough to hold 30 billion parameters. Instead, the system predicts which expert it will need for the next token or action, loads it into memory, runs it, and then swaps it out for the next one. \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e This isn't to say dense models are obsolete. Smaller 4-billion-parameter models are already capable of a lot, from answering questions and summarizing documents to understanding images and carrying out tasks within apps, and their speed and efficiency make them ideal for everyday requests. But when a task calls for more advanced reasoning, users can now tap into far larger models than a phone's hardware would otherwise allow. \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e \"In the end, it is trying to approximate what you'd have for a single big dense model that might require 32GB of RAM on the phone,\" added Patrick. (Today's top-end phones typically have 12GB to 16GB of RAM.) \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e So can any model be run in the mixture of expert architecture? Not quite. The model itself has to be built in that specific format, but the good news is that MoE now underpins many of today's most capable open models, from DeepSeek's V4 series and Moonshot AI's Kimi K2.6 to Alibaba's Qwen3.6-35B-A3B, which, at 35 billion total parameters with only about 3 billion active at a time, is close to the scale Qualcomm says its new chip can handle. Google has also explicitly disclosed its use of MoE architectures, and it's worth noting that proprietary frontier models from OpenAI and Anthropic are widely believed to use MoE-style architectures, but they generally don't disclose architectural details. \u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/9e7d31c7-673b-475f-9c87-cf6c1be7b363/Frame_1410104594.png?t=1765345175\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Raw intelligence is no longer the bottleneck. Models keep getting more capable as more is demanded of them, especially with the rise of agentic AI. The real challenge, as noted above, is running these models on the devices we carry every day, like smartphones, smartwatches, and eventually smart glasses, which are the devices that will truly bring the vision of personal AI to life. That's why the industry is pursuing so many ways to make models not just smaller but more efficient, from model routing, which has surged in popularity, to domain-specific models built for particular tasks. MoE feels like a natural evolution of both: a single model made up of specialized experts, activated only when needed, that together deliver the capability of a much larger model. \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cspan style=\"font-weight:700;\"\u003e\u003ci\u003e\u003cb\u003eDisclaimer\u003c/b\u003e\u003c/i\u003e\u003c/span\u003e\u003ci\u003e: Sabrina Ortiz's travel to Snapdragon Summit was paid for by Qualcomm. The Deep View's coverage is editorially independent from the companies we cover.\u003c/i\u003e\u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://www.thedeepview.com/author/sabrina-ortiz?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"Sabrina Ortiz, Senior Reporter\" style=\"margin:0 auto 0 auto;width:40%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/e7e0e37f-8f6f-43d4-9af9-1a1e0c886e42/sabrina-ortiz-byline.png?t=1768824599\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;margin:5.0px 0.0px 5.0px 0.0px;padding:0.0px 0.0px 0.0px 0.0px;\"\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003eTOGETHER WITH BOX\u003c/span\u003e\u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:0px;padding-left:15px;padding-right:15px;padding-top:0px;\"\u003e\u003ch1 style=\"color:#2A2A2A;font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:28px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003eAccelerate knowledge work at BoxWorks â Nov. 4-6\u003c/h1\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://boxworks.box.com/series/boxworks-2026/landing_page?coupon_code=DeepView50\u0026amp;utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/64806114-d51e-400e-9918-21cf44fe3fbb/BWKeynoteSpeakersSocial.png?t=1790276834\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Enterprise AI begins with your content. As the file system for AI, Box securely connects unstructured data to the models, agents, and applications your teams use every dayâautomating workflows, removing manual bottlenecks, and turning content into meaningful, repeatable business outcomes. \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Join Box's Aaron Levie, NVIDIA's Jensen Huang, and Intel's Lip-Bu Tan at \u003ca class=\"link\" href=\"https://boxworks.box.com/series/boxworks-2026/landing_page?coupon_code=DeepView50\u0026amp;utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eBoxWorks 2026\u003c/a\u003e in San Francisco to experience how secure enterprise AI can turn business content into smarter workflows, deeper insights, and faster decisions. \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Use code DeepView50 for 50% off your registration. \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://boxworks.box.com/series/boxworks-2026/landing_page?coupon_code=DeepView50\u0026amp;utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eClaim 50% off â\u003c/a\u003e\u003c/p\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;margin:5.0px 0.0px 5.0px 0.0px;padding:0.0px 0.0px 0.0px 0.0px;\"\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003eCONSUMER\u003c/span\u003e\u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:0px;padding-left:15px;padding-right:15px;padding-top:0px;\"\u003e\u003ch1 style=\"color:#2A2A2A;font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:28px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003eWhy your phone still isn't a great AI assistant\u003c/h1\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://www.thedeepview.com/articles/why-your-phone-still-isn-t-a-great-ai-assistant?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/1831a2ed-1c1b-4948-8ab8-1fcd69e5f747/7f1f5fd2be027262ebe506690963d7b4e44e81ba-1672x941_copy.png?t=1790542843\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Nearly every smartphone launched in the past year features agentic AI capabilities, offering users an early look at what a fully agentic smartphone future could do for them. Of course, the tech powering it is driven by the chipsets. \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003
435e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e In this episode of The Deep View Conversations, we talked with Vinesh Sukumar, Qualcomm's VP of AI at the Snapdragon Summit, the company's annual conference where it launches its latest processors. This year, the launch included the mobile platforms Snapdragon 8 Elite Extreme Gen 6 for phones and Snapdragon Sound Elite Gen 2 for wearables. \u003c/p\u003e\u003c/div\u003e\u003cdiv class=\"p-4\"\u003e\u003cdiv class=\"mx-auto\" id=\"06a720ee-19a1-44c1-ba1d-c87b094dc70a\" style=\"max-width: 520px;\"\u003e\u003cdiv class=\"relative\" style=\"width: 100%; height: 0; padding-bottom: 56.25%\"\u003e\u003ciframe allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen=\"\" class=\"absolute\" frameborder=\"0\" height=\"100%\" src=\"https://youtube.com/embed/YXvw9Gw41Xg\" style=\"top: 0; left: 0;\" width=\"100%\"\u003e\u003c/iframe\u003e\u003c/div\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Vinesh discussed how the chipsets came to be, including the special considerations made during their design such as improving connectivity, on-device support for large models, longer battery life, and other features crucial to smoothly running agentic AI applications. We also discussed what the future of a truly agentic AI phone looks like and what's been holding it back. \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Topics covered: \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e ⢠What an ideal agentic smartphone experience would look like\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e ⢠The demands agentic AI models make of mobile chipsets \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e ⢠The obstacles to agentic solutions becoming a game changer\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e ⢠The crawl, run, walk phases of agentic solutions, and where we are now \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e ⢠The role of other smart devices in creating agentic experiences\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e ⢠How support for a 30 billion MoE on-device model was made possible\u0026nbsp; \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e ⢠Qualcomm's role in working with partners to bring AI experiences to life \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e If you want to learn more about how the latest chipsets will change the future of Android flagship devices in the next year, including new AI experiences, this conversation will give you a clear idea. \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e ðº \u003ca class=\"link\" href=\"https://youtu.be/YXvw9Gw41Xg?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eWatch on YouTube\u003c/a\u003e\u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e ð§ \u003ca class=\"link\" href=\"https://tdv.transistor.fm/episodes/why-your-phone-still-isnt-the-ultimate-ai-assistant?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eListen in your favorite podcast player\u003c/a\u003e\u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://tdv.transistor.fm/?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eSubscribe to Deep View Conversations\u003c/a\u003e for interviews with the leaders shaping the future of AI, business, and technology. \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e And don't forget to \u003ca class=\"link\" href=\"https://subscribe.thedeepview.com/?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003esign up for The Deep View daily newsletter\u003c/a\u003e. We donât just cover AI, we decode it. In a world flooded with hype, we deliver sharp, no-nonsense insights to keep you ahead of the curve and help you put AI to work every day: \u003ca class=\"link\" href=\"http://subscribe.thedeepview.com?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003esubscribe.thedeepview.com\u003c/a\u003e\u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cspan style=\"font-weight:700;\"\u003e\u003ci\u003e\u003cb\u003eDisclaimer\u003c/b\u003e\u003c/i\u003e\u003c/span\u003e\u003ci\u003e: Sabrina Ortiz's travel to Snapdragon Summit was paid for by Qualcomm. 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}\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003eLINKS\u003c/span\u003e\u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/1c8854ee-478f-4500-a7a9-d5280dd7fe8e/In_Other_News.png?t=1768575169\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;\"\u003e\u003cul style=\"color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:24px;list-style-type:disc;margin:0px 0px 0px 25px;padding:0;\"\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e Oracle's \u003ca class=\"link\" href=\"https://www.wsj.com/finance/investing/cracks-in-oracles-ai-data-center-build-out-appear-in-massive-new-mexico-project-effb51c2?st=YwSbR2\u0026amp;utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eNew Mexico data center faces power, permitting\u003c/a\u003e problems \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e Bill Gates claims AI could be \u003ca class=\"link\" href=\"https://www.axios.com/2026/09/25/bill-gates-ai-deaths-doom?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003epowerful enough to wipe out humanity\u003c/a\u003e\u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e Ex-Anthropic worker \u003ca class=\"link\" href=\"https://www.tradingview.com/news/stocktwits:9c28646ae094b:0-ex-anthropic-researcher-who-warned-ai-could-kill-us-all-worked-with-pr-firm-report/?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eJacob Coxon reportedly worked with safety PR\u003c/a\u003e firm \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e AI finance tech firm \u003ca class=\"link\" href=\"https://fintech.global/2026/09/24/numerals-100m-series-c-bets-on-sales-tax-complexity/?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eNumeral raises $100 million Series C\u003c/a\u003e\u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e Google researchers find \u003ca class=\"link\" href=\"https://www.ft.com/content/3f406fbe-b72e-488f-9975-5b94e95dfe32?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003edark web hackers sell a
435ccess to AI\u003c/a\u003e models \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e OpenAI \u003ca class=\"link\" href=\"https://alignment.openai.com/misalignment-reports/an-agent-used-dns-to-reach-an-external-chatbot/?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003epauses training of most powerful AI\u003c/a\u003e after model passed restrictions \u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/59d274bf-9e99-4acf-a6c7-ff9cdbb0233e/image.png?t=1752986916\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;\"\u003e\u003cul style=\"color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:24px;list-style-type:disc;margin:0px 0px 0px 25px;padding:0;\"\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://www.theverge.com/news/1000532/microsoft-copilot-super-app-chat-coding-autopilot?view_token=eyJhbGciOiJIUzI1NiJ9.eyJpZCI6InU4bW1jR3ZjYWsiLCJwIjoiL25ld3MvMTAwMDUzMi9taWNyb3NvZnQtY29waWxvdC1zdXBlci1hcHAtY2hhdC1jb2RpbmctYXV0b3BpbG90IiwiZXhwIjoxNzkwNzY5NjU0LCJpYXQiOjE3OTAzMzc2NTR9.KN3P1sn7AgHa-sfRBRy4EC22AO-ZfzzeIe-P0jtw-VM\u0026amp;utm_medium=gift-link\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eMicrosoft Copilot\u003c/a\u003e: Microsoft has launched its Copilot \"superapp\" that combines three AI capabilities into one interface of chat, coding, and agents. \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://x.com/ExaAILabs/status/2103526510355517826?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eExa Agent Ultra\u003c/a\u003e: Orchestrates swarms of agents to perform exhaustive research, build comprehensive lists, and answer questions. \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://x.com/runwayml/status/2103540433225908447?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eRunway MCP\u003c/a\u003e: The AI video platform now connects directly into Claude Opus 5.5 to generate polished images and videos with Gen-4.5, Seedance 2.5, GPT Image 2, Kling and others.\u0026nbsp; \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://x.com/Meituan_LongCat/status/2103488918788411728?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eLongCat-2.5-Preview\u003c/a\u003e: A 1.6 trillion-parameter multimodal model with a 1 million token context window from Chinese developer Meituan. \u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/25296119-9f00-4620-9931-2d98d0068485/image.png?t=1752986966\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;\"\u003e\u003cul style=\"color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:24px;list-style-type:disc;margin:0px 0px 0px 25px;padding:0;\"\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://job-boards.greenhouse.io
435/hightouch/jobs/5542602004?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eHightouch\u003c/a\u003e: Software Engineer, AI Agents \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://ats.rippling.com/walden-robotics/jobs/ceb371d2-51ed-4e4b-8bb8-bb8f00a12d50?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eWalden Robotics\u003c/a\u003e: AI Engineer \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://jobs.ashbyhq.com/miramace/97e2393a-2ff1-4191-aecf-749399156cd1/application?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eMira Mace\u003c/a\u003e: Senior AI Engineer â Agents \u003c/p\u003e\u003c/li\u003e\u003cli style=\"margin:10px 0px 0px 0px;\"\u003e\u003cp style=\"text-align:left;\"\u003e\u003ca class=\"link\" href=\"https://jobs.smartrecruiters.com/BoschGroup/744000150006729-ai-research-engineer-agentic-ai?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eBosch\u003c/a\u003e: AI Research Engineer â Agentic AI \u003c/p\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;margin:5.0px 0.0px 5.0px 0.0px;padding:0.0px 0.0px 0.0px 0.0px;\"\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cspan style=\"color:#376DFC;\"\u003eGAMES\u003c/span\u003e\u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/d120b54c-d56c-4fbc-bdbf-41e83cbbc770/image.png?t=1752987116\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/5c4b3c73-913b-4961-bcca-b569fc9532fd/AI_or_Not_-_TDV_-_2026.09.22.png?t=1790543845\"\u003e\u003c/div\u003e\u003c/div\u003e\u003ctable border=\"0\" cellpadding=\"0\" cellspacing=\"0\" role=\"presentation\" style=\"border-collapse:collapse;\" width=\"100%\"\u003e\u003ctbody\u003e\u003ctr\u003e\u003ctd align=\"left\" style=\"padding:15px 15px 10px;\"\u003e\u003ch3 style=\"color:var(--wt-text-on-background-color);font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:20px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003eWhich image is real?\u003c/h3\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" style=\"font-size:.75rem;line-height:1rem;opacity:.75;padding:0px 15px 15px;text-align:left;\"\u003e\u003cdiv style=\"color:#2D2D2D;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:24px;margin:0;padding:0;\"\u003e\u003cspan style=\"color:var(--wt-text-on-background-color);text-decoration-color:#376DFC;text-decoration:underline;\"\u003e\u003ca data-skip-tracking=\"true\" style=\"color:inherit;\" href=\"https://archive.thedeepview.com/login\" target=\"_blank\" rel=\"noopener noreferrer nofollow\"\u003e Option A \u003c/a\u003e\u003c/span\u003e\u003cspan style=\"color:var(--wt-text-on-background-color);font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e \u0026nbsp;|\u0026nbsp; 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}\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cspan style=\"color:#376dfc;font-family:\u0026quot;DM Sans\u0026quot;, Lato, Montserrat, sans-serif;font-size:16px;font-weight:400;\"\u003eA QUICK POLL BEFORE YOU GO\u003c/span\u003e\u003c/p\u003e\u003c/div\u003e\u003ctable border=\"0\" cellpadding=\"0\" cellspacing=\"0\" role=\"presentation\" style=\"border-collapse:collapse;\" width=\"100%\"\u003e\u003ctbody\u003e\u003ctr\u003e\u003ctd align=\"left\" style=\"padding:15px 15px 10px;\"\u003e\u003ch3 style=\"color:var(--wt-text-on-background-color);font-family:'Instrument Serif',Georgia,'Times New Roman',serif;font-size:20px;font-weight:400;line-height:1.25;margin:0;text-align:left;\"\u003eDo you use on-device and local models on a regular basis?\u003c/h3\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" style=\"font-size:.75rem;line-height:1rem;opacity:.75;padding:0px 15px 15px;text-align:left;\"\u003e\u003cdiv style=\"padding-bottom:12px;padding-left:22px;padding-right:12px;padding-top:12px;\"\u003e\u003cul style=\"color:var(--wt-text-on-background-color);font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:24px;list-style-type:none;margin-left:25px;margin:0;padding:0;\"\u003e\u003cli style=\"color:var(--wt-text-on-background-color);text-decoration-color:#376DFC;text-decoration:underline;\"\u003e\u003ca data-skip-tracking=\"true\" rel=\"noopener noreferrer nofollow\" style=\"color:inherit;\" target=\"_blank\" href=\"https://archive.thedeepview.com/login\"\u003e Yes \u003c/a\u003e\u003c/li\u003e\u003cli style=\"color:var(--wt-text-on-background-color);text-decoration-color:#376DFC;text-decoration:underline;\"\u003e\u003ca data-skip-tracking=\"true\" rel=\"noopener noreferrer nofollow\" style=\"color:inherit;\" target=\"_blank\" href=\"https://archive.thedeepview.com/login\"\u003e No \u003c/a\u003e\u003c/li\u003e\u003cli style=\"color:var(--wt-text-on-background-color);text-decoration-color:#376DFC;text-decoration:underline;\"\u003e\u003ca data-skip-tracking=\"true\" rel=\"noopener noreferrer nofollow\" style=\"color:inherit;\" target=\"_blank\" href=\"https://archive.thedeepview.com/login\"\u003e Other (Tell us more!) \u003c/a\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" style=\"font-size:.75rem;line-height:1rem;opacity:.75;padding:0px 15px 15px;text-align:left;\"\u003e\u003cp style=\"color:inherit;\" class=\"text-wt-text-on-background\"\u003e\u003cspan\u003e\u003ca data-skip-tracking=\"true\" href=\"https://archive.thedeepview.com/login\"\u003e\u003cspan style=\"text-decoration: underline;\"\u003eLogin\u003c/span\u003e\u003c/a\u003e\u003c/span\u003e or \u003cspan\u003e\u003ca data-skip-tracking=\"true\" href=\"https://archive.thedeepview.com/subscribe\"\u003e\u003cspan style=\"text-decoration: underline;\"\u003eSubscribe\u003c/span\u003e\u003c/a\u003e\u003c/span\u003e to participate in polls. \u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003c/tbody\u003e\u003c/table\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e The Deep View is written by Nat Rubio-Licht, Sabrina Ortiz, Jason Hiner, Faris Kojok and The Deep View crew. Please reply with any feedback. \u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:60%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/ddb65d9a-93a7-45fc-a6df-33b96db903fd/Multi_%2B_sabrina.jpg?t=1784369432\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e Thanks for reading todayâs edition of The Deep View! Weâll see you in the next one. \u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/f13ecf40-963d-4c4e-8059-8f41083085a8/Frame_1410104595.png?t=1765345242\"\u003e\u003c/div\u003e\u003c/div\u003e\u003ctable role=\"none\" width=\"100%\" class=\"mob-w-full\" border=\"0\"\u003e\u003ctbody\u003e\u003ctr\u003e\u003ctd width=\"50%\" style=\"vertical-align:top\" class=\"mob-stack\"\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://unsplash.com/photos/a-vase-with-white-flowers-H0v9A1Ovnhc?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/a202b3a6-e185-45cd-8604-0af
43508d7d7b7e/Real.png?t=1790543867\"\u003e\u003c/a\u003e\u003cdiv style=\"margin:0 auto 0 auto;padding:4px 0px 4px 0px;text-align:center;width:100%;\"\u003e\u003ca href=\"https://unsplash.com/photos/a-vase-with-white-flowers-H0v9A1Ovnhc?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" rel=\"noopener\" style=\"color:#000000;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:12px;font-style:italic;text-decoration-color:#000000;text-decoration:underline;\" target=\"_blank\"\u003e\u003c/a\u003e\u003cp\u003e\u003ca href=\"https://unsplash.com/photos/a-vase-with-white-flowers-H0v9A1Ovnhc?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" rel=\"noopener\" style=\"color:#000000;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:12px;font-style:italic;text-decoration-color:#000000;text-decoration:underline;\" target=\"_blank\"\u003e\u003c/a\u003e\u003ca class=\"link\" href=\"https://unsplash.com/photos/a-vase-with-white-flowers-H0v9A1Ovnhc?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eLink to the original\u003c/a\u003e\u003c/p\u003e\u003c/div\u003e\u003c/div\u003e\u003c/div\u003e\u003c/td\u003e\u003ctd width=\"50%\" style=\"vertical-align:top\" class=\"mob-stack\"\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e âThe water glasses were more full with condensationâ \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cbr\u003e\u003cmark style=\"background-color:#ffffff;border-radius:0.25em;padding:0.125em 0;color:inherit;box-decoration-break:clone;-webkit-box-decoration-break:clone;\"\u003eâ[This image] has natural unfocused flaws that a real person will see as okay.â\u003c/mark\u003e\u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cbr\u003eâ\u003cmark style=\"background-color:#ffffff;border-radius:0.25em;padding:0.125em 0;color:inherit;box-decoration-break:clone;-webkit-box-decoration-break:clone;\"\u003eDepth of field is poor without a clear focal point. I would not expect an AI image to have such poor overall quality.â\u003c/mark\u003e\u003c/p\u003e\u003c/div\u003e\u003c/td\u003e\u003c/tr\u003e\u003c/tbody\u003e\u003c/table\u003e\u003ctable role=\"none\" width=\"100%\" class=\"mob-w-full\" border=\"0\"\u003e\u003ctbody\u003e\u003ctr\u003e\u003ctd width=\"50%\" style=\"vertical-align:top\" class=\"mob-stack\"\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://chatgpt.com/s/m_6ab592e714708191b5d4e170f361717f?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/72efbaa5-8bd6-44fb-bfe5-a9451674bda4/Fake.png?t=1790543896\"\u003e\u003c/a\u003e\u003cdiv style=\"margin:0 auto 0 auto;padding:4px 0px 4px 0px;text-align:center;width:100%;\"\u003e\u003ca href=\"https://chatgpt.com/s/m_6ab592e714708191b5d4e170f361717f?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" rel=\"noopener\" style=\"color:#000000;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:12px;font-style:italic;text-decoration-color:#000000;text-decoration:underline;\" target=\"_blank\"\u003e\u003c/a\u003e\u003cp\u003e\u003ca href=\"https://chatgpt.com/s/m_6ab592e714708191b5d4e170f361717f?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" rel=\"noopener\" style=\"color:#000000;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:12px;font-style:italic;text-decoration-color:#000000;text-decoration:underline;\" target=\"_blank\"\u003e\u003c/a\u003e\u003ca class=\"link\" href=\"https://chatgpt.com/s/m_6ab592e714708191b5d4e170f361717f?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003eLink to the AI image\u003c/a\u003e\u003c/p\u003e\u003c/div\u003e\u003c/div\u003e\u003c/div\u003e\u003c/td\u003e\u003ctd width=\"50%\" style=\"vertical-align:top\" class=\"mob-stack\"\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e âThe coloring of [this image] was too much like all other AI imagesâ \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cbr\u003eâ[This image] has some unusual shadows on the table cloth. â \u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cbr\u003eâ[This image]\u003cmark style=\"background-color:#ffffff;border-radius:0.25em;padding:0.125em 0;color:inherit;box-decoration-break:clone;-webkit-box-decoration-break:clone;\"\u003e has too many elements in sharp focus.â\u003c/mark\u003e\u003c/p\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e\u003cbr\u003e\u003cmark style=\"background-color:#ffffff;border-radius:0.25em;padding:0.125em 0;color:inherit;box-decoration-break:clone;-webkit-box-decoration-break:clone;\"\u003eâWay too many glasses of water in [this image].â \u003c/mark\u003e\u003c/p\u003e\u003c/div\u003e\u003c/td\u003e\u003c/tr\u003e\u003c/tbody\u003e\u003c/table\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/f6b2537a-c207-453e-8567-5898374096f2/Frame_1410104596.png?t=1765345268\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003ca href=\"https://tdv.transistor.fm/?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" rel=\"nofollow noopener noreferrer\" style=\"text-decoration: none;\" target=\"_blank\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/e9fc4821-1b3f-460d-b894-f
4356799a48efd9/nl-promo.png?t=1777003751\"\u003e\u003c/a\u003e\u003c/div\u003e\u003c/div\u003e\u003cdiv style=\"padding-left:15px;padding-right:15px;\"\u003e\u003cdiv style=\"padding-bottom:8px;padding-left:8px;padding-right:8px;padding-top:8px;\"\u003e\u003cimg alt=\"\" style=\"margin:0 auto 0 auto;width:100%;\" src=\"https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/a09d75bf-0585-4881-8e41-db84e8df85d0/Frame_1410104597.png?t=1765345268\"\u003e\u003c/div\u003e\u003c/div\u003e\u003cstyle\u003e\n p span[style*=\"font-size\"] { line-height: 1.6; }\n\u003c/style\u003e\u003cdiv style=\"padding-bottom:10px;padding-left:15px;padding-right:15px;padding-top:10px;\"\u003e\u003cp style=\"color:#2D2D2D;color:var(--wt-text-on-background-color) !important;font-family:'DM Sans',Lato,Montserrat,sans-serif;font-size:16px;line-height:1.5;text-align:left;\"\u003e If you want to get in front of an audience of 750,000+ developers, business leaders and tech enthusiasts, get in touch with us \u003ca class=\"link\" href=\"https://www.thedeepview.com/sponsor?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" style=\"-webkit-text-decoration:underline #376DFC;color:#376DFC;text-decoration:underline #376DFC;word-break:break-word;;\"\u003ehere\u003c/a\u003e. \u003c/p\u003e\u003c/div\u003e\u003cdiv style=\"padding-bottom:14px;padding-left:15px;padding-right:15px;padding-top:14px;text-align:center;width:100%;word-break:break-word;\"\u003e\u003ca target=\"_blank\" rel=\"noopener nofollow noreferrer\" href=\"https://www.thedeepview.com/sponsor?utm_source=thedeepview\u0026amp;utm_medium=newsletter\u0026amp;utm_campaign=the-holes-in-ai-s-economic-doomsday-scenario\"\u003e\u003cbutton style=\"background-color:#376DFC;border-radius:23px;color:#FFFFFF;cursor:pointer;display:inline-block;font-family:'Verdana',Geneva,sans-serif;font-size:10px;font-weight:400;line-height:12px;padding:12px 11px;width:fit-content;\" type=\"button\"\u003e GET IN TOUCH WITH US HERE \u003c/button\u003e\u003c/a\u003e\u003c/div\u003e"])</script>
435<script>self.__next_f.push([1,"51:[\"$\",\"div\",\"3\",{\"className\":\"\\n lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 \\n \\n \\n lg:pr-0\\n md:pr-0\\n \\n \\n \\n \",\"children\":[\"$\",\"$L4d\",\"the-holes-in-ai-s-economic-doomsday-scenario\",{\"data\":{\"_id\":\"the-holes-in-ai-s-economic-doomsday-scenario\",\"author\":null,\"category\":null,\"coverImage\":{\"_key\":\"UQY1Vm6JEjAb3m3sw-RlN\",\"_type\":\"image\",\"alt\":\"image\",\"asset\":{\"_ref\":\"image-fcb31bc7ab4592a80a7d57a485c038bfda82e44d-1358x642-jpg\",\"_type\":\"reference\"}},\"date\":\"2026-09-28T11:33:00.000Z\",\"description\":null,\"excerpt\":null,\"headingAnchors\":[\"newsletter-2-next-years-devices-get-7x-ai-boost-from-new-chip\",\"newsletter-3-why-your-phone-still-isnt-a-great-ai-assistant\"],\"headings\":[\"Next year's devices get 7x AI boost from new chip\",\"Why your phone still isn't a great AI assistant\"],\"htmlContent\":\"$54\",\"isFeatured\":false,\"previewText\":\"Plus: The agentic phone needs more than a faster chip\",\"slug\":\"the-holes-in-ai-s-economic-doomsday-scenario\",\"status\":\"published\",\"title\":\"The holes in AIâs economic doomsday scenario\",\"total\":926}}]}]\n"])</script>
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435<script>self.__next_f.push([1,"23:[\"$\",\"section\",\"0\",{\"className\":\"border-b border-[#00000033] py-0\",\"children\":[[\"$\",\"div\",null,{\"className\":\"flex justify-between items-center lg:py-0 pb-6 border-t-0 border-black\",\"children\":[[\"$\",\"$L2d\",null,{\"href\":\"/articles?category=startups\",\"children\":[\"$\",\"h2\",null,{\"className\":\"lg:text-[32px] text-[32px] font-instrument-serif text-secondary-blue capitalize\",\"children\":\"Startups\"}]}],[\"$\",\"$L2d\",null,{\"href\":\"/articles?category=startups\",\"className\":\"lg:text-sm text-xs font-semibold flex items-center gap-1 hover:underline\"}]]}],[\"$\",\"div\",null,{\"className\":\"lg:my-6 my-0 border-0\",\"children\":[\"$\",\"div\",null,{\"children\":[\"$\",\"div\",null,{\"className\":\"grid grid-cols-1 md:grid-cols-2 lg:grid-cols-4 gap-0 md:gap-y-6 lg:gap-y-4 border-y-0 border-black\",\"children\":[[\"$\",\"div\",\"0\",{\"className\":\"\\n lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 \\n lg:pl-0\\n md:pl-0\\n \\n \\n lg:border-r lg:border-[#00000033] lg:my-0 my-0\\n md:border-r md:border-[#00000033]\\n border-b border-[#00000033] md:border-b-0 lg:border-b-0 pb-6 md:pb-0 lg:pb-0\\n \",\"children\":[\"$\",\"$L55\",\"a4a20077-ebcb-4896-a085-eb9aa7c6425e\",{\"data\":{\"_id\":\"a4a20077-ebcb-4896-a085-eb9aa7c6425e\",\"authors\":[{\"_id\":\"ea7e7609-877b-42bb-80b4-56a45f47463e\",\"firstName\":\"Jason\",\"jobTitle\":\"Editor-in-Chief\",\"lastName\":\"Hiner\",\"picture\":{\"_type\":\"image\",\"alt\":\"Jason Hiner\",\"asset\":{\"_ref\":\"image-c487970248047096f9b58705c2ceeb85f66d24e0-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"jason-hiner\"}}],\"category\":[{\"_id\":\"153dd6f3-dd4a-4cd4-8213-8c1f798697c8\",\"title\":\"Startups\"}],\"content1\":[{\"_key\":\"52ed43016b66\",\"_type\":\"block\",\"children\":[{\"_key\":\"c0037e491340\",\"_type\":\"span\",\"marks\":[],\"text\":\"AI's next power shift isn't gonna happen in a data center.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e146ed506250\",\"_type\":\"block\",\"children\":[{\"_key\":\"b66521a6fdcc\",\"_type\":\"span\",\"marks\":[],\"text\":\"In this episode of The Deep View Conversations, we sat down with Jeff Morgan, co-founder and CEO of Ollama, to explore why open models are gaining momentum, and why enterprises and developers increasingly want more control over their AI.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"d7cbecb45bf3\",\"_type\":\"youtube\",\"url\":\"https://www.youtube.com/watch?v=dmtVh9B9DuQ\"},{\"_key\":\"5ef3d21f1b9a\",\"_type\":\"block\",\"children\":[{\"_key\":\"6f3db3101845\",\"_type\":\"span\",\"marks\":[],\"text\":\"Morgan explains how Ollama grew from a two-week experiment into software used across 80% of the Fortune 500, how the economics of coding agents are pushing teams toward o
435pen models, and why cost, privacy and control are becoming decisive advantages. He also breaks down the hardware shift bringing data-center-class AI workloads to Apple silicon, Nvidia DGX Spark and systems powered by AMD, Intel and Qualcomm.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e85ed021786e\",\"_type\":\"block\",\"children\":[{\"_key\":\"f8e37896f18e\",\"_type\":\"span\",\"marks\":[],\"text\":\"The conversation also covers:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"89c4963684cc\",\"_type\":\"block\",\"children\":[{\"_key\":\"56f702fb9861\",\"_type\":\"span\",\"marks\":[],\"text\":\"⢠How the team behind Docker Desktop came to build Ollama\\n⢠Why open models could soon process the majority of enterprise AI tokens\\n⢠The role of harnesses, tool calling, routing and subagents\\n⢠How Ollama fits into the open-source AI stack and where its business model comes in\\n⢠Why new US and European open-model labs are emerging\\n⢠Why companies may need to own and customize their intelligence layer\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"721236de5469\",\"_type\":\"block\",\"children\":[{\"_key\":\"56287dce2934\",\"_type\":\"span\",\"marks\":[],\"text\":\"If youâre interested in open models, coding agents, enterprise AI or the shift from cloud-only AI to powerful local systems, this conversation offers a clear look at where the ecosystem is heading.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"d7bfcfb32019\",\"_type\":\"block\",\"children\":[{\"_key\":\"3ddc46d09617\",\"_type\":\"span\",\"marks\":[],\"text\":\"ðº \"},{\"_key\":\"e93fe0d21870\",\"_type\":\"span\",\"marks\":[\"acf854304dd4\"],\"text\":\"Watch on YouTube\"},{\"_key\":\"83d199b3434b\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\nð§ \"},{\"_key\":\"a39167ddef27\",\"_type\":\"span\",\"marks\":[\"0ba8c850988d\"],\"text\":\"Listen in your favorite podcast player\"}],\"markDefs\":[{\"_key\":\"acf854304dd4\",\"_type\":\"link\",\"href\":\"https://www.youtube.com/watch?v=dmtVh9B9DuQ\"},{\"_key\":\"0ba8c850988d\",\"_type\":\"link\",\"href\":\"https://tdv.transistor.fm/episodes/61-the-economics-pushing-ai-toward-open-models-jeff-morgan\"}],\"style\":\"normal\"},{\"_key\":\"1800057cfe52\",\"_type\":\"block\",\"children\":[{\"_key\":\"1f7aab126ad2\",\"_type\":\"span\",\"marks\":[\"8c34ff6fd5df\"],\"text\":\"Subscribe to Deep View Conversations\"},{\"_key\":\"a171080bbf47\",\"_type\":\"span\",\"marks\":[],\"text\":\" for interviews with the leaders shaping the future of AI, business, and technology: \"},{\"_key\":\"c05fd823f1c3\",\"_type\":\"span\",\"marks\":[\"f686680344bc\"],\"text\":\"tdv.transitor.fm\"}],\"markDefs\":[{\"_key\":\"8c34ff6fd5df\",\"_type\":\"link\",\"href\":\"https://tdv.transistor.fm/\"},{\"_key\":\"f686680344bc\",\"_type\":\"link\",\"href\":\"http://tdv.transitor.fm\"}],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-2e687283244412de9cffd9e771ddffa9697a351a-1456x816-png\",\"_type\":\"reference\"}},\"customCtaText\":null,\"customGateDescription\":null,\"customGateTitle\":null,\"date\":\"2026-08-28T00:18:03.119Z\",\"description\":null,\"enableGating\":false,\"excerpt\":null,\"gatingType\":\"default\",\"ignoreGlobalLimit\":false,\"isFeatured\":false,\"slug\":\"the-economics-pushing-ai-toward-open-models\",\"status\":\"published\",\"title\":\"The economics pushing AI toward open models\"}}]}],\"$L56\",\"$L57\",\"$L58\",\"$L59\",\"$L5a\",\"$L5b\",\"$L5c\"]}]}]}]]}]\n"])</script>
