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1<meta name="next-size-adjust" content=""/><title>my-desk.ai</title><meta name="description" content="Your AI-powered personal workspace"/><link rel="icon" href="/favicon.ico" type="image/x-icon" sizes="16x16"/><style>:root { --primary: #00DFFF; --primary-hover: color-mix(in srgb, #00DFFF 80%, #000); }
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2</head><body class="overflow-x-hidden"><div hidden=""><!--$--><!--/$--></div><div class="min-h-screen bg-[#141312]"><div class="fixed top-0 left-0 right-0 z-50 bg-[#141312]/90 backdrop-blur-xl border-b border-[#A39A88]/10"><div class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8"><div class="flex items-center justify-between h-16"><a class="flex items-center gap-3 text-[#A39A88] hover:text-white transition-colors" href="/"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-left w-5 h-5" aria-hidden="true"><path d="m12 19-7-7 7-7"></path><path d="M19 12H5"></path></svg><span class="text-sm font-medium">Back to Home</span></a><a href="/auth"><button class="inline-flex items-center justify-center gap-2 whitespace-nowrap text-sm font-medium transition-colors focus-visible:outline-none focus-visible:ring-1 focus-visible:ring-ring disabled:pointer-events-none disabled:opacity-50 [&amp;_svg]:pointer-events-none [&amp;_svg]:size-4 [&amp;_svg]:shrink-0 shadow h-9 py-2 bg-[#C9B07A] text-[#141312] hover:bg-[#C9B07A]/90 rounded-full px-6">Get Started</button></a></div></div></div><section class="pt-32 pb-16 px-4"><div class="max-w-4xl mx-auto text-center"><div style="opacity:0;transform:translateY(20px)"><div class="inline-flex items-center gap-2 px-4 py-2 rounded-full bg-[#C9B07A]/10 border border-[#C9B07A]/30 mb-6"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-shield w-4 h-4 text-[#C9B07A]" aria-hidden="true"><path d="M20 13c0 5-3.5 7.5-7.66 8.95a1 1 0 0 1-.67-.01C7.5 20.5 4 18 4 13V6a1 1 0 0 1 1-1c2 0 4.5-1.2 6.24-2.72a1.17 1.17 0 0 1 1.52 0C14.51 3.81 17 5 19 5a1 1 0 0 1 1 1z"></path></svg><span class="text-sm text-[#C9B07A]">NSF-SBIR Funded Research</span></div><h1 class="text-4xl sm:text-5xl md:text-6xl font-light text-white mb-6">Evidence-based AI for education</h1><p class="text-xl text-[#8F8676] max-w-2xl mx-auto">Two years of funded R&amp;D, 100+ interviews, and validated results—not another ChatGPT wrapper.</p></div></div></section><section class="py-16 px-4 border-t border-[#A39A88]/10"><div class="max-w-6xl mx-auto"><div class="text-center mb-12" style="opacity:0;transform:translateY(20px)"><h2 class="text-3xl sm:text-4xl font-light text-white mb-4">The assessment crisis is real</h2><p class="text-lg text-[#8F8676]">These aren&#x27;t our numbers. They&#x27;re from peer-reviewed research.</p></div><div class="grid grid-cols-2 md:grid-cols-4 gap-6 mb-12"><div class="p-6 rounded-xl bg-[#1a1918] border border-red-500/20" style="opacity:0;transform:translateY(20px)"><div class="text-4xl font-light text-red-400 mb-2">92%</div><p class="text-sm text-[#A39A88] mb-2">of students use AI in studies</p><p class="text-xs text-[#8F8676]">HEPI Survey<!-- --> <!-- -->2025</p></div><div class="p-6 rounded-xl bg-[#1a1918] border border-red-500/20" style="opacity:0;transform:translateY(20px)"><div class="text-4xl font-light text-red-400 mb-2">88%</div><p class="text-sm text-[#A39A88] mb-2">use generative AI for assessments</p><p class="text-xs text-[#8F8676]">HEPI Survey<!-- --> <!-- -->2025<span class="block text-[#C9B07A]">up from 53% in 2024</span></p></div><div class="p-6 rounded-xl bg-[#1a1918] border border-red-500/20" style="opacity:0;transform:translateY(20px)"><div class="text-4xl font-light text-red-400 mb-2">89%</div><p class="text-sm text-[#A39A88] mb-2">use ChatGPT for homework</p><p class="text-xs text-[#8F8676]">Forbes/multiple<!-- --> <!-- -->2024-25</p></div><div class="p-6 rounded-xl bg-[#1a1918] border border-red-500/20" style="opacity:0;transform:translateY(20px)"><div class="text-4xl font-light text-red-400 mb-2">29%</div><p class="text-sm text-[#A39A88] mb-2">have had ChatGPT write entire essays</p><p class="text-xs text-[#8F8676]">Intelligent.com<!