1<!DOCTYPE html><html data-dpl-id="dcae801" lang="en" class="geistsans_d5a4f12f-module__0RzLAG__variable inter_a562b041-module__M9zbqG__variable montserrat_2336d035-module__msNQgG__variable instrumentserif_39c7f7a2-module__6D8qPG__variable dark"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1, maximum-scale=5"/><link rel="preload" href="/_next/static/media/Geist_Variable-s.p.38tal-0yzr82m.woff2?dpl=dcae801" as="font" crossorigin="" type="font/woff2"/><link rel="preload" href="/_next/static/media/instrument_serif_italic_latin-s.p.1bk2-9tco4m7m.woff2?dpl=dcae801" as="font" crossorigin="" type="font/woff2"/><link rel="preload" href="/_next/static/media/instrument_serif_latin-s.p.3_vslfxq_--4i.woff2?dpl=dcae801" as="font" crossorigin="" type="font/woff2"/><link rel="preload" href="/_next/static/media/inter_latin-s.p.0gsaq8ukbf34m.woff2?dpl=dcae801" as="font" crossorigin="" type="font/woff2"/><link rel="preload" href="/_next/static/media/montserrat_latin-s.p.0s216eisv2o7-.woff2?dpl=dcae801" as="font" crossorigin="" type="font/woff2"/><link rel="preload" as="image" href="/images/logos/full-black-logo.svg?dpl=dcae801"/><link rel="preload" as="image" href="/images/logos/full-white-logo.svg?dpl=dcae801"/><link rel="stylesheet" href="/_next/static/chunks/3bk3n-nks3la7.css?dpl=dcae801" data-precedence="next"/><link rel="preload" as="script" fetchPriority="low" href="/_next/static/chunks/0pufdcr6uv6fk.js?dpl=dcae801"/>
1<script src="/_next/static/chunks/38ud6-soplfuy.js?dpl=dcae801" async=""></script>
1<script src="/_next/static/chunks/3ama0zlcn9kmk.js?dpl=dcae801" async=""></script>
1<script src="/_next/static/chunks/turbopack-063_fq-kk2trp.js?dpl=dcae801" async=""></script>
1<script src="/_next/static/chunks/23pal172th69p.js?dpl=dcae801" async=""></script>
1<script src="/_next/static/chunks/0fif8enaf5rjy.js?dpl=dcae801" async=""></script>
1<script src="/_next/static/chunks/1znf_bmprrl1u.js?dpl=dcae801" async=""></script>
1<script src="/_next/static/chunks/4141zakaleo2a.js?dpl=dcae801" async=""></script>
1<script src="/_next/static/chunks/1kak0v28-or4b.js?dpl=dcae801" async=""></script>
1<script src="/_next/static/chunks/0cxwdtwd065qw.js?dpl=dcae801" async=""></script>
1<link rel="preload" href="https://www.googletagmanager.com/gtag/js?id=G-S0N9E0JCJW" as="script"/><title>NeoSigma</title><meta name="description" content="Closing the feedback loop in production."/><meta name="robots" content="index, follow"/><link rel="canonical" href="https://neosigma.ai"/><meta property="og:title" content="NeoSigma â Closing the feedback loop in production."/><meta property="og:description" content="Closing the feedback loop in production."/><meta property="og:url" content="https://neosigma.ai"/><meta property="og:image" content="https://neosigma.ai/images/logos/og-image.png"/><meta property="og:image:width" content="1200"/><meta property="og:image:height" content="630"/><meta property="og:image:alt" content="NeoSigma â Closing the feedback loop in production."/><meta property="og:type" content="website"/><meta name="twitter:card" content="summary_large_image"/><meta name="twitter:site" content="@neosigma_ai"/><meta name="twitter:title" content="NeoSigma â Closing the feedback loop in production."/><meta name="twitter:description" content="Closing the feedback loop in production."/><meta name="twitter:image" content="https://neosigma.ai/images/logos/og-image.png"/><link rel="icon" href="/favicon.ico?favicon.2jhf25jfahkfx.ico?dpl=dcae801" sizes="256x256" type="image/x-icon"/><meta name="next-size-adjust" content=""/>