435<script>self.__next_f.push([1,"24:[\"$\",\"section\",\"1\",{\"className\":\"border-b border-[#00000033] py-0\",\"children\":[[\"$\",\"div\",null,{\"className\":\"flex justify-between items-center lg:py-0 pb-6 border-t-0 border-black\",\"children\":[[\"$\",\"$L2d\",null,{\"href\":\"/articles?category=research\",\"children\":[\"$\",\"h2\",null,{\"className\":\"lg:text-[32px] text-[32px] font-instrument-serif text-secondary-blue capitalize\",\"children\":\"Research\"}]}],[\"$\",\"$L2d\",null,{\"href\":\"/articles?category=research\",\"className\":\"lg:text-sm text-xs font-semibold flex items-center gap-1 hover:underline\"}]]}],[\"$\",\"div\",null,{\"className\":\"lg:my-6 my-0 border-0\",\"children\":[\"$\",\"div\",null,{\"children\":[\"$\",\"div\",null,{\"className\":\"grid grid-cols-1 md:grid-cols-2 lg:grid-cols-4 gap-0 md:gap-y-6 lg:gap-y-4 border-y-0 border-black\",\"children\":[[\"$\",\"div\",\"0\",{\"className\":\"\\n lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 \\n lg:pl-0\\n md:pl-0\\n \\n \\n lg:border-r lg:border-[#00000033] lg:my-0 my-0\\n md:border-r md:border-[#00000033]\\n border-b border-[#00000033] md:border-b-0 lg:border-b-0 pb-6 md:pb-0 lg:pb-0\\n \",\"children\":[\"$\",\"$L55\",\"284033d9-f1ed-4306-a103-7971604f5ecc\",{\"data\":{\"_id\":\"284033d9-f1ed-4306-a103-7971604f5ecc\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}}],\"category\":[{\"_id\":\"206c6923-0f85-4634-8375-a5d2ec894e20\",\"title\":\"Research\"}],\"content1\":[{\"_key\":\"e43ef94aed3a\",\"_type\":\"block\",\"children\":[{\"_key\":\"9022a31a2bd0\",\"_type\":\"span\",\"marks\":[],\"text\":\"People are turning to AI for emotional support more than ever. But these chatbots' ability to provide a shoulder to cry on can vary greatly.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"be1780d24a6c\",\"_type\":\"block\",\"children\":[{\"_key\":\"01d71f2f2b51\",\"_type\":\"span\",\"marks\":[],\"text\":\"Because of this, OpenAI decided to measure it: On Wednesday, the AI lab unveiled MentalHealthBench, a new open benchmark dedicated to evaluating model capabilities in domains such as safety, seeking user context, preserving user agency, and providing actionable guidance.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"8b685eaf38d2\",\"_type\":\"block\",\"children\":[{\"_key\":\"1c2f12f35b12\",\"_type\":\"span\",\"marks\":[],\"text\":\"To create this benchmark, OpenAI began by developing synthetic conversations that reflected real-world AI use patterns that span multiple topics and run the gamut of severity, ranging from non-acute situations that involve emotional themes, to \\\"high-accuity\\\" situations that indicate more serious concerns or distress, to emergency situations that require immediate support. Then, the company worked with a cohort of 80 mental health professionals across 22 countries, 19 languages and 20 subspecialties to evaluate the responses to the synthetic message.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"05f30dff2ee4\",\"_type\":\"block\",\"children\":[{\"_key\":\"42e1e5c43c72\",\"_type\":\"span\",\"marks\":[],\"text\":\"The benchmark breaks down model performance by conversation severity, as well as a range of 10 dimensions defined by the mental health experts, including whether the model asks the right questions, provides appropriate, clinically accurate guidance, helps the user see reality, avoids harm and recognizes serious risk.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"1fe49ec0b540\",\"_type\":\"block\",\"children\":[{\"_key\":\"520dd30a3ea1\",\"_type\":\"span\",\"marks\":[],\"text\":\"In developing the benchmark, OpenAI al
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While OpenAI said that speaking to a chatbot should not supplant actual therapy, the reality is that many people have and will turn to a chatbot for support, seeking both a judgement-free and cost-free alternative to clinical support. The company faces lawsuits involving the deaths of \"},{\"_key\":\"973c6a6a0393\",\"_type\":\"span\",\"marks\":[\"221bd54a6b83\"],\"text\":\"Adam Raine\"},{\"_key\":\"83e5775d15ac\",\"_type\":\"span\",\"marks\":[],\"text\":\" and \"},{\"_key\":\"be29466f2cef\",\"_type\":\"span\",\"marks\":[\"734ebef14ace\"],\"text\":\"Joshua Enneking\"},{\"_key\":\"5d46c3c3aad5\",\"_type\":\"span\",\"marks\":[],\"text\":\", whose families allege that ChatGPT contributed to their suicides. A benchmark can help identify weaknesses, but a higher score alone does not establish that a model is safe in a real conversation. The gaps in gathering context and supporting user agency are particularly important: an empathetic response is not necessarily an appropriate one. The next test for OpenAI is how it turns those findings into changes that make its models safer for the people relying on them.\"}],\"markDefs\":[{\"_key\":\"221bd54a6b83\",\"_type\":\"link\",\"href\":\"https://openai.com/index/mental-health-litigation-approach/\"},{\"_key\":\"734ebef14ace\",\"_type\":\"link\",\"href\":\"https://techjusticelaw.org/cases/enneking-v-openai-inc-openai-holdings-llc-and-samuel-altman/\"}],\"style\":\"normal\"},{\"_key\":\"dd7f49c028d3\",\"_type\":\"block\",\"children\":[{\"_key\":\"54749fefb270\",\"_type\":\"span\",\"marks\":[],\"text\":\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"0b2e288bc267\",\"_type\":\"block\",\"children\":[{\"_key\":\"ad89ab4cde10\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"CORRECTION: This story has been updated to reflect accurate figures for OpenAI and Anthropic's model scores on this benchmark. \"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-953c17c66dffae48e04ed5dd49e610540fb3e787-1456x816-png\",\"_type\":\"reference\"}},\"customCtaText\":null,\"customGateDescription\":null,\"customGateTitle\":null,\"date\":\"2026-09-24T23:05:47.766Z\",\"description\":null,\"enableGating\":false,\"excerpt\":null,\"gatingType\":\"default\",\"ignoreGlobalLimit\":false,\"isFeatured\":false,\"slug\":\"openai-s-mental-health-test-exposes-ai-s-blind-spots\",\"status\":\"published\",\"t
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435<script>self.__next_f.push([1,"25:[\"$\",\"section\",\"2\",{\"className\":\"border-b border-[#00000033] py-0\",\"children\":[[\"$\",\"div\",null,{\"className\":\"flex justify-between items-center lg:py-0 pb-6 border-t-0 border-black\",\"children\":[[\"$\",\"$L2d\",null,{\"href\":\"/articles?category=culture\",\"children\":[\"$\",\"h2\",null,{\"className\":\"lg:text-[32px] text-[32px] font-instrument-serif text-secondary-blue capitalize\",\"children\":\"Culture\"}]}],[\"$\",\"$L2d\",null,{\"href\":\"/articles?category=culture\",\"className\":\"lg:text-sm text-xs font-semibold flex items-center gap-1 hover:underline\"}]]}],[\"$\",\"div\",null,{\"className\":\"lg:my-6 my-0 border-0\",\"children\":[\"$\",\"div\",null,{\"children\":[\"$\",\"div\",null,{\"className\":\"grid grid-cols-1 md:grid-cols-2 lg:grid-cols-4 gap-0 md:gap-y-6 lg:gap-y-4 border-y-0 border-black\",\"children\":[[\"$\",\"div\",\"0\",{\"className\":\"\\n lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 \\n lg:pl-0\\n md:pl-0\\n \\n \\n lg:border-r lg:border-[#00000033] lg:my-0 my-0\\n md:border-r md:border-[#00000033]\\n border-b border-[#00000033] md:border-b-0 lg:border-b-0 pb-6 md:pb-0 lg:pb-0\\n \",\"children\":[\"$\",\"$L55\",\"3967734d-8f23-4202-8532-2f19f752cd84\",{\"data\":{\"_id\":\"3967734d-8f23-4202-8532-2f19f752cd84\",\"authors\":[{\"_id\":\"ea7e7609-877b-42bb-80b4-56a45f47463e\",\"firstName\":\"Jason\",\"jobTitle\":\"Editor-in-Chief\",\"lastName\":\"Hiner\",\"picture\":{\"_type\":\"image\",\"alt\":\"Jason Hiner\",\"asset\":{\"_ref\":\"image-c487970248047096f9b58705c2ceeb85f66d24e0-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"jason-hiner\"}}],\"category\":[{\"_id\":\"298a631b-4256-473c-825a-42304f4adb83\",\"title\":\"Culture\"}],\"content1\":[{\"_key\":\"edfa8d6a8f00\",\"_type\":\"block\",\"children\":[{\"_key\":\"17bc55d0e6a7\",\"_type\":\"span\",\"marks\":[],\"text\":\"As challenging and confusing as \"},{\"_key\":\"71b9ad3262ec\",\"_type\":\"span\",\"marks\":[\"353e14a9a3c9\"],\"text\":\"AI safety\"},{\"_key\":\"f37ce6240464\",\"_type\":\"span\",\"marks\":[],\"text\":\" is right now, it's not AI's biggest problem.\"}],\"markDefs\":[{\"_key\":\"353e14a9a3c9\",\"_type\":\"link\",\"href\":\"https://openai.com/index/hugging-face-incident-and-the-road-ahead/\"}],\"style\":\"normal\"},{\"_key\":\"660e58587079\",\"_type\":\"block\",\"children\":[{\"_key\":\"ed5661f1f152\",\"_type\":\"span\",\"marks\":[],\"text\":\"The bigger issue is the lack of a clear, compelling vision for where AI is headed and how it can benefit humanity. Lacking that, AI is badly losing the narrative among the broader public. Multiple surveys from reputable non-partisan organizations such as \"},{\"_key\":\"108c79cf4fc4\",\"_type\":\"span\",\"marks\":[\"5d32d1330437\"],\"text\":\"Gallup\"},{\"_key\":\"f8c7df45f587\",\"_type\":\"span\",\"marks\":[],\"text\":\" and \"},{\"_key\":\"9d73e8c60fb8\",\"_type\":\"span\",\"marks\":[\"f9b1ef9ac553\"],\"text\":\"Pew Research\"},{\"_key\":\"37d157060923\",\"_type\":\"span\",\"marks\":[],\"text\":\" show that 60% to 70% of Americans hold negative views about AI. If this were an American football game, AI would be losing by two touchdowns at the end of the first quarter.\"}],\"markDefs\":[{\"_key\":\"5d32d1330437\",\"_type\":\"link\",\"href\":\"https://news.gallup.com/poll/712751/americans-cool-toward.aspx\"},{\"_key\":\"f9b1ef9ac553\",\"_type\":\"link\",\"href\":\"https://www.pewresearch.org/internet/2026/06/17/americans-and-ai-2026-chatbots-smart-devices-and-views-on-impact/\"}],\"style\":\"normal\"},{\"_key\":\"c236b1d17524\",\"_type\":\"block\",\"children\":[{\"_key\":\"ee77ab92ac58\",\"_type\":\"span\",\"marks\":[],\"text\":\"To be fair, there's an aspect of this that isn't specific to AI. Humans generally have a very difficult time envisioning a constructive future. That's why such a large percentage of science fiction and Hollywood films about the future tend to be dystopian or post-apocalyptic. That flies in the face of the reality that humanity has long shown a pattern of learning, adapting, and gradually creating more positive outcomes over time.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"5ba2c5a31707\",\"_type\":\"block\",\"children\":[{\"_key\":\"27a855065455\",\"_type\":\"span\",\"marks\":[],\"text\":\"This disconnect also reflects the fact that only \"},{\"_key\":\"262e28d215e3\",\"_type\":\"span\",\"marks\":[\"2d2dda192809\"],\"text\":\"6% of the American population thinks the world is getting better\"},{\"_key\":\"83837cd9797f\",\"_type\":\"span\",\"marks\":[],\"text\":\". In a society that feels more divisive, more conflicted, and more confusingâin part because of a media environment that incentivizes and reinforces those responsesâit's not surprising that so many have adopted such a negative stance. And the fact that the antagonist of most of the dystopian narratives tends to be te
435chnology itself makes it easy to understand why so many people default to a negative posture on AI, when they haven't been given a compelling reason to think otherwise.\"}],\"markDefs\":[{\"_key\":\"2d2dda192809\",\"_type\":\"link\",\"href\":\"https://www.maxroser.com/slides/Max_Interactive_Presentations/2017_May_in_Oxford_Global_picture_on_incomes_MSc/Global_History_living_conditions.html#/1\"}],\"style\":\"normal\"},{\"_key\":\"0e161262f9e5\",\"_type\":\"block\",\"children\":[{\"_key\":\"f91c19f0b8be\",\"_type\":\"span\",\"marks\":[],\"text\":\"It's simply much easier to predict what could go wrong based on past failures than to imagine something going right in a way we don't have any experience with yet. That's why playwright George Bernard Shaw famously wrote, \\\"You see things, and you say, 'Why?' But I dream things that never were, and I say, 'Why not?'\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"d28ca400af3f\",\"_type\":\"block\",\"children\":[{\"_key\":\"fae80d02101b\",\"_type\":\"span\",\"marks\":[],\"text\":\"The human race has a long history of both deriding and deifying its visionaries. But when it comes to AI, it's never been more in need of one with a compelling vision.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3f4f05210495\",\"_type\":\"block\",\"children\":[{\"_key\":\"61f532af402b\",\"_type\":\"span\",\"marks\":[],\"text\":\"It's not that some AI leaders haven't tried. Their attempts just haven't landed. The public simply hasn't been convinced by platitudes about AI curing all diseases, leading to infinite abundance, or doing all the work so humans can get universal basic income and decide how to spend their time. None of that sounds believable. But it does sound believable that billionaire business owners will use the technology to automate work and replace employees in large numbers, because that tracks with plenty of behaviors people have already seen.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"5ad43d757265\",\"_type\":\"block\",\"children\":[{\"_key\":\"e4370284d38e\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"0361ada0f04f\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"9483fced9ef9\",\"_type\":\"block\",\"children\":[{\"_key\":\"bde8b4be16c6\",\"_type\":\"span\",\"marks\":[],\"text\":\"Last week, Google quietly released a powerful report on AI's recent breakthroughs, as \"},{\"_key\":\"1c290645e05d\",\"_type\":\"span\",\"marks\":[\"1480c01422dd\"],\"text\":\"Nat Rubio-Licht wrote\"},{\"_key\":\"3c0e33451fca\",\"_type\":\"span\",\"marks\":[],\"text\":\". Meanwhile, Anthropic's Dario Amodei has tried his hand at casting a bigger vision with his series of essays, especially \"},{\"_key\":\"2bf77a57499a\",\"_type\":\"span\",\"marks\":[\"fb642060640a\",\"em\"],\"text\":\"Machines of Loving Grace\"},{\"_key\":\"9e6b0f64023f\",\"_type\":\"span\",\"marks\":[],\"text\":\". Beyond the aforementioned health care outcomes, which he also dwells on at length, Amodei mentions that AI could accelerate the spread of high-quality expertise to poorer communities, elevating material progress in agriculture, education, and infrastructureâall of which would, by extension, have major impacts on jobs and standards of living. But Amodei is an academic at heart. AI needs a Steve Jobs-level communicator who speaks to the heart and makes complex and confusing topics easy to understand. For that, AI's best hopes so far have been Nvidia CEO Jensen Huang and Stanford's Fei-Fei Li. Whether it's them or others, the fact remains that the public needs storytellers to offer a persuasive vision of why they should be excited about such a powerful technology that they've been warned about for so long.\"}],\"markDefs\":[{\"_key\":\"1480c01422dd\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/google-puts-ai-s-human-impact-back-in-focus\"},{\"_key\":\"fb642060640a\",\"_type\":\"link\",\"href\":\"https://darioamodei.com/essay/machines-of-loving-grace\"}],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-c0896a970d777094fea104d73d65a65c0d066885-1456x816-png\",\"_type\":\"reference\"}},\"customCtaText\":null,\"customGateDescription\":null,\"customGateTitle\":null,\"date\":\"2026-09-20T22:32:03.567Z\",\"description\":null,\"enableGating\":false,\"excerpt\":null,\"gatingType\":\"default\",\"ignoreGlobalLimit\":false,\"isFeatured\":false,\"slug\":\"ai-s-dystopian-problem-begs-for-a-clearer-vision\",\"status\":\"published\",\"t
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We also discussed what the future of a truly agentic AI phone looks like and what's been holding it back.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"58db092eee7c\",\"_type\":\"block\",\"children\":[{\"_key\":\"b6c8e394f987\",\"_type\":\"span\",\"marks\":[],\"text\":\"Topics covered:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"ec7c19defbb9\",\"_type\":\"block\",\"children\":[{\"_key\":\"c2d3b7283138\",\"_type\":\"span\",\"marks\":[],\"text\":\"⢠What an ideal agentic smartphone experience would look like\\n⢠The demands agentic AI models make of mobile chipsets\\n⢠The obstacles to agentic solutions becoming a game changer\\n⢠The crawl, run, walk phases of agentic solutions, and where we are now\\n⢠The role of other smart devices in creating agentic experiences\\n⢠How support for a 30 billion MoE on-device model was made possible\\n⢠Qualcomm's role in working with partners to bring AI experiences to life\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"d7061cca3696\",\"_type\":\"block\",\"children\":[{\"_key\":\"f72aca29ea0d\",\"_type\":\"span\",\"marks\":[],\"text\":\"If you want to learn more about how the latest chipsets will change the future of Android flagship devices in the next year, including new AI experiences, this conversation will give you a clear idea.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"8faa34199c07\",\"_type\":\"block\",\"children\":[{\"_key\":\"9d4848ec5b63\",\"_type\":\"span\",\"marks\":[],\"text\":\"ðº \"},{\"_key\":\"a671e1a9c0e1\",\"_type\":\"span\",\"marks\":[\"5573e0d1d1e1\"],\"text\":\"Watch on YouTube\"},{\"_key\":\"faa158d5c2ef\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\nð§ \"},{\"_key\":\"226829fbbc7e\",\"_type\":\"span\",\"marks\":[\"7b47e503c022\"],\"text\":\"Listen in your favorite podcast player\"}],\"markDefs\":[{\"_key\":\"5573e0d1d1e1\",\"_type\":\"link\",\"href\":\"https://youtu.be/YXvw9Gw41Xg\"},{\"_key\":\"7b47e503c022\",\"_type\":\"link\",\"href\":\"https://tdv.transistor.fm/episodes/why-your-phone-still-isnt-the-ultimate-ai-assistant\"}
435],\"style\":\"normal\"},{\"_key\":\"4c49948d6f21\",\"_type\":\"block\",\"children\":[{\"_key\":\"179b5c630305\",\"_type\":\"span\",\"marks\":[\"62ae2b1fb781\"],\"text\":\"Subscribe to Deep View Conversations\"},{\"_key\":\"d818a1dea183\",\"_type\":\"span\",\"marks\":[],\"text\":\" for interviews with the leaders shaping the future of AI, business, and technology.\"}],\"markDefs\":[{\"_key\":\"62ae2b1fb781\",\"_type\":\"link\",\"href\":\"https://tdv.transistor.fm/\"}],\"style\":\"normal\"},{\"_key\":\"afedcaf8a5cd\",\"_type\":\"block\",\"children\":[{\"_key\":\"3d4a6de90fdf\",\"_type\":\"span\",\"marks\":[\"strong\",\"em\"],\"text\":\"Disclaimer\"},{\"_key\":\"56e934527e49\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\": Sabrina Ortiz's travel to Snapdragon Summit was paid for by Qualcomm. The Deep View's coverage is editorially independent from the companies we cover.\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-7f1f5fd2be027262ebe506690963d7b4e44e81ba-1672x941-png\",\"_type\":\"reference\"}},\"customCtaText\":null,\"customGateDescription\":null,\"customGateTitle\":null,\"date\":\"2026-09-27T19:00:00.000Z\",\"description\":null,\"enableGating\":false,\"excerpt\":null,\"gatingType\":\"default\",\"ignoreGlobalLimit\":false,\"isFeatured\":false,\"slug\":\"why-your-phone-still-isn-t-a-great-ai-assistant\",\"status\":\"published\",\"title\":\"Why your phone still isn't a great AI assistant \"}}]}],\"$L6c\",\"$L6d\",\"$L6e\"]}]}]}]]}]\n"])</script>
435<script>self.__next_f.push([1,"2a:[\"$\",\"section\",\"7\",{\"className\":\"border-b border-[#00000033] py-0\",\"children\":[[\"$\",\"div\",null,{\"className\":\"flex justify-between items-center lg:py-0 pb-6 border-t-0 border-black\",\"children\":[[\"$\",\"$L2d\",null,{\"href\":\"/articles?category=policy\",\"children\":[\"$\",\"h2\",null,{\"className\":\"lg:text-[32px] text-[32px] font-instrument-serif text-secondary-blue capitalize\",\"children\":\"Policy\"}]}],[\"$\",\"$L2d\",null,{\"href\":\"/articles?category=policy\",\"className\":\"lg:text-sm text-xs font-semibold flex items-center gap-1 hover:underline\"}]]}],[\"$\",\"div\",null,{\"className\":\"lg:my-6 my-0 border-0\",\"children\":[\"$\",\"div\",null,{\"children\":[\"$\",\"div\",null,{\"className\":\"grid grid-cols-1 md:grid-cols-2 lg:grid-cols-4 gap-0 md:gap-y-6 lg:gap-y-4 border-y-0 border-black\",\"children\":[[\"$\",\"div\",\"0\",{\"className\":\"\\n lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 \\n lg:pl-0\\n md:pl-0\\n \\n \\n lg:border-r lg:border-[#00000033] lg:my-0 my-0\\n md:border-r md:border-[#00000033]\\n border-b border-[#00000033] md:border-b-0 lg:border-b-0 pb-6 md:pb-0 lg:pb-0\\n \",\"children\":[\"$\",\"$L55\",\"e0fb269d-ecb4-495d-bac0-65c5e490bd85\",{\"data\":{\"_id\":\"e0fb269d-ecb4-495d-bac0-65c5e490bd85\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}}],\"category\":[{\"_id\":\"a241c932-de04-490c-97aa-8f6d02bd3a07\",\"title\":\"Policy\"}],\"content1\":[{\"_key\":\"e1dabcf546ec\",\"_type\":\"block\",\"children\":[{\"_key\":\"b1072ba41dcb\",\"_type\":\"span\",\"marks\":[],\"text\":\"Despite the ongoing narrative that the US and China are in a heated race against one another for increasingly-capable AI, the reality of the relationship is far more complicated.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"25848c7888ca\",\"_type\":\"block\",\"children\":[{\"_key\":\"620455504e9d\",\"_type\":\"span\",\"marks\":[],\"text\":\"This week, the Trump Administration is \"},{\"_key\":\"eac34021f968\",\"_type\":\"span\",\"marks\":[\"7439e204e069\"],\"text\":\"scheduled to host Chinese President Xi Jinping\"},{\"_key\":\"14955ccd6f3e\",\"_type\":\"span\",\"marks\":[],\"text\":\" at the White House. Ahead of the meeting, \"},{\"_key\":\"ce57ce80cb77\",\"_type\":\"span\",\"marks\":[\"51c254c5170d\"],\"text\":\"Treasury Secretary Scott Bessent\"},{\"_key\":\"dd321fe8c1ef\",\"_type\":\"span\",\"marks\":[],\"text\":\" said this weekend that the US has proposed a \\\"notification mechanism\\\" to sound the alarm on AI incidents that could impact national security.\"}],\"markDefs\":[{\"_key\":\"7439e204e069\",\"_type\":\"link\",\"href\":\"https://www.whitehouse.gov/briefings-statements/2026/09/first-lady-melania-trump-releases-details-ahead-of-his-excellency-xi-jinping-president-of-the-peoples-republic-of-china-and-madame-peng-liyuans-visit-to-the-white-house/\"},{\"_key\":\"51c254c5170d\",\"_type\":\"link\",\"href\":\"https://apnews.com/article/bessent-ai-xi-trump-china-trade-2c7f54f07e755f506d9db9b91df282bd\"}],\"style\":\"normal\"},{\"_key\":\"8cb8777f3024\",\"_type\":\"block\",\"children\":[{\"_key\":\"b0e07c0d7399\",\"_type\":\"span\",\"marks\":[],\"text\":\"Bessent told the press on Sunday that the US wants a \\\"shared vision of common goals and common threats\\\" related to AI. \\\"We think that just like any cross-border activity, that moving from opaque to more transparency between the No. 1 and the No. 2 AI powers in the world is very important.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"8038f0da95c9\",\"_type\":\"block\",\"children\":[{\"_key\":\"d1e062e2d511\",\"_type\":\"span\",\"marks\":[],\"text\":\"A notification system would not be the only example of how intertwined the US and China are when it comes to AI. 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435],\"style\":\"normal\"},{\"_key\":\"26adbc6d0070\",\"_type\":\"block\",\"children\":[{\"_key\":\"1f76d869d8fb\",\"_type\":\"span\",\"marks\":[],\"text\":\"The US and China are also interwoven on the hardware side: While chips have long been a point of contention, Chinese components like transformers, batteries, and switchgears are a \"},{\"_key\":\"31a2246fb66e\",\"_type\":\"span\",\"marks\":[\"cc34fb505814\"],\"text\":\"building block of US data centers\"},{\"_key\":\"f6b7e7aa1a25\",\"_type\":\"span\",\"marks\":[],\"text\":\".\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[{\"_key\":\"cc34fb505814\",\"_type\":\"link\",\"href\":\"https://www.cnbc.com/2026/09/03/us-ai-data-centers-china-supply-chain.html\"}],\"style\":\"normal\"},{\"_key\":\"3824230a5aa4\",\"_type\":\"block\",\"children\":[{\"_key\":\"dccf1b365434\",\"_type\":\"span\",\"marks\":[],\"text\":\"Still, despite the tangled nature of the AI relationship between the two superpowers, frontier labs and US government officials have invoked the narrative that the nation must win the heated AI race.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"0d3509f67d89\",\"_type\":\"block\",\"children\":[{\"_key\":\"96123ed5f9dd\",\"_type\":\"span\",\"marks\":[],\"text\":\"For instance, the Trump Administration's AI Action Plan from last July explicitly says that the US must \"},{\"_key\":\"559eb2e60964\",\"_type\":\"span\",\"marks\":[\"371f69288e56\"],\"text\":\"achieve \\\"global dominance\\\" in AI\"},{\"_key\":\"cbb0c132adcd\",\"_type\":\"span\",\"marks\":[],\"text\":\". Anthropic, meanwhile, wrote in a May paper entitled \"},{\"_key\":\"1af309a4605e\",\"_type\":\"span\",\"marks\":[\"417259fc5320\"],\"text\":\"\\\"2028: Two scenarios for global AI leadership\\\"\"},{\"_key\":\"46668f49d367\",\"_type\":\"span\",\"marks\":[],\"text\":\" that AI supremacy is essential to \\\"stay ahead of authoritarian governments like the Chinese Communist Party, or CCP,\\\" and OpenAI has used Chinese competition to \"},{\"_key\":\"816e54a550f7\",\"_type\":\"span\",\"marks\":[\"2bf498a808dc\"],\"text\":\"justify its massive infrastru
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435<script>self.__next_f.push([1,"It makes sense for Salesforce to invest heavily in expanding Slack's footprint and upgrading its AI capabilities. It remains one of the world's most popular workplace apps, and unlike many of the other widely used business apps, users tend to like it. But moving a system of record (SoR) like Salesforce into Slack and upgrading Slack's AI capabilities to interrogate systems with queries and tasks points to a bigger shift. SaaS and software companies are no longer trying to excel with the best apps and interfaces, but are creating safe, secure, low-friction ways for people and organizations to get more out of the data, intelligence, and best practices embedded in their company's most valuable assets (and often difficult to surface). From an employee perspective, using the Slack app they already use every day as an on-ramp to safe AI could be a welcome development compared to context-switching to ChatGPT, Claude, Copilot, or other AI apps. The implementation details will matter a lot, of course. But if Slackbot can do model routing to save token costs and play to the strengths of different models and evolve into one of the most capable agent harnesses on the market, it could be a win-win."])</script>
435<script>self.__next_f.push([1,"2b:[\"$\",\"section\",\"8\",{\"className\":\"border-b border-[#00000033] py-0\",\"children\":[[\"$\",\"div\",null,{\"className\":\"flex justify-between items-center lg:py-0 pb-6 border-t-0 border-black\",\"children\":[[\"$\",\"$L2d\",null,{\"href\":\"/articles?category=big-tech\",\"children\":[\"$\",\"h2\",null,{\"className\":\"lg:text-[32px] text-[32px] font-instrument-serif text-secondary-blue capitalize\",\"children\":\"Big Tech\"}]}],[\"$\",\"$L2d\",null,{\"href\":\"/articles?category=big-tech\",\"className\":\"lg:text-sm text-xs font-semibold flex items-center gap-1 hover:underline\"}]]}],[\"$\",\"div\",null,{\"className\":\"lg:my-6 my-0 border-0\",\"children\":[\"$\",\"div\",null,{\"children\":[\"$\",\"div\",null,{\"className\":\"grid grid-cols-1 md:grid-cols-2 lg:grid-cols-4 gap-0 md:gap-y-6 lg:gap-y-4 border-y-0 border-black\",\"children\":[[\"$\",\"div\",\"0\",{\"className\":\"\\n lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 \\n lg:pl-0\\n md:pl-0\\n \\n \\n lg:border-r lg:border-[#00000033] lg:my-0 my-0\\n md:border-r md:border-[#00000033]\\n border-b border-[#00000033] md:border-b-0 lg:border-b-0 pb-6 md:pb-0 lg:pb-0\\n \",\"children\":[\"$\",\"$L55\",\"b33fecde-d5ef-4a37-bfd2-92cc42f08960\",{\"data\":{\"_id\":\"b33fecde-d5ef-4a37-bfd2-92cc42f08960\",\"authors\":[{\"_id\":\"ea7e7609-877b-42bb-80b4-56a45f47463e\",\"firstName\":\"Jason\",\"jobTitle\":\"Editor-in-Chief\",\"lastName\":\"Hiner\",\"picture\":{\"_type\":\"image\",\"alt\":\"Jason Hiner\",\"asset\":{\"_ref\":\"image-c487970248047096f9b58705c2ceeb85f66d24e0-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"jason-hiner\"}}],\"category\":[{\"_id\":\"b20184cc-2631-4550-98b9-583fbdb36044\",\"title\":\"Big Tech\"}],\"content1\":[{\"_key\":\"deb3f7568d4e\",\"_type\":\"block\",\"children\":[{\"_key\":\"e966b56036e5\",\"_type\":\"span\",\"marks\":[],\"text\":\"Slack has already replaced email in many organizations, and now it's going after your most important business apps.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"87d81eaa79b6\",\"_type\":\"block\",\"children\":[{\"_key\":\"3c63a3b9e7e8\",\"_type\":\"span\",\"marks\":[],\"text\":\"At Dreamforce 2026 this week in San Francisco, Salesforce showed off \"},{\"_key\":\"b409ac687597\",\"_type\":\"span\",\"marks\":[\"c71f0e3c4dac\"],\"text\":\"upgrades to Slack\"},{\"_key\":\"3dec3bc921b4\",\"_type\":\"span\",\"marks\":[],\"text\":\" that make it clear the company is doubling down on one of the worldâs most used business apps. Foremost among the upgrades is Slackforce, which lets you do nearly everything in Salesforce directly in Slack. You can simply query it like a chatbot. That includes a new feature called Slackforce Surface, where you can describe what you need and Slack will build a live interactive interface that you and your teammates can use to track data, view forecasts, monitor pipelines, and manage other business processes.\"}],\"markDefs\":[{\"_key\":\"c71f0e3c4dac\",\"_type\":\"link\",\"href\":\"https://slack.com/blog/news/ai-powered-interface-for-work\"}],\"style\":\"normal\"},{\"_key\":\"da856c01541f\",\"_type\":\"block\",\"children\":[{\"_key\":\"6394d94abe55\",\"_type\":\"span\",\"marks\":[],\"text\":\"But Salesforce also announced a slew of other Slack upgrades:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"1022dfe20bda\",\"_type\":\"block\",\"children\":[{\"_key\":\"c068caa00084\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Slack Code\"},{\"_key\":\"c0259d04f7c8\",\"_type\":\"span\",\"marks\":[],\"text\":\": Lets teams code together directly in a Slack code channel using agents from OpenAI, Anthropic, GitHub, Cognition, and Vercel\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"c325bd87cd59\",\"_type\":\"block\",\"children\":[{\"_key\":\"de4333315e69\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Big Mode\"},{\"_key\":\"e4e0fc7b8e41\",\"_type\":\"span\",\"marks\":[],\"text\":\": This full-screen
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435<script>self.__next_f.push([1,"2c:[\"$\",\"section\",\"9\",{\"className\":\"border-b border-[#00000033] py-0\",\"children\":[[\"$\",\"div\",null,{\"className\":\"flex justify-between items-center lg:py-0 pb-6 border-t-0 border-black\",\"children\":[[\"$\",\"$L2d\",null,{\"href\":\"/articles?category=workforce\",\"children\":[\"$\",\"h2\",null,{\"className\":\"lg:text-[32px] text-[32px] font-instrument-serif text-secondary-blue capitalize\",\"children\":\"Workforce\"}]}],[\"$\",\"$L2d\",null,{\"href\":\"/articles?category=workforce\",\"className\":\"lg:text-sm text-xs font-semibold flex items-center gap-1 hover:underline\"}]]}],[\"$\",\"div\",null,{\"className\":\"lg:my-6 my-0 border-0\",\"children\":[\"$\",\"div\",null,{\"children\":[\"$\",\"div\",null,{\"className\":\"grid grid-cols-1 md:grid-cols-2 lg:grid-cols-4 gap-0 md:gap-y-6 lg:gap-y-4 border-y-0 border-black\",\"children\":[[\"$\",\"div\",\"0\",{\"className\":\"\\n lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 \\n lg:pl-0\\n md:pl-0\\n \\n \\n lg:border-r lg:border-[#00000033] lg:my-0 my-0\\n md:border-r md:border-[#00000033]\\n border-b border-[#00000033] md:border-b-0 lg:border-b-0 pb-6 md:pb-0 lg:pb-0\\n \",\"children\":[\"$\",\"$L55\",\"cc7254ee-aa67-4a3a-9625-563f492a6b78\",{\"data\":{\"_id\":\"cc7254ee-aa67-4a3a-9625-563f492a6b78\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}}],\"category\":[{\"_id\":\"e034c755-3262-44bf-b445-234b0785ce6d\",\"title\":\"Workforce\"}],\"content1\":[{\"_key\":\"b767b62be2f1\",\"_type\":\"block\",\"children\":[{\"_key\":\"f654dcb63ac6\",\"_type\":\"span\",\"marks\":[],\"text\":\"One of the foremost AI labs predicted three distinct scenarios for AI's future economic impact, and two involve large swathes of the workforce losing out. But what is the reality of that future?\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e448aac8afbf\",\"_type\":\"block\",\"children\":[{\"_key\":\"736abd12a15f\",\"_type\":\"span\",\"marks\":[],\"text\":\"Earlier this month, \"},{\"_key\":\"5ba6311a7b58\",\"_type\":\"span\",\"marks\":[\"d008e0a5ad84\"],\"text\":\"Anthropic's economics team released research\"},{\"_key\":\"0f25f5f34065\",\"_type\":\"span\",\"marks\":[],\"text\":\" painting a picture of AI's potential modest, substantial, and extreme impact on the economy by 2030. While all three involve increases in the GDP, ranging from a 1.6% increase to a 32.4% increase, the catch is job displacement. The bigger the impact AI has on the economy, the larger the percentage of knowledge workers who are stripped of their jobs, with a large portion unable to find new work in the most extreme scenarios, according to this research.\"}],\"markDefs\":[{\"_key\":\"d008e0a5ad84\",\"_type\":\"link\",\"href\":\"https://www.anthropic.com/institute/econ-scenarios\"}],\"style\":\"normal\"},{\"_key\":\"4b76ed4d99be\",\"_type\":\"block\",\"children\":[{\"_key\":\"6767607099dc\",\"_type\":\"span\",\"marks\":[],\"text\":\"Additionally, Anthropic predicts that, as the impact of AI grows more severe, despite the growth in the GDP, the distribution of wealth is uneven, with more money made going back to capital than it does to workers' wages. As it stands, 60 cents of every dollar made goes back to the worker, and 40 cents to capital. AI could flip these figures in the most extreme scenarios, stagnating wages and worsening unemployment. That's the picture Anthropic paints in this report.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"6f99bd74302d\",\"_type\":\"block\",\"children\":[{\"_key\":\"78d7bf27bc9e\",\"_type\":\"span\",\"marks\":[],\"text\":\"Here are the three scenarios:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"92e89295d5b2\",\"_type\":\"block\",\"children\":[{\"_key\":\"e5cea6336429\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Modest scenario\"},{\"_key\":\"216e56d0994a\",\"_type\":\"span\",\"marks\":[],\"text\":\": Anthropic says that AI has roughly the same impact on the economy as the internet, driving significant gains, though within historical norms. The GDP reaches $34.1 trillion, up 1.6%, by 2030, and though 0.3% of knowledge workers are displaced, all of those workers are able to be reallocated into new roles.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"6907f8d2d17c\",\"_type\":\"block\",\"children\":[{\"_key\":\"f37ca7526412\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Substantial scenario\"},{\"_key\":\"1b4b8cf70f72\",\"_type\":\"span\",\"marks\":[],\"text\":\": AI has roughly the same impact as the railroad, causing an 8.3% rise in the GDP to $36.3 trillion. Around 2.5% of knowledge workers are displaced, 1.8% of which are able to find new roles by 2030.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e3119bdbf277\",\"_type\":\"block\",\"children\":[{\"_key\":\"99daef0130f4\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Extreme scenario\"},{\"_key\":\"5e079dc620af\",\"_type\":\"span\",\"marks\":[],\"text\":\": GDP sees a 32.4% increase by 2030 to $44.4 trillion as a result of unprecedented growth, likely led by the development of \"},{\"_key\":\"e1eae8318952\",\"_type\":\"span\",\"marks\":[\"00712142b9e5\"],\"text\":\"recursive self-improvement\"},{\"_key\":\"411fe543ef34\",\"_type\":\"span\",\"marks\":[],\"text\":\".