-- --> <!-- -->2024</p></div></div><div class="p-6 rounded-xl bg-[#1a1918] border border-[#A39A88]/20 mb-8" style="opacity:0;transform:translateY(20px)"><div class="flex items-center gap-3 mb-4"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-triangle-alert w-6 h-6 text-yellow-500" aria-hidden="true"><path d="m21.73 18-8-14a2 2 0 0 0-3.48 0l-8 14A2 2 0 0 0 4 21h16a2 2 0 0 0 1.73-3"></path><path d="M12 9v4"></path><path d="M12 17h.01"></path></svg><h3 class="text-lg font-medium text-white">AI detection doesn&#x27;t work</h3></div><div class="grid md:grid-cols-3 gap-4"><div class="p-4 rounded-lg bg-[#141312]"><div class="text-2xl font-light text-yellow-400 mb-1">50%</div><p class="text-sm text-[#A39A88]">false positive rate in real-world testing</p><p class="text-xs text-[#8F8676] mt-1">Washington Post</p></div><div class="p-4 rounded-lg bg-[#141312]"><p class="text-sm text-[#A39A88]">Vanderbilt disabled Turnitin AI detection</p><p class="text-xs text-[#8F8676] mt-1">Vanderbilt 2023</p></div><div class="p-4 rounded-lg bg-[#141312]"><p class="text-sm text-[#A39A88]">Higher false positives for ELL &amp; neurodivergent students</p><p class="text-xs text-[#8F8676] mt-1">Stanford HAI</p></div></div></div><div class="flex gap-4 p-6 rounded-xl bg-gradient-to-r from-[#C9B07A]/5 to-transparent border-l-4 border-[#C9B07A]" style="opacity:0;transform:translateY(20px)"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-quote w-8 h-8 text-[#C9B07A] flex-shrink-0" aria-hidden="true"><path d="M16 3a2 2 0 0 0-2 2v6a2 2 0 0 0 2 2 1 1 0 0 1 1 1v1a2 2 0 0 1-2 2 1 1 0 0 0-1 1v2a1 1 0 0 0 1 1 6 6 0 0 0 6-6V5a2 2 0 0 0-2-2z"></path><path d="M5 3a2 2 0 0 0-2 2v6a2 2 0 0 0 2 2 1 1 0 0 1 1 1v1a2 2 0 0 1-2 2 1 1 0 0 0-1 1v2a1 1 0 0 0 1 1 6 6 0 0 0 6-6V5a2 2 0 0 0-2-2z"></path></svg><div><p class="text-lg text-white italic mb-3">&quot;<!-- -->The epistemological crisis in higher education caused by AI-generated student work.<!-- -->&quot;</p><p class="text-sm text-[#8F8676]">— <!-- -->Chris Duke<!-- -->, <!-- -->Vice Provost<!-- -->, <!-- -->San Jacinto College</p></div></div></div></section><section class="py-16 px-4 bg-gradient-to-b from-[#141312] to-[#1a1918]"><div class="max-w-6xl mx-auto"><div class="text-center mb-12" style="opacity:0;transform:translateY(20px)"><h2 class="text-3xl sm:text-4xl font-light text-white mb-4">Proven in blind tournament conditions</h2><p class="text-lg text-[#8F8676]">Phase I results from double-blind evaluation against humans and frontier LLMs.</p></div><div class="overflow-x-auto mb-8" style="opacity:0;transform:translateY(20px)"><table class="w-full"><thead><tr class="border-b border-[#A39A88]/20"><th class="text-left p-4 text-[#8F8676] font-medium">Source</th><th class="text-center p-4 text-[#8F8676] font-medium">Overall Score</th><th class="text-center p-4 text-[#8F8676] font-medium">Evidence Quality</th><th class="text-center p-4 text-[#8F8676] font-medium">Citation Accuracy</th></tr></thead><tbody><tr class="border-b border-[#A39A88]/10 bg-[#C9B07A]/10"><td class="p-4"><span class="text-[#C9B07A] font-medium">DebaterHub</span></td><td class="text-center p-4 text-2xl font-light text-[#C9B07A]">81.7</td><td class="text-center p-4 text-2xl font-light text-[#C9B07A]">86.7</td><td class="text-center p-4 text-2xl font-light text-[#C9B07A]">76.2%</td></tr><tr class="border-b border-[#A39A88]/10 "><td class="p-4"><span class="text-white">Human Experts</span></td><td class="text-center p-4 text-2xl font-light text-white">70.1</td><td class="text-center p-4 text-2xl font-light text-white">56.9</td><td class="text-center p-4 text-2xl font-light text-white">8.7%</td></tr><tr class="border-b border-[#A39A88]/10 "><td class="p-4"><span class="text-white">Zero-shot LLMs</span><span class="block text-xs text-[#8F8676]">GPT-4, Claude, Gemini, Grok</span></td><td class="text-center p-4 text-2xl font-light text-white">50.6</td><td class="text-center p-4 text-2xl font-light text-white">27.1</td><td class="text-center p-4 text-2xl font-light text-white">0%</td></tr></tbody></table></div><div class="grid md:grid-cols-3 gap-6 mb-8"><div class="p-6 rounded-xl