1<script src="/_next/static/chunks/0cz1d0mv5g_q7.js?dpl=dcae801" noModule=""></script>
1</head><body class="antialiased"><div hidden=""><!--$--><!--/$--></div>
1<script>((a,b,c,d,e,f,g,h)=>{let i=document.documentElement,j=["light","dark"];function k(b){var c;(Array.isArray(a)?a:[a]).forEach(a=>{let c="class"===a,d=c&&f?e.map(a=>f[a]||a):e;c?(i.classList.remove(...d),i.classList.add(f&&f[b]?f[b]:b)):i.setAttribute(a,b)}),c=b,h&&j.includes(c)&&(i.style.colorScheme=c)}if(d)k(d);else try{let a=localStorage.getItem(b)||c,d=g&&"system"===a?window.matchMedia("(prefers-color-scheme: dark)").matches?"dark":"light":a;k(d)}catch(a){}})("class","neosigma-theme","dark","dark",["light","dark"],null,false,true)</script>
1<nav class="fixed inset-x-0 top-0 z-50 border-b border-foreground/10 bg-background dark:bg-background/80 dark:backdrop-blur-xl"><div class="mx-auto max-w-5xl px-4 sm:px-6 lg:px-8"><div class="flex h-17 items-center justify-between"><div class="flex items-center gap-6 lg:gap-10"><a aria-label="Home" class="relative block" href="/"><img alt="NeoSigma" width="120" height="21" decoding="async" data-nimg="1" class="block h-6 w-auto sm:h-7 dark:hidden" style="color:transparent" src="/images/logos/full-black-logo.svg?dpl=dcae801"/><img alt="NeoSigma" width="120" height="21" decoding="async" data-nimg="1" class="hidden h-6 w-auto sm:h-7 dark:block" style="color:transparent" src="/images/logos/full-white-logo.svg?dpl=dcae801"/></a><div class="hidden items-center gap-6 md:flex"><a class="font-mono tracking-wide text-sm text-ink transition-colors hover:text-ink/80" href="/blog">Blogs</a><a class="font-mono tracking-wide text-sm text-ink transition-colors hover:text-ink/80" href="/careers">Careers</a></div></div><div class="hidden items-center gap-3 md:flex"><a href="https://docs.neosigma.ai" class="font-mono tracking-wide mr-3 text-sm text-ink transition-colors hover:text-ink/80">Docs</a><a class="relative inline-flex items-center justify-center gap-2 whitespace-nowrap font-normal tracking-[0.08em] rounded-xl transition-all duration-200 focus-visible:outline-none focus-visible:ring-1 focus-visible:ring-foreground/50 disabled:pointer-events-none disabled:opacity-50 overflow-hidden group cursor-pointer active:scale-[0.97] border border-ink/40 bg-transparent text-ink hover:bg-ink hover:text-canvas hover:border-ink px-6 py-2.5 text-sm" href="/waitlist"><span class="relative z-10 flex items-center gap-2">Request a demo</span><span aria-hidden="true" class="pointer-events-none absolute inset-0 -translate-x-[110%] skew-x-[-15deg] bg-linear-to-r from-transparent to-transparent transition-transform duration-700 ease-in-out group-hover:translate-x-[110%] via-current/20"></span></a><a class="relative inline-flex items-center justify-center gap-2 whitespace-nowrap font-normal tracking-[0.08em] rounded-xl transition-all duration-200 focus-visible:outline-none focus-visible:ring-1 focus-visible:ring-foreground/50 disabled:pointer-events-none