43513.5% of knowledge workers are displaced, and only 5.2% are able to find new work, leaving 8.3% unemployed.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[{\"_key\":\"00712142b9e5\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/anthropic-s-rsi-warning-contrasts-with-ipo-filing\"}],\"style\":\"normal\"},{\"_key\":\"d0c4a950f851\",\"_type\":\"block\",\"children\":[{\"_key\":\"10c4b9739645\",\"_type\":\"span\",\"marks\":[],\"text\":\"However, there may be a few hitches in the more extreme scenarios that Anthropic laid out, Julius Probst, senior economist at recruitment marketing firm Appcast, told The Deep View. For one, these scenarios assume that all of the GDP value that AI is generating will be consumed. But in the most extreme scenario, if we are heading towards a labor market facing wide-scale unemployment and a great deal of concentrated wealth, \\\"that is probably a bad assumption,\\\" said Probst. Many consumers would not be able to afford to buy things, meaning that the GDP won't actually surge.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"6d17796dbbcd\",\"_type\":\"block\",\"children\":[{\"_key\":\"b926cc94ce22\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"Wealth inequality will soar, but these people will not buy additional cars or additional houses,\\\" said Probst. \\\"There's only so many more houses a billionaire can have.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"920cedd69349\",\"_type\":\"block\",\"children\":[{\"_key\":\"f172c49b831a\",\"_type\":\"span\",\"marks\":[],\"text\":\"The other hitch is that the model largely lumps together all knowledge workers into one bucket. The reality is that, while knowledge workers will be broadly impacted, many companies are still seeking senior, more skilled workers whose roles can be complemented by AI, said Probst. But even that won't be sustainable for long, he said, as many of those senior workers will retire and companies will realize they need to invest in junior talent again. \\\"I don't think this situation can persist for another three to five years. At some point in time, companies will realize we need to hire junior people again.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3d10349d921f\",\"_type\":\"block\",\"children\":[{\"_key\":\"dfa6538e5670\",\"_type\":\"span\",\"marks\":[],\"text\":\"And given that a large portion of the labor force is involved in physical work that can't be supplanted by AI, of the three scenarios Anthropic painted, the most likely is the modest one, he said. \\\"AI growth is really showing up in two sectors only, and that is the tech sector and professional business services.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"d20a2b94ea6d\",\"_type\":\"block\",\"children\":[{\"_key\":\"51b6974b237e\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"4accf7bf81c3\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"3cb75dc1c6ff\",\"_type\":\"block\",\"children\":[{\"_key\":\"38f3b4324e5b\",\"_type\":\"span\",\"marks\":[],\"text\":\"There has long been a narrative being pushed by AI stakeholders that the tech is inevitable, and that every worker needs to get on board or be left behind. Anthropic's economic scenarios, especially the most extreme, support that narrative. If you are not able to keep up with AI skills, you could end up one of the 8.3% of knowledge workers that Anthropic predicts will be unable to cross over into a new job by 2030. But there are important caveats to remember in this forecast. The first is that the companies parroting the idea that AI is going to upend our economy and every worker needs to hop on board has a clear incentive to get as many people to adopt its technology as possible. And the second is that the future is not decided. Anthropic, to its credit, notes this in its research. However, in order to prevent the worst outcomes of AI, we need to prepare our economy and workforce for AI now, and stop believing the narrative that AI transformation, and the havoc it can wreak, are inevitable.\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-4efdc68c98d0748ebc5720609a5db5ab77122bcb-1456x816-png\",\"_type\":\"reference\"}},\"customCtaText\":null,\"customGateDescription\":null,\"customGateTitle\":null,\"date\":\"2026-09-27T20:25:30.829Z\",\"description\":null,\"enableGating\":false,\"excerpt\":null,\"gatingType\":\"default\",\"ignoreGlobalLimit\":false,\"isFeatured\":false,\"slug\":\"why-an-ai-fueled-jobs-crisis-is-not-inevitable\",\"status\":\"published\",\"t
435itle\":\"Why an AI-fueled jobs crisis is not inevitable\"}}]}],\"$L76\",\"$L77\",\"$L78\"]}]}]}]]}]\n"])</script>
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435<script>self.__next_f.push([1,"Small models offer several benefits over bulky, expensive models accessed through proprietary APIs. As Savant proved, these models can be trained to do hyper-specific tasks and achieve hyper-specific business outcomes at a fraction of the cost. Additionally, because these models can often be stored on local hardware, they're generally more private and secure than handing your business's most critical data over to a model provider. And for enterprises desperately searching for returns while also being on high alert amid increasingly common AI-powered cyberattacks, small models may sound like attractive prospects. However, that doesn't mean that enterprises are bound to stop using frontier models and APIs entirely. These systems have a few significant advantages: They're easy to use and provide a readily available source of general capabilities. As Anzalone notes, \"People are still going to use general models because they have general information.\" The challenge enterprises now face is striking the balance between the two."])</script>
435<script>self.__next_f.push([1,"56:[\"$\",\"div\",\"1\",{\"className\":\"\\n lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 \\n \\n \\n \\n md:pr-0\\n lg:border-r lg:border-[#00000033] lg:my-0 my-0\\n \\n border-b border-[#00000033] md:border-b-0 lg:border-b-0 pb-6 md:pb-0 lg:pb-0\\n \",\"children\":[\"$\",\"$L55\",\"e759a532-e43d-4e15-82ae-fdb15fcfb9ea\",{\"data\":{\"_id\":\"e759a532-e43d-4e15-82ae-fdb15fcfb9ea\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}}],\"category\":[{\"_id\":\"153dd6f3-dd4a-4cd4-8213-8c1f798697c8\",\"title\":\"Startups\"}],\"content1\":[{\"_key\":\"1f8aa07f538f\",\"_type\":\"block\",\"children\":[{\"_key\":\"c81abe492cd2\",\"_type\":\"span\",\"marks\":[],\"text\":\"With enterprises finally clamping down on tokenmaxxing, small models have emerged as a counterweight to expensive proprietary APIs.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"317efacaefdd\",\"_type\":\"block\",\"children\":[{\"_key\":\"a9b9a13afa24\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Monday, marketing and behavioral insights firm NextLM unveiled research detailing the results of its new system, Savant 3.5, built on lightweight, open-source NVIDIA Nemotron models and purpose-made for one specific task: helping salespeople find the best customers. In its niche task, the model outperformed major models from OpenAI, Google, Anthropic, SpaceXAI, and Moonshot, and at a much lower price.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"06ce7993470f\",\"_type\":\"block\",\"children\":[{\"_key\":\"e10ceacb7624\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"I think it validates the idea that small models can not only compete with the frontier, but actually, in some cases, win,\\\" Chris Anzalone, founder and CEO of NextLM, told The Deep View.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"250104025863\",\"_type\":\"block\",\"children\":[{\"_key\":\"bba4506f3e07\",\"_type\":\"span\",\"marks\":[],\"text\":\"Savant is built on top of one of Nvidia's most compact models, sitting at roughly 30 billion parameters with 3 billion active for each input, to find customers. Then it uses Nemotron\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3e1846b923e0\",\"_type\":\"block\",\"children\":[{\"_key\":\"191af8b3d9db\",\"_type\":\"span\",\"marks\":[],\"text\":\"3.5 Lightning as a \\\"supporting signal\\\" to sharpen the rankings.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"266419feeeff\",\"_type\":\"block\",\"children\":[{\"_key\":\"60e840c0cd34\",\"_type\":\"span\",\"marks\":[],\"text\":\"Here are the results:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"f7dfa2c5b1c9\",\"_type\":\"block\",\"children\":[{\"_key\":\"6694377a60b8\",\"_type\":\"span\",\"marks\":[],\"text\":\"The most important result was how many eventual customers appeared in the top 10% of a model's customer recommendations. NextLM's Savant model put 24.6% of buyers in that 10%. The closest competitor, GPT-5.6 Sol at 22.8%.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3be60eb2d19e\",\"_type\":\"block\",\"children\":[{\"_key\":\"4e21cc328415\",\"_type\":\"span\",\"marks\":[],\"text\":\"Grok 4.5 scored third-highest at 22.3%. Anthropic's models, meanwhile, sat near the bottom of the group, with Fable 5 sitting at 18.1% and Opus 5 ranking dead last at 14.6%.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"b64e8114ff9d\",\"_type\":\"block\",\"children\":[{\"_key\":\"f2aa1324790b\",\"_type\":\"span\",\"marks\":[],\"text\":\"Additionally, Savant managed to do so at a much cheaper rate, sitting between $0.003 and $0.011 per 1,000 customer prospects scored, compared to between $0.26 to $5.11 for the frontier-model APIs tested.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"bdc8b9896365\",\"_type\":\"block\",\"children\":[{\"_key\":\"2498ce244f70\",\"_type\":\"span\",\"marks\":[],\"text\":\"NextLM's success provides an example of where small models fit best: niche, specialized tasks. \\\"If a model isn't tuned to your business outcomes, the value really isn't yours,\\\" Anzalone said. \\\"It's transferable to whoever uses that same model.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"8611eeb62c21\",\"_type\":\"block\",\"children\":[{\"_key\":\"5d3310885219\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper\"},{\"_key\":\"d4c4fb4a4c5d\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\" View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"b7817ace5543\",\"_type\":\"block\",\"children\":[{\"_key\":\"7644cc5fea83\",\"_type\":\"span\",\"marks\":[],\"text\":\"$79\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-6ceaa5982b8d37bbeebf61cb9bd54ac9ff682160-1456x816-png\",\"_type\":\"reference\"}},\"customCtaText\":null,\"customGateDescription\":null,\"customGateTitle\":null,\"date\":\"2026-08-24T10:00:00.000Z\",\"description\":null,\"enableGating\":false,\"excerpt\":null,\"gatingType\":\"default\",\"ignoreGlobalLimit\":false,\"isFeatured\":false,\"slug\":\"where-small-models-are-challenging-ai-giants\",\"status\":\"published\",\"t
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435<script>self.__next_f.push([1,"57:[\"$\",\"div\",\"2\",{\"className\":\"\\n lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 \\n \\n md:pl-0\\n \\n \\n lg:border-r lg:border-[#00000033] lg:my-0 my-0\\n md:border-r md:border-[#00000033]\\n border-b border-[#00000033] md:border-b-0 lg:border-b-0 pb-6 md:pb-0 lg:pb-0\\n \",\"children\":[\"$\",\"$L55\",\"c795c186-c10c-4a01-9d82-faa1af898645\",{\"data\":{\"_id\":\"c795c186-c10c-4a01-9d82-faa1af898645\",\"authors\":[{\"_id\":\"ea7e7609-877b-42bb-80b4-56a45f47463e\",\"firstName\":\"Jason\",\"jobTitle\":\"Editor-in-Chief\",\"lastName\":\"Hiner\",\"picture\":{\"_type\":\"image\",\"alt\":\"Jason Hiner\",\"asset\":{\"_ref\":\"image-c487970248047096f9b58705c2ceeb85f66d24e0-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"jason-hiner\"}}],\"category\":[{\"_id\":\"153dd6f3-dd4a-4cd4-8213-8c1f798697c8\",\"title\":\"Startups\"}],\"content1\":[{\"_key\":\"8b78c2a117c9\",\"_type\":\"block\",\"children\":[{\"_key\":\"98a001dbf156\",\"_type\":\"span\",\"marks\":[],\"text\":\"As intelligence becomes your organization's most valuable asset, the question is whether it makes sense to rent it from another company.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"d1d2111579bb\",\"_type\":\"block\",\"children\":[{\"_key\":\"6bca4dc8186e\",\"_type\":\"span\",\"marks\":[],\"text\":\"Oumi, a startup run by a former leader on the Google Gemini team, has launched tech that lets you build and own your AI models, deploy them within hours, and use agentic AI to keep them updated and compound their value over time.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"77b89d70ecd6\",\"_type\":\"block\",\"children\":[{\"_key\":\"e7d34fbf1b65\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Tuesday, Oumi released new capabilities that let enterprises deploy specialized AI models, continuously improve them using production data, and manage the full lifecycle of your models from one console.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"ea222efdbc9a\",\"_type\":\"block\",\"children\":[{\"_key\":\"d0358ab1873d\",\"_type\":\"span\",\"marks\":[],\"text\":\"With a single click, enterprises can now deploy their own custom models with production inference that can automatically scale to only use the GPU power they require, saving money and energy\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e39f98a77a33\",\"_type\":\"block\",\"children\":[{\"_key\":\"155ba0e38952\",\"_type\":\"span\",\"marks\":[],\"text\":\"Organizations can now automatically retrain their custom models using live production data captured from the internal environment\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e0089f1b0a54\",\"_type\":\"block\",\"children\":[{\"_key\":\"bcc5a31eaa79\",\"_type\":\"span\",\"marks\":[],\"text\":\"A publicly accessible CLI can now be operated by agents and provides developers with full access to training, evaluation, and workflows\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"b3bf07011892\",\"_type\":\"block\",\"children\":[{\"_key\":\"0c6dcbf956ed\",\"_type\":\"span\",\"marks\":[],\"text\":\"One way to think about this is that the appeal of open models for enterprises is that you can download them and then customize them to exactly what your organization requires. 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435<script>self.__next_f.push([1,"58:[\"$\",\"div\",\"3\",{\"className\":\"\\n lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 \\n \\n \\n lg:pr-0\\n md:pr-0\\n lg:border-r lg:border-[#00000033] lg:my-0 my-0\\n \\n border-b border-[#00000033] md:border-b-0 lg:border-b-0 pb-6 md:pb-0 lg:pb-0\\n \",\"children\":[\"$\",\"$L55\",\"3226a02a-dcf8-4663-9523-15b7324941cb\",{\"data\":{\"_id\":\"3226a02a-dcf8-4663-9523-15b7324941cb\",\"authors\":[{\"_id\":\"ea7e7609-877b-42bb-80b4-56a45f47463e\",\"firstName\":\"Jason\",\"jobTitle\":\"Editor-in-Chief\",\"lastName\":\"Hiner\",\"picture\":{\"_type\":\"image\",\"alt\":\"Jason Hiner\",\"asset\":{\"_ref\":\"image-c487970248047096f9b58705c2ceeb85f66d24e0-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"jason-hiner\"}}],\"category\":[{\"_id\":\"153dd6f3-dd4a-4cd4-8213-8c1f798697c8\",\"title\":\"Startups\"}],\"content1\":[{\"_key\":\"d49c14dc5169\",\"_type\":\"block\",\"children\":[{\"_key\":\"119a44ad226d\",\"_type\":\"span\",\"marks\":[],\"text\":\"One of the first \\\"neolabs\\\" to announce something tangible is showing off an AI breakthrough that would fundamentally change the architecture of today's AI, making it cheaper to operate and requiring far less data center power.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"76d31f628396\",\"_type\":\"block\",\"children\":[{\"_key\":\"c910ef8f3125\",\"_type\":\"span\",\"marks\":[],\"text\":\"Pathway unveiled a 150-million parameter small reasoning model, BDH-CQ, on Tuesday, along with benchmarking results that back up Pathway's claims that its post-transformer architecture could deliver comparable performance at a fraction of the cost and computing resources of today's leading frontier models.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"cf8ce764af06\",\"_type\":\"block\",\"children\":[{\"_key\":\"269294ba144e\",\"_type\":\"span\",\"marks\":[],\"text\":\"According to the \"},{\"_key\":\"b0a177d70642\",\"_type\":\"span\",\"marks\":[\"a3a0bbb6c612\"],\"text\":\"ARC-AGI-1 benchmark\"}
435,{\"_key\":\"a46dab95c66f\",\"_type\":\"span\",\"marks\":[],\"text\":\", BDH-CQ achieved 29.5% pass@2 accuracy (it solved nearly a third of the problems on the test when given two guesses) with a computed inference cost of $0.0007 per task. So how does that compare with OpenAI's most cost-effective model? GPT 5.6 Luna (Low), which OpenAI just reduced in price by 80% on July 30, scored 34.5% on the same benchmark. However, even at its new cut-rate price, it cost 11 times more than Pathway's new model.\"}],\"markDefs\":[{\"_key\":\"a3a0bbb6c612\",\"_type\":\"link\",\"href\":\"https://arcprize.org/arc-agi\"}],\"style\":\"normal\"},{\"_key\":\"8b8a7a4ef6f0\",\"_type\":\"block\",\"children\":[{\"_key\":\"f8c5f3a66e2f\",\"_type\":\"span\",\"marks\":[],\"text\":\"Part of that is because the Pathway model is small, doesn't need chain-of-thought to achieve reasoning, and needs less data because of its improved memory. 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435nce in the AI research community. It laid out the company's theory and vision for a post-LLM future (BDH stands for \\\"beautiful dragon hatchling\\\" and is a sci-fi/fantasy reference from a Terry Pratchett story). The new benchmark released around the BDH-CQ model is the first evidence that Pathway's theory is on the mark. The team at Pathway still has a lot of work to do before its models can compete with the leading edge frontier models, but they are convinced their architecture can scale to 600B parameter models that will compete with the world's leading models and will change the economics of AI. The scaling laws that power today's top models consume so much compute, energy, and data and they are hitting limits. The industry desperately needs something like breakthroughs Pathway is espousing. There are \"},{\"_key\":\"dd3604c0bdf8\",\"_type\":\"span\",\"marks\":[\"294d307bdaf0\"],\"text\":\"over 40 neolabs that have raised $40B in funding\"},{\"_key\":\"90da99f7c4d5\",\"_type\":\"span\",\"marks\":[],\"text\":\" and they are attacking these problems. Whether or not Pathway is the eventual flagbearer, keep an eye on these startups as major disruptors in the months and years ahead.\"}],\"markDefs\":[{\"_key\":\"e4f7098b015d\",\"_type\":\"link\",\"href\":\"https://arxiv.org/abs/2509.26507\"},{\"_key\":\"294d307bdaf0\",\"_type\":\"link\",\"href\":\"https://radical.vc/the-rise-of-the-neolab/\"}],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-faa9bafec77ce2624dec85b3c05078df6ebe08fb-1536x768-png\",\"_type\":\"reference\"}},\"customCtaText\":null,\"customGateDescription\":null,\"customGateTitle\":null,\"date\":\"2026-08-11T11:30:00.000Z\",\"description\":null,\"enableGating\":false,\"excerpt\":null,\"gatingType\":\"default\",\"ignoreGlobalLimit\":false,\"isFeatured\":false,\"slug\":\"pathway-breakthrough-challenges-ai-economics\",\"status\":\"published\",\"title\":\"Pathway breakthrough challenges AI economics\"}}]}]\n"])</script>
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creating world models, raised \"},{\"_key\":\"2aeb25ce4d61\",\"_type\":\"span\",\"marks\":[\"58f5e4f7332c\"],\"text\":\"$$315 million in Series E funding\"},{\"_key\":\"c7cb5fe64873\",\"_type\":\"span\",\"marks\":[],\"text\":\" at a valuation of $5.3 billion.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[{\"_key\":\"58f5e4f7332c\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/runway-s-usd5-3b-valuation-fuels-world-models\"}],\"style\":\"normal\"},{\"_key\":\"d43b4ad0f0bd\",\"_type\":\"block\",\"children\":[{\"_key\":\"9f6a8771336b\",\"_type\":\"span\",\"marks\":[],\"text\":\"Luma, an AI video startup that focuses on creating multimodal reasoning models, raised a \"},{\"_key\":\"459afeee23ef\",\"_type\":\"span\",\"marks\":[\"5b7143cf360a\"],\"text\":\"$$900 million Series C in November\"},{\"_key\":\"e63c36c1f3fc\",\"_type\":\"span\",\"marks\":[],\"text\":\" at a valuation of $4 billion.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[{\"_key\":\"5b7143cf360a\",\"_type\":\"link\",\"href\":\"https://finance.yahoo.com/news/nvidia-backs-luma-ai-startup-160309241.html\"}],\"style\":\"normal\"},{\"_key\":\"e713f7de8ffd\",\"_type\":\"block\",\"children\":[{\"_key\":\"d58d69fb39da\",\"_type\":\"span\",\"marks\":[],\"text\":\"General Intuition, a lab dedicated to building foundation models for environments that require \\\"\"},{\"_key\":\"bd3b1a52d2c6\",\"_type\":\"span\",\"marks\":[\"1b83e60bc1eb\"],\"text\":\"deep spatial and temporal reasoning\"},{\"_key\":\"144b82323cc7\",\"_type\":\"span\",\"marks\":[],\"text\":\",\\\" raised \"},{\"_key\":\"468eab7642b6\",\"_type\":\"span\",\"marks\":[\"d188ddb8589e\"],\"text\":\"$$320 million in Series A funding\"},{\"_key\":\"d788b25e50cc\",\"_type\":\"span\",\"marks\":[],\"text\":\" at a $2.3 billion valuation in June.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[{\"_key\":\"1b83e60bc1eb\",\"_type\":\"link\",\"href\":\"https://archive.thedeepview.com/p/openai-s-500b-restructuring-sets-stage-for-blockbuster-ipo\"},{\"_key\":\"d188ddb8589e\",\"_type\":\"link\",\"href\":\"https://techcrunch.com/2026/06/25/general-intuitions-2-3b-bet-that-video-games-can-train-ai-agents-for-the-real-world/\"}],\"style\":\"normal\"},{\"_key\":\"cf6c15098a69\",\"_type\":\"block\",\"children\":[{\"_key\":\"0973596b3c7f\",\"_type\":\"span\",\"marks\":[],\"text\":\"Beyond startups, several companies have pivoted into world models from one industry in particular: gaming.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"d55972ab9854\",\"_type\":\"block\",\"children\":[{\"_key\":\"5da7ba204e55\",\"_type\":\"span\",\"marks\":[\"3e719a36eb8f\"],\"text\":\"Niantic\"},{\"_key\":\"7690741ca7a7\",\"_type\":\"span\",\"marks\":[],\"text\":\", the maker of the beloved Pokémon Go app, sold its suite of mobile games to Scopely for $3.5 billion and spun out a lab last March called Niantic Spatial, focused on developing what it calls a \\\"Large Geospatial Model,\\\" a world model that enhances spatial reasoning in LLMs.\"}],\"markDefs\":[{\"_key\":\"3e719a36eb8f\",\"_type\":\"link\",\"href\":\"https://nianticlabs.com/news/niantic-next-chapter\"}],\"style\":\"normal\"},{\"_key\":\"a899c2047f84\",\"_type\":\"block\",\"children\":[{\"_key\":\"21bf59d510e5\",\"_type\":\"span\",\"marks\":[],\"text\":\"And Roblox, the online gaming platform with more than 150 million daily active users, is developing its own version of a world model that it calls \\\"\"},{\"_key\":\"397b6d1c23bd\",\"_type\":\"span\",\"marks\":[\"d1ac1a847822\"],\"text\":\"real-time dreaming\"},{\"_key\":\"1b87417221b4\",\"_type\":\"span\",\"marks\":[],\"text\":\",\\\" that allows creators to generate and iterate on virtual environments through language prompts. In a panel at the HumanX conference in April, David Baszucki, Roblox founder and CEO, said that he envisions the companyâs world models \\\"not just as a play technology, but as a creation technology as well.\\\"\"}],\"markDefs\":[{\"_key\":\"d1ac1a847822\",\"_type\":\"link\",\"href\":\"https://about.roblox.com/newsroom/2026/02/accelerating-creation-powered-roblox-cube-foundation-model\"}
435],\"style\":\"normal\"},{\"_key\":\"b18dc66652cc\",\"_type\":\"block\",\"children\":[{\"_key\":\"0007034d87db\",\"_type\":\"span\",\"marks\":[],\"text\":\"In January, \"},{\"_key\":\"697b3aac1f28\",\"_type\":\"span\",\"marks\":[\"fc7fdc8a25b1\"],\"text\":\"Google DeepMind released Project Genie\"},{\"_key\":\"9166cdeca475\",\"_type\":\"span\",\"marks\":[],\"text\":\", an \\\"experimental research prototype\\\" that marks the latest iteration of its work in the world model space. The project is powered by its flagship Gemini model, its Nano Banana Pro image model, and Genie 3, its most powerful world model yet.\"}],\"markDefs\":[{\"_key\":\"fc7fdc8a25b1\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/google-s-project-genie-generates-interactive-worlds\"}],\"style\":\"normal\"},{\"_key\":\"20c2105c2793\",\"_type\":\"block\",\"children\":[{\"_key\":\"570ca77c8aaa\",\"_type\":\"span\",\"marks\":[],\"text\":\"Nvidia, meanwhile, unveiled its Cosmos model at CES 2025, a world foundation model thatâs aimed at accelerating the development and deployment of autonomous vehicles and robots. Since then, the company has expanded Cosmos further, including debuting the \"},{\"_key\":\"a38207332615\",\"_type\":\"span\",\"marks\":[\"31d04084e602\"],\"text\":\"third generation of the Cosmos family\"},{\"_key\":\"ceef886cdd11\",\"_type\":\"span\",\"marks\":[],\"text\":\" and releasing world-generation models, controllable simulations for synthetic data generation, and multimodal reasoning models for physical AI.\\n\"}],\"markDefs\":[{\"_key\":\"31d04084e602\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/nvidia-s-new-world-model-will-spur-robotics-leap\"}],\"style\":\"normal\"},{\"_key\":\"9f96dff9afc2\",\"_type\":\"block\",\"children\":[{\"_key\":\"b070016f0f0b\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Many bets, same problems\"}],\"markDefs\":[],\"style\":\"h3\"},{\"_key\":\"f5718df24bc8\",\"_type\":\"block\",\"children\":[{\"_key\":\"3ab0e68853ea\",\"_type\":\"span\",\"marks\":[],\"text\":\"The challenge with the term \\\"world model\\\" is that it means different things to different people.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"517791ff0b04\",\"_type\":\"block\",\"children\":[{\"_key\":\"1db12659e3f8\",\"_type\":\"span\",\"marks\":[],\"text\":\"During her HumanX panel, Li said that defining world models in 2024 was much easier. \\\"No one was talking about this,\\\" she said. \\\"I'm keenly aware that different groups have different definitions of world models at this point.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"45ffe4598d5e\",\"_type\":\"block\",\"children\":[{\"_key\":\"f189b703f4e6\",\"_type\":\"span\",\"marks\":[],\"text\":\"Broadly speaking, building a world model involves creating machines with the ability to understand space, she explained, such as reasoning about geometry, interactivity and physics, as well as generating those spaces \\\"just like our computers today generate words.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"b1c67265658e\",\"_type\":\"block\",\"children\":[{\"_key\":\"c9fea2224280\",\"_type\":\"span\",\"marks\":[],\"text\":\"And as Li said, there are several different ideas about how to achieve this.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"81a2f956cc93\",\"_type\":\"block\",\"children\":[{\"_key\":\"b2388be36e4b\",\"_type\":\"span\",\"marks\":[],\"text\":\"For starters, there are predictive video models that learn to forecast future states from video data. This is the method that Nvidiaâs Cosmos models and Googleâs Genie models have chosen. Anastasis Germanidis, co-founder and CTO of Runway, an AI video company, told The Deep View that it is also staking its world model on \\\"interactive video,\\\" which is \"},{\"_key\":\"1eac715535a6\",\"_type\":\"span\",\"marks\":[\"e4ae7f5e4703\"],\"text\":\"how it built GWM-1\"},{\"_key\":\"786888180795\",\"_type\":\"span\",\"marks\":[],\"text\":\".\"}],\"markDefs\":[{\"_key\":\"e4ae7f5e4703\",\"_type\":\"link\",\"href\":\"https://runwayml.com/research/introducing-runway-gwm-1\"}],\"style\":\"normal\"},{\"_key\":\"51882ceb2734\",\"_type\":\"block\",\"children\":[{\"_key\":\"06b927a0c291\",\"_type\":\"span\",\"marks\":[],\"text\":\"âWe've seen that the most important thing for making great world models is having great video models,â Germanidis said.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"709fac99ebf3\",\"_type\":\"block\",\"children\":[{\"_key\":\"a82b1d8c0533\",\"_type\":\"span\",\"marks\":[],\"text\":\"World Labs, Liâs company, founded in 2024, focuses on spatial intelligence. Rather than homing in on video generation, World Labs is focused on 3D world representation as a spatial object, not a sequence of frames. Marble, its first world model, aims to create geometrically-accurate, consistent and navigable environments that you can interact with, edit and reuse.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"af021e6f5edb\",\"_type\":\"image\",\"asset\":{\"_ref\":\"image-18dd11eb01ab57b29785d6f536c8ec7842a6cf6a-990x746-png\",\"_type\":\"reference\"}},{\"_key\":\"ba3e1b0a08bb\",\"_type\":\"block\",\"children\":[{\"_key\":\"766bb016e402\",\"_type\":\"span\",\"marks\":[\"em\",\"ae25bd4bd025\"],\"text\":\"An example of a simulation from World Labs' Marble software. \"},{\"_key\":\"7cdb8623ef58\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\n\"}],\"markDefs\":[{\"_key\":\"ae25bd4bd025\",\"_type\":\"link\",\"href\":\"https://marble.worldlabs.ai/world/3298c4bf-591d-4bef-8d95-be44abaa018f\"}],\"style\":\"normal\"},{\"_key\":\"7103d297f237\",\"_type\":\"block\",\"children\":[{\"_key\":\"fd0283af1df4\",\"_type\":\"span\",\"marks\":[],\"text\":\"Simulation models, such as robotics, gaming, or autonomous driving simulators, also fall into the world models bucket, simulating environments that agents can act within and learn from. For instance, this kind of model is the backbone of Teslaâs self-driving technology and the Waymo World Model. Robotics models, such as vision-language-action models like Figure AIâs Helix, can also fall into this category.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e503d0432042\",\"_type\":\"block\",\"children\":[{\"_key\":\"b30cb81f614a\",\"_type\":\"span\",\"marks\":[],\"text\":\"Multimodal models can also fall into the world models category. That includes the approach taken by Luma, an AI video startup focused on creating \\\"\"},{\"_key\":\"045d3531572e\",\"_type\":\"span\",\"marks\":[\"68ad32d21cea\"],\"text\":\"multimodal general intelligence\"},{\"_key\":\"70f6184bc79e\",\"_type\":\"span\",\"marks\":[],\"text\":\",\\\" or models that can understand the world by taking in a wide variety of data, such as images, videos, audio and text.\"}],\"markDefs\":[{\"_key\":\"68ad32d21cea\",\"_type\":\"link\",\"href\":\"https://lumalabs.ai/uni-1/tech-specs\"}],\"style\":\"normal\"},{\"_key\":\"7719ab9831da\",\"_type\":\"block\",\"children\":[{\"_key\":\"4b7fe9c4b76f\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"Our bet on world models is that you train models jointly on all of these modalities, just the same way as our brains work, rather than like saying, '3D is the path to world models,' or 'video is the path to world models,'\\\" Caroline Ingeborn, COO of Luma, told The Deep View. \\\"If you're going to have models that understand and can generate and operate in our worlds, you need to be trained across modalities.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"0015f80dd6c8\",\"_type\":\"block\",\"children\":[{\"_key\":\"c11f40bfb683\",\"_type\":\"span\",\"marks\":[],\"text\":\"Despite the different approaches to creating these models, they all face the same tw
435o constraints that plague everyone building AI: compute and data. But because these models digest and create more than simple words, the problems are amplified.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"912577e28e45\",\"_type\":\"block\",\"children\":[{\"_key\":\"fce8acf113fc\",\"_type\":\"span\",\"marks\":[],\"text\":\"For one, these models are far more compute intensive than their language-only predecessors. And amid an unprecedented crunch for compute, the entire industry is feeling the squeeze. That's why OpenAI completely \"},{\"_key\":\"10092bb0c1af\",\"_type\":\"span\",\"marks\":[\"2a71f336a597\"],\"text\":\"axed its own AI video platform\"},{\"_key\":\"805aca2b1d4d\",\"_type\":\"span\",\"marks\":[],\"text\":\", Sora, to free up more compute for its flagship models. Li even quipped about this problem in her HumanX keynote, saying that her \\\"friends in Nvidia and AMD will be very happy\\\" following her companyâs most recent funding announcement, implying that World Labs would be buying a lot more compute.\"}],\"markDefs\":[{\"_key\":\"2a71f336a597\",\"_type\":\"link\",\"href\":\"https://www.businessinsider.com/openai-kills-sora-app-ai-compute-crunch-forces-hard-choices-2026-3\"}],\"style\":\"normal\"},{\"_key\":\"b5c596a04422\",\"_type\":\"block\",\"children\":[{\"_key\":\"d3318d5ef6b5\",\"_type\":\"span\",\"marks\":[],\"text\":\"As for data, these models require more than just what can be scraped from large repositories of text. Similar to the \"},{\"_key\":\"cc1d838d4e7f\",\"_type\":\"span\",\"marks\":[\"722d0171c0c8\"],\"text\":\"data shortages in the robotics industry\"},{\"_key\":\"82ecb9a11436\",\"_type\":\"span\",\"marks\":[],\"text\":\", these models need large amounts of high-quality data from real-world environments to learn to recreate them. Getting these models to behave consistently and create physically accurate data largely relies on this.\"}],\"markDefs\":[{\"_key\":\"722d0171c0c8\",\"_type\":\"link\",\"href\":\"https://autolab.berkeley.edu/assets/publications/media/GOFE-Can-Close-the-100000-Year-Robot-Data-Gap-Science-Robotics-Aug-2025-scirobotics.aea7390.pdf\"}],\"style\":\"normal\"},{\"_key\":\"93b5085250c4\",\"_type\":\"block\",\"children\":[{\"_key\":\"a5c497890b1d\",\"_type\":\"span\",\"marks\":[],\"text\":\"âThere's never enough compute, and there's never enough data,â said Germanidis.\\n\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"7b2de2a7e917\",\"_type\":\"block\",\"children\":[{\"_key\":\"dee187dbccf5\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Today's primary use of world models\"}],\"markDefs\":[],\"style\":\"h3\"},{\"_key\":\"3767b7dc0be9\",\"_type\":\"block\",\"children\":[{\"_key\":\"5752b915673d\",\"_type\":\"span\",\"marks\":[],\"text\":\"These various world models may be able to solve each other's problems. As it stands, the most commercially significant use case for these models is generating synthetic data, which is then used to train robotics or self-driving vehicles.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"ccb14f44ec19\",\"_type\":\"block\",\"children\":[{\"_key\":\"2644ecf4a22c\",\"_type\":\"span\",\"marks\":[],\"text\":\"Deepu Talla, VP of robotics and edge AI at Nvidia, told The Deep View that these kinds of models are critical to filling the data gap plaguing physical AI development and are the primary use case for Nvidiaâs Cosmos models. Though many developers are on the quest to build a \\\"general-purpose robotic brain,\\\" Talla said that the brain itself may not be enough to create robots that can seamlessly act on the world around them.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"1f9a8437626e\",\"_type\":\"block\",\"children\":[{\"_key\":\"0131a0582627\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"A robot can only do so much if you don't have the environment for the robot to interact with,\\\" said Talla. \\\"The world model is about creating the whole environment around it to do that simulation.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e762e614e00d\",\"_type\":\"block\",\"children\":[{\"_key\":\"d009dd8a76e4\",\"_type\":\"span\",\"marks\":[],\"text\":\"Li echoed a similar sentiment for the work of World Labs, noting in her keynote that the output \\\"contributes to further providing synthetic data for others in the ecosystem.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"d28bea511d91\",\"_type\":\"block\",\"children\":[{\"_key\":\"5fe2d38c649a\",\"_type\":\"span\",\"marks\":[],\"text\":\"This application is vitally important because it can create a symbiotic relationship between physical AI systems and the world models used to build them. The better physical AI systems perform, the more they can collect real-world data to help train the models.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"49efce8edbee\",\"_type\":\"block\",\"children\":[{\"_key\":\"a99aeb671f38\",\"_type\":\"span\",\"marks\":[],\"text\":\"World modelsâ synthetic data also helps break down a major barr
435ier that physical AI systems face: safety. While a self-driving data set may have a sizable pool of info on typical driving situations, \\\"the vast, vast majority\\\" is going to be non-accidents, Germanidis said. However, \\\"The place where their models need to perform the best â that it's critical to perform the best â is exactly in those [dangerous] moments.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"7042e19bc1ec\",\"_type\":\"block\",\"children\":[{\"_key\":\"95d4ce5f5bbf\",\"_type\":\"span\",\"marks\":[],\"text\":\"But an AI model that can comprehend the world beyond words and has an understanding of space and physics has practically limitless use cases, said Ingeborn. Physically accurate AI models can be transformative for the entertainment industry, such as filmmaking, VFX and editing, she said. These models may also be groundbreaking for the gaming industry, allowing developers to build game environments without requiring the resources of a large publisher.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"7eb682e15060\",\"_type\":\"block\",\"children\":[{\"_key\":\"628e6678388a\",\"_type\":\"span\",\"marks\":[],\"text\":\"And beyond entertainment, these models have potential in science as well. In her 2025 essay, \"},{\"_key\":\"2c764ab78445\",\"_type\":\"span\",\"marks\":[\"b2b92a992faf\"],\"text\":\"âSpatial Intelligence is AIâs Next Frontier,â\"},{\"_key\":\"04416eedfb22\",\"_type\":\"span\",\"marks\":[],\"text\":\" Li notes that an understanding of the physical world is crucial for materials discovery and climate science by integrating multi-dimensional simulation with real-world data collection. These models also have the potential to accelerate drug discovery in medicine and act as companions in healthcare settings.\"}],\"markDefs\":[{\"_key\":\"b2b92a992faf\",\"_type\":\"link\",\"href\":\"https://drfeifei.substack.com/p/from-words-to-worlds-spatial-intelligence\"}],\"style\":\"normal\"},{\"_key\":\"2db1f9b0fdd4\",\"_type\":\"block\",\"children\":[{\"_key\":\"5aa35fed5755\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"If you're doing an open heart transplant, you need to understand the physical world,\\\" Ingeborn said. \\\"Imagine having an AI that can understand and operate alongside you.\\\"\\n\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"ccdf6a59d52c\",\"_type\":\"block\",\"children\":[{\"_key\":\"704ba841d14f\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"The AGI challenge\"}],\"markDefs\":[],\"style\":\"h3\"},{\"_key\":\"3c5bf4664c08\",\"_type\":\"block\",\"children\":[{\"_key\":\"0dc7688d5006\",\"_type\":\"span\",\"marks\":[],\"text\":\"But like most things in AI, all roads lead back to artificial general intelligence. Many in the world model space firmly believe that spatial understanding is essential to achieving the nebulous and lofty goal of human-level machine intelligence.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"40b784e9a3a5\",\"_type\":\"block\",\"children\":[{\"_key\":\"d1de13736f55\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"World models are kind of the only path to AGI in my mind,\\\" said Germanidis. \\\"There is no way to get to general intelligence unless you understand the real world.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"d34cb1299616\",\"_type\":\"block\",\"children\":[{\"_key\":\"3f86b6827833\",\"_type\":\"span\",\"marks\":[],\"text\":\"While there are many different ways to define artificial general intelligence â as well as fiercely debated questions about whether achieving it is possible or if itâs a worthwhile goal to begin with â itâs also the core mission that underlies practically every major frontier AI lab.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"6d3c64598790\",\"_type\":\"block\",\"children\":[{\"_key\":\"0357c81572f8\",\"_type\":\"span\",\"marks\":[],\"text\":\"Letâs start with Anthropic. The AI giant has largely focused on large language models as the gateway to achieving massively powerful AI. Though CEO Dario Amodei has shunned the term AGI, in his renowned essay \"},{\"_key\":\"363dee3a76df\",\"_type\":\"span\",\"marks\":[\"7a9799b78ac5\"],\"text\":\"âMachines of Loving Grace,â\"},{\"_key\":\"a7b5ee4a2957\",\"_type\":\"span\",\"marks\":[],\"text\":\" he has defined powerful AI as that with skill levels \\\"exceeding that of the most capable humans in the world,\\\" which can autonomously complete tasks and perform complex science and engineering. To achieve this definition, Amodei and Anthropic have bet on the paradigm of scaling laws: More compute and more data will, someday, lead to a language model with these capabilities.\"}],\"markDefs\":[{\"_key\":\"7a9799b78ac5\",\"_type\":\"link\",\"href\":\"https://www.dario