bg-[#141312] border border-[#C9B07A]/30 text-center" style="opacity:0;transform:translateY(20px)"><div class="text-3xl font-light text-[#C9B07A] mb-2">11.6</div><p class="text-sm text-[#A39A88]">points better than expert human debaters</p></div><div class="p-6 rounded-xl bg-[#141312] border border-[#C9B07A]/30 text-center" style="opacity:0;transform:translateY(20px)"><div class="text-3xl font-light text-[#C9B07A] mb-2">31.1</div><p class="text-sm text-[#A39A88]">points better than frontier LLMs</p></div><div class="p-6 rounded-xl bg-[#141312] border border-[#C9B07A]/30 text-center" style="opacity:0;transform:translateY(20px)"><div class="text-3xl font-light text-[#C9B07A] mb-2">76% vs 0%</div><p class="text-sm text-[#A39A88]">
2citation accuracy gap vs ChatGPT</p></div></div><p class="text-center text-sm text-[#8F8676] italic">IBM ultimately conceded its debate systems were incapable of engaging in expert human-level debate. — Slonim et al., 2021</p></div></section><section id="dp" class="py-16 px-4 border-t border-[#A39A88]/10"><div class="max-w-6xl mx-auto"><div class="text-center mb-12" style="opacity:0;transform:translateY(20px)"><h2 class="text-3xl sm:text-4xl font-light text-white mb-4">Dialogical Proficiency</h2><p class="text-lg text-[#8F8676]">A validated rubric for measuring what matters in argumentation.</p></div><div class="grid md:grid-cols-2 gap-8 mb-12"><div class="p-6 rounded-xl bg-[#1a1918] border border-[#A39A88]/20" style="opacity:0;transform:translateX(-20px)"><div class="flex items-center gap-3 mb-4"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-book-open w-6 h-6 text-[#C9B07A]" aria-hidden="true"><path d="M12 7v14"></path><path d="M3 18a1 1 0 0 1-1-1V4a1 1 0 0 1 1-1h5a4 4 0 0 1 4 4 4 4 0 0 1 4-4h5a1 1 0 0 1 1 1v13a1 1 0 0 1-1 1h-6a3 3 0 0 0-3 3 3 3 0 0 0-3-3z"></path></svg><h3 class="text-lg font-medium text-white">Research Foundation</h3></div><p class="text-[#A39A88] mb-4">Built on Dr. Robin Alexander&#x27;s dialogic teaching research, which showed:</p><div class="space-y-3"><div class="flex justify-between items-center p-3 rounded-lg bg-[#141312]"><span class="text-[#8F8676]">English progress</span><span class="text-[#C9B07A] font-medium">+2 months</span></div><div class="flex justify-between items-center p-3 rounded-lg bg-[#141312]"><span class="text-[#8F8676]">Science progress</span><span class="text-[#C9B07A] font-medium">+2 months</span></div><div class="flex justify-between items-center p-3 rounded-lg bg-[#141312]"><span class="text-[#8F8676]">Mathematics progress</span><span class="text-[#C9B07A] font-medium">+1 month</span></div><div class="flex justify-between items-center p-3 rounded-lg bg-[#141312]"><span class="text-[#8F8676]">Disadvantaged learners</span><span class="text-[#C9B07A] font-medium">Comparable gains</span></div></div><p class="text-xs text-[#8F8676] mt-4">Alexander, 2018; Jay et al., 2017 (RCT)</p></div><div class="p-6 rounded-xl bg-[#1a1918] border border-[#A39A88]/20" style="opacity:0;transform:translateX(20px)"><div class="flex items-center gap-3 mb-4"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-brain w-6 h-6 text-[#C9B07A]" aria-hidden="true"><path d="M12 18V5"></path><path d="M15 13a4.17 4.17 0 0 1-3-4 4.17 4.17 0 0 1-3 4"></path><path d="M17.598 6.5A3 3 0 1 0 12 5a3 3 0 1 0-5.598 1.5"></path><path d="M17.997 5.125a4 4 0 0 1 2.526 5.77"></path><path d="M18 18a4 4 0 0 0 2-7.464"></path><path d="M19.967 17.483A4 4 0 1 1 12 18a4 4 0 1 1-7.967-.517"></path><path d="M6 18a4 4 0 0 1-2-7.464"></path><path d="M6.003 5.125a4 4 0 0 0-2.526 5.77"></path></svg><h3 class="text-lg font-medium text-white">Scoring Dimensions</h3></div><div class="space-y-4"><div class="p-4 rounded-lg bg-[#141312]"><h4 class="text-white font-medium mb-1">Evidence Use</h4><p class="text-sm text-[#8F8676]">Quality and relevance of supporting materials</p></div><div class="p-4 rounded-lg bg-[#141312]"><h4 class="text-white font-medium mb-1">Reasoning Quality</h4><p class="text-sm text-[#8F8676]">Logical structure and warrant strength</p></div><div class="p-4 rounded-lg bg-[#141312]"><h4 class="text-white font-medium mb-1">Engagement with