disabled:opacity-50 overflow-hidden group cursor-pointer active:scale-[0.97] bg-ink text-canvas border border-ink hover:bg-ink/90 px-6 py-2.5 text-sm" href="https://platform.neosigma.ai/login"><span class="relative z-10 flex items-center gap-2">Login</span><span aria-hidden="true" class="pointer-events-none absolute inset-0 -translate-x-[110%] skew-x-[-15deg] bg-linear-to-r from-transparent to-transparent transition-transform duration-700 ease-in-out group-hover:translate-x-[110%] via-canvas/20"></span></a></div><button class="p-2 text-foreground md:hidden" aria-label="Toggle menu"><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="tabler-icon tabler-icon-menu-2 h-6 w-6"><path d="M4 6l16 0"></path><path d="M4 12l16 0"></path><path d="M4 18l16 0"></path></svg></button></div></div></nav><main class="flex flex-col w-full min-h-dvh pt-17"><!--$?--><template id="B:0"></template><div class="flex items-center justify-center w-full min-h-[calc(100dvh-4rem)]"><div role="status" aria-label="Loading" class="animate-spin rounded-full border-2 border-current/20 border-t-current shrink-0 h-5 w-5"></div></div><!--/$--></main><footer class="relative w-full overflow-hidden border-t border-foreground
1/10 bg-background"><div aria-hidden="true" class="pointer-events-none absolute inset-y-0 right-0 z-0 select-none"><svg viewBox="0 0 282 294" fill="none" stroke="currentColor" class="size-full text-foreground" aria-hidden="true" style="opacity:var(--watermark-footer-opacity, 0.02)"><path d="M268.237 149.187H75.7367C41.0569 149.187 12.9434 178.658 12.9434 215.013V223.138C12.9434 255.095 37.7095 280.972 68.1937 280.866C98.6014 280.76 123.172 254.837 123.078 222.961L122.999 195.754" stroke-width="25.6364" stroke-linecap="round"></path><path d="M218.317 180.56C246.024 180.56 268.486 203.021 268.486 230.728C268.486 258.435 246.024 280.897 218.317 280.897C190.61 280.897 168.149 258.435 168.149 230.728C168.149 203.021 190.61 180.56 218.317 180.56Z" stroke-width="25.6364" stroke-linecap="round"></path><path d="M268.486 113.155H218.317C190.61 113.155 168.149 90.6936 168.149 62.9865C168.149 35.2792 190.61 12.8181 218.317 12.8181H229.549C251.053 12.8181 268.486 30.2506 268.486 51.7547" stroke-width="25.6364" stroke-linecap="round"></path><path d="M12.9434 113.155V67.8669C12.9434 37.4643 37.5896 12.8181 67.9921 12.8181C98.3948 12.8181 123.041 37.4633 123.041 67.8658C123.041 81.5727 123.041 95.645 123.041 113.155" stroke-width="25.6364" stroke-linecap="round"></path></svg></div><div class="relative z-10 mx-auto max-w-5xl px-4 py-12 sm:px-6 sm:py-14 lg:px-8"><div class="mb-10 hidden gap-16 lg:flex xl:gap-24"><div class="shrink-0"><div class="flex max-w-xs flex-col gap-3"><a aria-label="Home" class="block" href="/"><img alt="NeoSigma" loading="lazy" width="130" height="23" decoding="async" data-nimg="1" class="block dark:hidden" style="color:transparent" src="/images/logos/full-black-logo.svg?dpl=dcae801"/><img alt="NeoSigma" loading="lazy" width="130" height="23" decoding="async" data-nimg="1" class="hidden dark:block" style="color:transparent" src="/images/logos/full-white-logo.svg?dpl=dcae801"/></a><p class="font-body text-[14px] font-normal leading-relaxed text-foreground/60">Closing the feedback loop in production.