435amodei.com/essay/machines-of-loving-grace\"}],\"style\":\"normal\"},{\"_key\":\"c64da03fc29e\",\"_type\":\"block\",\"children\":[{\"_key\":\"213b89ccf435\",\"_type\":\"span\",\"marks\":[],\"text\":\"OpenAI holds a similar view. More comfortable with the term AGI itself, the company has \"},{\"_key\":\"0fe50b3b3ad0\",\"_type\":\"span\",\"marks\":[\"1c9ae8762e23\"],\"text\":\"pledged itself to the long-term mission\"},{\"_key\":\"cc3dab28a18d\",\"_type\":\"span\",\"marks\":[],\"text\":\" of creating general intelligence, or \\\"highly autonomous systems that outperform humans at most economically valuable work,\\\" that benefit \\\"all of humanity.\\\" CEO Sam Altman is bullish on the idea that this will arrive sooner than later, with scaling laws being the fundamental method of getting there.\"}],\"markDefs\":[{\"_key\":\"1c9ae8762e23\",\"_type\":\"link\",\"href\":\"https://openai.com/charter/?utm_source=chatgpt.com\"}],\"style\":\"normal\"},{\"_key\":\"fe87f1a1ec54\",\"_type\":\"block\",\"children\":[{\"_key\":\"8775ce644f42\",\"_type\":\"span\",\"marks\":[],\"text\":\"But many in the industry have started to question whether language models are the key to unlocking this higher level of intelligence. Since the dawn of the concept of world models, experts have started to poke holes in the idea that language alone will get us there. One such voice is LeCun.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"0e8ddc03dabb\",\"_type\":\"block\",\"children\":[{\"_key\":\"0aa903052e4c\",\"_type\":\"span\",\"marks\":[],\"text\":\"On multiple occasions, LeCun has argued that language models will not lead us to human-level machine intelligence, as language offers only a limited slice of intelligence, restricted by the collections of letters and numbers humanity has written down. Without an understanding of environments, perception and interaction, these models are essentially untethered from reality, he asserts.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"62ecee5cdc6b\",\"_type\":\"instagram\",\"url\":\"https://www.instagram.com/reel/DTBbfk7jKuz/\"},{\"_key\":\"e0af152c6d32\",\"_type\":\"block\",\"children\":[{\"_key\":\"25f151855a90\",\"_type\":\"span\",\"marks\":[],\"text\":\"And the argument has its merits. Evolutionarily, humans developed the ability to communicate as a means of comprehending our other five senses. Without an understanding of those senses, or an understanding of physical consequence, how can a machine understand what it is to be human?\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"f1303173eefa\",\"_type\":\"block\",\"children\":[{\"_key\":\"ff49d9980c58\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"With this whole idea of AGI and a more general intelligence, it has become more clear that you cannot just get that from text,â Amit Goel, Nvidia's head of robotics and edge computing, told The Deep View. \\\"For that level of intelligence, you need to consume information from the world. That is how you get to the next level.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"bf1cb9b3c3f1\",\"_type\":\"block\",\"children\":[{\"_key\":\"13cbb1beba92\",\"_type\":\"span\",\"marks\":[],\"text\":\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"eff1326b3478\",\"_type\":\"block\",\"children\":[{\"_key\":\"928d9861c973\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Where we go next\"}],\"markDefs\":[],\"style\":\"h3\"},{\"_key\":\"eb5f3ffa3231\",\"_type\":\"block\",\"children\":[{\"_key\":\"dde24996bccf\",\"_type\":\"span\",\"marks\":[],\"text\":\"As they pursue the vision of the ever-powerful, superhuman language model, between OpenAI and Anthropic alone, the companies have garnered a total of nearly $330 billion in funding and counting, each with valuations nearly scraping the trillion-dollar mark.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"c12f36ba1631\",\"_type\":\"block\",\"children\":[{\"_key\":\"0651ed31a242\",\"_type\":\"span\",\"marks\":[],\"text\":\"But the question remains: With the growing momentum toward world models and spatial intelligence, what is left for LLMs?\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"616f97ce5804\",\"_type\":\"block\",\"children\":[{\"_key\":\"f6bea807d32a\",\"_type\":\"span\",\"marks\":[],\"text\":\"Germanidis said there is increasingly a recognition in the industry that language model developers are \\\"saturating the data we have available.\\\" As a result of approaching that limit, he believes that language model improvement will soon, too, hit a saturation point, making these models unable to solve \\\"core problems that we care about.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"40147100c24a\",\"_type\":\"block\",\"children\":[{\"_key\":\"5965c82286f5\",\"_type\":\"span\",\"marks\":[],\"text\":\"While all of the text available in human history would take humans thousands of years to read through, that data is still just a small \"},{\"_key\":\"c76024c9d6a1\",\"_type\":\"span\",\"marks\":[\"434b7803910b\"],\"text\":\"fraction of the real-world data\"},{\"_key\":\"cfa27846dd43\",\"_type\":\"span\",\"marks\":[],\"text\":\" that humans perceive with our senses over time.\"}],\"markDefs\":[{\"_key\":\"434b7803910b\",\"_type\":\"link\",\"href\":\"https://www.instagram.com/reel/DTBbfk7jKuz/\"}],\"style\":\"normal\"},{\"_key\":\"d8d83435c07a\",\"_type\":\"block\",\"children\":[{\"_key\":\"bb736ffe2663\",\"_type\":\"span\",\"marks\":[],\"text\":\"âThere is this broad set of data that's about the real world that actually we haven't trained on, and we haven't built systems around,â said Germanidis. âIt's the biggest next opportunity for AI.â\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"251162232f5f\",\"_type\":\"block\",\"children\":[{\"_key\":\"74734917195c\",\"_type\":\"span\",\"marks\":[],\"text\":\"However, what these models are capable of and how we actually use them are two different things. The issue of capability overhang, or the gap between the capabilities AI can offer and the capacity to which we actually use them, still looms among businesses and consumers alike. And as it stands, a relatively small fraction of people actually utilize AI on a day-to-day basis â just over 16%, \"},{\"_key\":\"3edc240d54c2\",\"_type\":\"span\",\"marks\":[\"8d442c1ee5b7\"],\"text\":\"according to a Microsoft study\"},{\"_key\":\"2fca3eeae287\",\"_type\":\"span\",\"marks\":[],\"text\":\".\"}],\"markDefs\":[{\"_key\":\"8d442c1ee5b7\",\"_type\":\"link\",\"href\":\"https://www.microsoft.com/en-us
435/corporate-responsibility/topics/ai-economy-institute/reports/global-ai-adoption-2025/\"}],\"style\":\"normal\"},{\"_key\":\"f9b98d9c2ff1\",\"_type\":\"block\",\"children\":[{\"_key\":\"d7509c6e2c77\",\"_type\":\"span\",\"marks\":[],\"text\":\"The fact that such a small part of the population is leveraging language models to their fullest extent might be proof that, even if language models run out of words to eat and reach a capability plateau, there may be a long, \"},{\"_key\":\"19f630dadc69\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"long\"},{\"_key\":\"548afb10479c\",\"_type\":\"span\",\"marks\":[],\"text\":\" way to go before we run out of ways to leverage them, said Ingeborn.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"ad1284c5964a\",\"_type\":\"block\",\"children\":[{\"_key\":\"a3974167ab7a\",\"_type\":\"span\",\"marks\":[],\"text\":\"Luis Lastras, director of language technologies at IBM, told The Deep View that enterprises are still figuring out how to leverage language models in reliable, trustworthy and efficient ways.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"10bf24b20248\",\"_type\":\"block\",\"children\":[{\"_key\":\"5e6796a67eae\",\"_type\":\"span\",\"marks\":[],\"text\":\"While physical AI and world models present a lot of promising applications, \\\"when it comes to productive use of enterprises, I would say there's a lot that we can build on the current platform that is not really fully fleshed out, especially when it comes down to efficient automation,\\\" Lastras said.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e72bdc04fa16\",\"_type\":\"block\",\"children\":[{\"_key\":\"7743cbe446cf\",\"_type\":\"span\",\"marks\":[],\"text\":\"Additionally, Nvidiaâs Goel said these models may work hand-in-hand. Rather than being pitted against each other, languages are simply vectors used as the communication layer for world models and spatial intelligence. \\\"I see it as a continuum,\\\" said Goel. \\\"This new wave is building on top of LLMs.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3e4247a9ebdd\",\"_type\":\"block\",\"children\":[{\"_key\":\"f9184536544e\",\"_type\":\"span\",\"marks\":[],\"text\":\"The reality is that physically accurate world models and spatial intelligence have a long, long road ahead before they actually realize the lofty goals of Li, LeCun, and others. Along with confronting the same barriers of data and compute that frontier language model labs are facing, these models are simply more difficult to build than those that are language-only.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"7b89ea98c13c\",\"_type\":\"block\",\"children\":[{\"_key\":\"027e24021564\",\"_type\":\"span\",\"marks\":[],\"text\":\"Itâs hard to create a model that holds an internal representation of our world, one that consistently understands and applies physics in its generation. Just like itâs exceedingly difficult to create a model that transcends the smartest humans in the world in every conceivable domain, the goal of AGI, no matter how close AI figureheads claim we are.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"b262b34afdb5\",\"_type\":\"block\",\"children\":[{\"_key\":\"53bbe807b0d3\",\"_type\":\"span\",\"marks\":[],\"text\":\"By the time highly capable world models are ready to become a critical component of the technology ecosystem, language models may have already run their natural course. And the grand AGI question will have to sort itself out along the way.\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-e635e3234c1b868c46b965ef4ed88fde85b2c6b5-1920x1080-png\",\"_type\":\"reference\"}},\"customCtaText\":null,\"customGateDescription\":null,\"customGateTitle\":null,\"date\":\"2026-07-03T11:01:00.000Z\",\"description\":null,\"enableGating\":false,\"excerpt\":null,\"gatingType\":\"default\",\"ignoreGlobalLimit\":false,\"isFeatured\":false,\"slug\":\"how-world-models-became-ai-s-next-frontier\",\"status\":\"published\",\"title\":\"How world models became AI's next frontier\"}}]}]\n"])</script>
435<script>self.__next_f.push([1,"5c:[\"$\",\"div\",\"7\",{\"className\":\"\\n lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 \\n \\n \\n lg:pr-0\\n md:pr-0\\n \\n \\n \\n \",\"children\":[\"$\",\"$L55\",\"363992cd-96d1-4f72-9fcc-3f9a721a74df\",{\"data\":{\"_id\":\"363992cd-96d1-4f72-9fcc-3f9a721a74df\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}}],\"category\":[{\"_id\":\"153dd6f3-dd4a-4cd4-8213-8c1f798697c8\",\"title\":\"Startups\"}],\"content1\":[{\"_key\":\"80daa1934c4b\",\"_type\":\"block\",\"children\":[{\"_key\":\"7ba0a9569c2a\",\"_type\":\"span\",\"marks\":[],\"text\":\"We typically think of AI models as built around language. But one startup is creating models built around the \\\"grammar of our DNA.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"ef8e05979bd5\",\"_type\":\"block\",\"children\":[{\"_key\":\"389731255818\",\"_type\":\"span\",\"marks\":[],\"text\":\"Radical Numerics, an AI research lab spun out from Stanford University on the quest to build \"},{\"_key\":\"f7a0be144b02\",\"_type\":\"span\",\"marks\":[\"45c9926f8e8b\"],\"text\":\"\\\"general biological intelligence,\\\"\"},{\"_key\":\"152c83d5fb98\",\"_type\":\"span\",\"marks\":[],\"text\":\" emerged from stealth last week with $50 million in seed funding. Additionally, the company announced its latest model: Omnii, a \\\"genome language model\\\" built for researchers and biologists, in research preview.\"}],\"markDefs\":[{\"_key\":\"45c9926f8e8b\",\"_type\":\"link\",\"href\":\"https://www.businesswire.com/news/home/20260615558179/en/AI-Lab-Radical-Numerics-Launches-with-%2450M-Seed-Round-To-Build-General-Biological-Intelligence\"}],\"style\":\"normal\"},{\"_key\":\"9d7403186788\",\"_type\":\"block\",\"children\":[{\"_key\":\"625b63d39e7b\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"Most of the DNA in the human genome, we still don't actually understand what it does. We don't understand the grammar, so to speak, of our DNA,\\\" Eric Nguyen, CEO and co-founder of Radical Numerics, told The Deep View. \\\"We thought this was a way to accelerate our understanding of disease, and hopefully to make treatments to cure disease.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"144b53d10cf3\",\"_type\":\"block\",\"children\":[{\"_key\":\"0db865bfdd6b\",\"_type\":\"span\",\"marks\":[],\"text\":\"Though the company has only just revealed itself to the public, it's been at work for almost a year, said Nguyen, and has already created and released models.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"9225243913d2\",\"_type\":\"block\",\"children\":[{\"_key\":\"58115ae7b282\",\"_type\":\"span\",\"marks\":[],\"text\":\"Evo and Evo 2\"},{\"_key\":\"dc728e794b9d\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\", \"},{\"_key\":\"ecab28acb58c\",\"_type\":\"span\",\"marks\":[],\"text\":\"its first two models, are the first AI models capable of both reading and writing DNA at scale. The project is entirely open source, Nguyen said, and was used to design novel CRISPR systems and create the first complete AI-designed genome, called a bacteriophage.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"b51dec1876d3\",\"_type\":\"block\",\"children\":[{\"_key\":\"3ddd823768ee\",\"_type\":\"span\",\"marks\":[],\"text\":\"Because the field is so nascent, the company released these models open source as a means of pushing innovation and getting it in the hands of researchers \\\"in an open way,\\\" he said. \\\"We felt that we had to show people the recipe and make it open source to actually drive adoption.\\\"\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"04a403afb449\",\"_type\":\"block\",\"children\":[{\"_key\":\"92103ad70b9b\",\"_type\":\"span\",\"marks\":[],\"text\":\"However, ami
435d a growing discussion of AI's potential use in developing bioweapons, Nguyen said that the company approaches its technology in a \\\"dual prong\\\" way, considering the tech for both biological design and biological defense. It's why the company decided to keep Omnii proprietary, compared to its Evo predecessors: Being able to control who has access to its models is vital. \\\"We don't want this to be an academic toy anymore,\\\" Nguyen said.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"222ded9e04e5\",\"_type\":\"block\",\"children\":[{\"_key\":\"0599587ba397\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"We realized that this technology has this tremendous potential, obviously, to understand human health, but it can be potentially misused to create something very dangerous,\\\" he added.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"97a55cee35f7\",\"_type\":\"block\",\"children\":[{\"_key\":\"357558f660a5\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"df87cf3b49b2\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"1cf10ae9db5c\",\"_type\":\"block\",\"children\":[{\"_key\":\"f9919e6039c6\",\"_type\":\"span\",\"marks\":[],\"text\":\"Radical Numerics joins a growing movement targeting bioscience as a use case for AI. OpenAI \"},{\"_key\":\"a3885e467f08\",\"_type\":\"span\",\"marks\":[\"d54acfe60db8\"],\"text\":\"introduced GPT-Rosalind\"},{\"_key\":\"e1abf0d9a417\",\"_type\":\"span\",\"marks\":[],\"text\":\" specifically for life sciences research and drug discovery, and Anthropic has its own \"},{\"_key\":\"8bd7ffe31ba7\",\"_type\":\"span\",\"marks\":[\"d174f31ede8a\"],\"text\":\"version of Claude for Life Sciences\"},{\"_key\":\"bbdccb583d95\",\"_type\":\"span\",\"marks\":[],\"text\":\". Additionally, each of these initiatives has a precedent: Alphafold, Google DeepMind's AI project predicting the 3D structures of proteins, which won the Nobel Prize in 2024. And there's a reason this particular niche is so attractive â One of the big pieces of the utopian vision for AI is to provide researchers with the tools to exponentially accelerate scientific discovery, positioning the tech as a panacea for all of the hurdles that ail researchers. Still, Radical Numerics acknowledges the biggest risk: That a tool of such power can be used to tip the scales in a dangerous direction, if not controlled.\"}],\"markDefs\":[{\"_key\":\"d54acfe60db8\",\"_type\":\"link\",\"href\":\"https://openai.com/index/introducing-gpt-rosalind/\"},{\"_key\":\"d174f31ede8a\",\"_type\":\"link\",\"href\":\"https://www.anthropic.com/news/claude-for-life-sciences\"}],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-fc4a02bcaf8eafa9a3af4f87fad2b2297267af6b-1456x816-png\",\"_type\":\"reference\"}},\"customCtaText\":null,\"customGateDescription\":null,\"customGateTitle\":null,\"date\":\"2026-06-22T22:58:02.801Z\",\"description\":null,\"enableGating\":false,\"excerpt\":null,\"gatingType\":\"default\",\"ignoreGlobalLimit\":false,\"isFeatured\":false,\"slug\":\"one-startup-s-quest-to-make-a-dna-language-model\",\"status\":\"published\",\"title\":\"One startup's quest to make a DNA language model\"}}]}]\n"])</script>
435<script>self.__next_f.push([1,"5d:[\"$\",\"div\",\"1\",{\"className\":\"\\n lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 \\n \\n \\n \\n md:pr-0\\n lg:border-r lg:border-[#00000033] lg:my-0 my-0\\n \\n border-b border-[#00000033] md:border-b-0 lg:border-b-0 pb-6 md:pb-0 lg:pb-0\\n \",\"children\":[\"$\",\"$L55\",\"04b3ff3f-25cd-4207-af08-c1d8e00346c0\",{\"data\":{\"_id\":\"04b3ff3f-25cd-4207-af08-c1d8e00346c0\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}}],\"category\":[{\"_id\":\"206c6923-0f85-4634-8375-a5d2ec894e20\",\"title\":\"Research\"}],\"content1\":[{\"_key\":\"40334c5d51b5\",\"_type\":\"block\",\"children\":[{\"_key\":\"330651de5552\",\"_type\":\"span\",\"marks\":[],\"text\":\"Despite the heightened tension around AI's risks, the tech may actually be starting to live up to some of AI leaders' grandiose predictions.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"4e8bd9df48df\",\"_type\":\"block\",\"children\":[{\"_key\":\"3bbf7ac57024\",\"_type\":\"span\",\"marks\":[],\"text\":\"In a \"},{\"_key\":\"d29ea19d5d11\",\"_type\":\"span\",\"marks\":[\"c51967caa547\"],\"text\":\"blog post on Tuesday\"},{\"_key\":\"dc151f6c7b07\",\"_type\":\"span\",\"marks\":[],\"text\":\", Google announced that its tech now supports more than 300 languages, spoken by 7 billion people, representing around 86% of the global population.\"}],\"markDefs\":[{\"_key\":\"c51967caa547\",\"_type\":\"link\",\"href\":\"https://blog.google/innovation-and-ai/technology/ai/ai-applications-science-people/\"}],\"style\":\"normal\"},{\"_key\":\"2fba4cd0d52c\",\"_type\":\"block\",\"children\":[{\"_key\":\"ac05aa8c22f2\",\"_type\":\"span\",\"marks\":[],\"text\":\"This, however, comes on the heels of a number of significant breakthroughs, including unveiling and releasing AlphaGenome Atlas, a map of all 9 billion possible single letter genetic changes across the human genome, releasing WeatherNext 3, its most accurate global weather model yet, and creating the Planetary Prediction Engine to forecast and prepare for what it calls \\\"planetary crises,\\\" such as disease outbreaks.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"507d636c5820\",\"_type\":\"block\",\"children\":[{\"_key\":\"45d9be225a86\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"Weâre focusing our work in key areas that matter most: making disease detectable, treatable, and preventable, predicting natural disasters, expanding learning, and unlocking economic opportunities for more people,\\\" James Manyika, SVP of research, labs, technology and s
435ociety at Google, wrote in the post.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"cd47d0ab3178\",\"_type\":\"block\",\"children\":[{\"_key\":\"fb16582fca94\",\"_type\":\"span\",\"marks\":[],\"text\":\"In these areas, Google laid out several other initiatives to use AI for the benefit of humanity, including:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"83383701b20d\",\"_type\":\"block\",\"children\":[{\"_key\":\"e3b6da4eed23\",\"_type\":\"span\",\"marks\":[],\"text\":\"Using the tech to study breast cancer, tuberculosis and diabetes, as well as expanding wearables to detect things like cardiovascular diseases, insulin resistance and hypertension\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"82b5f185fb99\",\"_type\":\"block\",\"children\":[{\"_key\":\"d1dd6e4c41d7\",\"_type\":\"span\",\"marks\":[],\"text\":\"Tracking and predicting extreme weather or natural disasters, such as monsoons, wildfires, earthquakes and floods, to prepare for and mitigate as much damage as possible\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"9ce81a197430\",\"_type\":\"block\",\"children\":[{\"_key\":\"53c22cf064d5\",\"_type\":\"span\",\"marks\":[],\"text\":\"Using AI to democratize education through personalized learning and removing language barriers, and broadly creating better translation tools and more inclusive speech technology\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"871e14f583e9\",\"_type\":\"block\",\"children\":[{\"_key\":\"1efe9744c5ec\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"cf1480eaf911\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"b3a5d3e8d786\",\"_type\":\"block\",\"children\":[{\"_key\":\"2bc9637070fe\",\"_type\":\"span\",\"marks\":[],\"text\":\"There is a lot of doom and gloom around AI right now as the risks of the tech heighten anxiety around all of the ways it can be used for malice. And that risk isn't unwarranted, as we've recently seen warnings that frontier labs are having to thwart \"},{\"_key\":\"9fd4de512c48\",\"_type\":\"span\",\"marks\":[\"d28e1daa7414\"],\"text\":\"attempts to use the tech to create bioweapons\"},{\"_key\":\"1fae3a622781\",\"_type\":\"span\",\"marks\":[],\"text\":\". But we should always remember that AI is simply a very powerful tool that can be used for good or bad. Amid the current fear, the good is often being overshadowed. And while Google's initiatives certainly serve as good PR, both for the benefits of AI and for itself, they do serve as a reminder that, when it's in the right hands, AI can clearly be used to benefit humanity. And for a company like Google that's struggling to keep up with frontier labs in creating the most powerful models, focusing on ways to maximize the human benefits looks to be a solid strategy.\"}],\"markDefs\":[{\"_key\":\"d28e1daa7414\",\"_type\":\"link\",\"href\":\"https://www.science.org/content/article/chilling-warning-or-overreaction-ai-bioweapons-report-divides-experts\"}],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-40cd350107e6d4746f32b68643d7b3d0e33e811a-1456x816-png\",\"_type\":\"reference\"}},\"customCtaText\":null,\"customGateDescription\":null,\"customGateTitle\":null,\"date\":\"2026-09-15T23:47:55.329Z\",\"description\":null,\"enableGating\":false,\"excerpt\":null,\"gatingType\":\"default\",\"ignoreGlobalLimit\":false,\"isFeatured\":false,\"slug\":\"google-puts-ai-s-human-impact-back-in-focus\",\"status\":\"published\",\"title\":\"Google puts AIâs human impact back in focus\"}}]}]\n"])</script>
435<script>self.__next_f.push([1,"5e:[\"$\",\"div\",\"2\",{\"className\":\"\\n lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 \\n \\n md:pl-0\\n \\n \\n lg:border-r lg:border-[#00000033] lg:my-0 my-0\\n md:border-r md:border-[#00000033]\\n border-b border-[#00000033] md:border-b-0 lg:border-b-0 pb-6 md:pb-0 lg:pb-0\\n \",\"children\":[\"$\",\"$L55\",\"cab77f45-c74e-491d-812c-2d7028eda7e1\",{\"data\":{\"_id\":\"cab77f45-c74e-491d-812c-2d7028eda7e1\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}}],\"category\":[{\"_id\":\"206c6923-0f85-4634-8375-a5d2ec894e20\",\"title\":\"Research\"}],\"content1\":[{\"_key\":\"b6f8f98e4426\",\"_type\":\"block\",\"children\":[{\"_key\":\"a677df20c965\",\"_type\":\"span\",\"marks\":[],\"text\":\"Companies are spending less on AI, and it could flash warning signs for the frontier labs.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"944d0539e0be\",\"_type\":\"block\",\"children\":[{\"_key\":\"53ed7a9855c8\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Wednesday, Ramp released its monthly AI Index, which tracks AI spend for the payment platform's users, revealing that adoption and spending are both on the downswing. Though Anthropic widened its lead over OpenAI in the past month, new adoption growth is decelerating, according to the index.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"f640f8bf7411\",\"_type\":\"block\",\"children\":[{\"_key\":\"72e651a6f794\",\"_type\":\"span\",\"marks\":[],\"text\":\"Now, as we've reported with previous Ramp data, it's important to remember the caveat that this only measures Ramp customers, which tend to be tech-focused companies and startups. However, among this group, AI adoption numbers have started to sputter over multiple metrics, according to the report:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3e9717ccd384\",\"_type\":\"block\",\"children\":[{\"_key\":\"6baecf2e7ba6\",\"_type\":\"span\",\"marks\":[],\"text\":\"Overall adoption, while still growing, continues to slow down, with the share of US businesses adopting AI hitting 56.1% in August, less than half a percentage point increase month-over-month.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"db29849d3833\",\"_type\":\"block\",\"children\":[{\"_key\":\"ff9d9e100978\",\"_type\":\"span\",\"marks\":[],\"text\":\"Per-employee spend on AI also fell nearly 10% the past month, dropping from $7,976 to $7,205 among the top 1% of AI adopting firms. Ara Kharazian, chief economist at Ramp, noted in his letter that there are multiple factors driving down this spend, including the innocuous explanation that many people take off work during the summer months. \\\"Weâve similarly observed declines in AI spend around November and December,\\\" said Kharazian.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3d3817168f6f\",\"_type\":\"block\",\"children\":[{\"_key\":\"f91a65ffda3a\",\"_type\":\"span\",\"marks\":[],\"text\":\"Additionally, AI token spend is declining as the price of AI starts to drop. Ramp's latest index finds that the \\\"effective price per million tokens\\\" has declined 41% to $0.68 as of the release of the report, down from the 2026 peak of $1.15 in March. For context: OpenAI's Astra and Anthropic's Mythos and Fable 5 and 5.1 cost $10 per million input tokens and $50 per million output tokens.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3ce7df32e743\",\"_type\":\"block\",\"children\":[{\"_key\":\"29c4787e23c4\",\"_type\":\"span\",\"marks\":[],\"text\":\"And as for frontier labs, the usage of their heavyweight models is seemingly lagging. Adoption and spend is largely driven by lower-cost, mid-tier models like Anthropic's Claude Sonnet or OpenAI's GPT-5.6 Terra. High-powered frontier models like Opus, Fable, and Sol, meanwhile, drove 45% of token share, down from a 53% peak in August.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"1ab8dfeaac6e\",\"_type\":\"block\",\"children\":[{\"_key\":\"d6482959cfc7\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"The models driving volume increases are relatively cheap ⦠Weâve heard from\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"b61947d25135\",\"_type\":\"block\",\"children\":[{\"_key\":\"dc4839c6313a\",\"_type\":\"span\",\"marks\":[],\"text\":\"businesses who are imposing company-wide defaults that reduce usage of frontier models, saying standard models are still highly performant and also more cost effective,\\\" Kharazian wrote.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"1d221aa2a99c\",\"_type\":\"block\",\"children\":[{\"_key\":\"4d01f8865e7c\",\"_type\":\"span\",\"marks\":[],\"text\":\"While the explanation for the decreasing costs could be that companies are leaning into open source models, in reality, the adoption of open source and Chinese alternatives is still limited: According to the report, only 6.4% of businesses that spend on AI use these kinds of models.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"669b61cc4e85\",\"_type\":\"block\",\"children\":[{\"_key\":\"7e86055c9822\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"2f3207acab89\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"f0b88a36f8a1\",\"_type\":\"block\",\"children\":[{\"_key\":\"b15c6a2985dc\",\"_type\":\"span\",\"marks\":[],\"text\":\"These indicators are bound to shift as companies navigate their appetites for AI. The \\\"build it and they will come\\\" mindset that frontier AI is currently hitting a speed bump. Meanwhile, average token costs have dropped below a dollar per million while the most powerful models on the market cost more than ten times that. With many users increasingly relying on the lower-tier and lower
435-cost models from OpenAI and Anthropic, the question emerges why these labs continue to push the frontier at such a rapid pace. While the argument can be made that innovation is needed to continue to move the needle on AI's most advanced capabilities, these labs are putting a lot at risk to create models that push the boundaries, especially when you consider the popularity of their more affordable models that work just as effectively for most business use cases. This could be an opportunity for them to \"},{\"_key\":\"eef3c889502f\",\"_type\":\"span\",\"marks\":[\"888510f16ea7\"],\"text\":\"pace\"},{\"_key\":\"447dbeb2eb33\",\"_type\":\"span\",\"marks\":[],\"text\":\" themselves and unite on the safeguards needed to move forward more safely.\"}],\"markDefs\":[{\"_key\":\"888510f16ea7\",\"_type\":\"link\",\"href\":\"https://www.pacingthefrontier.com/\"}],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-19c834cb3e94bafde9c15dbfef56e8241e49c243-1456x816-png\",\"_type\":\"reference\"}},\"customCtaText\":null,\"customGateDescription\":null,\"customGateTitle\":null,\"date\":\"2026-09-11T05:05:14.338Z\",\"description\":null,\"enableGating\":false,\"excerpt\":null,\"gatingType\":\"default\",\"ignoreGlobalLimit\":false,\"isFeatured\":false,\"slug\":\"report-businesses-use-older-ai-models-to-cut-costs\",\"status\":\"published\",\"title\":\"Report: Businesses use older AI models to cut costs\"}}]}]\n"])</script>
435<script>self.__next_f.push([1,"5f:[\"$\",\"div\",\"3\",{\"className\":\"\\n lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 \\n \\n \\n lg:pr-0\\n md:pr-0\\n \\n \\n \\n \",\"children\":[\"$\",\"$L55\",\"b5979564-f725-407f-9d8c-84133503280f\",{\"data\":{\"_id\":\"b5979564-f725-407f-9d8c-84133503280f\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}}],\"category\":[{\"_id\":\"206c6923-0f85-4634-8375-a5d2ec894e20\",\"title\":\"Research\"}],\"content1\":[{\"_key\":\"a1545eadc8e2\",\"_type\":\"block\",\"children\":[{\"_key\":\"827791b4c878\",\"_type\":\"span\",\"marks\":[],\"text\":\"You may have heard claims that OpenAI's Astra has opened the AGI era, but OpenAI's internal model is already achieving mathematical breakthroughs.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"11bf0745f31e\",\"_type\":\"block\",\"children\":[{\"_key\":\"348549f6849f\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Tuesday, OpenAI announced that it used an internal model \\\"significantly more capable than GPT-6 Astra\\\" to solve the Navier-Stokes equations, a set of problems for fluid motion and one of the \"},{\"_key\":\"fb230aa74066\",\"_type\":\"span\",\"marks\":[\"bca8921942bc\"],\"text\":\"Millennium Prize Problems\"},{\"_key\":\"2857594b5a25\",\"_type\":\"span\",\"marks\":[],\"text\":\".\"}],\"markDefs\":[{\"_key\":\"bca8921942bc\",\"_type\":\"link\",\"href\":\"https://www.claymath.org/millennium-problems/\"}],\"style\":\"normal\"},{\"_key\":\"7581e4580059\",\"_type\":\"block\",\"children\":[{\"_key\":\"901c50a04705\",\"_type\":\"span\",\"marks\":[],\"text\":\"To put it simply, while the Navier-Stokes equations generally work well in determining the movement of fluids, under certain circumstances, OpenAI claims that its model proved that under certain circumstances, fluid can develop a \\\"singularity\\\" in finite time, meaning that a fluid's speed can grow infinitely without bound. This major implications for potential scientific breakthroughs.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"b1b6684dcaae\",\"_type\":\"block\",\"children\":[{\"_key\":\"c67c1a7beebe\",\"_type\":\"span\",\"marks\":[],\"text\":\"In a press briefing, OpenAI said it used roughly 10,000 agents to determine that this equation breaks down, and that viscosity doesn't always keep fluid motion well behaved. While this sounds complicated, these equations explain some of the most complex phenomena in our world, including things like aerodynamics and weather forecasting, Ven Chandrasekaran, a mathematician at OpenAI, said in the press briefing. \\\"Given that kind of enormity, understanding their fundamental nature carries very deep significance.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"618d1a02c7e4\",\"_type\":\"block\",\"children\":[{\"_key\":\"95ad1ee4a42c\",\"_type\":\"span\",\"marks\":[],\"text\":\"However, OpenAI didn't just decide to solve this problem randomly. Sebastien Bubeck, a member of the technical staff at OpenAI, said that the company saw rumors that rival Anthropic had solved two Millennium Prize Problems, including Navier-Stokes, in which Anthropic had made more progress. Because of this, Bubeck said, the company decided to \\\"pull together all of our compute and to put it all on that question,\\\" a decision that cost the company millions of dollars.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"811f84ebfc89\",\"_type\":\"block\",\"children\":[{\"_key\":\"888d578fa8d9\",\"_type\":\"span\",\"marks\":[],\"text\":\"Mark Chen, chief research officer at OpenAI, refuted allegations made by \"},{\"_key\":\"faed7fc54f28\",\"_type\":\"span\",\"marks\":[\"a7266c96033b\"],\"text\":\"mathematician Tristan Buckmaster\"},{\"_key\":\"79a8bcba6e56\",\"_type\":\"span\",\"marks\":[],\"text\":\", who was working with Anthropic employee Levent Alpöge on solving the equation over the past month and claims that OpenAI took their work and finished solving it with a single prompt. \\\"That would be a huge breach of user trust,\\\" said Chen.\"}],\"markDefs\":[{\"_key\":\"a7266c96033b\",\"_type\":\"link\",\"href\":\"https://www.scientificamerican.com/article/ai-may-have-just-solved-a-million-dollar-math-problem-the-field-will-never-be-the-same/\"}],\"style\":\"normal\"},{\"_key\":\"8b5556df9d34\",\"_type\":\"block\",\"children\":[{\"_key\":\"7402a3f37a8b\",\"_type\":\"span\",\"marks\":[],\"text\":\"While solving this problem is a major step forward for mathematics, it has far greater implications for AI's utility in scientific and mathematical research, said Bubeck. \\\"What happens when we are able to spend that amount of compute on problems that really matter? Developing new materials, finding cures to diseases â all of those things that we have been talking about for a long time â now they seem to be at our fingertips.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3dabe0ca58d6\",\"_type\":\"block\",\"children\":[{\"_key\":\"c846859f1299\",\"_type\":\"span\",\"marks\":[],\"text\":\"Additionally, solving this problem may have been a stress test for OpenAI's longstanding push towards AGI, serving as an evaluation of a system that the company has been training for \\\"general purpose intelligence,\\\" Jakub Pach
435ocki, chief scientist at OpenAI, said in the briefing.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e7a5298d1311\",\"_type\":\"block\",\"children\":[{\"_key\":\"c73c49e5519f\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"This pace of progress is something to be taken very seriously,\\\" said Pachocki. \\\"Even a week ago, we definitely were not expecting we'd be talking about a solution to Navier-Stokes today. It's a serious moment. We're developing these systems, and their capabilities are advancing faster than our understanding of them in some sense.\\\" In an \"},{\"_key\":\"23b7b487a065\",\"_type\":\"span\",\"marks\":[\"4700e3eea013\"],\"text\":\"interview with The Deep View last week\"},{\"_key\":\"20a5271f90e3\",\"_type\":\"span\",\"marks\":[],\"text\":\", Pachocki suggested a pause may be necessary to better coordinate between labs and nations.\"}],\"markDefs\":[{\"_key\":\"4700e3eea013\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/why-astra-s-opacity-problem-could-force-a-pause\"}],\"style\":\"normal\"},{\"_key\":\"4764248868e8\",\"_type\":\"block\",\"children\":[{\"_key\":\"f320611623b0\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"6ddfdc65f300\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"8536affaced7\",\"_type\":\"block\",\"children\":[{\"_key\":\"1fad8cffe727\",\"_type\":\"span\",\"marks\":[],\"text\":\"Finding a solution to some of the most complex and foundational problems in mathematics is probably one of the most valuable use cases for powerful frontier AI. It fits directly into the \"},{\"_key\":\"c6d3f8903170\",\"_type\":\"span\",\"marks\":[\"deeb37cedee9\"],\"text\":\"utopian vision\"},{\"_key\":\"8d73fb93b291\",\"_type\":\"span\",\"marks\":[],\"text\":\" that these companies paint for an AI-powered future: systems that are finding solutions to humanity's hardest problems, such as new medicines or cures for diseases. It's also interesting to see how these labs are pushing one another by their competitive nature alone, with Anthropic being the main driver for OpenAI to want to solve this problem. While that competition could result in advances to science and medicine that benefit everyone, it's important to remember the sheer power that these companies hold in their hands, with Pachocki himself admitting that these models are advancing beyond our ability to understand them. As a society and an industry, we also have to be very careful about letting competition fuel breakneck technological advancement when we're dealing with such a potent, dangerous, and \"},{\"_key\":\"15653c3ce2cd\",\"_type\":\"span\",\"marks\":[\"0e99c0bf30e8\"],\"text\":\"unpredictable\"},{\"_key\":\"f6616fcd62d9\",\"_type\":\"span\",\"marks\":[],\"text\":\" force.\"}],\"markDefs\":[{\"_key\":\"deeb37cedee9\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/the-race-for-power-behind-ai-s-utopian-story\"},{\"_key\":\"0e99c0bf30e8\",\"_type\":\"link\",\"href\":\"https://openai.com/index/hugging-face-incident-and-the-road-ahead/\"}],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-fe2d6f1c1e8e145a3788d14d41e86a1835f5c8dc-1456x816-png\",\"_type\":\"reference\"}},\"customCtaText\":null,\"customGateDescription\":null,\"customGateTitle\":null,\"date\":\"2026-09-08T19:22:09.904Z\",\"description\":null,\"enableGating\":false,\"excerpt\":null,\"gatingType\":\"default\",\"ignoreGlobalLimit\":false,\"isFeatured\":false,\"slug\":\"a-future-openai-model-is-already-breaking-new-ground\",\"status\":\"published\",\"title\":\"A future OpenAI model is already breaking new ground\"}}]}]\n"])</script>