Counterarguments</h4><p class="text-sm text-[#8F8676]">Responsiveness to opposing views</p></div><div class="p-4 rounded-lg bg-[#141312]"><h4 class="text-white font-medium mb-1">Synthesis</h4><p class="text-sm text-[#8F8676]">Integration of multiple perspectives into coherent position</p></div></div></div></div><div class="flex gap-4 p-6 rounded-xl bg-gradient-to-r from-[#C9B07A]/5 to-transparent border-l-4 border-[#C9B07A]" style="opacity:0;transform:translateY(20px)"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-quote w-8 h-8 text-[#C9B07A] flex-shrink-0" aria-hidden="true"><path d="M16 3a2 2 0 0 0-2 2v6a2 2 0 0 0 2 2 1 1 0 0 1 1 1v1a2 2 0 0 1-2 2 1 1 0 0 0-1 1v2a1 1 0 0 0 1 1 6 6 0 0 0 6-6V5a2 2 0 0 0-2-2z"></path><path d="M5 3a2 2 0 0 0-2 2v6a2 2 0 0 0 2 2 1 1 0 0 1 1 1v1a2 2 0 0 1-2 2 1 1 0 0 0-1 1v2a1 1 0 0 0 1 1 6 6 0 0 0 6-6V5a2 2 0 0 0-2-2z"></path></svg><div><p class="text-lg text-white italic mb-3">&quot;<!-- -->AI, paradoxically, enables us to assess what truly matters for democratic education: dialogical proficiency—the ability to engage in structured, reasoned discourse across difference.<!-- -->&quot;</p><p class="text-sm text-[#8F8676]">— <!-- -->Hines, 2025</p></div></div></div></section><section class="py-16 px-4 bg-gradient-to-b from-[#1a1918] to-[#141312]"><div class="max-w-6xl mx-auto"><div class="text-center mb-12" style="opacity:0;transform:translateY(20px)"><h2 class="text-3xl sm:text-4xl font-light text-white mb-4">100+ interviews. Here&#x27;s what we heard.</h2><p class="text-lg text-[#8F8676]">NSF I-Corps customer discovery with educators, administrators, and students.</p></div><div class="space-y-8"><div style="opacity:0;transform:translateY(20px)"><h3 class="text-lg font-medium text-[#C9B07A] mb-4">Data Ownership Concerns</h3><div class="grid md:grid-cols-2 gap-4"><div class="p-5 rounded-xl bg-[#1a1918] border border-[#A39A88]/20"><p class="text-[#A39A88] italic mb-3">&quot;<!-- -->ACU signed a deal with OpenAI and administrators are not happy about some of the terms. The most frustrating and urgent need we could fill is the lack of data ownership, citing intellectual property concerns.<!-- -->&quot;</p><p class="text-sm text-[#8F8676]">— Anne Marie Todd, Professor &amp; Dean, San Jose State University</p></div><div class="p-5 rounded-xl bg-[#1a1918] border border-[#A39A88]/20"><p class="text-[#A39A88] italic mb-3">&quot;<!-- -->Pushback against the OpenAI partnership, with data wall being a primary sticking point. Usage limits were also woefully limiting.<!-- -->&quot;</p><p class="text-sm text-[#8F8676]">— Shikar Sethi, Entrepreneur, AssessPrep</p></div></div></div><div style="opacity:0;transform:translateY(20px)"><h3 class="text-lg font-medium text-[#C9B07A] mb-4">Assessment Crisis</h3><div class="grid md:grid-cols-2 gap-4"><div class="p-5 rounded-xl bg-[#1a1918] border border-[#A39A88]/20"><p class="text-[#A39A88] italic mb-3">&quot;<!-- -->
2Started as an Anti-AI person but is now going to recommend entire First Year Writing program participate in the Pilot... Our focus on dialogical assessment of AI-Proof skills was exciting.<!-- -->&quot;</p><p class="text-sm text-[#8F8676]">— Jacqueline Foertsch, Professor (First Year Writing)</p></div><div class="p-5 rounded-xl bg-[#1a1918] border border-[#A39A88]/20"><p class="text-[#A39A88] italic mb-3">&quot;<!-- -->AI implementation in classrooms raises concerns about academic integrity and student skill development.<!-- -->&quot;</p><p class="text-sm text-[#8F8676]">— I-Corps Interview Notes</p></div></div></div><div style="opacity:0;transform:translateY(20px)"><h3 class="text-lg font-medium text-[#C9B07A] mb-4">Value of Dialogical Assessment</h3><div class="grid md:grid-cols-2 gap-4"><div class="p-5 rounded-xl bg-[#1a1918] border border-[#A39A88]/20"><p class="text-[#A39A88] italic mb-3">&quot;<!-- -->Loved the idea of taking rubric-based grading out of hands of instructors so they could focus on leading class discu