</p><div class="flex flex-col gap-2 mt-4"><div class="inline-flex items-center gap-2.5"><span aria-hidden="true" class="size-2 rounded-xs bg-ds-compliant"></span><span class="text-[12px] font-normal font-mono uppercase tracking-widest text-foreground/65">Compliant</span></div><div class="flex items-center gap-2"><a href="https://trust.neosigma.ai" target="_blank" rel="noopener noreferrer" title="SOC 2 Type II (AICPA)" aria-label="SOC 2 Type II (AICPA) â view on the Trust Center" class="group flex size-10 items-center justify-center rounded-full bg-foreground
1/10 transition-colors hover:bg-foreground/20"><img alt="" loading="lazy" width="40" height="40" decoding="async" data-nimg="1" class="size-10 object-contain opacity-75 transition-opacity invert group-hover:opacity-100 dark:invert-0" style="color:transparent" srcSet="/_next/image?url=%2Fimages%2Fcompliance%2Fcompliance-mark-soc2-type-2.webp&w=48&q=75&dpl=dcae801 1x, /_next/image?url=%2Fimages%2Fcompliance%2Fcompliance-mark-soc2-type-2.webp&w=96&q=75&dpl=dcae801 2x" src="/_next/image?url=%2Fimages%2Fcompliance%2Fcompliance-mark-soc2-type-2.webp&w=96&q=75&dpl=dcae801"/></a><a href="https://trust.neosigma.ai" target="_blank" rel="noopener noreferrer" title="HIPAA" aria-label="HIPAA â view on the Trust Center" class="group flex size-10 items-center justify-center rounded-full bg-foreground/10 transition-colors hover:bg-foreground/20"><img alt="" loading="lazy" width="40" height="40" decoding="async" data-nimg="1" class="size-10 object-contain opacity-75 transition-opacity invert group-hover:opacity-100 dark:invert-0" style="color:transparent" srcSet="/_next/image?url=%2Fimages%2Fcompliance%2Fcompliance-mark-hipaa.webp&w=48&q=75&dpl=dcae801 1x, /_next/image?url=%2Fimages%2Fcompliance%2Fcompliance-mark-hipaa.webp&w=96&q=75&dpl=dcae801 2x" src="/_next/image?url=%2Fimages%2Fcompliance%2Fcompliance-mark-hipaa.webp&w=96&q=75&dpl=dcae801"/></a></div></div><div class="mt-5 flex items-center gap-4"><a href="https://x.com/neosigma_ai" target="_blank" rel="noopener noreferrer" aria-label="X / Twitter"><svg viewBox="0 0 24 24" fill="currentColor" class="h-5 w-5 text-foreground/60 transition-colors hover:text-foreground" aria-hidden="true"><path d="M18.244 2.25h3.308l-7.227 8.26 8.502 11.24H16.17l-4.714-6.231-5.401 6.231H2.746l7.73-8.835L1.254 2.25H8.08l4.26 5.632L18.244 2.25zm-1.161 17.52h1.833L7.084 4.126H5.117z"></path></svg></a><a href="https://www.linkedin.com/company/neosigma/" target="_blank" rel="noopener noreferrer" aria-label="LinkedIn"><svg viewBox="0 0 24 24" fill="currentColor" class="h-5 w-5 text-foreground/60 transition-colors hover:text-foreground" aria-hidden="true"><path d="M20.447 20.452h-3.554v-5.569c0-1.328-.027-3.037-1.852-3.037-1.853 0-2.136 1.445-2.136 2.939v5.667H9.351V9h3.414v1.561h.046c.477-.9 1.637-1.85 3.37-1.85 3.601 0 4.267 2.37 4.267 5.455v6.286zM5.337 7.433a2.062 2.062 0 01-2.063-2.065 2.064 2.064 0 112.063 2.065zm1.782 13.019H3.555V9h3.564v11.452zM22.225 0H1.771C.792 0 0 .774 0 1.729v20.542C0 23.227.792 24 1.771 24h20.451C23.2 24 24 23.227 24 22.271V1.729C24 .774 23.2 0 22.222 0h.003z"></path></svg></a></div></div></div><div class="shrink-0"><div><p class="font-body text-[12px] mb-4 font-medium uppercase tracking-widest text-foreground/65">Company</p><nav