435<script>self.__next_f.push([1,"60:[\"$\",\"div\",\"1\",{\"className\":\"\\n lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 \\n \\n \\n \\n md:pr-0\\n lg:border-r lg:border-[#00000033] lg:my-0 my-0\\n \\n border-b border-[#00000033] md:border-b-0 lg:border-b-0 pb-6 md:pb-0 lg:pb-0\\n \",\"children\":[\"$\",\"$L55\",\"925d6fac-7276-41bb-8751-faa10f24b618\",{\"data\":{\"_id\":\"925d6fac-7276-41bb-8751-faa10f24b618\",\"authors\":[{\"_id\":\"a1426962-18d0-4181-8ee9-1a4eafcf851a\",\"firstName\":\"Sabrina\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Ortiz\",\"picture\":{\"_type\":\"image\",\"alt\":\"Sabrina Ortiz\",\"asset\":{\"_ref\":\"image-63ba8d4e1a0cf2df9a23424e373b06d91293a858-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"sabrina-ortiz\"}}],\"category\":[{\"_id\":\"298a631b-4256-473c-825a-42304f4adb83\",\"title\":\"Culture\"}],\"content1\":[{\"_key\":\"5aa37f99b83a\",\"_type\":\"block\",\"children\":[{\"_key\":\"6a135fdd2da2\",\"_type\":\"span\",\"marks\":[],\"text\":\"AI is best known for transforming coding. Now, one startup is making the case for physics.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3db2600e18b9\",\"_type\":\"block\",\"children\":[{\"_key\":\"67bb3d5886f5\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Tuesday, the AI-native physics research lab, Physical Superintelligence (PSI), emerged from stealth with $58 million in seed funding, led by Breakthrough Energy. It is launching with two proofs of concept:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"fe5b86debf74\",\"_type\":\"block\",\"children\":[{\"_key\":\"cd8d7ce4011b\",\"_type\":\"span\",\"marks\":[],\"text\":\"A productized piece of its core platform, Emmy\"}],\"level\":1,\"listItem\":\"number\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"bbf350054d51\",\"_type\":\"block\",\"children\":[{\"_key\":\"7fa8bc8acaa2\",\"_type\":\"span\",\"marks\":[],\"text\":\"Joining as a founding technical partner for the Fermi Explorer Mission, a nonprofit organizing the first privately funded interstellar space mission and the first AI-planned probe to Alpha Centauri\"}],\"level\":1,\"listItem\":\"number\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"4c7936bc8f05\",\"_type\":\"block\",\"children\":[{\"_key\":\"5dbc00c94995\",\"_type\":\"span\",\"marks\":[],\"text\":\"Emmy, named for renowned physicist Amalie Emmy Noether, combines PSI's reasoning engine, consisting of sovereign pre-trained and post-trained models, with a large curated inventory of simulations to tackle research problems at a pace much quicker than humans could, according to the company. Moreover, Emmy can reason through a problem, then test its conclusions until its findings are verifiable, as Matt Pines, co-founder and CEO, told The Deep View.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"08adcbe1145a\",\"_type\":\"block\",\"children\":[{\"_key\":\"a117cc51ac37\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"Our systems run research campaigns: they decompose a problem, generate candidate approaches, and test them against simulation, live measurement, or machine-checked proof,\\\" said Pines. \\\"Nothing counts as a result until it survives a check that sits outside the model.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"62104abb326e\",\"_type\":\"block\",\"children\":[{\"_key\":\"ba762aa85553\",\"_type\":\"span\",\"marks\":[],\"text\":\"Initially, a subset of Emmy's capabilities will be used for optimizing terrestrial and orbital AI data centers and factories. PSI has already signed commercial agreements and live pilot deployments on operating data center infrastructure today, according to Pines.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"327b2ec58672\",\"_type\":\"block\",\"children\":[{\"_key\":\"ccfbe2127286\",\"_type\":\"span\",\"marks\":[],\"text\":\"The second prong of the launch is PSI's involvement in the Fermi Explorer mission, whose ultimate goal is to launch the first spacecraft to another star system, targeting Alpha Centauri, the closest star system to Earth. This initiative is a major undertaking because Alpha Centauri is roughly 4.37 light-years away, which would take about 80,000 years to reach from Earth at the speeds of current spacecraft. That makes it quite a feat of engineering to build a vessel capable of the journey.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"a4a267eaedca\",\"_type\":\"block\",\"children\":[{\"_key\":\"a3b1b85edd2c\",\"_type\":\"span\",\"marks\":[],\"text\":\"PSI has already claimed to have contributed to the mission by validating its physics and identifying a substantially more efficient trajectory within the missionâs mass and budget constraints. The company is using this finding to demonstrate that a small team using AI-native physics could do the work typically required of a national laboratory. 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Wissner-Gross, Ph.D, who combined to bring expertise across physics, economics, government, and tech. The broader team comprises physicists, AI researchers, experimenters, and builders, and PSI is actively hiring more talent. Interested applicants can \"},{\"_key\":\"e24de8602cd7\",\"_type\":\"span\",\"marks\":[\"29d5c7eef0d4\"],\"text\":\"apply online\"},{\"_key\":\"768215b03ceb\",\"_type\":\"span\",\"marks\":[],\"text\":\".\"}],\"markDefs\":[{\"_key\":\"29d5c7eef0d4\",\"_type\":\"link\",\"href\":\"https://jobs.ashbyhq.com/psi\"}],\"style\":\"normal\"},{\"_key\":\"ec930db350b1\",\"_type\":\"block\",\"children\":[{\"_key\":\"57461c8540e7\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"c8aa2b9a1ed6\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"87fecd3d7708\",\"_type\":\"block\",\"children\":[{\"_key\":\"eb0d8f93d831\",\"_type\":\"span\",\"marks\":[],\"text\":\"ChatGPT became the catalyst for the current AI boom, and since then, we have seen many companies try to compete by creating AI products. The result is that many of these products end up being repetitive or AI-washed offerings that have largely caused mainstream AI fatigue. However, some labs are developing focused, task-based AI solutions to solve big problems. Physical Superintelligence is a prime example, as it showcases just how instrumental AI can be as a catalyst to spur further innovation and development, even unlocking discoveries that have been very difficult to solve, with this extreme example of building a vessel capable of reaching Alpha Centauri. It's refreshing to see teams with ambitions this big.\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-cd7191873bcf762045ad0564916b361a8a9a431c-1456x816-png\",\"_type\":\"reference\"}},\"customCtaText\":null,\"customGateDescription\":null,\"customGateTitle\":null,\"date\":\"2026-09-01T10:00:00.000Z\",\"description\":null,\"enableGating\":false,\"excerpt\":null,\"gatingType\":\"default\",\"ignoreGlobalLimit\":false,\"isFeatured\":false,\"slug\":\"can-ai-crack-interstellar-travel\",\"status\":\"published\",\"t
435itle\":\"Can AI help crack interstellar travel?\"}}]}]\n"])</script>
435<script>self.__next_f.push([1,"61:[\"$\",\"div\",\"2\",{\"className\":\"\\n lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 \\n \\n md:pl-0\\n \\n \\n lg:border-r lg:border-[#00000033] lg:my-0 my-0\\n md:border-r md:border-[#00000033]\\n border-b border-[#00000033] md:border-b-0 lg:border-b-0 pb-6 md:pb-0 lg:pb-0\\n \",\"children\":[\"$\",\"$L55\",\"2007818a-53f7-40f6-926c-b988c8839328\",{\"data\":{\"_id\":\"2007818a-53f7-40f6-926c-b988c8839328\",\"authors\":[{\"_id\":\"a1426962-18d0-4181-8ee9-1a4eafcf851a\",\"firstName\":\"Sabrina\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Ortiz\",\"picture\":{\"_type\":\"image\",\"alt\":\"Sabrina Ortiz\",\"asset\":{\"_ref\":\"image-63ba8d4e1a0cf2df9a23424e373b06d91293a858-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"sabrina-ortiz\"}}],\"category\":[{\"_id\":\"298a631b-4256-473c-825a-42304f4adb83\",\"title\":\"Culture\"}],\"content1\":[{\"_key\":\"531f9b37bf99\",\"_type\":\"block\",\"children\":[{\"_key\":\"b441c190130f\",\"_type\":\"span\",\"marks\":[],\"text\":\"I recently attended an engagement party where one of the bridesmaids was extremely crafty and made a beautiful two-tier charcuterie board with fruit, cheeses, and crackers, including little thoughtful details like tiny flowers for the bride-to-be.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"10731caeeefd\",\"_type\":\"block\",\"children\":[{\"_key\":\"46951ad6e942\",\"_type\":\"span\",\"marks\":[],\"text\":\"I immediately complimented her on how lovely a job she had done. She responded, \\\"I just asked ChatGPT how to display them all, and it gave me this layout and even suggested the flowers.\\\" I couldn't help but react with disappointment, and I instantly wanted to take the compliment back, since I felt like I actually owed the compliment to a chatbot.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"6804bf10ea58\",\"_type\":\"block\",\"children\":[{\"_key\":\"bff64f132c13\",\"_type\":\"span\",\"marks\":[],\"text\":\"This conversation stuck with me, and I couldn't help but think about how I typically plan my own parties, as someone who has always taken pride in being the hostess with the mostest. I would be lying if I said that every time I hosted, all the ideas came from my head. Rather, the process typically involves endless hours of saving inspiration on Pinterest, which, candidly, I sometimes copied almost verbatim.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"95377cf5590d\",\"_type\":\"block\",\"children\":[{\"_key\":\"6d27b1282376\",\"_type\":\"span\",\"marks\":[],\"text\":\"Yet, I still find comfort in taking inspiration from other humans who thought of these things themselves, whether through their own original ideas or inspiration from others. There is a reason we say imitation is the ultimate form of flattery, after all. Historically, creative works have emerged as a natural evolution of the work that came before them.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"102fb55d6c54\",\"_type\":\"block\",\"children\":[{\"_key\":\"902223255ffc\",\"_type\":\"span\",\"marks\":[],\"text\":\"The art of tradition\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"6a05078c8cf6\",\"_type\":\"block\",\"children\":[{\"_key\":\"269e18991925\",\"_type\":\"span\",\"marks\":[],\"text\":\"In philosophy, the most tangible example is how Socrates inspired Plato, who then inspired Aristotle. Though none of them held the exact same positions, their stances were inspired by the work that came before them and then adapted to fit their own beliefs, which, of course, have been followed by generations of scholars and thinkers since.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"c5a58f79f20f\",\"_type\":\"block\",\"children\":[{\"_key\":\"461b30a40c07\",\"_type\":\"span\",\"marks\":[],\"text\":\"Similarly, the development of art styles through the centuries shows an evolution that builds on what came before while also reflecting the collective experience of its time. From the Renaissance to the Baroque, for instance, certain techniques carried over, but the driving inspiration shifted to the \"},{\"_key\":\"7b761a5bf810\",\"_type\":\"span\",\"marks\":[\"949973665473\"],\"text\":\"Counter-Reformation\"},{\"_key\":\"64a9c0780ecb\",\"_type\":\"span\",\"marks\":[],\"text\":\"'s desire for emotional, persuasive religious art.\"}],\"markDefs\":[{\"_key\":\"949973665473\",\"_type\":\"link\",\"href\":\"https://www.britannica.com/event/Counter-Reformation\"}],\"style\":\"normal\"},{\"_key\":\"7b4fb54a04dc\",\"_type\":\"block\",\"children\":[{\"_key\":\"05eef693ad48\",\"_type\":\"span\",\"marks\":[],\"text\":\"This is known as cultural transmission, or tradition. What are the consequences when that is absent? To find out, we can look at nature.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e9b2984a66ce\",\"_type\":\"block\",\"children\":[{\"_key\":\"b6697e5bac36\",\"_type\":\"span\",\"marks\":[],\"text\":\"I recently took a cruise to Alaska, where I learned that octopus mothers die shortly after their eggs hatch. As a result, there's essentially no parental care beyond egg guarding, and because there's no mother around to teach them, every octopus has to independently rediscover everything. Despite having some of the highest individual intelligence in the animal kingdom, their progress as a species is stunted because each one has to start over.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"1f8327214a34\",\"_type\":\"block\",\"children\":[{\"_key\":\"d4591abb4624\",\"_type\":\"span\",\"marks\":[],\"text\":\"With AI, information would be passed down, but what happens when the driving force that inspires people is artificial? While it is true that AI has been trained on everything published on the internet and can analyze those patterns to generate outputs, it lacks the ability to form an opinion based on lived experience. Rather, it purposefully eliminates randomness and spontaneity, which are the strikes of inspiration and emotion that often make art meaningful.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"0d9bba74ac92\",\"_type\":\"block\",\"children\":[{\"_key\":\"fe854fa77e91\",\"_type\":\"span\",\"marks\":[],\"text\":\"Models' morals can cloud art\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"f56d2d45efce\",\"_type\":\"block\",\"children\":[{\"_key\":\"cc2d61c8dfca\",\"_type\":\"span\",\"marks\":[],\"text\":\"To make it all even more complex, AI also doesn't act completely free of bias or sentiment. By absorbing the materials it was fed during training, it learns morals and values that have either been explicitly taught by a human or inferred from the information it digests. An Anthropic report found that Claudeâs values vary by model version and generation, with some leaning toward warmth more than rigor, for example. Those biases will naturally be reflected in the art it creates.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"c2c03a6b428e\",\"_type\":\"block\",\"children\":[{\"_key\":\"e3f95864612d\",\"_type\":\"span\",\"marks\":[],\"text\":\"For instance, a \\\"warmer\\\" model might render a prompt depicting a mother and child with added sweetness, emphasizing nurturing, smiles, and gentleness. A more rigid model, by contrast, might take a more literal approach, simply depicting its assumptions about what a generic or traditional woman and child look like, without much added sentiment, emotion, or character. How will these subtle differences shape our collective understanding of such concepts, and, more importantly, the feelings they evoke?\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"bb5ee2a5e63e\",\"_type\":\"block\",\"children\":[{\"_key\":\"37115aa39544\",\"_type\":\"span\",\"marks\":[],\"text\":\"One of the most beautiful things about any form of art is the ability to make people feel something. Now we risk that the feelings conveyed by art are not even conveyed by the artist, but rather a happenstance of an artifact placed by the AI. Even in an i
435deal scenario where models are trained to be free of bias, which is nearly impossible, the result would be soulless art.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"cec0c8e753f9\",\"_type\":\"block\",\"children\":[{\"_key\":\"cb6584d767ec\",\"_type\":\"span\",\"marks\":[],\"text\":\"AI as an artist's tool\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"057cacea7f6d\",\"_type\":\"block\",\"children\":[{\"_key\":\"4b9a1a9a9364\",\"_type\":\"span\",\"marks\":[],\"text\":\"The same week I was grappling with all of this, I was invited to the \"},{\"_key\":\"8360a2c17d36\",\"_type\":\"span\",\"marks\":[\"a280a40e81be\"],\"text\":\"Google Flow film festival\"},{\"_key\":\"339808110ff0\",\"_type\":\"span\",\"marks\":[],\"text\":\" in New York, where I got to see artists create short films with the aid of AI. Challenging every notion I already had of AI slop and its inability to evoke real human emotions, I was touched by many of the films, and one even brought me to tears.\"}],\"markDefs\":[{\"_key\":\"a280a40e81be\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/google-film-fest-showed-where-ai-filmmaking-works\"}],\"style\":\"normal\"},{\"_key\":\"1e1da0f362dd\",\"_type\":\"block\",\"children\":[{\"_key\":\"3b4e7494ef7d\",\"_type\":\"span\",\"marks\":[],\"text\":\"The film titled \"},{\"_key\":\"2dca8aefa08d\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"Two Chairs\"},{\"_key\":\"9129f8c02f94\",\"_type\":\"span\",\"marks\":[],\"text\":\" depicted artist Dion Lee's inner struggle with deciding whether or not she wanted to have children. AI was used to add animations and visuals overlaid onto her videos, helping the audience connect more with her narrative. In this instance, AI was simply used to speed up the process of generating the content, but all creative decisions and control were left to the artist. When seen through this lens, you could argue AI can actually advance art.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"00f605c9f007\",\"_type\":\"block\",\"children\":[{\"_key\":\"91e52fd09989\",\"_type\":\"span\",\"marks\":[],\"text\":\"However, even these positive examples of AI being used properly don't cancel out the magnitude of the risk of losing the very essence of human expression and creativity that AI-generated \\\"art\\\" poses. Even AI users are becoming cognizant of this tradeoff, with a \"},{\"_key\":\"81e7f2addcf9\",\"_type\":\"span\",\"marks\":[\"da66ef52efcb\"],\"text\":\"Pew Research Center\"},{\"_key\":\"cea270e8c86e\",\"_type\":\"span\",\"marks\":[],\"text\":\" survey reporting that adults under 30 are just as likely to think chatbots hurt their creativity as help it.\"}],\"markDefs\":[{\"_key\":\"da66ef52efcb\",\"_type\":\"link\",\"href\":\"https://www.pewresearch.org/chart/unlike-older-americans-adults-under-30-are-just-as-likely-to-think-chatbots-hurt-their-creativity-as-help-it/\"}],\"style\":\"normal\"},{\"_key\":\"1335259c378f\",\"_type\":\"block\",\"children\":[{\"_key\":\"69eae5788244\",\"_type\":\"span\",\"marks\":[],\"text\":\"How do we reconcile the two?\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e059874257dd\",\"_type\":\"block\",\"children\":[{\"_key\":\"65b69c00ef36\",\"_type\":\"span\",\"marks\":[],\"text\":\"We can answer this by looking back at how art was made in the Renaissance era versus now. In middle school, I was absolutely fascinated to learn that Michelangelo had to paint the ceiling of the Sistine Chapel by hand, standing on wooden platforms and reaching up over his head for hours at a time for about 500 days. While painting beautiful art on cathedral ceilings has become much easier and more humane with technology such as hydraulic scissor lifts and ergonomic harnesses, the art form endures.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"84bda3debd76\",\"_type\":\"block\",\"children\":[{\"_key\":\"7896509b0831\",\"_type\":\"span\",\"marks\":[],\"text\":\"The goal for artists, or any person determined to preserve art as one of the essential cornerstones of being human, should be to have AI replace the shaky wooden platforms, not Michelangelo.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"5eb548b982e2\",\"_type\":\"block\",\"children\":[{\"_key\":\"9f2c29fe968a\",\"_type\":\"span\",\"marks\":[],\"text\":\"That is the only answer. The alternative is a world in which art, creativity and human expression become a synthetic, self-feeding loop, obscuring the beauty of human creativity, which would be an incredible loss for humanity.\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-84301eb24f8d073e9f3ece204407446a2ad61f0e-1920x1080-png\",\"_type\":\"reference\"}},\"customCtaText\":null,\"customGateDescription\":null,\"customGateTitle\":null,\"date\":\"2026-08-21T01:08:03.249Z\",\"description\":null,\"enableGating\":false,\"excerpt\":null,\"gatingType\":\"default\",\"ignoreGlobalLimit\":false,\"isFeatured\":false,\"slug\":\"ai-should-replace-the-scaffold-not-the-artist\",\"status\":\"published\",\"t
435itle\":\"AI should replace the scaffold, not the artist\"}}]}]\n"])</script>
435<script>self.__next_f.push([1,"62:[\"$\",\"div\",\"3\",{\"className\":\"\\n lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 \\n \\n \\n lg:pr-0\\n md:pr-0\\n \\n \\n \\n \",\"children\":[\"$\",\"$L55\",\"98d3b132-2e49-4c5c-b7c0-a8da41569369\",{\"data\":{\"_id\":\"98d3b132-2e49-4c5c-b7c0-a8da41569369\",\"authors\":[{\"_id\":\"a1426962-18d0-4181-8ee9-1a4eafcf851a\",\"firstName\":\"Sabrina\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Ortiz\",\"picture\":{\"_type\":\"image\",\"alt\":\"Sabrina Ortiz\",\"asset\":{\"_ref\":\"image-63ba8d4e1a0cf2df9a23424e373b06d91293a858-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"sabrina-ortiz\"}}],\"category\":[{\"_id\":\"298a631b-4256-473c-825a-42304f4adb83\",\"title\":\"Culture\"}],\"content1\":[{\"_key\":\"06bd3fe80194\",\"_type\":\"block\",\"children\":[{\"_key\":\"0b0c94980d08\",\"_type\":\"span\",\"marks\":[],\"text\":\"Younger generations have always been the first to welcome change and new technologies, and AI was no different. But a new report suggests the tide is turning.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"acc2874e9e73\",\"_type\":\"block\",\"children\":[{\"_key\":\"3e4c2615c95f\",\"_type\":\"span\",\"marks\":[],\"text\":\"Since the Pew Research Center first surveyed Americans' concerns about AI in 2021, negative sentiment has evolved. The \"},{\"_key\":\"2fae4b85c52e\",\"_type\":\"span\",\"marks\":[\"f80d94def4a0\"],\"text\":\"2026 survey\"},{\"_key\":\"5a5a97bfe3f5\",\"_type\":\"span\",\"marks\":[],\"text\":\", published on Tuesday, found that 52% of Americans say they are more concerned than excited about the increased use of AI, up from 37% in 2021. However, the most notable finding is an unusual pattern among young adults: for the first time, a majority of adults under 30 (55%) say theyâre more concerned than excited about AI.\"}],\"markDefs\":[{\"_key\":\"f80d94def4a0\",\"_type\":\"link\",\"href\":\"https://www.pewresearch.org/short-reads/2026/08/18/young-adults-in-the-us-are-increasingly-wary-of-ai-concerned-it-will-take-jobs/?_gl=1*9tguuf*_up*MQ..*_gs*MQ..\u0026gclid=CjwKCAjwqJXUBhBNEiwA8BgG7gTMCEobligsjD8SwrERDLx0Z9BDizZd5m4fB7xX6QEnAA9YfrDZbRoCaf8QAvD_BwE\u0026gbraid=0AAAAA-ddO9GXLbGpSKmN0ZAP2DVKSdbm2\"}],\"style\":\"normal\"},{\"_key\":\"672b7a1d7f1b\",\"_type\":\"block\",\"children\":[{\"_key\":\"226dab90ad5b\",\"_type\":\"span\",\"marks\":[],\"text\":\"Those figures place young adults' concerns on par with those across all age groups, including those in their 30s and 40s and those aged 65 and up. That negative sentiment also shows up in job market concerns, which, while cited as one of the top reasons that adults fear AI since 2021, the report found that the youngest adults are now just as likely as those aged 30 to 64 to hold that view.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"c115046ae82e\",\"_type\":\"block\",\"children\":[{\"_key\":\"f9f27bde9f73\",\"_type\":\"span\",\"marks\":[],\"text\":\"Although the young adults' sentiments are on par with those of the other generations, with 71% of adults thinking AI will lead to fewer jobs in the United States over the next two decades, up from 64% last year, it is especially notable since it can impact career choices of the next generation, and as a result, impact the overall job market. After all, concerns about AI jobs begin as early as age 13, when students start thinking about how to align their high school courses with long-term career goals, according to a previous \"},{\"_key\":\"9d588ee73b8f\",\"_type\":\"span\",\"marks\":[\"a9f78876e1e8\"],\"text\":\"Pew Research report\"},{\"_key\":\"945d086f316b\",\"_type\":\"span\",\"marks\":[],\"text\":\".\"}],\"markDefs\":[{\"_key\":\"a9f78876e1e8\",\"_type\":\"link\",\"href\":\"https://www.pewresearch.org/internet/2026/02/24/how-teens-use-and-view-ai/?_gl=1*61gess*_up*MQ..*_gs*MQ..\u0026gclid=CjwKCAjwqJXUBhBNEiwA8BgG7gTMCEobligsjD8SwrERDLx0Z9BDizZd5m4fB7xX6QEnAA9YfrDZbRoCaf8QAvD_BwE\u0026gbraid=0AAAAA-ddO9GXLbGpSKmN0ZAP2DVKSdbm2#in-their-own-words\"}],\"style\":\"normal\"},{\"_key\":\"078ec8e5bc9c\",\"_type\":\"block\",\"children\":[{\"_key\":\"1855c6d989f4\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"In general, young people often give us pretty clear indications of where things are going. And people of that generation are very concerned about AI,\\\"\"},{\"_key\":\"cb45944f32c5\",\"_type\":\"span\",\"marks\":[\"ff58c8f70077\"],\"text\":\" Dr. Robert Prey,\"},{\"_key\":\"3da2ea9b8714\",\"_type\":\"span\",\"marks\":[],\"text\":\" Professor of Digital Culture at Oxford, told The Deep View in a recent interview. \\\"Most technologies are really enthusiastically adopted by teenager
435s. Parents are worried about smartphones, or are worried about the internet, and teens are usually the first to get into it, and are usually completely sold on these things. With AI, we're seeing something different.\\\"\"}],\"markDefs\":[{\"_key\":\"ff58c8f70077\",\"_type\":\"link\",\"href\":\"https://www.oii.ox.ac.uk/people/profiles/robert-prey/\"}],\"style\":\"normal\"},{\"_key\":\"0c08ecc597a2\",\"_type\":\"block\",\"children\":[{\"_key\":\"7fbd8200b3fe\",\"_type\":\"span\",\"marks\":[],\"text\":\"AI pressures are already shifting how job roles are viewed, as Gen Zers are more open to careers in trades than traditional corporate jobs. Specifically, a recent \"},{\"_key\":\"74d407e7655f\",\"_type\":\"span\",\"marks\":[\"4896ff56b258\"],\"text\":\"LinkedIn report\"},{\"_key\":\"47f7b37dc27a\",\"_type\":\"span\",\"marks\":[],\"text\":\" found that nearly 6 in 10 Gen Zers in France (65%), the US (60%), Germany (57%), and the UK (55%) said technical trades offer more meaning than an office job. This trend has also been documented on social media and in other \"},{\"_key\":\"47539cff7872\",\"_type\":\"span\",\"marks\":[\"9ba674c88e58\"],\"text\":\"reports\"},{\"_key\":\"cad76e8b93a8\",\"_type\":\"span\",\"marks\":[],\"text\":\", \"},{\"_key\":\"207a93953d4e\",\"_type\":\"span\",\"marks\":[\"d523901733fd\"],\"text\":\"news stories\"},{\"_key\":\"e734035bc3cb\",\"_type\":\"span\",\"marks\":[],\"text\":\", and \"},{\"_key\":\"de8b87384a40\",\"_type\":\"span\",\"marks\":[\"1debc751c586\"],\"text\":\"social media\"},{\"_key\":\"9c5193134d6f\",\"_type\":\"span\",\"marks\":[],\"text\":\".\"}],\"markDefs\":[{\"_key\":\"4896ff56b258\",\"_type\":\"link\",\"href\":\"https://news.linkedin.com/2026/2026-Davos-Press-Release\"},{\"_key\":\"9ba674c88e58\",\"_type\":\"link\",\"href\":\"https://digitaleconomy.stanford.edu/app/uploads/2025/11/CanariesintheCoalMine_Nov25.pdf\"},{\"_key\":\"d523901733fd\",\"_type\":\"link\",\"href\":\"https://www.foxbusiness.com/video/6403643841112\"},{\"_key\":\"1debc751c586\",\"_type\":\"link\",\"href\":\"https://www.cnn.com/2024/09/02/business/video/trade-jobs-influencers-social-media-digvid\"}],\"style\":\"normal\"},{\"_key\":\"5da276e87c6e\",\"_type\":\"block\",\"children\":[{\"_key\":\"47f34d5c7bc0\",\"_type\":\"span\",\"marks\":[],\"text\":\"Even Geoffrey Hinton, Nobel Prize winner widely regarded as the Godfather of AI, publicly advised people in a \"},{\"_key\":\"a78b9feff371\",\"_type\":\"span\",\"marks\":[\"34bc893ceda7\"],\"text\":\"podcast interview\"},{\"_key\":\"aef8537f2661\",\"_type\":\"span\",\"marks\":[],\"text\":\" to consider the trades. \\\"Train to be a plumber,\\\" he said.\"}],\"markDefs\":[{\"_key\":\"34bc893ceda7\",\"_type\":\"link\",\"href\":\"https://www.youtube.com/watch?v=giT0ytynSqg\"}],\"style\":\"normal\"},{\"_key\":\"cfec16e6b2c8\",\"_type\":\"block\",\"children\":[{\"_key\":\"3d845a7f0e92\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"e203967aa941\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"407c50d50492\",\"_type\":\"block\",\"children\":[{\"_key\":\"80ea39d9abf7\",\"_type\":\"span\",\"marks\":[],\"text\":\"It's interesting to watch how younger generations are changing their tune on AI, because even as the technology keeps advancing, a more fundamental question emerges: how willing are people to actually use it? Historically, demand for cutting-edge technology has been driven by younger, tech-savvy consumers. But what happens when that generation isn't just hesitant, but actively resistant, even opposed, to adopting it? Gen Z has already shown a willingness to push back against workplace norms it disagrees with, popularizing the term \\\"quiet quitting,\\\" meaning doing only the tasks required by a job description rather than going above and beyond. Now, despite heavy AI investment and adoption efforts from employers, companies may be facing a harder problem to solve: getting employees in non-AI roles interested in using AI for everyday tasks in the first place.\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-2ba6b0b46bbf7ff8cc1ab3729fb515ff97177b44-1456x816-png\",\"_type\":\"reference\"}},\"customCtaText\":null,\"customGateDescription\":null,\"customGateTitle\":null,\"date\":\"2026-08-19T23:00:01.115Z\",\"description\":null,\"enableGating\":false,\"excerpt\":null,\"gatingType\":\"default\",\"ignoreGlobalLimit\":false,\"isFeatured\":false,\"slug\":\"how-ai-lost-its-most-natural-early-adopters\",\"status\":\"published\",\"t
435itle\":\"How AI lost its most natural early adopters\"}}]}]\n"])</script>
435<script>self.__next_f.push([1,"63:[\"$\",\"div\",\"1\",{\"className\":\"\\n lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 \\n \\n \\n \\n md:pr-0\\n lg:border-r lg:border-[#00000033] lg:my-0 my-0\\n \\n border-b border-[#00000033] md:border-b-0 lg:border-b-0 pb-6 md:pb-0 lg:pb-0\\n \",\"children\":[\"$\",\"$L55\",\"0c7582bd-cbc1-4a38-a454-bf5f1b7e860b\",{\"data\":{\"_id\":\"0c7582bd-cbc1-4a38-a454-bf5f1b7e860b\",\"authors\":[{\"_id\":\"ea7e7609-877b-42bb-80b4-56a45f47463e\",\"firstName\":\"Jason\",\"jobTitle\":\"Editor-in-Chief\",\"lastName\":\"Hiner\",\"picture\":{\"_type\":\"image\",\"alt\":\"Jason Hiner\",\"asset\":{\"_ref\":\"image-c487970248047096f9b58705c2ceeb85f66d24e0-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"jason-hiner\"}}],\"category\":[{\"_id\":\"4f988133-e031-400c-804c-54931c4e5324\",\"title\":\"Markets\"}],\"content1\":[{\"_key\":\"3c695b188bd2\",\"_type\":\"block\",\"children\":[{\"_key\":\"e5c018250068\",\"_type\":\"span\",\"marks\":[],\"text\":\"Nvidia has officially acquired Hugging Face, and the two companies say there are two reasons the deal makes sense.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"9a0f3e16b474\",\"_type\":\"block\",\"children\":[{\"_key\":\"5a29f5a21f19\",\"_type\":\"span\",\"marks\":[],\"text\":\"After weeks of reports about an impending tie-up, Nvidia and Hugging Face \"},{\"_key\":\"dbebda19ea48\",\"_type\":\"span\",\"marks\":[\"2bc349d7ac22\"],\"text\":\"made things final\"},{\"_key\":\"ed1405de0b8d\",\"_type\":\"span\",\"marks\":[],\"text\":\" on Thursday, announcing that the world's leading AI chipmaker had purchased the open-source AI platform in a \"},{\"_key\":\"44b7c7c36a43\",\"_type\":\"span\",\"marks\":[\"b4352fde9812\"],\"text\":\"$$12.9 billion acquisition\"},{\"_key\":\"f0f93ed2b563\",\"_type\":\"span\",\"marks\":[],\"text\":\". It's Nvidia's second-largest acquisition ever, after its $20 billion purchase of Groq in December.\"}],\"markDefs\":[{\"_key\":\"2bc349d7ac22\",\"_type\":\"link\",\"href\":\"https://x.com/ClementDelangue/status/2095482998674112733\"},{\"_key\":\"b4352fde9812\",\"_type\":\"link\",\"href\":\"https://blogs.nvidia.com/blog/nvidia-to-acquire-hugging-face/\"}],\"style\":\"normal\"},{\"_key\":\"9282b8097c01\",\"_type\":\"block\",\"children\":[{\"_key\":\"bf426c600f0f\",\"_type\":\"span\",\"marks\":[],\"text\":\"Naturally, the deal has spurred fears about centralization of power and resources, since Nvidia is one of the handful of big winners benefiting from the current AI boom. Open models are viewed as one of the ways to counterbalance AI power being concentrated in a few US corporations. 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In order to get there, CEO Clem Delangue said on X that Hugging Face \\\"needs more compute, more support, more collaboration and more visibility.\\\" Today, Hugging Face has 200,000 companies using the platform and its goal is to 5x in the next few years.\"}],\"level\":1,\"listItem\":\"number\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"971c123a0c12\",\"_type\":\"block\",\"children\":[{\"_key\":\"30583c23c723\",\"_type\":\"span\",\"marks\":[],\"text\":\"In his \"},{\"_key\":\"f2ecd71650b7\",\"_type\":\"span\",\"marks\":[\"83e63cc3ff08\"],\"text\":\"blog post\"},{\"_key\":\"7f263e1634f3\",\"_type\":\"span\",\"marks\":[],\"text\":\" about the deal, Nvidia CEO Jensen Huang addressed the elephant in the room about whether Nvidia would try to manipulate the open model ecosystem to serve its commercial purposes. \\\"Hugging Face will remain an open platform for the entire AI ecosystem,\\\" wrote Huang. \\\"Developers will choose the models they want, the frameworks they want, the clouds and inference service providers they want and the computing platforms they want. NVIDIA compute will not be required to build on or deploy through Hugging Face.\\\"\"}],\"markDefs\":[{\"_key\":\"83e63cc3ff08\",\"_type\":\"link\",\"href\":\"https://blogs.nvidia.com/blog/nvidia-to-acquire-hugging-face/\"}],\"style\":\"normal\"},{\"_key\":\"3e079b7543cd\",\"_type\":\"block\",\"children\":[{\"_key\":\"613b7cd2f1a2\",\"_type\":\"span\",\"marks\":[],\"text\":\"Delangue also doubled down on Hugging Face's grassroots mission, saying it's not good for the AI ecosystem to consolidate around a few proprietary models. 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What's changed since then? The AI ecosystem has accelerated dramatically, with the pace of AI models quickening, venture funding increasing, and a new wave of open models launching. Hugging needed a reliable scaling partner, and Huang's \"},{\"_key\":\"c615d2b6c7fe\",\"_type\":\"span\",\"marks\":[\"4112376ab92a\"],\"text\":\"leading role\"},{\"_key\":\"c1349843ed61\",\"_type\":\"span\",\"marks\":[],\"text\":\" in July in calling for the AI industry and the US government to supp
435ort open models likely helped give Hugging Face confidence in Nvidia's open-source stance. While I believe both companies are sincere in their rhetoric about open models, there's still long-term concern that there will be gravity pulling the platform into being a revenue driver for one of the world's most valuable public companies. And that could naturally lead Hugging Face toward choices it wouldn't make if its top priority was to simply provide an open ecosystem for AI builders.\"}],\"markDefs\":[{\"_key\":\"d90b7565080c\",\"_type\":\"link\",\"href\":\"https://www.ft.com/content/d14419c5-7fa5-4128-9858-7f83259ca02e?syn-25a6b1a6=1\"},{\"_key\":\"4112376ab92a\",\"_type\":\"link\",\"href\":\"https://x.com/JensenHuang/status/2080643682408321103\"}],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-d63849ad2432562a932f96943279f89b7f37c9ed-1456x816-png\",\"_type\":\"reference\"}},\"customCtaText\":null,\"customGateDescription\":null,\"customGateTitle\":null,\"date\":\"2026-09-03T17:42:12.816Z\",\"description\":null,\"enableGating\":false,\"excerpt\":null,\"gatingType\":\"default\",\"ignoreGlobalLimit\":false,\"isFeatured\":false,\"slug\":\"can-nvidia-hugging-face-provide-ai-s-counterweight\",\"status\":\"published\",\"title\":\"Can Nvidia, Hugging Face provide AI's counterweight?\"}}]}]\n"])</script>
435<script>self.__next_f.push([1,"64:[\"$\",\"div\",\"2\",{\"className\":\"\\n lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 \\n \\n md:pl-0\\n \\n \\n lg:border-r lg:border-[#00000033] lg:my-0 my-0\\n md:border-r md:border-[#00000033]\\n border-b border-[#00000033] md:border-b-0 lg:border-b-0 pb-6 md:pb-0 lg:pb-0\\n \",\"children\":[\"$\",\"$L55\",\"55828efe-d711-42fd-910e-d497d717d963\",{\"data\":{\"_id\":\"55828efe-d711-42fd-910e-d497d717d963\",\"authors\":[{\"_id\":\"a1426962-18d0-4181-8ee9-1a4eafcf851a\",\"firstName\":\"Sabrina\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Ortiz\",\"picture\":{\"_type\":\"image\",\"alt\":\"Sabrina Ortiz\",\"asset\":{\"_ref\":\"image-63ba8d4e1a0cf2df9a23424e373b06d91293a858-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"sabrina-ortiz\"}}],\"category\":[{\"_id\":\"4f988133-e031-400c-804c-54931c4e5324\",\"title\":\"Markets\"}],\"content1\":[{\"_key\":\"d445fb4f5511\",\"_type\":\"block\",\"children\":[{\"_key\":\"d67d51b23101\",\"_type\":\"span\",\"marks\":[],\"text\":\"Nvidia may be taking one step closer to dominating the open-source AI ecosystem.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"1dbe133ee8d0\",\"_type\":\"block\",\"children\":[{\"_key\":\"f4e179326ef7\",\"_type\":\"span\",\"marks\":[],\"text\":\"The tech giant has agreed to buy Hugging Face, the dominant repository of open-source AI models, for $12.9 billion, according to a report by \"},{\"_key\":\"a03a4a80406c\",\"_type\":\"span\",\"marks\":[\"97c340ccbfc2\"],\"text\":\"The Information\"},{\"_key\":\"641de5472c69\",\"_type\":\"span\",\"marks\":[],\"text\":\", citing a source familiar with the agreement. This is a strategic move that allows Nvidia to diversify its portfolio from just chipsets and take ownership of more of the AI stack.\"}],\"markDefs\":[{\"_key\":\"97c340ccbfc2\",\"_type\":\"link\",\"href\":\"https://www.theinformation.com/articles/nvidia-agrees-buy-open-source-model-repository-hugging-face-12-9-billion?rc=pt5ur4\"}],\"style\":\"normal\"},{\"_key\":\"90c49ca62d74\",\"_type\":\"block\",\"children\":[{\"_key\":\"ec8b4b5a71c4\",\"_type\":\"span\",\"marks\":[],\"text\":\"This would give Nvidia ownership over the \\\"front door for open AI innovation,\\\" Ashish Nadkarni, Group VP of enterprise infrastructure at IDC, told The Deep View. \\\"Owning that front door gives NVIDIA a major position in the mindshare of today's AI development personas.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"0bfa9b42bf71\",\"_type\":\"block\",\"children\":[{\"_key\":\"f214ce2fb3fe\",\"_type\":\"span\",\"marks\":[],\"text\":\"The deal comes as Nvidia faces mounting pressure from the very labs that rely on its chips. Google, OpenAI, and Anthropic are each moving toward custom or co-designed AI silicon, a shift that threatens Nvidia's near-monopoly on AI hardware. Worse for Nvidia, these labs bring something it can't easily replicate: deep, firsthand knowledge of the models the chips are meant to run, letting them tune hardware for performance in ways a general-purpose chipmaker can't match.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"865e737cee36\",\"_type\":\"block\",\"children\":[{\"_key\":\"370d0bf877f2\",\"_type\":\"span\",\"marks\":[],\"text\":\"Hugging Face could eventually become a non-chip source of revenue for Nvidia, which could spur more growth if chip revenue eventually stops skyrocketing. A small caveat, however, is that, according to the report, Hugging Face has only generated $150 million in annualized revenue thus far. That makes Nvidia's payment about 80 times the startup's forward revenue, the report notes.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"c5c791bff592\",\"_type\":\"block\",\"children\":[{\"_key\":\"22ad7ed1ae80\",\"_type\":\"span\",\"marks\":[],\"text\":\"Revenue aside, the advantage of being both a model and chip maker is a key reason Nvidia has invested heavily in open-source models. Nvidia's commitment has been reflected not only in signing an open \"},{\"_key\":\"b9939033c173\",\"_type\":\"span\",\"marks\":[\"2ebda5337df7\"],\"text\":\"letter\"},{\"_key\":\"79bd4b9937ea\",\"_type\":\"span\",\"marks\":[],\"text\":\" supporting the ecosystem, but also in internal investment in and development of open-source models, such as its Nemotron models. Of course, the Hugging Face acquisition moves that forward.\"}],\"markDefs\":[{\"_key\":\"2ebda5337df7\",\"_type\":\"link\",\"href\":\"https://x.com/JensenHuang/status/2080643682408321103?s=20\"}],\"style\":\"normal\"},{\"_key\":\"3754a3df32f3\",\"_type\":\"block\",\"children\":[{\"_key\":\"8dbc6620e56e\",\"_type\":\"span\",\"marks\":[],\"text\":\"Additionally, there's a significant robotics angle: Nvidia already has a strong position with its Jetson, Isaac, and Omniverse solutions, and Hugging Face's own robotics efforts give Nvidia another point of leverage as physical AI becomes the next frontier. And just today, Hugging Face unveiled\"},{\"_key\":\"430f09bd0f0b\",\"_type\":\"span\",\"marks\":[\"d988aa129823\"],\"text\":\" Microduck,\"},{\"_key\":\"06c7b3c80153\",\"_type\":\"span\",\"marks\":[],\"text\":\" a $399 open-source robot that learns new tricks via reinforcement learning. Even its looks resemble the Nvidia \\\"Blue\\\" research robot, inspired by Star Wars' BD-1, shown at demos, live events, and Disney.\"}],\"markDefs\":[{\"_key\":\"d988aa129823\",\"_type\":\"link\",\"href\":\"https://x.com/ClementDelangue/status/2092931447644442635?s=20\"}],\"style\":\"normal\"},{\"_key\":\"0beb5a816488\",\"_type\":\"block\",\"children\":[{\"_key\":\"8ac83044f4a4\",\"_type\":\"span\",\"marks\":[],\"text\":\"Still, as Nadkarni highlights, the acquisition would also mean there would be less choice in the industry.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"12dc73c6dd58\",\"_type\":\"block\",\"children\":[{\"_key\":\"92fed0c9bd74\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"To the extent that others like Intel, Apple, and AMD make similar plays, there will be fewer âecosystem-neutralâ platforms in the market,\\\" said Nadkarni. \\\"Note how Microsoft has gradually made GitHub more like an extension of its own strategy (and for its own benefit).\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"8adfdf7222c2\",\"_type\":\"block\",\"children\":[{\"_key\":\"2a24c23a8842\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"0e0916fb0df5\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"7cc183e27092\",\"_type\":\"block\",\"children\":[{\"_key\":\"acf6086dc682\",\"_type\":\"span\",\"marks\":[],\"text\":\"This is a landmark move for Nvidia, as it solidifies its efforts to be not just a chip company, but one that aims to own multiple layers of the AI stack at once. Hugging Face has become something like the GitHub of AI: serving as the industry's central hub for sharing models, datasets, and applications. Owning that layer, on top of the hardware layer Nvidia already dominates, deepens the moat. Already, nearly every open model runs on Nvidia GPUs, and buying the platform where those models live removes any ambiguity. 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435<script>self.__next_f.push([1,"65:[\"$\",\"div\",\"3\",{\"className\":\"\\n lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 \\n \\n \\n lg:pr-0\\n md:pr-0\\n \\n \\n \\n \",\"children\":[\"$\",\"$L55\",\"1f6008b3-ca3e-49c0-b0c1-386437803205\",{\"data\":{\"_id\":\"1f6008b3-ca3e-49c0-b0c1-386437803205\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}}],\"category\":[{\"_id\":\"4f988133-e031-400c-804c-54931c4e5324\",\"title\":\"Markets\"}],\"content1\":[{\"_key\":\"a916fbe60040\",\"_type\":\"block\",\"children\":[{\"_key\":\"25328595a887\",\"_type\":\"span\",\"marks\":[],\"text\":\"Chinese AI lab Z.ai has come forward to claim the viral anonymous Ox Alpha model.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"bf290b56a8e8\",\"_type\":\"block\",\"children\":[{\"_key\":\"97dc725941a4\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Wednesday, \"},{\"_key\":\"e50d9211e183\",\"_type\":\"span\",\"marks\":[\"5caa150bc42a\"],\"text\":\"Z.ai unveiled GLM-5.3-Flash\"},{\"_key\":\"53649d4eab97\",\"_type\":\"span\",\"marks\":[],\"text\":\", the first natively multimodal model of the GLM-5 series. The company said the model was released anonymously as Ox Alpha on OpenCode and OpenRouter where it \"},{\"_key\":\"54780ce3708c\",\"_type\":\"span\",\"marks\":[\"9d42dc243daa\"],\"text\":\"completely overtook leaderboards\"},{\"_key\":\"14be3a745115\",\"_type\":\"span\",\"marks\":[],\"text\":\" and went viral for offering a capacity for 100 trillion tokens per day.\"}],\"markDefs\":[{\"_key\":\"5caa150bc42a\",\"_type\":\"link\",\"href\":\"https://z.ai/blog/glm-5.3-flash\"},{\"_key\":\"9d42dc243daa\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/the-mystery-model-testing-ai-s-shrinking-moats\"}],\"style\":\"normal\"},{\"_key\":\"b09abb22fc3c\",\"_type\":\"block\",\"children\":[{\"_key\":\"2aeaa6f46996\",\"_type\":\"span\",\"marks\":[],\"text\":\"Notably, the company said in its announcement that all of the traffic from its model's skyrocketing popularity was \\\"served on Chinese AI chips.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"267642b66690\",\"_type\":\"block\",\"children\":[{\"_key\":\"1401488e0b82\",\"_type\":\"span\",\"marks\":[],\"text\":\"The model features 320 billion total parameters with 18 million active, and outperforms its previous generation, GLM-5.2, across a number of benchmarks at a tenth of the price, the company said in its announcement.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"cfffce49f13b\",\"_type\":\"block\",\"children\":[{\"_key\":\"b19690092a70\",\"_type\":\"span\",\"marks\":[],\"text\":\"The lab also claims that GLM-5.3-Flash approaches Claude Opus 4.8 in coding and agentic benchmarks. It also performs on par with DeepSeek-V4, GPT-5.6 Terra, and Gemini 3.7 Flash on benchmarks for software engineering, multi-step agentic tasks, tool use and professional work.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"29d6bf51687b\",\"_type\":\"block\",\"children\":[{\"_key\":\"e0f56c64e3e3\",\"_type\":\"span\",\"marks\":[],\"text\":\"The company said the model is architected for \\\"extreme efficiency,\\\" and \\\"specifically designed for ultra-low-cost inference.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"f4c2366fe616\",\"_type\":\"block\",\"children\":[{\"_key\":\"5029f1d697bd\",\"_type\":\"span\",\"marks\":[],\"text\":\"GLM-5.3-Flash was essentially designed to do more with less, the company said, using a hybrid attention architecture to reduce the cost of serving long-context queries without sacrificing accuracy.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"5e2c8166f345\",\"_type\":\"block\",\"children\":[{\"_key\":\"135ad3a6740e\",\"_type\":\"span\",\"marks\":[],\"text\":\"Additionally, the model is built to improve \\\"scaling efficiency\\\" by implementing what are called \\\"Manifold-Constrained Hyper-Connections,\\\" or a technique that improves the way that information moves through the layers of a neural network.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"8b5fdaa53244\",\"_type\":\"block\",\"children\":[{\"_key\":\"6c2ce161829e\",\"_type\":\"span\",\"marks\":[],\"text\":\"The model weights are currently available on Hugging Face. The model is also powering ZCode, Z.ai's coding tool.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e3387248b36e\",\"_type\":\"block\",\"children\":[{\"_key\":\"f30a6d2ce4b9\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"GLM-5.3-Flash shows that frontier intelligence does not have to come at frontier cost,\\\" the company said in its announcement. \\\"We are now scaling this recipe to larger models â GLM-5.3-Flash pushes the cost-performance frontier, and the lessons from building it are already shaping our next frontier model.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3174e5177c80\",\"_type\":\"block\",\"children\":[{\"_key\":\"aee64a6602a8\",\"_type\":\"span\",\"marks\":[],\"text\":\"Z.ai's Ox Alpha win comes at a particularly poignant moment for open models: Open source model platform Hugging Face is \"},{\"_key\":\"9508b4a30d5d\",\"_type\":\"span\",\"marks\":[\"32519f42d190\"],\"text\":\"reportedly fielding acquisition offers\"},{\"_key\":\"5a0891577618\",\"_type\":\"span\",\"marks\":[],\"text\":\" that value the company at $13 billion, and Nvidia last week announced a $6 billion investment in \"},{\"_key\":\"18dd05555e0f\",\"_type\":\"span\",\"marks\":[\"5e8b392ac386\"],\"text\":\"bolstering the open source AI ecosystem\"},{\"_key\":\"2a038a76fa2f\",\"_type\":\"span\",\"marks\":[],\"text\":\" in the US.\"}],\"markDefs\":[{\"_key\":\"32519f42d190\",\"_type\":\"link\",\"href\":\"https://techcrunch.com/2026/08/24/hugging-face-reportedly-in-talks-to-be-acquired-for-13b/\"},{\"_key\":\"5e8b392ac386\",\"_type\":\"link\",\"href\":\"https://finance.yahoo.com/technology/ai/articles/nvidias-6-billion-deal-poolsides-054000693.html\"}