2ssions and engaging students on developing their ideas and their voice.<!-- -->&quot;</p><p class="text-sm text-[#8F8676]">— Andrew Leong, Professor of English, UC Berkeley</p></div><div class="p-5 rounded-xl bg-[#1a1918] border border-[#A39A88]/20"><p class="text-[#A39A88] italic mb-3">&quot;<!-- -->Assessment is a key differentiator we need to lean into.<!-- -->&quot;</p><p class="text-sm text-[#8F8676]">— Michael Street, Lead Editor, Great Minds PBC</p></div></div></div><div style="opacity:0;transform:translateY(20px)"><h3 class="text-lg font-medium text-[#C9B07A] mb-4">Teacher Pain Points</h3><div class="grid md:grid-cols-2 gap-4"><div class="p-5 rounded-xl bg-[#1a1918] border border-[#A39A88]/20"><p class="text-[#A39A88] italic mb-3">&quot;<!-- -->Teachers are leaving the profession because they don&#x27;t get paid and don&#x27;t get respect. Administrators are worried about saving money so are also firing teachers. Those who remain are drowning in grading and paperwork and can&#x27;t focus on developing skills and ideas with students.<!-- -->&quot;</p><p class="text-sm text-[#8F8676]">— I-Corps Interview (Assessment/EdTech expert)</p></div><div class="p-5 rounded-xl bg-[#1a1918] border border-[#A39A88]/20"><p class="text-[#A39A88] italic mb-3">&quot;<!-- -->Biggest challenge is constant race to close achievement gaps while also having to wear numerous hats at the same time. Biggest improvement from AI is increased time to focus on things that matter.<!-- -->&quot;</p><p class="text-sm text-[#8F8676]">— Bayleigh Witman, K-12 Educator, Llano ISD</p></div></div></div><div style="opacity:0;transform:translateY(20px)"><h3 class="text-lg font-medium text-[#C9B07A] mb-4">LMS Integration Requirements</h3><div class="grid md:grid-cols-2 gap-4"><div class="p-5 rounded-xl bg-[#1a1918] border border-[#A39A88]/20"><p class="text-[#A39A88] italic mb-3">&quot;<!-- -->Ease of integration into existing LMS is extremely important.<!-- -->&quot;</p><p class="text-sm text-[#8F8676]">— I-Corps Interview (K-12 Tech Director)</p></div><div class="p-5 rounded-xl bg-[#1a1918] border border-[#A39A88]/20"><p class="text-[#A39A88] italic mb-3">&quot;<!-- -->Need for a value proposition document explaining the concept and benefits... Interest in integrating the solution into existing systems like Blackboard or Canvas.<!-- -->&quot;</p><p class="text-sm text-[#8F8676]">— Chris Duke, Vice Provost, San Jacinto College</p></div></div></div><div style="opacity:0;transform:translateY(20px)"><h3 class="text-lg font-medium text-[#C9B07A] mb-4">Market Differentiation</h3><div class="grid md:grid-cols-2 gap-4"><div class="p-5 rounded-xl bg-[#1a1918] border border-[#A39A88]/20"><p class="text-[#A39A88] italic mb-3">&quot;<!-- -->The vast majority of startups at the tradeshow are offering similar and undifferentiated products that all looked to be no more than AI Wrappers. DebaterHub was the only discussion that shared a &#x27;unique vision.&#x27;<!-- -->&quot;</p><p class="text-sm text-[#8F8676]">— Anjali Tiwary, CEO, Indian Debating League (90,000 students)</p></div><div class="p-5 rounded-xl bg-[#1a1918] border border-[#A39A88]/20"><p class="text-[#A39A88] italic mb-3">&quot;<!-- -->Strong customer market potential as B2C play in India. There&#x27;s investable value in creating new assessment signals.<!-- -->&quot;</p><p class="text-sm text-[#8F8676]">— Atul Thakkar, Director, Anand Rathi Investment Banking</p></div></div></div></div></div></section><section class="py-16 px-4 border-t border-[#A39A88]/10"><div class="max-w-6xl mx-auto"><div class="text-center mb-12" style="opacity:0;transform:translateY(20px)"><h2 class="text-3xl sm:text-4xl font-light text-white mb-4">Pilot institutions</h2><p class="text-lg text-[#8F8676]">Research partnerships validating the approach in real classrooms.</p></div><div class="grid md:grid-cols-2 lg:grid-cols-3 gap-4 mb-12"><div class="p-5 rounded-xl bg-[#1a1918] border border-[#A39A88]/20" style="opacity:0;transform:translateY(20px)"><div class="flex items-center gap-3 mb-3"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-building2 lucide-building-2 w-5 h-5 text-[#C9B07A]" aria-hidden="true"><path d="M10 12h4"></path><path d="M10 8h4"></path><path d="M14 21v-3a2 2 0 0 0-4 0v3"></path><path d="M6 10H4a2 2 0 0 0-2 2v7a2 2 0 0 0 2 2h16a2 2 0 0 0 2-2V9a2 2 0 0 0-2-2h-2"></path><path d="M6 21V5a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v16"></path></svg><h4 class="text-white font-medium">University of North Texas</h4></div><p class="text-sm text-[#8F8676] mb-2">Entire FYW curriculum (thousands/semester)</p><p class="text-xs text-[#A39A88] mb-2">Champion: <!