class="flex flex-col gap-2.5 text-[14px]"><a class="text-foreground/65 transition-colors hover:text-foreground" href="/blog">Blogs</a><a class="text-foreground/65 transition-colors hover:text-foreground" href="/careers">Careers</a></nav></div></div><div class="shrink-0"><div><p class="font-body text-[12px] mb-4 font-medium uppercase tracking-widest text-foreground/65">Legal</p><nav class="flex flex-col gap-2.5 text-[14px]"><a class="text-foreground/65 transition-colors hover:text-foreground" href="/privacy">Privacy Notice</a><a class="text-foreground/65 transition-colors hover:text-foreground" href="/terms">Terms of Service</a><a class="text-foreground/65 transition-colors hover:text-foreground" href="/security">Security</a><a href="https://trust.neosigma.ai" class="text-foreground/65 transition-colors hover:text-foreground" target="_blank" rel="noopener noreferrer">Trust Center</a></nav></div></div><div class="shrink-0"><div><p class="font-body text-[12px] mb-4 font-medium uppercase tracking-widest text-foreground/65">Contact</p><div class="flex flex-col gap-2 text-[14px]"><span class="font-body text-[14px] font-normal text-foreground/65">San Francisco, CA</span><a href="mailto:[email protected]" class="text-foreground/65 transition-colors hover:text-foreground" target="_blank" rel="noopener noreferrer">[email protected]</a></div></div></div></div><div class="mb-8 space-y-8 lg:hidden"><div class="flex max-w-xs flex-col gap-3"><a aria-label="Home" class="block" href="/"><img alt="NeoSigma" loading="lazy" width="130" height="23" decoding="async" data-nimg="1" class="block dark:hidden" style="color:transparent" src="/images/logos/full-black-logo.svg?dpl=dcae801"/><img alt="NeoSigma" loading="lazy" width="130" height="23" decoding="async" data-nimg="1" class="hidden dark:block" style="color:transparent" src="/images/logos/full-white-logo.svg?dpl=dcae801"/></a><p class="font-body text-[14px] font-normal leading-relaxed text-foreground
1/60">Closing the feedback loop in production.</p><div class="flex flex-col gap-2 mt-4"><div class="inline-flex items-center gap-2.5"><span aria-hidden="true" class="size-2 rounded-xs bg-ds-compliant"></span><span class="text-[12px] font-normal font-mono uppercase tracking-widest text-foreground/65">Compliant</span></div><div class="flex items-center gap-2"><a href="https://trust.neosigma.ai" target="_blank" rel="noopener noreferrer" title="SOC 2 Type II (AICPA)" aria-label="SOC 2 Type II (AICPA) â view on the Trust Center" class="group flex size-10 items-center justify-center rounded-full bg-foreground/10 transition-colors hover:bg-foreground/20"><img alt="" loading="lazy" width="40" height="40" decoding="async" data-nimg="1" class="size-10 object-contain opacity-75 transition-opacity invert group-hover:opacity-100 dark:invert-0" style="color:transparent" srcSet="/_next/image?url=%2Fimages%2Fcompliance%2Fcompliance-mark-soc2-type-2.webp&w=48&q=75&dpl=dcae801 1x, /_next/image?url=%2Fimages%2Fcompliance%2Fcompliance-mark-soc2-type-2.webp&w=96&q=75&dpl=dcae801 2x" src="/_next/image?url=%2Fimages%2Fcompliance%2Fcompliance-mark-soc2-type-2.webp&w=96&q=75&dpl=dcae801"/></a><a href="https://trust.neosigma.ai" target="_blank" rel="noopener noreferrer" title="HIPAA" aria-label="HIPAA â view on the Trust Center" class="group flex size-10 items-center justify-center rounded-full bg-foreground