435],\"style\":\"normal\"},{\"_key\":\"b01fc2987668\",\"_type\":\"block\",\"children\":[{\"_key\":\"e31ba15cc915\",\"_type\":\"span\",\"marks\":[],\"text\":\"But Chinese firms may be going after one \"},{\"_key\":\"20be5e00a041\",\"_type\":\"span\",\"marks\":[\"cd8106988796\"],\"text\":\"enterprise pain point in particular: token costs\"},{\"_key\":\"2fa757503f64\",\"_type\":\"span\",\"marks\":[],\"text\":\". Models from Chinese labs that perform on-par with those from proprietary providers may be enticing to developers that are now facing budget constraints after previously being encouraged to spend freely on AI, Karthik Sj, chief AI officer at LogicMonitor, told The Deep View.\"}],\"markDefs\":[{\"_key\":\"cd8106988796\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/chinese-ai-bets-price-can-overcome-trust\"}],\"style\":\"normal\"},{\"_key\":\"f91a8eb0e43a\",\"_type\":\"block\",\"children\":[{\"_key\":\"8bb78577e3eb\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"Ox Alpha demonstrates how low- and zero-cost model access may sound appealing at first, but free access always carries hidden costs,\\\" said Sj. \\\"While Z.ai revealing that itâs behind the model solves some auditability concerns, vetted and well-tested models are the safer bet.â\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"b6e1de0d1317\",\"_type\":\"block\",\"children\":[{\"_key\":\"83769d94f014\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"361212bffd35\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"4a23b90a69cc\",\"_type\":\"block\",\"children\":[{\"_key\":\"54aca167b690\",\"_type\":\"span\",\"marks\":[],\"text\":\"Though it's obvious that Z.ai is targeting cost and resource efficiency with its release of GLM-5.3-Flash, this model's popularity also points to another trend: not every daily use model needs to be state-of-the-art. GLM-5.3-Flash still sits on-par or just behind the frontier models from labs like Anthropic, Google and OpenAI, however, a model doesn't need to be ultrapowerful to be incredibly useful. Though OpenAI is trying to entice people to \"},{\"_key\":\"1c99bd948e08\",\"_type\":\"span\",\"marks\":[\"3c998753e035\"],\"text\":\"use its frontier models with lower prices\"},{\"_key\":\"f315312cd43d\",\"_type\":\"span\",\"marks\":[],\"text\":\", it can only serve that kind of inference at those costs for so long. For a large majority of enterprise tasks, generally, mid-range performance is good enough, especially when it comes to solving for ROI.\"}],\"markDefs\":[{\"_key\":\"3c998753e035\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/why-openai-is-resetting-frontier-ai-prices\"}],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-5ff77fc7a4e26429b845f89180600387d9c86134-1456x816-png\",\"_type\":\"reference\"}},\"customCtaText\":null,\"customGateDescription\":null,\"customGateTitle\":null,\"date\":\"2026-08-27T00:27:54.510Z\",\"description\":null,\"enableGating\":false,\"excerpt\":null,\"gatingType\":\"default\",\"ignoreGlobalLimit\":false,\"isFeatured\":false,\"slug\":\"what-z-ai-s-ox-alpha-reveals-about-ai-economics\",\"status\":\"published\",\"title\":\"What Z.ai's Ox Alpha reveals about AI economics\"}}]}]\n"])</script>
435<script>self.__next_f.push([1,"66:[\"$\",\"div\",\"1\",{\"className\":\"\\n lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 \\n \\n \\n \\n md:pr-0\\n lg:border-r lg:border-[#00000033] lg:my-0 my-0\\n \\n border-b border-[#00000033] md:border-b-0 lg:border-b-0 pb-6 md:pb-0 lg:pb-0\\n \",\"children\":[\"$\",\"$L55\",\"28d3afa8-28b9-4669-9d5c-07b384380aee\",{\"data\":{\"_id\":\"28d3afa8-28b9-4669-9d5c-07b384380aee\",\"authors\":[{\"_id\":\"ea7e7609-877b-42bb-80b4-56a45f47463e\",\"firstName\":\"Jason\",\"jobTitle\":\"Editor-in-Chief\",\"lastName\":\"Hiner\",\"picture\":{\"_type\":\"image\",\"alt\":\"Jason Hiner\",\"asset\":{\"_ref\":\"image-c487970248047096f9b58705c2ceeb85f66d24e0-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"jason-hiner\"}}],\"category\":[{\"_id\":\"62d2beac-b54c-44f4-9171-9658c45ec769\",\"title\":\"Governance\"}],\"content1\":[{\"_key\":\"b818820df430\",\"_type\":\"block\",\"children\":[{\"_key\":\"06093cd60035\",\"_type\":\"span\",\"marks\":[],\"text\":\"AI is accelerating familiar cybersecurity threats, but according to CrowdStrike's chief product officer AJ Shipley, speed and scale are only part of the story. AI agents can also assemble known tactics, techniques and procedures into unfamiliar attack chains, requiring existing security controls to adapt.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"f316c53ec2cf\",\"_type\":\"block\",\"children\":[{\"_key\":\"3e87d0898894\",\"_type\":\"span\",\"marks\":[],\"text\":\"In a conversation with The Deep View at CrowdStrike's Fal.con event, Shipley discussed why organizations will need AI to defend against AI-enabled adversaries, how automation could change entry-level cybersecurity jobs, and why enterprises shouldnât consider themselves outmatched. This interview has been edited for brevity and clarity.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"4e0b95f1cfa4\",\"_type\":\"block\",\"children\":[{\"_key\":\"7ab19b76a1b6\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Jason Hiner: How is AI changing cybersecurity?\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"5c110192565a\",\"_type\":\"block\",\"children\":[{\"_key\":\"09943e7a0b05\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"AJ Shipley:\"},{\"_key\":\"4c2983fb9a55\",\"_type\":\"span\",\"marks\":[],\"text\":\" I think, from my perspective, there's really two things that are interesting to think about from the perspective of the defender. One is something that we've been dealing with for the last several decades. It's just a matter of pace or how quickly things happen, and then the other one is net new, which is really interesting.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"7796b4f3a9e0\",\"_type\":\"block\",\"children\":[{\"_key\":\"a772cbee73b6\",\"_type\":\"span\",\"marks\":[],\"text\":\"I think obviously AI-enabled adversaries are really just allowing those same bad actors to enumerate vulnerabilities and ultimately exploit vulnerabilities in order to further their means. Whether it's cyber warfare in advance of kinetic warfare, or whether it's stealing intellectual property, it's just allowing them to do that so much faster, and with so much more scale, as well as being able to find previously undiscovered vulnerabilities to then be able to exploit.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"ad2220e74bba\",\"_type\":\"block\",\"children\":[{\"_key\":\"c469aa87e16f\",\"_type\":\"span\",\"marks\":[],\"text\":\"But for better or worse, the approaches to how you defend against that are the same approaches we've been using for the last 20 or 30 years. It's just a matter of pace on the defensive side. And so you have to use AI tooling in order to just be able to respond to the AI adversaries or the AI-enabled adversaries.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"01018d5ee93b\",\"_type\":\"block\",\"children\":[{\"_key\":\"da8a2a4d82d4\",\"_type\":\"span\",\"marks\":[],\"text\":\"The other piece, though, which I think is really, really interesting, is the way these agents reason is fundamentally different than how people reason. And the last 10 or 20 or 30 years of security products have been built on this foundation of this intuitive understanding of how humans reason, either threat actors or adversaries or defenders, and how they're going to reason to try to respond to them.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"484756fc405c\",\"_type\":\"block\",\"children\":[{\"_key\":\"bb52b4be78e5\",\"_type\":\"span\",\"marks\":[],\"text\":\"What's different is that agents reason differently.... How these agents are putt
435ing together TTPs [tactics, techniques, and procedures] into attack chains that are fundamentally different than anything that we've ever seen before, and then how we have to be able to build defenses to those fundamentally different approaches to reasoning their way towards a problem, I think is something that we're very much focused on.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"9d7725fc3a7c\",\"_type\":\"block\",\"children\":[{\"_key\":\"16de2ff46ab0\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Jason Hiner: What makes AI agents so difficult for human defenders to handle?\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"0b26af39065d\",\"_type\":\"block\",\"children\":[{\"_key\":\"ea3f5bd70378\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"AJ Shipley:\"},{\"_key\":\"95707dc4c7b1\",\"_type\":\"span\",\"marks\":[],\"text\":\" These agents, I don't think, are inherently malicious or benign. I mean, I think you can probably build a malicious agent, but I think they are so task-oriented that they're going to try to find a way to accomplish their task, however they can.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"8926cd4301f5\",\"_type\":\"block\",\"children\":[{\"_key\":\"3d63babd05c1\",\"_type\":\"span\",\"marks\":[],\"text\":\"Every TTP, every vector. I don't think that they're coming up with necessarily novel new techniques. Maybe they will in the future, but they're stringing TTPs together in a way, and then doing them at a pace and a scale that is impossible to respond to unless we are enabling the defenders with the same AI tooling.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"0053b770ae35\",\"_type\":\"block\",\"children\":[{\"_key\":\"a7d08be56847\",\"_type\":\"span\",\"marks\":[],\"text\":\"I know that there's a zeitgeist out there around, \\\"Hey, is AI and are agents going to replace security professionals?\\\" I tend to be in the camp where I don't think that they will. And the reason for that is because there's two ways to increase productivity. You can do the same amount of work with fewer resources, or you can do more work with the same number of resources. Both of those are productivity gains.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3b7cce0cb993\",\"_type\":\"block\",\"children\":[{\"_key\":\"5305d82d2af0\",\"_type\":\"span\",\"marks\":[],\"text\":\"I think in an AI-centric cyber world with an AI-enabled adversary, just the sheer scale means that we have to figure out a way to increase productivity. And one of the ways you can increase productivity is to do more work with the same number of resources. So those same number of resources are people. Which means, how are you going to enable those same number of people to do more work? With the AI tool.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"a23c19b52b26\",\"_type\":\"block\",\"children\":[{\"_key\":\"755cddf58c8a\",\"_type\":\"span\",\"marks\":[],\"text\":\"That's what we're very much focused on: How do we use the agents or the tooling in order to make the defenders as productive as possible, not to replace the defenders? Because, again, I just think the data volumes are exploding, the way to \"},{\"_key\":\"9fa333d53d38\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"chain together\"},{\"_key\":\"19bb0912ea85\",\"_type\":\"span\",\"marks\":[],\"text\":\" tactics and techniques in new, novel ways is exploding, and so you still need all of that expertise that people have. But we have to find a way to increase their productivity 10x or 100x.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"9f87a4253da9\",\"_type\":\"block\",\"children\":[{\"_key\":\"7f53abfca7ef\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Jason Hiner: How will AI change the work of cybersecurity analysts?\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"ac213fe7d7c3\",\"_type\":\"block\",\"children\":[{\"_key\":\"45aad716218c\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"AJ Shipley:\"},{\"_key\":\"6afe9c52f8b0\",\"_type\":\"span\",\"marks\":[],\"text\":\" I definitely think that there are workflows, for lack of a better term, that AI will be able to fully automate away.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"8a39600d5d92\",\"_type\":\"block\",\"children\":[{\"_key\":\"0bffd70ead8f\",\"_type\":\"span\",\"marks\":[],\"text\":\"In the SOC [security operations center], we might say, \\\"Hey, tier-one triage of just a whole bunch of alerts coming in.\\\" That's probably something that an agent's really good at. And then maybe some level of tier-one or tier-two investigation to figure out what's a true positive versus a false positive. That's probably something that an agent's really good at: doing that first gathering of evidence and synthesizing the evidence and coming up with a hypothesis, and then maybe testing some alternate hypotheses.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"ad813d6b0dcd\",\"_type\":\"block\",\"children\":[{\"_key\":\"458b5d254b09\",\"_type\":\"span\",\"marks\":[],\"text\":\"And I think that's where you still want a person in the role, stepping into that. And then the tier three, the incident response-type stuff: How am I going to take action now that I've confirmed that this is an incident?\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"730fb89be4b1\",\"_type\":\"block\",\"children\":[{\"_key\":\"99d0aabdd13d\",\"_type\":\"span\",\"marks\":[],\"text\":\"I think this idea of what is an entry-level job probably moves up the stack from a tier one, tier two, tier three. Historically, entry-level was: You're going to be a tier-one analyst. You're going to start triaging a bunch of alerts. After a couple of years, we're going to let you start doing some investigation. And then when you get really good at it, we're going to let you do some incident response.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"4a86feba061f\",\"_type\":\"block\",\"children\":[{\"_key\":\"9b4bc30d66b1\",\"_type\":\"span\",\"marks\":[],\"text\":\"I think now we're going to start training humans and enabling them with tooling so that they don't have to do the tier-one menial-type work that they couldn't even keep up with anyways. Before, there was just this explosion of alerts, but now the whole idea of entry-level is just going to move up the stack, like a tier two or tier three.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"099162da6b38\",\"_type\":\"block\",\"children\":[{\"_key\":\"2d92f9ef14f4\",\"_type\":\"span\",\"marks\":[],\"text\":\"That doesn't mean that this idea of entry-level jobs goes away. It means that what is the definition of entry level? It now becomes a higher-value skill set.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"bc6d1cc49c14\",\"_type\":\"block\",\"children\":[{\"_key\":\"80aee577507c\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Jason Hiner: Will AI help organizations eliminate longstanding security weaknesses?\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"4dfcde7d2347\",\"_type\":\"block\",\"children\":[{\"_key\":\"cf7e7ed4086c\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"AJ Shipley:\"},{\"_key\":\"54d8e1d27aa2\",\"_type\":\"span\",\"marks\":[],\"text\":\" If you think about the cyber environment as a battle space, or a battlefield, there have always been advances in technology. Bronze Age, Iron Age, bow and arrow, gunpowder, naval warfare, atomic bombs. There have always been these advances in technology around quote-unquote warfare, where it felt like maybe at the time that the person who came up with the technology, or the side that came up with the technology, was like, \\\"They're going to win\\\". And then somebody else comes up with a way to defend against it. And then somebody else comes up with a clever way again to exploit it.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"5d618e0d0345\",\"_type\":\"block\",\"children\":[{\"_key\":\"bb280979bb96\",\"_type\":\"span\",\"marks\":[],\"text\":\"I tend to think that the AI tooling will expose where there's a lot of weaknesses where we didn't understand before. It will help us close a lot of those weaknesses. And if history is any guide, there will be something else that c
435omes down the pipe in the future that exposes a whole bunch of new weaknesses that we're probably not even aware of.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"14a50f920e91\",\"_type\":\"block\",\"children\":[{\"_key\":\"e189a488d562\",\"_type\":\"span\",\"marks\":[],\"text\":\"I think that we will be a lot more informed on where there are vulnerabilities and where there are weaknesses, and then we will use the tooling to address those vulnerabilities and weaknesses. And in my experience, if history is any guide, there will be something else right around the corner in the future that we're then going to have to figure out: How do we respond and react to that as well?\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3a28874213c2\",\"_type\":\"block\",\"children\":[{\"_key\":\"754fdd05f6e0\",\"_type\":\"span\",\"marks\":[],\"text\":\"I don't know what that thing is, but I tend to be an optimist. And just in general, I tend to think that when we figure that out, or when we encounter that thing, we'll figure out a way to defend against that as well.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"9aad29bdfd63\",\"_type\":\"block\",\"children\":[{\"_key\":\"280b3b9fdb83\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Jason Hiner: What does the best-case outcome look like three to five years from now?\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"1a0ac9ab0403\",\"_type\":\"block\",\"children\":[{\"_key\":\"28c2dc26bc46\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"AJ Shipley:\"},{\"_key\":\"50d3c1631cb6\",\"_type\":\"span\",\"marks\":[],\"text\":\" Five years is an eternity. If all goes well, I think we have built a fully redundant and resilient system, leveraging the tooling across all facets of the attack surfaceâendpoint, cloud, SaaS, networkâto protect all of the assets that an organization cares about: their identities, human and non-human; the devices that those identities use to do their job; the applications that they use to do their job; the data that gets created.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"07eb9bbd17ec\",\"_type\":\"block\",\"children\":[{\"_key\":\"b17d4c964b70\",\"_type\":\"span\",\"marks\":[],\"text\":\"Again, if all goes well, we've used really sophisticated and well-trained red models to identify vulnerabilities across all facets of that attack surface, and then we've used blue models to be able to remediate those vulnerabilities to the point where they're no longer exploitable. And then we can truly be able to take a vacation. That's the bull case, I think.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"ad5efcad5d07\",\"_type\":\"block\",\"children\":[{\"_key\":\"46d88de24d43\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Jason Hiner: How can defenders account for the non-deterministic nature of AI models?\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"a3622b9a20f2\",\"_type\":\"block\",\"children\":[{\"_key\":\"8b61da73f486\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"AJ Shipley:\"},{\"_key\":\"338da4fce687\",\"_type\":\"span\",\"marks\":[],\"text\":\" I think this idea of an ensemble of models, and having different models be able to vote on each other and weigh in, I think is ultimately what will address the non-deterministic nature, as well as harnesses.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"ca4412d7304c\",\"_type\":\"block\",\"children\":[{\"_key\":\"8e6aee47183b\",\"_type\":\"span\",\"marks\":[],\"text\":\"I think there are mechanisms to be able to control the inputs such that you get a deterministic set of outputs. It's when little things change. For example, your input data set might be in a different schema. It might have a different timestamp. It might be asking the question slightly differently.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"5e41aa274c25\",\"_type\":\"block\",\"children\":[{\"_key\":\"207bcb2bd9e9\",\"_type\":\"span\",\"marks\":[],\"text\":\"So I think a combination of harnesses, a combination of ensemble models, a combination of basically being able to get to weighted outcomes. And this is not all that much different, even from when I remember we were doing cloud-based sandboxing, malware analysis. You'd have a lot of different detection engines up there, and one detection engine might say that's malicious. One might say, \\\"Not really sure.\\\" One might say benign.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"55063119a58a\",\"_type\":\"block\",\"children\":[{\"_key\":\"2c230dcc5db6\",\"_type\":\"span\",\"marks\":[],\"text\":\"And so how do the different detection engines, or the models at the time, the ML models, static or dynamic analysis, c
435ontribute to be able to make a determination of, \\\"Hey, we think 80 or 90 percent of the way there that this is truly malicious.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"20a232a719f0\",\"_type\":\"block\",\"children\":[{\"_key\":\"d6c42b73a4d1\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Jason Hiner: What would you say to enterprises that fear theyâre outmatched?\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"40f08e765021\",\"_type\":\"block\",\"children\":[{\"_key\":\"b16ab1f908cc\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"AJ Shipley:\"},{\"_key\":\"514ba85710a8\",\"_type\":\"span\",\"marks\":[],\"text\":\" I would say they're not. They're not, at least in my opinion, they're not outmatched. Anytime there's been an inflection point in technology, technology has traditionally come along to significantly improve the productivity of civilization, and we've all benefited from it. AI is no different there. That technology obviously can be used for good, or it can be used for evil.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"69229f41438f\",\"_type\":\"block\",\"children\":[{\"_key\":\"133d9d33ec50\",\"_type\":\"span\",\"marks\":[],\"text\":\"I would say embrace the technology, because it can be a productivity enhancer, and then make sure that you're partnering with somebody who's thinking about how to make sure that technology has the appropriate guardrails, that you have the appropriate visibility, that you can be able to detect when that technology is being used maliciously or inadvertently, and then you have all of the mechanisms and tools that you need to be able to respond to make sure that it doesn't happen again.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"8cf9f9453987\",\"_type\":\"block\",\"children\":[{\"_key\":\"de930b24f592\",\"_type\":\"span\",\"marks\":[],\"text\":\"Some of what's old is new again. This is just an inflection point from a technology perspective. It's obviously driving a different pace that we have to be able to keep abreast of. But this technology doesn't use itself. It's not like there's an agent that just popped up out of the blue without somebody spinning up an agent and decided to go start acting rogue. There's people who are using this technology.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"144c561a95be\",\"_type\":\"block\",\"children\":[{\"_key\":\"83d2b7908d5c\",\"_type\":\"span\",\"marks\":[],\"text\":\"So partner with somebody who understands the adversary, who's always been focused on the adversary, is focused on understanding their tactics, their techniques and their procedures to partner with, so that you can then be an enabler of that technology in your organization in order to increase productivity.\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-b3849efb95f2ad56e5c33b9931a479bcd8e2e2ff-1672x941-png\",\"_type\":\"reference\"}},\"customCtaText\":null,\"customGateDescription\":null,\"customGateTitle\":null,\"date\":\"2026-09-25T22:04:27.634Z\",\"description\":null,\"enableGating\":false,\"excerpt\":null,\"gatingType\":\"default\",\"ignoreGlobalLimit\":false,\"isFeatured\":false,\"slug\":\"security-s-new-dilemma-agents-reason-differently\",\"status\":\"published\",\"title\":\"Security's new dilemma: Agents reason differently\"}}]}]\n"])</script>
435<script>self.__next_f.push([1,"67:[\"$\",\"div\",\"2\",{\"className\":\"\\n lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 \\n \\n md:pl-0\\n \\n \\n lg:border-r lg:border-[#00000033] lg:my-0 my-0\\n md:border-r md:border-[#00000033]\\n border-b border-[#00000033] md:border-b-0 lg:border-b-0 pb-6 md:pb-0 lg:pb-0\\n \",\"children\":[\"$\",\"$L55\",\"38ffc5f1-f930-4336-94be-9b96ace5cb70\",{\"data\":{\"_id\":\"38ffc5f1-f930-4336-94be-9b96ace5cb70\",\"authors\":[{\"_id\":\"a1426962-18d0-4181-8ee9-1a4eafcf851a\",\"firstName\":\"Sabrina\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Ortiz\",\"picture\":{\"_type\":\"image\",\"alt\":\"Sabrina Ortiz\",\"asset\":{\"_ref\":\"image-63ba8d4e1a0cf2df9a23424e373b06d91293a858-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"sabrina-ortiz\"}}],\"category\":[{\"_id\":\"62d2beac-b54c-44f4-9171-9658c45ec769\",\"title\":\"Governance\"}],\"content1\":[{\"_key\":\"29a326e4a8e3\",\"_type\":\"block\",\"children\":[{\"_key\":\"8091c2f27c13\",\"_type\":\"span\",\"marks\":[],\"text\":\"The agent hacking spree shows no signs of slowing, with international governments now in the crosshairs.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"c7fe9b9f428c\",\"_type\":\"block\",\"children\":[{\"_key\":\"c5798798eb34\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Wednesday, the nonprofit research lab \"},{\"_key\":\"08950c85a95e\",\"_type\":\"span\",\"marks\":[\"da4f3d09057c\"],\"text\":\"Transluce\"},{\"_key\":\"a51fd611cf62\",\"_type\":\"span\",\"marks\":[],\"text\":\" reported that OpenAI models had hacked into the Australian Medicare Statistics Reporting Service, acquiring health data and marking the first known AI-attempted hacking of a government body. The same report found that OpenAI's AI also attempted to breach the Australian Institute of Health and Welfare, a digital library at the University of New Mexico, and Data USA.\"}],\"markDefs\":[{\"_key\":\"da4f3d09057c\",\"_type\":\"link\",\"href\":\"https://transluce.org/agent-activity\"}],\"style\":\"normal\"},{\"_key\":\"59cfc78ded0e\",\"_type\":\"block\",\"children\":[{\"_key\":\"014e192b21a7\",\"_type\":\"span\",\"marks\":[],\"text\":\"These attempts took place in May and June, prior to the \"},{\"_key\":\"0b0c59ee1e64\",\"_type\":\"span\",\"marks\":[\"73e5e7aa9b11\"],\"text\":\"OpenAI-Hugging Face incident in July\"},{\"_key\":\"a7035a79acde\",\"_type\":\"span\",\"marks\":[],\"text\":\", in which an agent, driven by a combination of OpenAI models, compromised the platform's infrastructure. In the newly reported attempts, the AI was directed to collect data and, when unable to do so, proceeded to hack the website, \"},{\"_key\":\"7d2d21651dda\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"The New York Times \"},{\"_key\":\"a37890a71ec3\",\"_type\":\"span\",\"marks\":[\"f0ea88c20b4e\"],\"text\":\"reported\"},{\"_key\":\"56fa1ae5dc03\",\"_type\":\"span\",\"marks\":[],\"text\":\".\"}],\"markDefs\":[{\"_key\":\"73e5e7aa9b11\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/openai-s-hugging-face-breach-shifts-safety-debate\"},{\"_key\":\"f0ea88c20b4e\",\"_type\":\"link\",\"href\":\"https://www.nytimes.com/2026/09/23/technology/openai-ai-breach-australia.html?login=email\u0026auth=login-email\"}],\"style\":\"normal\"},{\"_key\":\"e797b335d781\",\"_type\":\"block\",\"children\":[{\"_key\":\"a26447e236d7\",\"_type\":\"span\",\"marks\":[],\"text\":\"In the months following the July incidents, the major players have both spoken out about possible interventions, and are even reportedly working together to create their own governing body. CNN recently \"},{\"_key\":\"01592c519e26\",\"_type\":\"span\",\"marks\":[\"4cc991ff93d8\"],\"text\":\"reported\"},{\"_key\":\"287b796968d7\",\"_type\":\"span\",\"marks\":[],\"text\":\" that Anthropic, Google and OpenAI have discussed creating an AI industry standards body, motivated by Demis Hassabis' \"},{\"_key\":\"e1e77df99d86\",\"_type\":\"span\",\"marks\":[\"3965553cd566\"],\"text\":\"July essay\"},{\"_key\":\"e178d53fed24\",\"_type\":\"span\",\"marks\":[],\"text\":\". \"},{\"_key\":\"8a5414d0c606\",\"_type\":\"span\",\"marks\":[\"7c008064a50b\"],\"text\":\"The Information reported\"},{\"_key\":\"0ee823a40ee7\",\"_type\":\"span\",\"marks\":[],\"text\":\" on Thursday that the three companies are pushing forward with a plan, with hopes of launching it by the end of the year or early in 2027.\"}],\"markDefs\":[{\"_key\":\"4cc991ff93d8\",\"_type\":\"link\",\"href\":\"https://www.cnn.com/2026/09/14/tech/ai-standards-body\"},{\"_key\":\"3965553cd566\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/demis-hassabis-outlines-ambitious-ai-safety-plan\"},{\"_key\":\"7c008064a50b\",\"_type\":\"link\",\"href\":\"https://www.theinformation.com/articles/google-openai-anthropic-ai-safety-group-takes-shape?rc=pt5ur4\"}],\"style\":\"normal\"}
435,{\"_key\":\"08e16d1c52ba\",\"_type\":\"block\",\"children\":[{\"_key\":\"629bb9146651\",\"_type\":\"span\",\"marks\":[],\"text\":\"The report also revealed its potential name, the Standards Authority for Frontier AI, and have considered several prominent figures to be CEO, approaching Sriram Krishnan, a top AI policy adviser in the Trump administration and Arati Prabhakar, former former Director of the US Office of Science and Technology Policy under the Biden administration. The group is also considering people for the roles of chair and scientific advisors.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"ce29f1c18ba6\",\"_type\":\"block\",\"children\":[{\"_key\":\"6951f50a6397\",\"_type\":\"span\",\"marks\":[],\"text\":\"Ultimately, the body would help support third-party model testing, establish qualifications for auditors of the models and labs, and help define the voluntary safety and security commitments the labs have made in the past, according to the report. They are also looking into whether they would conduct testing themselves, a task currently given to the Center for AI Standards and Innovation, a US government agency housed within the National Institute of Standards and Technology (NIST), but there is concern from the group about whether they have adequate resources.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"0f86f88a0548\",\"_type\":\"block\",\"children\":[{\"_key\":\"719b2f4c0ea1\",\"_type\":\"span\",\"marks\":[],\"text\":\"While White House intervention would seem like a logical step for a rapidly evolving, powerful technology, and one called upon by Anthropic CEO Dario Amodei in an essay titled \\\"We Must Pace the Frontier\\\" published weeks ago, President Trump has \"},{\"_key\":\"f09bf7394d5b\",\"_type\":\"span\",\"marks\":[\"7031bd3d5016\"],\"text\":\"rebuffed\"},{\"_key\":\"e3f6e01f735f\",\"_type\":\"span\",\"marks\":[],\"text\":\" attempts to intervene. There was reportedly an executive order that would have \"},{\"_key\":\"9781e3cbe855\",\"_type\":\"span\",\"marks\":[\"b642d45895b6\"],\"text\":\"established\"},{\"_key\":\"d56fd34b04fa\",\"_type\":\"span\",\"marks\":[],\"text\":\" an AI regulatory body in the works but it was halted by opposition from leaders such as Nvidia's Jensen Huang and Meta's Mark Zuckerberg.\"}],\"markDefs\":[{\"_key\":\"7031bd3d5016\",\"_type\":\"link\",\"href\":\"https://truthsocial.com/@realDonaldTrump/posts/117269745153543631\"},{\"_key\":\"b642d45895b6\",\"_type\":\"link\",\"href\":\"https://www.theinformation.com/articles/google-openai-anthropic-ai-safety-group-takes-shape?rc=pt5ur4\"}],\"style\":\"normal\"},{\"_key\":\"c2ade6bcb900\",\"_type\":\"block\",\"children\":[{\"_key\":\"71f7522241a1\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"1b37fdfc8fb8\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"6b07fc5c4371\",\"_type\":\"block\",\"children\":[{\"_key\":\"2bfd077f61e8\",\"_type\":\"span\",\"marks\":[],\"text\":\"Despite the hacking attempt and the calls for action, the major AI players are not slowing down. Just this week, both \"},{\"_key\":\"c73ad5143af9\",\"_type\":\"span\",\"marks\":[\"609f99138f11\"],\"text\":\"Anthropic\"},{\"_key\":\"d7bb6c8b0c64\",\"_type\":\"span\",\"marks\":[],\"text\":\" and \"},{\"_key\":\"c066a8ef80ef\",\"_type\":\"span\",\"marks\":[\"5b7e5937841a\"],\"text\":\"OpenAI\"},{\"_key\":\"f8cf7066e9e0\",\"_type\":\"span\",\"marks\":[],\"text\":\" released some of their latest AI models. Meanwhile, \"},{\"_key\":\"ba78251c97c4\",\"_type\":\"span\",\"marks\":[\"7aec238f4e92\"],\"text\":\"Meta's Muse agent\"},{\"_key\":\"fc5845655e4f\",\"_type\":\"span\",\"marks\":[],\"text\":\" is going viral for its ability to simplify agentic use for a broader audience, and at Meta Connect, the company unveiled more ways to integrate it into people's lives, whether through glasses or a future AI pendant. 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435itle\":\"How rogue AI created an international incident\"}}]}]\n"])</script>
435<script>self.__next_f.push([1,"68:[\"$\",\"div\",\"3\",{\"className\":\"\\n lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 \\n \\n \\n lg:pr-0\\n md:pr-0\\n \\n \\n \\n \",\"children\":[\"$\",\"$L55\",\"ae8a098a-497c-46a9-bf7a-47ab104c70fe\",{\"data\":{\"_id\":\"ae8a098a-497c-46a9-bf7a-47ab104c70fe\",\"authors\":[{\"_id\":\"ea7e7609-877b-42bb-80b4-56a45f47463e\",\"firstName\":\"Jason\",\"jobTitle\":\"Editor-in-Chief\",\"lastName\":\"Hiner\",\"picture\":{\"_type\":\"image\",\"alt\":\"Jason Hiner\",\"asset\":{\"_ref\":\"image-c487970248047096f9b58705c2ceeb85f66d24e0-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"jason-hiner\"}}],\"category\":[{\"_id\":\"62d2beac-b54c-44f4-9171-9658c45ec769\",\"title\":\"Governance\"}],\"content1\":[{\"_key\":\"6e6ee1e005ab\",\"_type\":\"block\",\"children\":[{\"_key\":\"9cf59dadd334\",\"_type\":\"span\",\"marks\":[],\"text\":\"Can AI move fast and still be safe? As the debate over AI safety and innovation grows more polarized, we explore the practical work of making powerful systems accountable.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"7c00478b4e55\",\"_type\":\"block\",\"children\":[{\"_key\":\"7bf8f309a914\",\"_type\":\"span\",\"marks\":[],\"text\":\"In this episode of The Deep View Conversations, we sit down with Navina Singh, CEO of Credo AI, to talk about what AI governance means for frontier labs, enterprises, and policymakers. They explore why governance is broader than regulation, how organizations can test and verify their AI systems, and what happens when capabilities advance faster than oversight.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"f6773589a353\",\"_type\":\"youtube\",\"url\":\"https://youtu.be/n1_aYOk7w7Q\"},{\"_key\":\"4a1840f2b1fd\",\"_type\":\"block\",\"children\":[{\"_key\":\"ca9503e57d03\",\"_type\":\"span\",\"marks\":[],\"text\":\"Topics covered:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"b96498e8e6e8\",\"_type\":\"block\",\"children\":[{\"_key\":\"6484d53a8bcc\",\"_type\":\"span\",\"marks\":[],\"text\":\"⢠Why Navrina sees AI safety and innovation as goals that can advance together\\n⢠What the Hugging Face agent incident raises about frontier AI oversight\\n⢠The âspectrum of trust,â from internal testing to independent audits and regulation\\n⢠The risk of regulatory capture and the role of open models\\n⢠How businesses weigh AI capability, cost, and control while managing \\\"governance debt\\\"\\n⢠How Credo AI uses forward-deployed governance experts to help companies put oversight into practice\\n⢠Why expertise, taste, and judgment remain valuable as AI takes on more work\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"bfd8771cefd9\",\"_type\":\"block\",\"children\":[{\"_key\":\"e55b3bfd084e\",\"_type\":\"span\",\"marks\":[],\"text\":\"If youâre building, buying, or governing AI, this conversation offers a practical way to think about trust without losing sight of the technologyâs promise.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"f85efbf8c46d\",\"_type\":\"block\",\"children\":[{\"_key\":\"518c25631ba3\",\"_type\":\"span\",\"marks\":[],\"text\":\"ðº \"},{\"_key\":\"3b940948aab2\",\"_type\":\"span\",\"marks\":[\"d1507789948c\"],\"text\":\"Watch on YouTube\"},{\"_key\":\"fbbb11a3d71e\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\nð§ \"},{\"_key\":\"c85e1263fa62\",\"_type\":\"span\",\"marks\":[\"972f7a76039b\"],\"text\":\"Listen in your favorite podcast player\"}],\"markDefs\":[{\"_key\":\"d1507789948c\",\"_type\":\"link\",\"href\":\"https://youtu.be/n1_aYOk7w7Q\"},{\"_key\":\"972f7a76039b\",\"_type\":\"link\",\"href\":\"https://tdv.transistor.fm/episodes/ai-safety-needs-more-than-good-intentions\"}],\"style\":\"normal\"},{\"_key\":\"6b493e1b2674\",\"_type\":\"block\",\"children\":[{\"_key\":\"671a058e54fa\",\"_type\":\"span\",\"marks\":[\"f5d234269288\"],\"text\":\"Subscribe to Deep View Conversations\"},{\"_key\":\"63e93121f8a2\",\"_type\":\"span\",\"marks\":[],\"text\":\" for interviews with the leaders shaping the future of AI, business, and technology: \"},{\"_key\":\"ee3a379669db\",\"_type\":\"span\",\"marks\":[\"6b76108d5406\"],\"text\":\"tdv.transitor.fm\"}],\"markDefs\":[{\"_key\":\"f5d234269288\",\"_type\":\"link\",\"href\":\"https://tdv.transistor.fm/\"},{\"_key\":\"6b76108d5406\",\"_type\":\"link\",\"href\":\"http://tdv.transitor.fm\"}