-- -->Marshall Armintor, Brian Lain</p><span class="inline-block text-xs px-2 py-1 rounded-full bg-[#C9B07A]/20 text-[#C9B07A]">STTR Partner</span></div><div class="p-5 rounded-xl bg-[#1a1918] border border-[#A39A88]/20" style="opacity:0;transform:translateY(20px)"><div class="flex items-center gap-3 mb-3"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-building2 lucide-building-2 w-5 h-5 text-[#C9B07A]" aria-hidden="true"><path d="M10 12h4"></path><path d="M10 8h4"></path><path d="M14 21v-3a2 2 0 0 0-4 0v3"></path><path d="M6 10H4a2 2 0 0 0-2 2v7a2 2 0 0 0 2 2h16a2 2 0 0 0 2-2V9a2 2 0 0 0-2-2h-2"></path><path d="M6 21V5a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v16"></path></svg><h4 class="text-white font-medium">Southern Methodist University</h4></div><p class="text-sm text-[#8F8676] mb-2">Honors seminars</p><span class="inline-block text-xs px-2 py-1 rounded-full bg-[#A39A88]/10 text-[#A39A88]">Letter of Support</span></div><div class="p-5 rounded-xl bg-[#1a1918] border border-[#A39A88]/20" style="opacity:0;transform:translateY(20px)"><div class="flex items-center gap-3 mb-3"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-building2 lucide-building-2 w-5 h-5 text-[#C9B07A]" aria-hidden="true"><path d="M10 12h4"></path><path d="M10 8h4"></path><path d="M14 21v-3a2 2 0 0 0-4 0v3"></path><path d="M6 10H4a2 2 0 0 0-2 2v7a2 2 0 0 0 2 2h16a2 2 0 0 0 2-2V9a2 2 0 0 0-2-2h-2"></path><path d="M6 21V5a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v16"></path></svg><h4 class="text-white font-medium">University of Mary Washington</h4></div><p class="text-sm text-[#8F8676] mb-2">Gen Ed Communications</p><p class="text-xs text-[#A39A88] mb-2">Champion: <!-- -->Anand Rao</p><span class="inline-block text-xs px-2 py-1 rounded-full bg-[#C9B07A]/20 text-[#C9B07A]">Co-PI</span></div></div><h3 class="text-xl font-medium text-white mb-6 flex items-center gap-2"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-globe w-5 h-5 text-[#C9B07A]" aria-hidden="true"><circle cx="12" cy="12" r="10"></circle><path d="M12 2a14.5 14.5 0 0 0 0 20 14.5 14.5 0 0 0 0-20"></path><path d="M2 12h20"></path></svg>International Partners</h3><div class="grid md:grid-cols-3 gap-4"><div class="p-5 rounded-xl bg-[#1a1918] border border-[#C9B07A]/20" style="opacity:0;transform:translateY(20px)"><h4 class="text-[#C9B07A] font-medium mb-2">Indian Debating League</h4><p class="text-xs text-[#A39A88] mb-1">Anjali Tiwary</p><p class="text-sm text-[#8F8676] mb-2"></p><span class="text-xs text-[#A39A88]">Investment interest, channel partner</span></div><div class="p-5 rounded-xl bg-[#1a1918] border border-[#C9B07A]/20" style="opacity:0;transform:translateY(20px)"><h4 class="text-[#C9B07A] font-medium mb-2">NAUDL</h4><p class="text-sm text-[#8F8676] mb-2"></p><span class="text-xs text-[#A39A88]">In discussion</span></div><div class="p-5 rounded-xl bg-[#1a1918] border border-[#C9B07A]/20" style="opacity:0;transform:translateY(20px)"><h4 class="text-[#C9B07A] font-medium mb-2">OratorLab</h4><p class="text-sm text-[#8F8676] mb-2">Taiwan/Asia</p><span class="text-xs text-[#A39A88]">Partnership</span></div></div></div></section><section id="publications" class="py-16 px-4 bg-[#1a1918]"><div class="max-w-6xl mx-auto"><div class="text-center mb-12" style="opacity:0;transform:translateY(20px)"><h2 class="text-3xl sm:text-4xl font-light text-white mb-4">Publications &amp; Presentations</h2></div><div class="space-y-4"><div class="p-6 rounded-xl bg-[#141312] border border-[#A39A88]/20 flex items-start gap-4" style="opacity:0;transform:translateY(20px)"><div class="w-10 h-10 rounded-lg bg-[#C9B07A]/10 flex items-center justify-center flex-shrink-0"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-file-text w-5 h-5 text-[#C9B07A]" aria-hidden="true"><path d="M6 22a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2h8a2.4 2.4 0 0 1 1.704.706l3.588 3.588A2.4 2.4 0 0 1 20 8v12a2 2 0 0 1-2 2z"></path><path d="M14 2v5a1 1 0 0 0 1 1h5"></path><path d="M10 9H8"></path><path d="M16 13H8"></path><path d="M16 17H8"></path></svg></div><div class="flex-1"><div class="flex items-start justify-between gap-4"><div><h4 class="text-white font-medium">