1/10 transition-colors hover:bg-foreground/20"><img alt="" loading="lazy" width="40" height="40" decoding="async" data-nimg="1" class="size-10 object-contain opacity-75 transition-opacity invert group-hover:opacity-100 dark:invert-0" style="color:transparent" srcSet="/_next/image?url=%2Fimages%2Fcompliance%2Fcompliance-mark-hipaa.webp&w=48&q=75&dpl=dcae801 1x, /_next/image?url=%2Fimages%2Fcompliance%2Fcompliance-mark-hipaa.webp&w=96&q=75&dpl=dcae801 2x" src="/_next/image?url=%2Fimages%2Fcompliance%2Fcompliance-mark-hipaa.webp&w=96&q=75&dpl=dcae801"/></a></div></div><div class="mt-5 flex items-center gap-4"><a href="https://x.com/neosigma_ai" target="_blank" rel="noopener noreferrer" aria-label="X / Twitter"><svg viewBox="0 0 24 24" fill="currentColor" class="h-5 w-5 text-foreground/60 transition-colors hover:text-foreground" aria-hidden="true"><path d="M18.244 2.25h3.308l-7.227 8.26 8.502 11.24H16.17l-4.714-6.231-5.401 6.231H2.746l7.73-8.835L1.254 2.25H8.08l4.26 5.632L18.244 2.25zm-1.161 17.52h1.833L7.084 4.126H5.117z"></path></svg></a><a href="https://www.linkedin.com/company/neosigma/" target="_blank" rel="noopener noreferrer" aria-label="LinkedIn"><svg viewBox="0 0 24 24" fill="currentColor" class="h-5 w-5 text-foreground/60 transition-colors hover:text-foreground" aria-hidden="true"><path d="M20.447 20.452h-3.554v-5.569c0-1.328-.027-3.037-1.852-3.037-1.853 0-2.136 1.445-2.136 2.939v5.667H9.351V9h3.414v1.561h.046c.477-.9 1.637-1.85 3.37-1.85 3.601 0 4.267 2.37 4.267 5.455v6.286zM5.337 7.433a2.062 2.062 0 01-2.063-2.065 2.064 2.064 0 112.063 2.065zm1.782 13.019H3.555V9h3.564v11.452zM22.225 0H1.771C.792 0 0 .774 0 1.729v20.542C0 23.227.792 24 1.771 24h20.451C23.2 24 24 23.227 24 22.271V1.729C24 .774 23.2 0 22.222 0h.003z"></path></svg></a></div></div><div class="flex flex-row gap-12 sm:gap-16"><div><p class="font-body text-[12px] mb-4 font-medium uppercase tracking-widest text-foreground/65">Company</p><nav class="flex flex-col gap-2.5 text-[14px]"><a class="text-foreground/65 transition-colors hover:text-foreground" href="/blog">Blogs</a><a class="text-foreground/65 transition-colors hover:text-foreground" href="/careers">Careers</a></nav></div><div><p class="font-body text-[12px] mb-4 font-medium uppercase tracking-widest text-foreground/65">Legal</p><nav class="flex flex-col gap-2.5 text-[14px]"><a class="text-foreground/65 transition-colors hover:text-foreground" href="/privacy">Privacy Notice</a><a class="text-foreground/65 transition-colors hover:text-foreground" href="/terms">Terms of Service</a><a class="text-foreground/65 transition-colors hover:text-foreground" href="/security">Security</a><a href="https://trust.neosigma.ai" class="text-foreground/65 transition-colors hover:text-foreground" target="_blank" rel="noopener noreferrer">Trust Center</a></nav></div><div><p class="font-body text-[12px] mb-4 font-medium uppercase tracking-widest text-foreground/65">Contact</p><div class="flex flex-col gap-2 text-[14px]"><span class="font-body text-[14px] font-normal text-foreground/65">San Francisco, CA</span><a href="mailto:[email protected]" class="text-foreground/65 transition-colors hover:text-foreground" target="_blank" rel="noopener noreferrer">[email protected]</a></div></div></div></div>