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435<script>self.__next_f.push([1," in the AI space, the reality is actually quite different. Meta's Muse agent is primarily focused on the consumer space and bringing agents to the masses with its focus on cute interactive avatars and wide publicity across Instagram and Facebook. OpenAI has lessened its focus on consumer AI in 2026 and leaned into enterprises, developers, and power users, and DevDay only doubled down on that strategy. Meta's agent is open to all and has generous token allotments based on Meta's strategy of eventually taking a percentage when you use Muse to sell stuff and make money. OpenAI is only offering its new agent to its highest-tier Pro and Business Premium customers. So OpenAI's focus is on its most-invested AI builders and organizations. And that strategy is supported by all of the other features it released around Dots on Tuesday, from Private Intelligence to GPT-6.1 Sol to its new Ultrafast feature. All of these things are aimed much more at competing with Anthropic for power users than competing with Meta for consumers."])</script>
435<script>self.__next_f.push([1,"69:[\"$\",\"div\",\"1\",{\"className\":\"\\n lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 \\n \\n \\n \\n md:pr-0\\n lg:border-r lg:border-[#00000033] lg:my-0 my-0\\n \\n border-b border-[#00000033] md:border-b-0 lg:border-b-0 pb-6 md:pb-0 lg:pb-0\\n \",\"children\":[\"$\",\"$L55\",\"91c499db-6c1d-4dc0-a07e-b30e6a45da30\",{\"data\":{\"_id\":\"91c499db-6c1d-4dc0-a07e-b30e6a45da30\",\"authors\":[{\"_id\":\"ea7e7609-877b-42bb-80b4-56a45f47463e\",\"firstName\":\"Jason\",\"jobTitle\":\"Editor-in-Chief\",\"lastName\":\"Hiner\",\"picture\":{\"_type\":\"image\",\"alt\":\"Jason Hiner\",\"asset\":{\"_ref\":\"image-c487970248047096f9b58705c2ceeb85f66d24e0-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"jason-hiner\"}},{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}}],\"category\":[{\"_id\":\"93e516d1-26a2-49d1-862e-76979ce9fba7\",\"title\":\"Products\"}],\"content1\":[{\"_key\":\"49af83753de8\",\"_type\":\"block\",\"children\":[{\"_key\":\"a500d75a5004\",\"_type\":\"span\",\"marks\":[],\"text\":\"Heavy AI users rejoice. 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435<script>self.__next_f.push([1,"From a purely financial standpoint, the timing makes sense. It's no secret that the real money in AI lies with enterprises paying for organization-wide subscriptions, a playbook Anthropic has executed better than any other company. And with Meta's Muse agents going viral, now is the moment to compete for that audience, especially since Meta's marketing has succeeded by making the product feel accessible to everyone, regardless of AI expertise. I suspect that will appeal strongly to organizations that want assurance that, if they invest heavily, their employees will actually use the tool and get the most out of it. But overlooking the latest red flags around Muse would be short-sighted. Meta has a challenging history of compromising its users' security and privacy, and the new reports only reinforce that reputation. While individual users may be able to overlook it, the risk for enterprises is likely too high, as a single leak could expose trade secrets and cost companies millions or even billions in fines or reputational damage."])</script>
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435<script>self.__next_f.push([1,"6b:[\"$\",\"div\",\"3\",{\"className\":\"\\n lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 \\n \\n \\n lg:pr-0\\n md:pr-0\\n \\n \\n \\n \",\"children\":[\"$\",\"$L55\",\"9088c795-4246-4a26-9b15-33c4443f0dd9\",{\"data\":{\"_id\":\"9088c795-4246-4a26-9b15-33c4443f0dd9\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}}],\"category\":[{\"_id\":\"93e516d1-26a2-49d1-862e-76979ce9fba7\",\"title\":\"Products\"}],\"content1\":[{\"_key\":\"8d8641d8ae9a\",\"_type\":\"block\",\"children\":[{\"_key\":\"c4ed1a2c93fd\",\"_type\":\"span\",\"marks\":[],\"text\":\"Anthropic is releasing a more cost-effective version of its flagship version 5.5 model.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"5dbebaac4017\",\"_type\":\"block\",\"children\":[{\"_key\":\"3e9a8bc87b68\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Monday, the AI lab released Claude Sonnet 5.5, the latest addition to its lineup, a \\\"lower-cost complement\\\" to its recently-released Opus 5.5 model featuring faster performance compared to previous iterations.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"c6a63ce9431e\",\"_type\":\"block\",\"children\":[{\"_key\":\"04ec62038bf5\",\"_type\":\"span\",\"marks\":[],\"text\":\"The company said that Sonnet 5.5 runs 30% faster than Claude Sonnet 5. 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In addition to cybersecurity safeguards, Sonnet 5.5 is built with guardrails against the harmful queries for biology.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e290badfd4d6\",\"_type\":\"block\",\"children\":[{\"_key\":\"5f537b23dd8c\",\"_type\":\"span\",\"marks\":[],\"text\":\"Additionally, Sonnet 5.5 is built to prevent model distillation attacks, launching with \\\"safety classifiers\\\" that prevent reasoning extraction and \\\"preserved thinking\\\" that prevents the model's reasoning from being \\\"decoupled from the account that created it.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"f50130204206\",\"_type\":\"block\",\"children\":[{\"_key\":\"0ff37582ae7f\",\"_type\":\"span\",\"marks\":[],\"text\":\"Claude Sonnet 5.5 is available on all platforms, and with no data retention. Anthropic also reported that it will be releasing a 5.5 version of Claude Haiku, the lightest and lowest-cost model series it offers, in the coming weeks.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"20c7e304b603\",\"_type\":\"block\",\"children\":[{\"_key\":\"7ea0b8d417f8\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"6eae942b564d\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"fbd36a4b3040\",\"_type\":\"block\",\"children\":[{\"_key\":\"d17ea350dc98\",\"_type\":\"span\",\"marks\":[],\"text\":\"OpenAI and Anthropic have read the room on enterprise cost cutting. They are now competing heavily on price, pushing the boundaries on just how cheap they can serve up intelligence while leapfrogging each other on performance. The problem that the labs face, however, is that they are relying on conventional model architecture to try and drive down the efficiency curve. Meanwhile, neolabs may present a threat to that strategy, as companies like \"},{\"_key\":\"3d3de3060980\",\"_type\":\"span\",\"marks\":[\"c8d7a008cf09\"],\"text\":\"Jev-maker Typesafe\"},{\"_key\":\"076fd0863ed0\",\"_type\":\"span\",\"marks\":[],\"text\":\" and \"},{\"_key\":\"eed6a498ef42\",\"_type\":\"span\",\"marks\":[\"632eec70146e\"],\"text\":\"Pathway\"},{\"_key\":\"9fb393de4d44\",\"_type\":\"span\",\"marks\":[],\"text\":\" gain traction as they look towards a future beyond traditional LLMs that can provide comparable performance at a fraction of the cost.\"}],\"markDefs\":[{\"_key\":\"c8d7a008cf09\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/jev-puts-frontier-ai-price-premium-under-pressure\"},{\"_key\":\"632eec70146e\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/pathway-breakthrough-challenges-ai-economics\"}],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-900745a9d1ae83296f
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435<script>self.__next_f.push([1,"Downloads of the Muse app are currently outpacing the meteoric launch of the ChatGPT iOS app in spring of 2023, but there's one big caveat. Meta runs one of the world's most powerful advertising platforms with Facebook and Instagram and it has been using it to drive massive numbers of downloads. It's smart and tells us a lot of consumers are interested in AI agents, but it doesn't tell us how many of them are actually setting up their own AI agent and starting to use it. OpenAI has shifted away from consumer apps in 2026 to focus on coding and enterprise like rival Anthropic, as both look to drive revenue and business model growth ahead of massive IPOs. Meanwhile, Meta has a treasure chest of revenue from its advertising business that it can use to play the long game on consumer AI. It also has the consumer relationships and the in-house expertise for running consumer brands, and it shows in how friendly it has made Museâby far, the easiest agent to get up and running. The big question, of course, will be trust. Meta will need to convince consumers to trust it with some of their most important and most private data in order for its agent to have the context it needs to be effective. While it's good to see Meta taking steps like the "])</script>
435<script>self.__next_f.push([1,"6c:[\"$\",\"div\",\"1\",{\"className\":\"\\n lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 \\n \\n \\n \\n md:pr-0\\n lg:border-r lg:border-[#00000033] lg:my-0 my-0\\n \\n border-b border-[#00000033] md:border-b-0 lg:border-b-0 pb-6 md:pb-0 lg:pb-0\\n \",\"children\":[\"$\",\"$L55\",\"c75f3432-9495-46a4-812c-fcd8cbe0c1c2\",{\"data\":{\"_id\":\"c75f3432-9495-46a4-812c-fcd8cbe0c1c2\",\"authors\":[{\"_id\":\"ea7e7609-877b-42bb-80b4-56a45f47463e\",\"firstName\":\"Jason\",\"jobTitle\":\"Editor-in-Chief\",\"lastName\":\"Hiner\",\"picture\":{\"_type\":\"image\",\"alt\":\"Jason Hiner\",\"asset\":{\"_ref\":\"image-c487970248047096f9b58705c2ceeb85f66d24e0-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"jason-hiner\"}}],\"category\":[{\"_id\":\"9674d1de-af23-4518-a75f-38bb55d3f06f\",\"title\":\"Consumer\"}],\"content1\":[{\"_key\":\"646751370865\",\"_type\":\"block\",\"children\":[{\"_key\":\"b169b067f93d\",\"_type\":\"span\",\"marks\":[],\"text\":\"As Meta emerges from rebooting its AI strategy, it's become clear that it's playing a different game than the other AI labs. It looks like it could be working.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"32f006be44b5\",\"_type\":\"block\",\"children\":[{\"_key\":\"a158288d1a5d\",\"_type\":\"span\",\"marks\":[],\"text\":\"At Meta Connect 2026 this week at the Meta headquarters in Menlo Park, California, we learned a lot more about the strategy Meta is deploying to earn a role in the AI ecosystem. Over the past few weeks, Meta's personal AI agent, \"},{\"_key\":\"5ed0dbc7f4bb\",\"_type\":\"span\",\"marks\":[\"dafda3cfcf45\"],\"text\":\"Muse\"},{\"_key\":\"81413e189884\",\"_type\":\"span\",\"marks\":[],\"text\":\", has gone viral and become the No. 1 \"},{\"_key\":\"139076436afb\",\"_type\":\"span\",\"marks\":[\"5f74e0ca714c\"],\"text\":\"most downloaded app\"},{\"_key\":\"4d4cbfa3bb36\",\"_type\":\"span\",\"marks\":[],\"text\":\" on Apple's App Store.\"}],\"markDefs\":[{\"_key\":\"dafda3cfcf45\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/meta-s-ai-agent-ambitions-run-into-a-trust-gap\"},{\"_key\":\"5f74e0ca714c\",\"_type\":\"link\",\"href\":\"https://techcrunch.com/2026/09/21/metas-muse-is-outpacing-chatgpts-early-mobile-launch/\"}],\"style\":\"normal\"},{\"_key\":\"1c6720bef570\",\"_type\":\"block\",\"children\":[{\"_key\":\"f57f93065e5a\",\"_type\":\"span\",\"marks\":[],\"text\":\"At Meta Connect, Muse was part of virtually every product line and every marketing pitch. Meta made it very clear that \"},{\"_key\":\"39846100be13\",\"_type\":\"span\",\"marks\":[\"8a8e69b0ec72\"],\"text\":\"Muse is the centerpiece\"},{\"_key\":\"05d44d2653c6\",\"_type\":\"span\",\"marks\":[],\"text\":\" of its AI strategy, using both its \"},{\"_key\":\"d76790115775\",\"_type\":\"span\",\"marks\":[\"9ed2c2732d48\"],\"text\":\"AI models\"},{\"_key\":\"a75657f1ae11\",\"_type\":\"span\",\"marks\":[],\"text\":\" and its \"},{\"_key\":\"dd529d33381f\",\"_type\":\"span\",\"marks\":[\"b264476cd086\"],\"text\":\"devices\"},{\"_key\":\"2dc44484aadb\",\"_type\":\"span\",\"marks\":[],\"text\":\" to serve the Muse strategy.\"}],\"markDefs\":[{\"_key\":\"8a8e69b0ec72\",\"_type\":\"link\",\"href\":\"https://about.fb.com/news/2026/09/introducing-muse-personal-ai-agent/\"},{\"_key\":\"9ed2c2732d48\",\"_type\":\"link\",\"href\":\"https://research.meta.ai/blog/introducing-muse-spark-1-3\"},{\"_key\":\"b264476cd086\",\"_type\":\"link\",\"href\":\"https://about.fb.com/news/2026/09/introducing-ray-ban-meta-audio-glasses-new-styles-plus-muse/\"}],\"style\":\"normal\"},{\"_key\":\"e22bc0710f66\",\"_type\":\"block\",\"children\":[{\"_key\":\"ccd85bc80211\",\"_type\":\"span\",\"marks\":[],\"text\":\"New developments include:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e8e26a61f1cc\",\"_type\":\"block\",\"children\":[{\"_key\":\"910c0f4cb9fe\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Voice Mode\"},{\"_key\":\"3d9c18087c1f\",\"_type\":\"span\",\"marks\":[],\"text\":\": You'll soon be able to have natural voice interactions with Muse similar to ChatGPT Voice Mode and Siri AI, where you can interrupt it up and talk more conversationally. You'll be able to de
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435<script>self.__next_f.push([1," this week, I tried the Meta Ray-Ban Audio glasses and the new Hearing Enhancement feature (using a pair of ear plugs to simulate partial hearing loss). Both worked very well and I consider them both welcome developments. After using various models of Meta AI glasses over the past two years, the audio features were by far the most used things for me. But I limited how much I used the glasses because of the cameras and not wanting anyone around me to fear I was invading their privacy. Across all of its Ray-Ban, Oakley, and other product lines, Meta has sold around 10 million pairs of its AI glasses over the past few years. I suspect the Meta Ray-Ban Audio glasses could sell more than all of them combined in the coming year. That's primarily because of the lack of cameras but it's also because of the combination of longer battery life, being lighter and more comfortable, and being less expensive. It also helps that Meta's AI has gotten far more useful, with its Muse app going viral among mainstream users and giving people something interesting to do with the glasses. And for those who want all of the same features without having to wear glasses, Meta teased the "])</script>
435<script>self.__next_f.push([1,"6d:[\"$\",\"div\",\"2\",{\"className\":\"\\n lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 \\n \\n md:pl-0\\n \\n \\n lg:border-r lg:border-[#00000033] lg:my-0 my-0\\n md:border-r md:border-[#00000033]\\n border-b border-[#00000033] md:border-b-0 lg:border-b-0 pb-6 md:pb-0 lg:pb-0\\n \",\"children\":[\"$\",\"$L55\",\"8a9ddd96-8a0b-497f-8c9e-edd9b9e587e6\",{\"data\":{\"_id\":\"8a9ddd96-8a0b-497f-8c9e-edd9b9e587e6\",\"authors\":[{\"_id\":\"ea7e7609-877b-42bb-80b4-56a45f47463e\",\"firstName\":\"Jason\",\"jobTitle\":\"Editor-in-Chief\",\"lastName\":\"Hiner\",\"picture\":{\"_type\":\"image\",\"alt\":\"Jason Hiner\",\"asset\":{\"_ref\":\"image-c487970248047096f9b58705c2ceeb85f66d24e0-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"jason-hiner\"}}],\"category\":[{\"_id\":\"9674d1de-af23-4518-a75f-38bb55d3f06f\",\"title\":\"Consumer\"}],\"content1\":[{\"_key\":\"8c806deb66d3\",\"_type\":\"block\",\"children\":[{\"_key\":\"fe45ffe3a8f1\",\"_type\":\"span\",\"marks\":[],\"text\":\"The best part of Meta's latest AI glasses is a feature that they removed.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"53c907ea0ae8\",\"_type\":\"block\",\"children\":[{\"_key\":\"e6dd70a18189\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Wednesday, Meta announced the \"},{\"_key\":\"66c1225cc24e\",\"_type\":\"span\",\"marks\":[\"686b0c424bb7\"],\"text\":\"Meta Ray-Ban Audio glasses\"},{\"_key\":\"da7c1e5f0561\",\"_type\":\"span\",\"marks\":[],\"text\":\", which do not have any cameras, and as a result, weigh less, have better battery life, and are less expensive. But most of all, the glasses let you get the audio and AI benefits without people giving you the stink eye because they think you're wearing spy glasses.\"}],\"markDefs\":[{\"_key\":\"686b0c424bb7\",\"_type\":\"link\",\"href\":\"https://www.meta.com/blog/ray-ban-meta-audio-and-deepest-ai-glasses-lineup/\"}],\"style\":\"normal\"},{\"_key\":\"3da9cfafd24b\",\"_type\":\"block\",\"children\":[{\"_key\":\"7ad9e22e940b\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"The audio features are our most popular features: listening to music, making phone calls, and talking to AI. We thought that by really just focusing on audio, we could make the glasses way slimmer and lighter with way longer battery life,\\\" \"},{\"_key\":\"3b25f4987c5e\",\"_type\":\"span\",\"marks\":[\"279417a64aa1\"],\"text\":\"Ming Hua, Meta's VP of wearable devices\"},{\"_key\":\"6ae514020fb9\",\"_type\":\"span\",\"marks\":[],\"text\":\", told The Deep View. \\\"The whole consideration is to expand into a new segment and give people new options.\\\"\"}],\"markDefs\":[{\"_key\":\"279417a64aa1\",\"_type\":\"link\",\"href\":\"https://www.metacareers.com/blog/bet-big-how-ming-hua-became-vp-of-wearables-devices/\"}],\"style\":\"normal\"},{\"_key\":\"9afc18ad9c19\",\"_type\":\"block\",\"children\":[{\"_key\":\"e844a268fdee\",\"_type\":\"span\",\"marks\":[],\"text\":\"Hua said that Meta has been developing the camera-less version for the past two years. During that time, Meta's AI glasses have received \"},{\"_key\":\"1d3392b71bcc\",\"_type\":\"span\",\"marks\":[\"110611f5af1a\"],\"text\":\"bad publicity\"},{\"_key\":\"2a23b4acfa8a\",\"_type\":\"span\",\"marks\":[],\"text\":\" from consumers and businesses concerned about the glasses recording video of people without their knowledge or permission. At the same time, the glasses have been praised for their surprisingly good audio quality, the convenience and safety of the open-air audio design, and the fact that the glasses are stylish to wear and don't look like a tech product.\"}],\"markDefs\":[{\"_key\":\"110611f5af1a\",\"_type\":\"link\",\"href\":\"https://www.eff.org/deeplinks/2026/03/think-twice-buying-or-using-metas-ray-bans\"}],\"style\":\"normal\"},{\"_key\":\"08e30722d078\",\"_type\":\"block\",\"children\":[{\"_key\":\"c4b041c949eb\",\"_type\":\"span\",\"marks\":[],\"text\":\"Here are the details of the Meta Ray-Ban Audio glasses:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"2834e3d7940c\",\"_type\":\"block\",\"children\":[{\"_key\":\"0ad7c0c6b7e6\",\"_type\":\"span\",\"marks\":[],\"text\":\"6 microphones (an upgrade from 5 mics on previous glasses)\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"9a476ea411ab\",\"_type\":\"block\",\"children\":[{\"_key\":\"978039b965d9\",\"_type\":\"span\",\"marks\":[],\"text\":\"12 hours of battery life (up from 8 hours in Gen 2 Meta Ray-Bans and 4 hours in Gen 1)\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"08da32320d4d\",\"_type\":\"block\",\"children\":[{\"_key\":\"21ca62cec691\",\"_type\":\"span\",\"marks\":[],\"text\":\"Weigh 43 grams (about 10-20% less than most other models)\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"829ad4d6cbcf\",\"_type\":\"block\",\"children\":[{\"_key\":\"bfadf5
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435<script>self.__next_f.push([1,"6e:[\"$\",\"div\",\"3\",{\"className\":\"\\n lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 \\n \\n \\n lg:pr-0\\n md:pr-0\\n \\n \\n \\n \",\"children\":[\"$\",\"$L55\",\"e19796a1-99c9-45d7-ae53-8f947ef38f51\",{\"data\":{\"_id\":\"e19796a1-99c9-45d7-ae53-8f947ef38f51\",\"authors\":[{\"_id\":\"a1426962-18d0-4181-8ee9-1a4eafcf851a\",\"firstName\":\"Sabrina\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Ortiz\",\"picture\":{\"_type\":\"image\",\"alt\":\"Sabrina Ortiz\",\"asset\":{\"_ref\":\"image-63ba8d4e1a0cf2df9a23424e373b06d91293a858-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"sabrina-ortiz\"}}],\"category\":[{\"_id\":\"9674d1de-af23-4518-a75f-38bb55d3f06f\",\"title\":\"Consumer\"}],\"content1\":[{\"_key\":\"3d00df140e88\",\"_type\":\"block\",\"children\":[{\"_key\":\"355728e67aa6\",\"_type\":\"span\",\"marks\":[],\"text\":\"When Snap first pulled back the curtain on its Specs glasses in June, the reaction was more puzzlement than excitement. 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Typically, with AR experiences, there's an adjustment period to get into the flow of this virtual world; yet this experience felt natural from the start, with picking up items, making selections, and dragging windows all being straightforward.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"781f79a46a69\",\"_type\":\"block\",\"children\":[{\"_key\":\"eada3ee96d12\",\"_type\":\"span\",\"marks\":[],\"text\":\"The adaptive tint lenses, which let you toggle between a see-through eyeglasses mode and a dark-tinted sunglasses mode, work effectively within seconds. Between this and the ability to easily readjust the size and position of your windows, with an option to pin them in your environment, watch videos, play games, and even type in a Google Docs document with a Bluetooth keyboard offered a comfortable viewing experience.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"610ecf2a85aa\",\"_type\":\"block\",\"children\":[{\"_key\":\"2ab774cc989d\",\"_type\":\"span\",\"marks\":[],\"text\":\"Some more memorable parts of the demo included entering multiplayer mode to play dominoes in a virtual environment with my boyfriend, and using travel mode to watch HBO Max as a passenger in a moving vehicle. These scenarios helped me better understand the versatility of the glasses. I could see them as a device to bring on a plane to enjoy a bigger screen or on a cruise to keep yourself entertained with games and other shared experiences. You can also connect your laptop for a virtual workplace experience.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"626c973a2c1d\",\"_type\":\"block\",\"children\":[{\"_key\":\"8248e27385ed\",\"_type\":\"span\",\"marks\":[],\"text\":\"There were also new announcements, including Specs Intelligence, the name of the AI service from Snap designed to work across iPhone, Mac, and Specs AR glasses. Snap says it is meant to build an understanding of your preferences, such as routines and priorities, with a focus on preemptive assistance such as bringing relevant information into view on the Specs. Anyone in the US today can download the iOS app and try the Specs Intelligence preview. A waitlist is also available for the fuller Mac experience.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"411562f11d07\",\"_type\":\"block\",\"children\":[{\"_key\":\"b26e614d9300\",\"_type\":\"span\",\"marks\":[],\"text\":\"As for the AI features, I can't talk about the personalization of it all, but I did use it to open a YouTube video, and it understood me and did it. The Translation feature also worked accurately, translating from Italian and Spanish to English in real time. When I asked what AI model was powering the experience, Snap didn't provide details.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"0ba58636dcac\",\"_type\":\"block\",\"children\":[{\"_key\":\"c2048fd6735a\",\"_type\":\"span\",\"marks\":[],\"text\":\"The only other super noteworthy announcement was that charging case cellular connectivity is available. Users in the United States can add Verizon service, and the new case and glasses are offered at a bundled price of $2,395, not including the cost of the wireless data plan.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"5f59cb662fc3\",\"_type\":\"block\",\"children\":[{\"_key\":\"7aa72413743e\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"d2ab79719e24\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"6044966a3adf\",\"_type\":\"block\",\"children\":[{\"_key\":\"bfcac267d194\",\"_type\":\"span\",\"marks\":[],\"text\":\"This hands-on t
435ime with the specs confirmed what I already knew: these are meant to be session-only glasses that can help you with specific use cases, such as watching a movie or working on your screen. Honestly, for the short time I wore them, they felt pretty comfortable, but after 4 hours (which is how long the battery is supposed to last), I can't say I feel the same way. I would have to do a full review to actually talk about that, which I plan to do when they launch to the public, expected in the fall. With the caveat of the limited time I have spent with them, out of all the AR glasses I have tested, the fact that these do not have any tethered cables, are pretty comfortable, and offer a seamless experience makes them, to me, the best on the market right now.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"7c80f99ac4fc\",\"_type\":\"block\",\"children\":[{\"_key\":\"d9abb7444e94\",\"_type\":\"span\",\"marks\":[\"strong\",\"em\"],\"text\":\"Disclaimer\"},{\"_key\":\"e90fcfc3aed5\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\": Sabrina Ortiz's travel to the Snap Specs launch event was paid for by Snap. The Deep View's coverage is editorially independent from the companies we cover.\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-9aa469a900c0fd591f8c5beaf97cbf99443df546-1730x974-jpg\",\"_type\":\"reference\"}},\"customCtaText\":null,\"customGateDescription\":null,\"customGateTitle\":null,\"date\":\"2026-09-16T23:40:00.000Z\",\"description\":null,\"enableGating\":false,\"excerpt\":null,\"gatingType\":\"default\",\"ignoreGlobalLimit\":false,\"isFeatured\":false,\"slug\":\"here-s-our-take-on-the-new-snap-specs-with-ai\",\"status\":\"published\",\"title\":\"Here's our take on the new Snap Specs with AI\"}}]}]\n"])</script>
435<script>self.__next_f.push([1,"6f:[\"$\",\"div\",\"1\",{\"className\":\"\\n lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 \\n \\n \\n \\n md:pr-0\\n lg:border-r lg:border-[#00000033] lg:my-0 my-0\\n \\n border-b border-[#00000033] md:border-b-0 lg:border-b-0 pb-6 md:pb-0 lg:pb-0\\n \",\"children\":[\"$\",\"$L55\",\"2e144b98-e58e-4fb2-9e71-beb70da8fec1\",{\"data\":{\"_id\":\"2e144b98-e58e-4fb2-9e71-beb70da8fec1\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht 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weeks:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"7699870747dd\",\"_type\":\"block\",\"children\":[{\"_key\":\"35dcde651fff\",\"_type\":\"span\",\"marks\":[],\"text\":\"Evan Hubinger, who works in alignment science at Anthropic, agreed with Coxon's \"},{\"_key\":\"b9c0db7f0885\",\"_type\":\"span\",\"marks\":[\"b2ba3f922be2\"],\"text\":\"sentiment in a follow-up post\"},{\"_key\":\"7a6b7d5cc735\",\"_type\":\"span\",\"marks\":[],\"text\":\", claiming that AI has a more than a 10% chance to \\\"kill all humans\\\" within the next decade. \\\"Anthropic is trying its best, but we do not yet have a plan to solve alignment for superintelligence and are not clearly on track to,\\\" Hubinger wrote.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[{\"_key\":\"b2ba3f922be2\",\"_type\":\"link\",\"href\":\"https://x.com/evanhub/status/2097497037956891126\"}],\"style\":\"normal\"},{\"_key\":\"a8ac64626a1f\",\"_type\":\"block\",\"children\":[{\"_key\":\"8d867469ea6f\",\"_type\":\"span\",\"marks\":[],\"text\":\"And in a separate post, \"},{\"_key\":\"a693c710ded2\",\"_type\":\"span\",\"marks\":[\"ed916335038f\"],\"text\":\"Paul Christiano\"},{\"_key\":\"e06643d67324\",\"_type\":\"span\",\"marks\":[],\"text\":\", advisor at the Center for AI Standards and Innovation and board member of the OpenAI Foundation, said that the AI industry, OpenAI included, is not currently on track to reduce the risk of a \\\"catastrophic and irreversible loss of control\\\" to an \\\"acceptable level.\\\"\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[{\"_key\":\"ed916335038f\",\"_type\":\"link\",\"href\":\"https://x.com/paulfchristiano/status/2097733214303645729\"}
435],\"style\":\"normal\"},{\"_key\":\"174c8667d55e\",\"_type\":\"block\",\"children\":[{\"_key\":\"f02c4670eb00\",\"_type\":\"span\",\"marks\":[],\"text\":\"And in February, Mrinank Sharma, an Anthropic safety researcher, left the company, \"},{\"_key\":\"2155902215bf\",\"_type\":\"span\",\"marks\":[\"c583f8c601bd\"],\"text\":\"posting in a letter on X\"},{\"_key\":\"26f3713e3aeb\",\"_type\":\"span\",\"marks\":[],\"text\":\" that the advancement of the technology was growing faster than our ability to understand it.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[{\"_key\":\"c583f8c601bd\",\"_type\":\"link\",\"href\":\"https://x.com/MrinankSharma/status/2020881722003583421?lang=en\"}],\"style\":\"normal\"},{\"_key\":\"234eeafb7f50\",\"_type\":\"block\",\"children\":[{\"_key\":\"86a7e210a2eb\",\"_type\":\"span\",\"marks\":[],\"text\":\"Now, we've seen this film before: Some of AI's most prominent researchers, like Geoffrey Hinton and Yoshua Bengio, have long been screaming from the rooftops about its dangers. But the new warnings come at a particularly poignant time for the industry as major labs continue to release powerful models capable of \"},{\"_key\":\"40b782a74715\",\"_type\":\"span\",\"marks\":[\"706c5aa1a803\"],\"text\":\"breaking free of human oversight\"},{\"_key\":\"30bd628c6020\",\"_type\":\"span\",\"marks\":[],\"text\":\" and gaining unauthorized access to websites and infrastructure.\"}],\"markDefs\":[{\"_key\":\"706c5aa1a803\",\"_type\":\"link\",\"href\":\"https://www.anthropic.com/research/alignment-assessment-cybersecurity-incidents\"}],\"style\":\"normal\"},{\"_key\":\"7e216cddce6e\",\"_type\":\"block\",\"children\":[{\"_key\":\"5577e1d2c2b9\",\"_type\":\"span\",\"marks\":[],\"text\":\"And even when these models aren't escaping control, their use by people with directed malicious intent is just as frightening: On Thursday, \"},{\"_key\":\"95b04920f040\",\"_type\":\"span\",\"marks\":[\"98a053186f8d\"],\"text\":\"Anthropic released a threat report\"},{\"_key\":\"13c6dd729c80\",\"_type\":\"span\",\"marks\":[],\"text\":\" claiming that it thwarted several instances of users conducting research that could have helped develop biological weapons.\"}],\"markDefs\":[{\"_key\":\"98a053186f8d\",\"_type\":\"link\",\"href\":\"https://www-cdn.anthropic.com/e50be2e51e7695dc4b1366a37a245a597377d3b5/Anthropic-Detecting-and-countering-091026.pdf\"}],\"style\":\"normal\"},{\"_key\":\"99a9e87940d3\",\"_type\":\"block\",\"children\":[{\"_key\":\"f71142a88a3a\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"74b22b9d4bb0\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"fc7c5283a61c\",\"_type\":\"block\",\"children\":[{\"_key\":\"e596630cd1a7\",\"_type\":\"span\",\"marks\":[],\"text\":\"The AI industry currently faces a potential powder keg. The latest warnings heighten growing fears around the capabilities of increasingly autonomous AI, as claims mount that this tech can completely upend life as we know it. That fear, however, is colliding with an overly-excited industry that's preaching a utopian AI vision and pushing for broader adoption. And while the frontier labs are preaching about safety and security guardrails, with trillion-dollar IPOs on the line, they continue to leapfrog one another with stronger models at a rapid clip in the race towards \"},{\"_key\":\"6732358f9f5a\",\"_type\":\"span\",\"marks\":[\"07765e7aa7ed\"],\"text\":\"recursive self-improvement\"},{\"_key\":\"f92e5a0dcd4c\",\"_type\":\"span\",\"marks\":[],\"text\":\". But with researchers from both \"},{\"_key\":\"88a3e3789a6f\",\"_type\":\"span\",\"marks\":[\"fbc174113fda\"],\"text\":\"Anthropic\"},{\"_key\":\"0fccb69a8463\",\"_type\":\"span\",\"marks\":[],\"text\":\" and \"},{\"_key\":\"7616eafc7b63\",\"_type\":\"span\",\"marks\":[\"142593e3c154\"],\"text\":\"OpenAI\"},{\"_key\":\"73d40a198333\",\"_type\":\"span\",\"marks\":[],\"text\":\" calling for the industry to tap the brakes, it remains to be seen what it will take for a development pause to materialize.\"}],\"markDefs\":[{\"_key\":\"07765e7aa7ed\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/anthropic-s-rsi-warning-contrasts-with-ipo-filing\"},{\"_key\":\"fbc174113fda\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/why-the-experts-building-ai-want-to-slow-it-down\"},{\"_key\":\"142593e3c154\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/why-astra-s-opacity-problem-could-force-a-pause\"}],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-8c49d3e7deea3573e148d6f076bfcbda4454a46e-1536x768-png\",\"_type\":\"reference\"}},\"customCtaText\":null,\"customGateDescription\":null,\"customGateTitle\":null,\"date\":\"2026-09-11T04:57:24.784Z\",\"description\":null,\"enableGating\":false,\"excerpt\":null,\"gatingType\":\"default\",\"ignoreGlobalLimit\":false,\"isFeatured\":false,\"slug\":\"ai-s-safety-warnings-are-getting-harder-to-ignore\",\"status\":\"published\",\"t
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435<script>self.__next_f.push([1,"70:[\"$\",\"div\",\"2\",{\"className\":\"\\n lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 \\n \\n md:pl-0\\n \\n \\n lg:border-r lg:border-[#00000033] lg:my-0 my-0\\n md:border-r md:border-[#00000033]\\n border-b border-[#00000033] md:border-b-0 lg:border-b-0 pb-6 md:pb-0 lg:pb-0\\n \",\"children\":[\"$\",\"$L55\",\"0320894c-27fe-4fd3-a532-30c6d8e6435d\",{\"data\":{\"_id\":\"0320894c-27fe-4fd3-a532-30c6d8e6435d\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}}],\"category\":[{\"_id\":\"a241c932-de04-490c-97aa-8f6d02bd3a07\",\"title\":\"Policy\"}],\"content1\":[{\"_key\":\"5a6eea492161\",\"_type\":\"block\",\"children\":[{\"_key\":\"0da4cd38930e\",\"_type\":\"span\",\"marks\":[],\"text\":\"Data centers have existed for decades. But in the age of AI, they've recently become political pawns.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"f2f70453b382\",\"_type\":\"block\",\"children\":[{\"_key\":\"d2aec15933b8\",\"_type\":\"span\",\"marks\":[],\"text\":\"The rapid expansion of AI factories across the US has created a new political battleground. Opposition has spanned across the political spectrum, with Democrats like \"},{\"_key\":\"d91b429aa4af\",\"_type\":\"span\",\"marks\":[\"a2faebdfa9fb\"],\"text\":\"Sen. Bernie Sanders and Rep. Alexandria Ocasio-Cortez\"},{\"_key\":\"e278d71de630\",\"_type\":\"span\",\"marks\":[],\"text\":\" and Republicans like \"},{\"_key\":\"d0473c139cff\",\"_type\":\"span\",\"marks\":[\"229f8f22c6bb\"],\"text\":\"Gov. Greg Abbott\"},{\"_key\":\"f271b33db2bd\",\"_type\":\"span\",\"marks\":[],\"text\":\" calling for moratoriums on building new data centers.\"}],\"markDefs\":[{\"_key\":\"a2faebdfa9fb\",\"_type\":\"link\",\"href\":\"https://www.sanders.senate.gov/press-releases/news-sanders-ocasio-cortez-announce-ai-data-center-moratorium-act/\"},{\"_key\":\"229f8f22c6bb\",\"_type\":\"link\",\"href\":\"https://www.houstonpublicmedia.org/articles/news/energy-environment/2026/08/27/560536/gov-abbott-has-ordered-a-pause-on-data-center-approvals-heres-what-that-means/\"}],\"style\":\"normal\"},{\"_key\":\"6de4e095a2b4\",\"_type\":\"block\",\"children\":[{\"_key\":\"a0c4ff412011\",\"_type\":\"span\",\"marks\":[],\"text\":\"And the reason is clear: public sentiment towards data centers has turned sharply negative, no matter your political affiliation. A Gallup poll published in May found that an \"},{\"_key\":\"e4c3d83756f0\",\"_type\":\"span\",\"marks\":[\"759cb30cbe99\"],\"text\":\"average of 7 in 10 Americans\"},{\"_key\":\"75e9f84c5fc6\",\"_type\":\"span\",\"marks\":[],\"text\":\" oppose data center construction in their area, including 48% who strongly oppose such facilities being built locally.\"}],\"markDefs\":[{\"_key\":\"759cb30cbe99\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/americans-disdain-for-data-centers-hits-new-highs\"}],\"style\":\"normal\"},{\"_key\":\"fcca3b1bb432\",\"_type\":\"block\",\"children\":[{\"_key\":\"6e015d868a7d\",\"_type\":\"span\",\"marks\":[],\"text\":\"However, data centers may just be the scapegoat for broader societal anxiety around AI, such as its potential impacts on the economy, jobs, national security and even the way we learn and think, said \"},{\"_key\":\"499e7411f6e5\",\"_type\":\"span\",\"marks\":[\"d536a253e9d4\"],\"text\":\"Jeremy Roberts\"},{\"_key\":\"6ef20a9e62a3\",\"_type\":\"span\",\"marks\":[],\"text\":\", senior director of research and content at Info-Tech Research Group, told The Deep View. \\\"AI itself is underwater in polling. It's pretty easy to be against something that is the opposite of a job creator. That's pretty cross-cutting.\\\"\"}],\"markDefs\":[{\"_key\":\"d536a253e9d4\",\"_type\":\"link\",\"href\":\"https://www.infotech.com/profiles/jeremy-roberts\"}],\"style\":\"normal\"},{\"_key\":\"ed2eb42c44cd\",\"_type\":\"block\",\"children\":[{\"_key\":\"72fcebd2416e\",\"_type\":\"span\",\"marks\":[],\"text\":\"It's why the political rallying cry against them has become a clear avenue for populism, Roberts said. It's a textbook example of a leader claiming to champion the general masses over a corrupt elite group.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"a38b1b570296\",\"_type\":\"block\",\"children\":[{\"_key\":\"89d10d12a37b\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"Data centers are built by the richest people, run by the richest people, and a lot of the marketing around them has basically been that this is going to concentrate wealth further,\\\" said Roberts. \\\"It exacerbates a populist gap.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"067eaaa178f2\",\"_type\":\"block\",\"children\":[{\"_key\":\"c122ecadb879\",\"_type\":\"span\",\"marks\":[],\"text\":\"Politicians protesting data centers are already affecting the buildout of AI infrastru