2Augmented Debate-Centered Instruction</h4></div><div class="text-right flex-shrink-0"><span class="text-sm text-[#C9B07A]">2024</span></div></div><p class="text-sm text-[#8F8676] mt-2">Responsible AI integration in education through debate-based learning.</p><span class="inline-block mt-2 text-xs px-2 py-1 rounded bg-[#A39A88]/10 text-[#A39A88]">AAAI-24</span></div></div><div class="p-6 rounded-xl bg-[#141312] border border-[#A39A88]/20 flex items-start gap-4" style="opacity:0;transform:translateY(20px)"><div class="w-10 h-10 rounded-lg bg-[#C9B07A]/10 flex items-center justify-center flex-shrink-0"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-file-text w-5 h-5 text-[#C9B07A]" aria-hidden="true"><path d="M6 22a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2h8a2.4 2.4 0 0 1 1.704.706l3.588 3.588A2.4 2.4 0 0 1 20 8v12a2 2 0 0 1-2 2z"></path><path d="M14 2v5a1 1 0 0 0 1 1h5"></path><path d="M10 9H8"></path><path d="M16 13H8"></path><path d="M16 17H8"></path></svg></div><div class="flex-1"><div class="flex items-start justify-between gap-4"><div><h4 class="text-white font-medium">AI Pluralism</h4><p class="text-sm text-[#A39A88]">John Hines</p></div><div class="text-right flex-shrink-0"><span class="text-sm text-[#C9B07A]">2025</span></div></div><p class="text-sm text-[#8F8676] mt-2">Theoretical foundation for pluralistic AI systems that preserve belief diversity.</p><span class="inline-block mt-2 text-xs px-2 py-1 rounded bg-[#A39A88]/10 text-[#A39A88]">Palgrave Macmillan</span></div></div><div class="p-6 rounded-xl bg-[#141312] border border-[#A39A88]/20 flex items-start gap-4" style="opacity:0;transform:translateY(20px)"><div class="w-10 h-10 rounded-lg bg-[#C9B07A]/10 flex items-center justify-center flex-shrink-0"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-file-text w-5 h-5 text-[#C9B07A]" aria-hidden="true"><path d="M6 22a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2h8a2.4 2.4 0 0 1 1.704.706l3.588 3.588A2.4 2.4 0 0 1 20 8v12a2 2 0 0 1-2 2z"></path><path d="M14 2v5a1 1 0 0 0 1 1h5"></path><path d="M10 9H8"></path><path d="M16 13H8"></path><path d="M16 17H8"></path></svg></div><div class="flex-1"><div class="flex items-start justify-between gap-4"><div><h4 class="text-white font-medium">NSF SBIR Phase I Final Report</h4></div><div class="text-right flex-shrink-0"><span class="text-sm text-[#C9B07A]">2024</span></div></div><p class="text-sm text-[#8F8676] mt-2">Technical validation of AI debate system against human experts and LLMs.</p><span class="inline-block mt-2 text-xs px-2 py-1 rounded bg-[#A39A88]/10 text-[#A39A88]">National Science Foundation</span></div></div><div class="p-6 rounded-xl bg-[#141312] border border-[#A39A88]/20 flex items-start gap-4" style="opacity:0;transform:translateY(20px)"><div class="w-10 h-10 rounded-lg bg-[#C9B07A]/10 flex items-center justify-center flex-shrink-0"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-file-text w-5 h-5 text-[#C9B07A]" aria-hidden="true"><path d="M6 22a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2h8a2.4 2.4 0 0 1 1.704.706l3.588 3.588A2.4 2.4 0 0 1 20 8v12a2 2 0 0 1-2 2z"></path><path d="M14 2v5a1 1 0 0 0 1 1h5"></path><path d="M10 9H8"></path><path d="M16 13H8"></path><path d="M16 17H8"></path></svg></div><div class="flex-1"><div class="flex items-start justify-between gap-4"><div><h4 class="text-white font-medium">NSF STTR Phase II Application (in development)</h4></div><div class="text-right flex-shrink-0"><span class="text-sm text-[#C9B07A]">2025</span></div></div><p class="text-sm text-[#8F8676] mt-2">Proposal in development for randomized control trials and university pilots for dialogical assessment.</p><span class="inline-block mt-2 text-xs px-2 py-1 rounded bg-[#A39A88]/10 text-[#A39A88]">National Science Foundation</span></div></div></div></div></section><section class="py-16 px-4 border-t border-[#A39A88]/10"><div class="max-w-6xl mx-auto"><div class="text-center mb-12" style="opacity:0;transform:translateY(20px)"><h2 class="text-3xl sm:text-4xl font-light text-white mb-4">Technical differentiation</h2><p class="text-lg text-[#8F8676]">What makes our AI different from ChatGPT wrappers.</p></div><div class="grid md:grid-cols-2 lg:grid-cols-3 gap-6"><div class="p-6 rounded-xl bg-[#1a1918] border border-[#A39A88]/20" style="opacity:0;transform:translateY(20px)"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-circle-check-big w-6 h-6 text-[#C9B07A] mb-3" aria-hidden="true"><path d="M21.801 10A10 10 0 1 1 17 3.335"></path><path d="m9 11 3 3L22 4"></path></svg><h4 class="text-white font-medium mb-2">Proprietary debate datasets</h4><p class="text-sm text-[#8F8676]">85,000+ evidence cards with validated citations and source material.</p></div><div class="p-6 rounded-xl bg-[#1a1918] border border-[#A39A88]/20" style="opacity:0;transform:translateY(20px)"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-circle-check-big w-6 h-6 text-[#C9B07A] mb-3" aria-hidden="true"><path d="M21.801 10A10 10 0 1 1 17 3.335"></path><path d="m9 11 3 3L22 4"></path></svg><h4 class="text-white font-medium mb-2">Dialogical assessment pipeline</h4><p class="text-sm text-[#8F8676]">Multi-dimensional scoring validated against expert human judges.</p></div><div class="p-6 rounded-xl bg-[#1a1918] border border-[#A39A88]/20" style="opacity:0;transform:translateY(20px)"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-circle-check-big w-6 h-6 text-[#C9B07A] mb-3" aria-hidden="true"><path d="M21.801 10A10 10 0 1 1 17 3.335"></path><path d="m9 11 3 3L22 4"></path></svg><h4 class="text-white font-medium mb-2">Pluralistic worldview system</h4><p class="text-sm text-[#8F8676]">
250+ coherent perspectives that maintain internal consistency during debates.</p></div><div class="p-6 rounded-xl bg-[#1a1918] border border-[#A39A88]/20" style="opacity:0;transform:translateY(20px)"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-circle-check-big w-6 h-6 text-[#C9B07A] mb-3" aria-hidden="true"><path d="M21.801 10A10 10 0 1 1 17 3.335"></path><path d="m9 11 3 3L22 4"></path></svg><h4 class="text-white font-medium mb-2">Sub-500ms voice latency</h4><p class="text-sm text-[#8F8676]">Real-time conversation flow without awkward pauses.</p></div><div class="p-6 rounded-xl bg-[#1a1918] border border-[#A39A88]/20" style="opacity:0;transform:translateY(20px)"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-circle-check-big w-6 h-6 text-[#C9B07A] mb-3" aria-hidden="true"><path d="M21.801 10A10 10 0 1 1 17 3.335"></path><path d="m9 11 3 3L22 4"></path></svg><h4 class="text-white font-medium mb-2">LTI 1.3 native integration</h4><p class="text-sm text-[#8F8676]">Deep Canvas integration with automatic grade passback.</p></div></div></div></section><section class="py-20 px-4 bg-gradient-to-b from-[#141312] to-[#1a1918]"><div class="max-w-4xl mx-auto text-center"><div style="opacity:0;transform:translateY(20px)"><h2 class="text-3xl sm:text-4xl font-light text-white mb-4">Want to pilot with us?</h2><p class="text-lg text-[#8F8676] mb-8">We&#x27;re looking for research partners to validate dialogical assessment in more contexts.</p><a href="/contact"><button class="inline-flex items-center justify-center gap-2 whitespace-nowrap font-medium transition-colors focus-visible:outline-none focus-visible:ring-1 focus-visible:ring-ring disabled:pointer-events-none disabled:opacity-50 [&amp;_svg]:pointer-events-none [&amp;_svg]:size-4 [&amp;_svg]:shrink-0 shadow h-9 bg-[#C9B07A] text-[#141312] hover:bg-[#C9B07A]/90 rounded-full px-8 py-6 text-lg">Contact Us<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right ml-2 w-5 h-5" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></button></a></div></div></section><footer class="py-8 px-4 border-t border-[#A39A88]/10"><div class="max-w-6xl mx-auto text-center text-sm text-[#8F8676]"><p>DebaterHub, Inc. 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