435cture that tech companies have been pushing. For instance, in July, New York Gov. Kathy Hochul instituted the \"},{\"_key\":\"83dc21e5b2ac\",\"_type\":\"span\",\"marks\":[\"f6cc2e7977df\"],\"text\":\"nation's first statewide moratorium\"},{\"_key\":\"ea699ef46e0a\",\"_type\":\"span\",\"marks\":[],\"text\":\" on hyperscale data centers of 50 megawatts or more for a year. Texas followed suit in early August, with Gov. Abbott \"},{\"_key\":\"6ac482a5891a\",\"_type\":\"span\",\"marks\":[\"e474f0428c0d\"],\"text\":\"implementing a moratorium\"},{\"_key\":\"81274fe9d729\",\"_type\":\"span\",\"marks\":[],\"text\":\" on approving new data centers.\"}],\"markDefs\":[{\"_key\":\"f6cc2e7977df\",\"_type\":\"link\",\"href\":\"https://www.esgdive.com/news/new-york-becomes-first-state-to-impose-moratorium-on-data-center-development/825202/\"},{\"_key\":\"e474f0428c0d\",\"_type\":\"link\",\"href\":\"https://www.texastribune.org/2026/08/03/texas-data-center-project-audit-greg-abbott/\"}],\"style\":\"normal\"},{\"_key\":\"9e80b0999302\",\"_type\":\"block\",\"children\":[{\"_key\":\"c995ffae7849\",\"_type\":\"span\",\"marks\":[],\"text\":\"As a result, tech companies may simply have to become more resourceful about the way they build data centers, said Roberts. For instance, rather than building large, hyperscale facilities, they may end up building smaller ones and connecting them with innovative networking technologies.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"123aa08b845e\",\"_type\":\"block\",\"children\":[{\"_key\":\"d7fcae0d0f58\",\"_type\":\"span\",\"marks\":[],\"text\":\"Still, the impacts are already being felt at a local level as citizens \"},{\"_key\":\"6a47d3301ab4\",\"_type\":\"span\",\"marks\":[\"9c3f92855b9a\"],\"text\":\"show up in droves\"},{\"_key\":\"15260e57a6fb\",\"_type\":\"span\",\"marks\":[],\"text\":\" to \"},{\"_key\":\"644c4f13c4d9\",\"_type\":\"span\",\"marks\":[\"7d96175c9ec5\"],\"text\":\"city council \"},{\"_key\":\"59597dd2d4b1\",\"_type\":\"span\",\"marks\":[\"fda5061b0453\"],\"text\":\"meetings\"},{\"_key\":\"e09de8c04fe5\",\"_type\":\"span\",\"marks\":[],\"text\":\" across the country to oppose data centers being built in their neighborhoods. Jason Morris, land use attorney and partner of Withey Morris Baugh in Phoenix, Arizona, told The Deep View that data center cases \\\"have gone from being my easiest cases to being my most difficult.\\\"\"}],\"markDefs\":[{\"_key\":\"9c3f92855b9a\",\"_type\":\"link\",\"href\":\"https://time.com/article/2026/06/18/ai-elections-data-center-backlash/\"},{\"_key\":\"7d96175c9ec5\",\"_type\":\"link\",\"href\":\"https://www.desertsun.com/picture-gallery/news/local/coachella/2026/08/12/coachella-residents-gather-in-support-of-a-ban-on-data-centers/91282662007/\"},{\"_key\":\"fda5061b0453\",\"_type\":\"link\",\"href\":\"https://www.youtube.com/watch?v=ckN6XdusMKM\"}],\"style\":\"normal\"},{\"_key\":\"68781c4318b4\",\"_type\":\"block\",\"children\":[{\"_key\":\"e041883e6731\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"There is an amount of hysteria surrounding data centers that I haven't seen associated with any other land use,\\\" said Morris. \\\"This has become, for better or for worse, AI's Achilles' heel.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"7e9f6c890941\",\"_type\":\"block\",\"children\":[{\"_key\":\"b77649de4d91\",\"_type\":\"span\",\"marks\":[],\"text\":\"To counter this, the Trump Administration is moving to limit those voices. The \"},{\"_key\":\"43bfdf5812ca\",\"_type\":\"span\",\"marks\":[\"a66f3ce97e5d\"],\"text\":\"Environmental Protection Agency\"},{\"_key\":\"449ba4f131bf\",\"_type\":\"span\",\"marks\":[],\"text\":\" plans to cut a federal requirement that forces states to solicit public input on air pollution permits for industrial facilities, data centers included. However, with the public already so resistant to AI, cutting off that avenue for input may only worsen the narrative around the tech, Jason Elliott, former senior advisor to Gov. Gavin Newsom and founder of Versus Consulting, told The Deep View.\"}],\"markDefs\":[{\"_key\":\"a66f3ce97e5d\",\"_type\":\"link\",\"href\":\"https://www.nytimes.c
435om/2026/08/25/climate/epa-data-centers-public-comment.html?unlocked_article_code=1.8FA.tvLi.iHWhdk68TPlM\u0026smid=url-share\u0026utm_source=thedeepview\u0026utm_medium=newsletter\u0026utm_campaign=wed-aug-26-quiq\"}],\"style\":\"normal\"},{\"_key\":\"3eefc9fb97fe\",\"_type\":\"block\",\"children\":[{\"_key\":\"0dc69730926a\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"If you don't let people have a chance to weigh in, they're going to assume the worst,\\\" said Elliott. \\\"It's really beneficial to give constituents an opportunity to express themselves or point out something that local elected officials hadn't thought of.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"72c9fe4b1732\",\"_type\":\"block\",\"children\":[{\"_key\":\"82373a5e0f3a\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"d63115ec79c7\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"513e3b503682\",\"_type\":\"block\",\"children\":[{\"_key\":\"382d30ff1153\",\"_type\":\"span\",\"marks\":[],\"text\":\"The reality of the impacts of data centers themselves is much more complex than headlines often make them seem. Yes, these facilities undeniably use power and water, make noise and strain the electrical grid, but so do many other industrial processes and industries, such as chemical manufacturing, \"},{\"_key\":\"bc343ebc4df9\",\"_type\":\"span\",\"marks\":[\"03c2ed1b82bc\"],\"text\":\"coal and primary metals\"},{\"_key\":\"a051c2637326\",\"_type\":\"span\",\"marks\":[],\"text\":\". The outcry against data centers is practically synonymous with the anxiety around AI broadly. The negative sentiment could pose a real threat to the frontier AI labs fueling a utopian vision of societal transformation, a vision that's propping up potential trillion-dollar IPOs for Anthropic and OpenAI. To achieve the kind of transformation these companies are projecting, the public has to get on board. And repairing public perception won't be solved by data center regulation alone.\"}],\"markDefs\":[{\"_key\":\"03c2ed1b82bc\",\"_type\":\"link\",\"href\":\"https://consumerenergysolutions.com/what-industries-consume-most-electricity/\"}],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-aa9fc8898c70b319e154e503f749ada069f41b5f-1024x512-png\",\"_type\":\"reference\"}},\"customCtaText\":null,\"customGateDescription\":null,\"customGateTitle\":null,\"date\":\"2026-08-30T21:27:31.618Z\",\"description\":null,\"enableGating\":false,\"excerpt\":null,\"gatingType\":\"default\",\"ignoreGlobalLimit\":false,\"isFeatured\":false,\"slug\":\"how-data-centers-became-a-proxy-war-over-ai\",\"status\":\"published\",\"title\":\"How data centers became a proxy war over AI\"}}]}]\n"])</script>
435<script>self.__next_f.push([1,"71:[\"$\",\"div\",\"3\",{\"className\":\"\\n lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 \\n \\n \\n lg:pr-0\\n md:pr-0\\n \\n \\n \\n \",\"children\":[\"$\",\"$L55\",\"22901053-2a54-4513-8d44-92132261fbfb\",{\"data\":{\"_id\":\"22901053-2a54-4513-8d44-92132261fbfb\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}}],\"category\":[{\"_id\":\"a241c932-de04-490c-97aa-8f6d02bd3a07\",\"title\":\"Policy\"}],\"content1\":[{\"_key\":\"3e7fe7336f7f\",\"_type\":\"block\",\"children\":[{\"_key\":\"9c6cd1b947dd\",\"_type\":\"span\",\"marks\":[],\"text\":\"Regulators may soon grapple with where AI meets centuries-old laws protecting free speech.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"1a00181f5ed3\",\"_type\":\"block\",\"children\":[{\"_key\":\"cf6af8843572\",\"_type\":\"span\",\"marks\":[],\"text\":\"A report published Tuesday by the \"},{\"_key\":\"a672f78e01af\",\"_type\":\"span\",\"marks\":[\"95899e3faca8\"],\"text\":\"Center for Democracy and Technology\"},{\"_key\":\"ea88adfb7337\",\"_type\":\"span\",\"marks\":[],\"text\":\" recommends that, despite little precedent for how courts have thus far considered AI-generated speech, content produced by generative models should be protected under the First Amendment.\"}],\"markDefs\":[{\"_key\":\"95899e3faca8\",\"_type\":\"link\",\"href\":\"https://cdt.org/wp-content/uploads/2026/07/2026-07-28-Whose-Speech-is-it-Anyway-Chatbots-report-final-1.pdf\"}],\"style\":\"normal\"},{\"_key\":\"844ce8259585\",\"_type\":\"block\",\"children\":[{\"_key\":\"197ac0e9f045\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"Throughout history, consistently, the Supreme Court has said over and over again, whether it's film or TV or video games, or the internet, that the First Amendment has something to say when the government wants to decide what you can or can't access,\\\" Becca Branum, deputy director for free expression at the Center for Democracy and Technology and author of the report, told The Deep View\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"71842c6fa412\",\"_type\":\"block\",\"children\":[{\"_key\":\"17f66ee5ee70\",\"_type\":\"span\",\"marks\":[],\"text\":\"As it stands, the courts have not yet settled whether AI-generated content is speech or simply a rearrangement of training data, making these systems what the report calls \\\"stochastic parrots.\\\" But the First Amendment doesn't just cover what information people are allowed to \"},{\"_key\":\"6226113e9ef0\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"say, \"},{\"_key\":\"068e7ea0d32f\",\"_type\":\"span\",\"marks\":[],\"text\":\"but also the information they are allowed to \"},{\"_key\":\"2d46a30eb927\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"receive, \"},{\"_key\":\"f49705d355da\",\"_type\":\"span\",\"marks\":[],\"text\":\"Branum said.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"2ea8d81695bb\",\"_type\":\"block\",\"children\":[{\"_key\":\"03acb5142a76\",\"_type\":\"span\",\"marks\":[],\"text\":\"This would mean that both AI developers and chatbot users are covered by the First Amendment, and that both parties are responsible for the output of these models, she said.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"09aa34dcde15\",\"_type\":\"block\",\"children\":[{\"_key\":\"adc777f26615\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"What's really unique about this technology is that two independent sets of editorial judgments and speech considerations come together to create outputs,\\\" said Branum. \\\"For legal purposes, we think that those choices made both by users and by developers will be relevant for First Amendment consideration.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"a1be852146d3\",\"_type\":\"block\",\"children\":[{\"_key\":\"4cbe58a92e9c\",\"_type\":\"span\",\"marks\":[],\"text\":\"However, just because this speech is protected under the First Amendment doesn't mean it's immune to all laws. It still faces the same consequences that unprotected speech categories face, such as obscenity, incitement of violence and child sexual abuse materials. Still, even if AI hallucinates and offers inaccurate information to users, such speech would be covered by the First Amendment, prohibiting the government from regulating it, because it's not illegal to be \"},{\"_key\":\"bfc2072277ac\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"wrong\"},{\"_key\":\"b130772ae183\",\"_type\":\"span\",\"marks\":[],\"text\":\".\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"6d5196f045f3\",\"_type\":\"block\",\"children\":[{\"_key\":\"9d1e5fd440bb\",\"_type\":\"span\",\"marks\":[],\"text\":\"The crux of Branum's argument is that the consequences may be serious if the government decided that AI-generated speech \"},{\"_key\":\"699a03af3eb1\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"wasn't\"},{\"_key\":\"1163c4bb03e8\",\"_type\":\"span\",\"marks\":[],\"text\":\" protected by the First Amendment, especially given how deeply embedded AI is becoming in our search engines, social media platforms and the devices we carry in our pockets.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"59919a02e60c\",\"_type\":\"block\",\"children\":[{\"_key\":\"e92a284b6586\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"Without First Amendment protection there, it would really degrade the kind of information that we'd have access to, and subject these really important communicative mediums to government influence in ways that would degrade the broader speech ecosystem that we rely on online,\\\" Branum said.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"1f8073c795e7\",\"_type\":\"block\",\"children\":[{\"_key\":\"ce02c3c874de\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"8dccab317e93\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"eb2f2e15dbd1\",\"_type\":\"block\",\"children\":[{\"_key\":\"20eac33494ab\",\"_type\":\"span\",\"marks\":[],\"text\":\"The free speech question is just the tip of a large and complicated iceberg of how to regulate a machine that can communicate and act like a person. Though Branum's argument that AI outputs should be covered under free speech is sound when considering the consequences of regulating them, the question of who is responsible for these machines' outputs remains up in the air. The Center for Democracy and Technology's suggestion that it's a 50-50 split between the user and the creator could have broader impl
435ications, given that these AI systems are shifting from simply producing outputs to taking agentic actions. For example, if a bad actor uses an agent to help break through a bank's cybersecurity systems, are both the hacker and the company that provided the agent responsible for the fallout? Given the increasing capabilities of these models, questions like these are bound to arise again and again as legislators react to a landscape that's shifting faster than our ability to regulate it.\"}],\"markDefs\":[],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-fb0e8ffbebaf6e54f1f3f88ec20e7e3f363d6841-1456x816-png\",\"_type\":\"reference\"}},\"customCtaText\":null,\"customGateDescription\":null,\"customGateTitle\":null,\"date\":\"2026-07-29T22:17:59.145Z\",\"description\":null,\"enableGating\":false,\"excerpt\":null,\"gatingType\":\"default\",\"ignoreGlobalLimit\":false,\"isFeatured\":false,\"slug\":\"ai-speech-is-stretching-first-amendment-protections\",\"status\":\"published\",\"title\":\"AI speech is stretching First Amendment protections\"}}]}]\n"])</script>
435<script>self.__next_f.push([1,"73:[\"$\",\"div\",\"1\",{\"className\":\"\\n lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 \\n \\n \\n \\n md:pr-0\\n lg:border-r lg:border-[#00000033] lg:my-0 my-0\\n \\n border-b border-[#00000033] md:border-b-0 lg:border-b-0 pb-6 md:pb-0 lg:pb-0\\n \",\"children\":[\"$\",\"$L55\",\"c219cc96-aa48-4bd1-8818-d938f640167e\",{\"data\":{\"_id\":\"c219cc96-aa48-4bd1-8818-d938f640167e\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}}],\"category\":[{\"_id\":\"b20184cc-2631-4550-98b9-583fbdb36044\",\"title\":\"Big Tech\"}],\"content1\":[{\"_key\":\"4427e990e85e\",\"_type\":\"block\",\"children\":[{\"_key\":\"b071a7a89911\",\"_type\":\"span\",\"marks\":[],\"text\":\"Meta CEO Mark Zuckerberg has touted the company's commitment to building \\\"personal superintelligence,\\\" including in a \"},{\"_key\":\"76c2e8f8d9d6\",\"_type\":\"span\",\"marks\":[\"75a5c297887a\"],\"text\":\"recent 6,500-word essay\"},{\"_key\":\"c47e44e3d8bb\",\"_type\":\"span\",\"marks\":[],\"text\":\". 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Additionally, users need no technical experience to use it, Meta said, working \\\"out of the box\\\" for the average consumer.\"}],\"markDefs\":[{\"_key\":\"c15414ce38f2\",\"_type\":\"link\",\"href\":\"https://x.com/finkd/status/2097402109092053085\"}],\"style\":\"normal\"},{\"_key\":\"45c1d8a500ae\",\"_type\":\"block\",\"children\":[{\"_key\":\"dd9e7e6a9eaf\",\"_type\":\"span\",\"marks\":[],\"text\":\"When a user shares a goal with Muse, the agent develops a plan to coordinate their time and resources before pushing that task forward. The model checks with users before taking \\\"sensitive actions,\\\" the company said, including purchases or sending emails.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"78623c43402c\",\"_type\":\"block\",\"children\":[{\"_key\":\"7b050fef446f\",\"_type\":\"span\",\"marks\":[],\"text\":\"However, in order for the agent to work as well as Meta purports, users must connect Muse to any platform they may use on a daily basis, including things like calendars, email accounts, payment platforms and more.\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"4daf872fcc94\",\"_type\":\"block\",\"children\":[{\"_key\":\"eb486c55a88a\",\"_type\":\"span\",\"marks\":[],\"text\":\"In the company's blog post, Meta emphasized safety from the jump, claiming that Muse is built \\\"from the ground up\\\" to be safe, secure and private. The platform runs on Muse Secure VM, a virtual machine that holds the agent itself and a user's data. Additionally, a \\\"sentinel\\\" agent runs on the virtual machine, though it is kept separate from the agent at a system level. Later this year, Meta said it will launch Muse Confidential VM, a virtual machine that's encrypted with a key that only the user holds, \\\"so not even Meta can access it.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"de899ef4f812\",\"_type\":\"block\",\"children\":[{\"_key\":\"fbfa69acd059\",\"_type\":\"span\",\"marks\":[],\"text\":\"The model has no visibility into passwords or payment methods, and any credentials a user shares go into secure storage that allows them to use them without seeing them. Meta said that no user information is shared with its ad platform.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"67169a3ae325\",\"_type\":\"twitter\",\"url\":\"https://x.com/finkd/status/2097402106487382309\"},{\"_key\":\"9a0db490233d\",\"_type\":\"block\",\"children\":[{\"_key\":\"c4f507243af9\",\"_type\":\"span\",\"marks\":[],\"text\":\"The release also signals that Meta is betting big on consumer AI as rivals like OpenAI and Anthropic keep their sights set on enterprises as their cash cow. However, as one of the biggest social media providers globally, Meta has had a rocky history with consumer trust and safety, including being forced in August \"},{\"_key\":\"0cd7841ddd93\",\"_type\":\"span\",\"marks\":[\"a6755c282abf\"],\"text\":\"to pay $18 billion\"},{\"_key\":\"a07228b4cad6\",\"_type\":\"span\",\"marks\":[],\"text\":\" to settle a multi-state lawsuit alleging that the firm knowingly designed social media platforms Instagram and Facebook to addict children, and a number of lawsuits relating to its handling of private data.\"}],\"markDefs\":[{\"_key\":\"a6755c282abf\",\"_type\":\"link\",\"href\":\"https://techcrunch.com/2026/08/26/meta-settles-for-18-billion-in-lawsuit-brought-by-29-states-over-social-media-harms-to-children/\"}],\"style\":\"normal\"},{\"_key\":\"9c5daf4b960e\",\"_type\":\"block\",\"children\":[{\"_key\":\"a4efa6f8e8d7\",\"_type\":\"span\",\"marks\":[],\"text\":\"In a statement to The Deep View, Miranda Bogen, director of the governance lab at the Center for Democracy and Technology, noted that while these systems promise convenience, they require \\\"an enormous amount of private data to function.\\\" Additionally, the consequences of agents messing up are more than just \\\"a bad recommendation or a creepy ad.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"d1a5351624bc\",\"_type\":\"block\",\"children\":[{\"_key\":\"054fcbc5dc2a\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"With minimal input from users, these systems could take actions that damage someoneâs reputation, leak sensitive medical information, or even deplete bank accounts,\\\" said Bogen. \\\"Given the stakes, the assurances companies are offering around reliability and privacy seem concerningly inadequate.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"9b628773920a\",\"_type\":\"block\",\"children\":[{\"_key\":\"88e34e4fbb9d\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"20094a5b885d\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"826450b3c3db\",\"_type\":\"block\",\"children\":[{\"_key\":\"b4b972620a14\",\"_type\":\"span\",\"marks\":[],\"text\":\"Bogen's assertion is worth noting: The stakes of what can go wrong with a user's private data and accounts are far higher with an agent that can take autonomous action than they are with simply putting your data into a chatbot or social platform. Though Meta emphasized privacy, safety, and security, the reality of the risks and the perception of them are two different things. Meta earned a scarlet letter following the \"},{\"_key\":\"4817463ea891\",\"_type\":\"span\",\"marks\":[\"1d9c141bd2c4\"],\"text\":\"Cambridge Analytica scandal\"},{\"_key\":\"567542685896\",\"_type\":\"span\",\"marks\":[],\"text\":\", and while people continue to use its social media platforms, its AI is already much less popular than competitors like ChatGPT and Claude. Though the company's existing consumer popularity \"},{\"_key\":\"1955c02fdaa6\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"might \"},{\"_key\":\"9a2457bd94aa\",\"_type\":\"span\",\"marks\":[],\"text\":\"give it a slight advantage, given its history, the frontier labs such as Anthropic, OpenAI, and Google, or even a competitor like Apple, may have a better shot at earning the trust of consumers.\"}],\"markDefs\":[{\"_key\":\"1d9c141bd2c4\",\"_type\":\"link\",\"href\":\"https://www.bbc.com/news/articles/cx2jmledvr3o\"}],\"style\":\"normal\"}],\"content2\":null,\"coverImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-14b43d72925fa08f53433df3fc8307902b58f622-1456x816-png\",\"_type\":\"reference\"}},\"customCtaText\":null,\"customGateDescription\":null,\"customGateTitle\":null,\"date\":\"2026-09-09T04:22:05.393Z\",\"description\":null,\"enableGating\":false,\"excerpt\":null,\"gatingType\":\"default\",\"ignoreGlobalLimit\":false,\"isFeatured\":false,\"slug\":\"meta-s-ai-agent-ambitions-run-into-a-trust-gap\",\"status\":\"published\",\"t
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435<script>self.__next_f.push([1,"74:[\"$\",\"div\",\"2\",{\"className\":\"\\n lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 \\n \\n md:pl-0\\n \\n \\n lg:border-r lg:border-[#00000033] lg:my-0 my-0\\n md:border-r md:border-[#00000033]\\n border-b border-[#00000033] md:border-b-0 lg:border-b-0 pb-6 md:pb-0 lg:pb-0\\n \",\"children\":[\"$\",\"$L55\",\"e9dffed0-d24a-461b-9080-932dc9f58237\",{\"data\":{\"_id\":\"e9dffed0-d24a-461b-9080-932dc9f58237\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}}],\"category\":[{\"_id\":\"b20184cc-2631-4550-98b9-583fbdb36044\",\"title\":\"Big Tech\"}],\"content1\":[{\"_key\":\"0739dbee44be\",\"_type\":\"block\",\"children\":[{\"_key\":\"191bb117f883\",\"_type\":\"span\",\"marks\":[],\"text\":\"Amid Google's \"},{\"_key\":\"d479822c6eb8\",\"_type\":\"span\",\"marks\":[\"fb705d35a0ae\"],\"text\":\"executive shake-up\"},{\"_key\":\"780a0d8b1020\",\"_type\":\"span\",\"marks\":[],\"text\":\", the company is still trying to keep up with the breakneck pace of AI model development.\"}],\"markDefs\":[{\"_key\":\"fb705d35a0ae\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/google-s-ai-shake-up-3-things-gemini-needs\"}],\"style\":\"normal\"},{\"_key\":\"b5c1f7e308ad\",\"_type\":\"block\",\"children\":[{\"_key\":\"a8c0c0dc8337\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Thursday, the company announced Gemini 3.7 Flash, which it calls its most intelligent \\\"workhorse\\\" model to date for coding and agents. Google said in its announcement that the model offers substantial improvements in software engineering, knowledge work and development workflows.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"a17078026492\",\"_type\":\"block\",\"children\":[{\"_key\":\"f0188ff25329\",\"_type\":\"span\",\"marks\":[],\"text\":\"To start, the model will be priced the same as \"},{\"_key\":\"46c4141886b3\",\"_type\":\"span\",\"marks\":[\"bbf3911c24de\"],\"text\":\"Gemini 3.6 Flash\"},{\"_key\":\"e7d5aa35b2cf\",\"_type\":\"span\",\"marks\":[],\"text\":\", its cost-efficient model that it released in late July, at $0.75 per million input tokens and $3.75 per million output tokens. It's still undercut by \"},{\"_key\":\"c8426a2deb81\",\"_type\":\"span\",\"marks\":[\"b719d4d40d6e\"],\"text\":\"OpenAI's lowest-cost model\"},{\"_key\":\"22662a4ce890\",\"_type\":\"span\",\"marks\":[],\"text\":\", GPT-5.6 Luna, at and $0.20 per million input tokens and $1.20 per million output tokens.\"}],\"markDefs\":[{\"_key\":\"bbf3911c24de\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/google-s-lighter-gemini-models-reveal-ai-s-new-race\"},{\"_key\":\"b719d4d40d6e\",\"_type\":\"link\",\"href\":\"https://openai.com/index/advancing-the-price-performance-frontier-with-gpt-5-6/\"}],\"style\":\"normal\"},{\"_key\":\"4d625d689172\",\"_type\":\"block\",\"children\":[{\"_key\":\"1c338e3a9cbc\",\"_type\":\"span\",\"marks\":[],\"text\":\"Google noted that the new model is a \\\"direct result\\\" of developer feedback and offers significant improvements over its predecessor in tasks such as debugging and resolving issues.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e6631f30f755\",\"_type\":\"block\",\"children\":[{\"_key\":\"e00c2ee8e903\",\"_type\":\"span\",\"marks\":[],\"text\":\"The model also offers better first-pass code accuracy and improved generation of production-ready code: Both in the \"},{\"_key\":\"9cbbb117127f\",\"_type\":\"span\",\"marks\":[\"6e4e4b901f0f\"],\"text\":\"FrontierCode 1.1 Main and the DeepSWE v1.1\"},{\"_key\":\"f2f8c7bbbd74\",\"_type\":\"span\",\"marks\":[],\"text\":\" co
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Additionally, the model will be integrated into Gemini Spark, Google's personal AI agent, for Google AI Pro and Ultra subscribers.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"d9824a1fb8e2\",\"_type\":\"block\",\"children\":[{\"_key\":\"c7065d588953\",\"_type\":\"span\",\"marks\":[],\"text\":\"The model follows a \"},{\"_key\":\"d02457a114c9\",\"_type\":\"span\",\"marks\":[\"8ded96856531\"],\"text\":\"significant executive shift\"},{\"_key\":\"b5612ebf48ef\",\"_type\":\"span\",\"marks\":[],\"text\":\" at Google, in which two of the company's most influential figures, Demis Hassabis and Jeff Dean, announced big moves, with Hassabis shifting from CEO to chairman of DeepMind and chief scientist of Alphabet, and Dean leaving the company entirely to launch a new startup called Discovery Loop.\"}],\"markDefs\":[{\"_key\":\"8ded96856531\",\"_type\":\"link\",\"href\":\"https://www.thedeepview.com/articles/google-s-ai-shake-up-3-things-gemini-needs\"}],\"style\":\"normal\"},{\"_key\":\"0cfa188fb992\",\"_type\":\"block\",\"children\":[{\"_key\":\"3570c8b4355d\",\"_type\":\"span\",\"marks\":[],\"text\":\"Despite making a big splash with the launch of Gemini 3 last fall, the company has since struggled to keep pace with the other frontier labs, both in terms of the latest models as well as agents and coding tools.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"71a8a34a492f\",\"_type\":\"block\",\"children\":[{\"_key\":\"d88de2d18b19\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"798be157d5c3\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"66d6e85dbf30\",\"_type\":\"block\",\"children\":[{\"_key\":\"3825f72fb0d9\",\"_type\":\"span\",\"marks\":[],\"text\":\"Google has all the ingredients to make a big impact in AI. 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435<script>self.__next_f.push([1,"75:[\"$\",\"div\",\"3\",{\"className\":\"\\n lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 \\n \\n \\n lg:pr-0\\n md:pr-0\\n \\n \\n \\n \",\"children\":[\"$\",\"$L55\",\"58b6b7b4-9e77-4e69-a3c8-905ee17d3e29\",{\"data\":{\"_id\":\"58b6b7b4-9e77-4e69-a3c8-905ee17d3e29\",\"authors\":[{\"_id\":\"ea7e7609-877b-42bb-80b4-56a45f47463e\",\"firstName\":\"Jason\",\"jobTitle\":\"Editor-in-Chief\",\"lastName\":\"Hiner\",\"picture\":{\"_type\":\"image\",\"alt\":\"Jason Hiner\",\"asset\":{\"_ref\":\"image-c487970248047096f9b58705c2ceeb85f66d24e0-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"jason-hiner\"}}],\"category\":[{\"_id\":\"b20184cc-2631-4550-98b9-583fbdb36044\",\"title\":\"Big Tech\"}],\"content1\":[{\"_key\":\"fb996f5734e7\",\"_type\":\"block\",\"children\":[{\"_key\":\"1538f5b44f4e\",\"_type\":\"span\",\"marks\":[],\"text\":\"AI has gotten so divisive that one of the world's leading tech brands is in no hurry to label all of its leading innovations as AI features.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"35b18164b0fe\",\"_type\":\"block\",\"children\":[{\"_key\":\"41277d08a052\",\"_type\":\"span\",\"marks\":[],\"text\":\"On Wednesday, Google officially took the wraps off its new line of Pixel devices at its Made by Google event in New York, hosted by comedian Trevor Noah. 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So one of the things that weâre really trying to do is just talk about the benefits of the features⦠even if [we] never mention the word AI.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"ee2a604ec247\",\"_type\":\"block\",\"children\":[{\"_key\":\"ce06164f8461\",\"_type\":\"span\",\"marks\":[],\"text\":\"So far, these are the three AI-powered features that stand out the most:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"25bb0917b404\",\"_type\":\"block\",\"children\":[{\"_key\":\"11af6a5c2a3b\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Rambler voice keyboard\"},{\"_key\":\"663f364489f4\",\"_type\":\"span\",\"marks\":[],\"text\":\": If you've used Wispr Flow, then you know how much faster it lets you input text than a keyboard and how much more accurate and easier to use it is than the traditional dictation on Siri or Google Assistant. But as good as Wispr Flow is on a computer, it's very clunky to use on both iPhone and Android. 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When you switch into this mode, you can record a scene and then Magic Capture will automatically produce a video and use its algorithm to produce several still images that are the best high-resolution options (not screen grabs or low-quality frames). 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I appreciate it that Google is slow-walking this one to help the broader public get comfortable with AI agents.\"}],\"level\":1,\"listItem\":\"number\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"4f2f6d8cc4f7\",\"_type\":\"block\",\"children\":[{\"_key\":\"8a5d3252693d\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"e3b9694420db\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"798d2f5bbe27\",\"_type\":\"block\",\"children\":[{\"_key\":\"fd90832e5264\",\"_type\":\"span\",\"marks\":[],\"text\":\"There are a lot more AI-powered features on the Pixel 11, but from a long-term perspective, the agentic features are the most revolutionary and disruptive. That's why Google is both moving deliberately in rolling out agentic powers to its latest phones, while also shifting its marketing for Android to center the future of the platform around its agentic mission. \\\"It's no longer an operating system that helps you use your phone,\\\" said Rick Oserloh, Google's SVP of devices, during the New York launch event. \\\"It's an intelligence system that gets things done for you.\\\" Make no mistake, that's going to change the way you use your phone significantly in the long run. Today's phones are still focused on apps. Once the agentic paradigm sets in, tomorrow's ph
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435<script>self.__next_f.push([1,"76:[\"$\",\"div\",\"1\",{\"className\":\"\\n lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 \\n \\n \\n \\n md:pr-0\\n lg:border-r lg:border-[#00000033] lg:my-0 my-0\\n \\n border-b border-[#00000033] md:border-b-0 lg:border-b-0 pb-6 md:pb-0 lg:pb-0\\n \",\"children\":[\"$\",\"$L55\",\"a89b85ad-e2a5-4ea7-933a-c79f289ce702\",{\"data\":{\"_id\":\"a89b85ad-e2a5-4ea7-933a-c79f289ce702\",\"authors\":[{\"_id\":\"db4482db-d345-45f7-b6a3-671b607027aa\",\"firstName\":\"Nat\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Rubio-Licht\",\"picture\":{\"_type\":\"image\",\"alt\":\"Nat Rubio-Licht PFP\",\"asset\":{\"_ref\":\"image-096c5c3c1d85dff1fe533e7f6864697fba8bd577-4320x4320-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"nat-rubio-licht\"}}],\"category\":[{\"_id\":\"e034c755-3262-44bf-b445-234b0785ce6d\",\"title\":\"Workforce\"}],\"content1\":[{\"_key\":\"02127086b7b6\",\"_type\":\"block\",\"children\":[{\"_key\":\"bde97b3513df\",\"_type\":\"span\",\"marks\":[],\"text\":\"Despite AI leaders preaching about how AI can transform the workforce for the better, the public is not convinced.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"9bacb06cdf2b\",\"_type\":\"block\",\"children\":[{\"_key\":\"c17147ba2b15\",\"_type\":\"span\",\"marks\":[],\"text\":\"A study published Thursday by \"},{\"_key\":\"dd5ef2c76ac8\",\"_type\":\"span\",\"marks\":[\"d24bc7f6b8eb\"],\"text\":\"Pew Research Center\"},{\"_key\":\"e3dd193e45f6\",\"_type\":\"span\",\"marks\":[],\"text\":\" found that people broadly believe that AI will diminish job opportunities, rather than create them. The report, which included more than 42,000 people across 36 countries, finds that 46% of survey respondents believe that AI will lead to fewer jobs, while only 9% said it would lead to more. Around 13% reported that the tech would have a minimal impact on jobs, while 25% reported they weren't sure.\"}],\"markDefs\":[{\"_key\":\"d24bc7f6b8eb\",\"_type\":\"link\",\"href\":\"https://www.pewresearch.org/global/2026/09/17/globally-more-people-expect-ai-to-cause-job-loss-than-growth/\"}],\"style\":\"normal\"},{\"_key\":\"23f72d318b8f\",\"_type\":\"block\",\"children\":[{\"_key\":\"8774301f0e9c\",\"_type\":\"span\",\"marks\":[],\"text\":\"Although responses differed by country, Australia, South Korea and the US were the least confident overall about AI's economic and labor impacts. Around 76% of both Australian and South Korean respondents reported that AI will lead to fewer jobs, while 71% of US respondents reported the same.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"b202e8510ac4\",\"_type\":\"block\",\"children\":[{\"_key\":\"6b2760327c2b\",\"_type\":\"span\",\"marks\":[],\"text\":\"Several respondents said AI would cause the middle class to dwindle by widening the gap between the rich and the poor, with 46% of respondents in the US sharing this view. Young people are also more likely than those 50 and older to say that AI will fuel the gap between the rich and poor, with 56% of young people in the US, compared to 38% of those 50 and older, reporting this belief.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"a769a5bc888b\",\"_type\":\"block\",\"children\":[{\"_key\":\"ab300be55a01\",\"_type\":\"span\",\"marks\":[],\"text\":\"While this study highlights how widespread public concern is about AI-related job losses, this narrative isn't new. 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But keep in mind that the San Francisco Bay Area employs about 375,000 tech workers overall, \"},{\"_key\":\"d7e5d859a17a\",\"_type\":\"span\",\"marks\":[\"9f49efae51b5\"],\"text\":\"down about 7% since 2024\"},{\"_key\":\"e33bd7e3127b\",\"_type\":\"span\",\"marks\":[],\"text\":\".\"}],\"markDefs\":[{\"_key\":\"1ed3e75ad060\",\"_type\":\"link\",\"href\":\"https://www.bloomberg.com/news/features/2026-09-17/san-francisco-s-ai-wealth-boom-skirts-engineers-as-openai-anthropic-ipos-near\"},{\"_key\":\"9f49efae51b5\",\"_type\":\"link\",\"href\":\"https://www.cbre.com/insights/books/scoring-tech-talent-2026\"}],\"style\":\"normal\"},{\"_key\":\"abc3a838c528\",\"_type\":\"block\",\"children\":[{\"_key\":\"4760082a2d26\",\"_type\":\"span\",\"marks\":[],\"text\":\"Our Deeper \"},{\"_key\":\"7444206ed274\",\"_type\":\"span\",\"marks\":[\"em\"],\"text\":\"View\"}],\"markDefs\":[],\"style\":\"h2\"},{\"_key\":\"be728ce4e0d9\",\"_type\":\"block\",\"children\":[{\"_key\":\"91aeb68cfb87\",\"_type\":\"span\",\"marks\":[],\"text\":\"There have been a number of conflicting narratives about how AI will impact the workforce, with some claiming that AI will \"},{\"_key\":\"dd0eab33ddfb\",\"_type\":\"span\",\"marks\":[\"4ba2c652e4a6\"],\"text\":\"create entirely new jobs\"},{\"_key\":\"25c2b22d1274\",\"_type\":\"span\",\"marks\":[],\"text\":\" that force companies to rehire laid-off workers, while some positions are \"},{\"_key\":\"fac99105f5d8\",\"_type\":\"span\",\"marks\":[\"ac99fd9304c5\"],\"text\":\"already ripe for automation\"},{\"_key\":\"250f7895b8ca\",\"_type\":\"span\",\"marks\":[],\"text\":\". 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435<script>self.__next_f.push([1,"77:[\"$\",\"div\",\"2\",{\"className\":\"\\n lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 \\n \\n md:pl-0\\n \\n \\n lg:border-r lg:border-[#00000033] lg:my-0 my-0\\n md:border-r md:border-[#00000033]\\n border-b border-[#00000033] md:border-b-0 lg:border-b-0 pb-6 md:pb-0 lg:pb-0\\n \",\"children\":[\"$\",\"$L55\",\"2d1b021b-3ee6-4813-ad29-474f5b184fa3\",{\"data\":{\"_id\":\"2d1b021b-3ee6-4813-ad29-474f5b184fa3\",\"authors\":[{\"_id\":\"a1426962-18d0-4181-8ee9-1a4eafcf851a\",\"firstName\":\"Sabrina\",\"jobTitle\":\"Senior Reporter\",\"lastName\":\"Ortiz\",\"picture\":{\"_type\":\"image\",\"alt\":\"Sabrina Ortiz\",\"asset\":{\"_ref\":\"image-63ba8d4e1a0cf2df9a23424e373b06d91293a858-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"sabrina-ortiz\"}}],\"category\":[{\"_id\":\"e034c755-3262-44bf-b445-234b0785ce6d\",\"title\":\"Workforce\"}],\"content1\":[{\"_key\":\"887e5ccc33a8\",\"_type\":\"block\",\"children\":[{\"_key\":\"1f6aee0ccac5\",\"_type\":\"span\",\"marks\":[],\"text\":\"Enterprise learning courses are tedious and often unhelpful. 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435<script>self.__next_f.push([1,"78:[\"$\",\"div\",\"3\",{\"className\":\"\\n lg:px-4 md:px-4 px-0 pt-0 lg:my-0 md:my-0 mb-4 \\n \\n \\n lg:pr-0\\n md:pr-0\\n \\n \\n \\n \",\"children\":[\"$\",\"$L55\",\"5462e879-86eb-487f-8f88-fea153e8da38\",{\"data\":{\"_id\":\"5462e879-86eb-487f-8f88-fea153e8da38\",\"authors\":[{\"_id\":\"16e2d710-28ba-44ae-84b4-3036afd2d68b\",\"firstName\":\"Aaron\",\"jobTitle\":\"Contributing Writer\",\"lastName\":\"Mok\",\"picture\":{\"_type\":\"image\",\"alt\":\"Aaron Mok\",\"asset\":{\"_ref\":\"image-9b23f0c66de49c697ff6800fdeb90bfc409bea1a-1080x1080-png\",\"_type\":\"reference\"}},\"slug\":{\"_type\":\"slug\",\"current\":\"aaron-mok\"}}],\"category\":[{\"_id\":\"e034c755-3262-44bf-b445-234b0785ce6d\",\"title\":\"Workforce\"}],\"content1\":[{\"_key\":\"0e46014117d4\",\"_type\":\"block\",\"children\":[{\"_key\":\"51ec318724b8\",\"_type\":\"span\",\"marks\":[],\"text\":\"AI may be causing the job market to splinter.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"c385fd4e892b\",\"_type\":\"block\",\"children\":[{\"_key\":\"137005f15b83\",\"_type\":\"span\",\"marks\":[],\"text\":\"As companies adopt AI, UK employers are increasingly prioritizing experienced workers with AI skills, raising the bar for early-career professionals, according to new data from \"},{\"_key\":\"6203f20225fa\",\"_type\":\"span\",\"marks\":[\"507622e54c45\"],\"text\":\"Indeed Hiring Lab\"},{\"_key\":\"7617bf390528\",\"_type\":\"span\",\"marks\":[],\"text\":\". The research finds that graduate job postings in the UK have fallen to their lowest share since 2020, even as AI-exposed occupations like software development, IT, and engineering outperform much of the broader labor market.\"}],\"markDefs\":[{\"_key\":\"507622e54c45\",\"_type\":\"link\",\"href\":\"https://www.hiringlab.org/uk/blog/2026/08/03/mid-year-uk-jobs-hiring-trends-report/\"}],\"style\":\"normal\"},{\"_key\":\"d3bafa7eb11d\",\"_type\":\"block\",\"children\":[{\"_key\":\"e4829c0d3357\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"The recent rise in software development hiring has focused on senior and AI-specialist roles, suggesting that employers are prioritizing experience and AI fluency over volume hiring of junior talent,\\\" Jack Kennedy, senior economist at Indeed Hiring Lab, told The Deep View. \\\"That makes the skills mix more important than ever.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"6c8804e452f3\",\"_type\":\"block\",\"children\":[{\"_key\":\"730c55101b22\",\"_type\":\"span\",\"marks\":[],\"text\":\"Overall hiring remains subdued, with U.K. job postings 11% below where they stood at the beginning of 2026. But the slowdown is reversed when AI skills enter the equation.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"5824567717c2\",\"_type\":\"block\",\"children\":[{\"_key\":\"139b41027d9f\",\"_type\":\"span\",\"marks\":[],\"text\":\"While hiring remains weak across many white-collar occupations, job postings that explicitly reference AI continue to surge, according to Indeed. Job postings for HR, management, marketing, and finance that mention AI are growing even as overall postings in those fields decline.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"fa3a5100674b\",\"_type\":\"block\",\"children\":[{\"_key\":\"ff98d082bb98\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"We're seeing the relationship between AI exposure and hiring demand has flipped, with occupations most exposed to AI now seeing stronger hiring growth on average,\\\" Kennedy said. \\\"This is true not just for software development, but also other AI-exposed occupations.\\\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"9e3fd25df017\",\"_type\":\"block\",\"children\":[{\"_key\":\"bf8520477a6b\",\"_type\":\"span\",\"marks\":[],\"text\":\"The data suggests employers are looking to hire for experience and AI fluency. As AI increasingly handles routine coding tasks, Kennedy said companies are placing greater emphasis on prompt engineering, code review, and quality assurance alongside traditional technical expertise.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"eecf5d995ed4\",\"_type\":\"block\",\"children\":[{\"_key\":\"ce0f97890b43\",\"_type\":\"span\",\"marks\":[],\"text\":\"\\\"For jobseekers, particularly those in the early stages of their career, investing in that skills comb
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