1<div class="border-t border-foreground/10 pt-6"><p class="font-body text-[14px] font-normal text-center text-foreground/65">© 2026 NeoSigma Inc. All rights reserved.</p></div></div></footer><div class="fixed bottom-4 right-4 md:bottom-6 md:right-6 z-50 flex flex-row gap-3"><a href="https://x.com/neosigma_ai" target="_blank" rel="noopener noreferrer" class="bg-primary/10 hover:bg-primary/20 backdrop-blur-sm border border-primary/20 rounded-full p-2.5 md:p-3 transition-all duration-300 hover:scale-110 group" aria-label="Follow us on X"><svg viewBox="0 0 24 24" fill="currentColor" class="w-4 h-4 md:w-5 md:h-5 text-primary group-hover:text-primary/80 transition-colors" aria-hidden="true"><path d="M18.244 2.25h3.308l-7.227 8.26 8.502 11.24H16.17l-4.714-6.231-5.401 6.231H2.746l7.73-8.835L1.254 2.25H8.08l4.26 5.632L18.244 2.25zm-1.161 17.52h1.833L7.084 4.126H5.117z"></path></svg></a><a href="https://www.linkedin.com/company/neosigma/" target="_blank" rel="noopener noreferrer" class="bg-primary/10 hover:bg-primary/20 backdrop-blur-sm border border-primary/20 rounded-full p-2.5 md:p-3 transition-all duration-300 hover:scale-110 group" aria-label="Follow us on LinkedIn"><svg viewBox="0 0 24 24" fill="currentColor" class="w-4 h-4 md:w-5 md:h-5 text-primary group-hover:text-primary/80 transition-colors" aria-hidden="true"><path d="M20.447 20.452h-3.554v-5.569c0-1.328-.027-3.037-1.852-3.037-1.853 0-2.136 1.445-2.136 2.939v5.667H9.351V9h3.414v1.561h.046c.477-.9 1.637-1.85 3.37-1.85 3.601 0 4.267 2.37 4.267 5.455v6.286zM5.337 7.433a2.062 2.062 0 01-2.063-2.065 2.064 2.064 0 112.063 2.065zm1.782 13.019H3.555V9h3.564v11.452zM22.225 0H1.771C.792 0 0 .774 0 1.729v20.542C0 23.227.792 24 1.771 24h20.451C23.2 24 24 23.227 24 22.271V1.729C24 .774 23.2 0 22.222 0h.003z"></path></svg></a></div>
1<script>requestAnimationFrame(function(){$RT=performance.now()});</script>
1<script src="/_next/static/chunks/0pufdcr6uv6fk.js?dpl=dcae801" id="_R_" async=""></script>
1<div hidden id="S:0"><div class="relative w-full"><div class="fixed inset-0 z-0 pointer-events-none select-none overflow-hidden" aria-hidden="true"><svg viewBox="0 0 282 294" fill="none" stroke="currentColor" class="h-full w-auto absolute top-0 right-0" aria-hidden="true" style="opacity:var(--watermark-hero-opacity, 1)"><path d="M268.237 149.187H75.7367C41.0569 149.187 12.9434 178.658 12.9434 215.013V223.138C12.9434 255.095 37.7095 280.972 68.1937 280.866C98.6014 280.76 123.172 254.837 123.078 222.961L122.999 195.754" stroke-width="25.6364" stroke-linecap="round"></path><path d="M218.317 180.56C246.024 180.56 268.486 203.021 268.486 230.728C268.486 258.435 246.024 280.897 218.317 280.897C190.61 280.897 168.149 258.435 168.149 230.728C168.149 203.021 190.61 180.56 218.317 180.56Z" stroke-width="25.6364" stroke-linecap="round"></path><path d="M268.486 113.155H218.317C190.61 113.155 168.149 90.6936 168.149 62.9865C168.149 35.2792 190.61 12.8181 218.317 12.8181H229.549C251.053 12.8181 268.486 30.2506 268.486 51.7547" stroke-width="25.6364" stroke-linecap="round"></path><path d="M12.9434 113.155V67.8669C12.9434 37.4643 37.5896 12.8181 67.9921 12.8181C98.3948 12.8181 123.041 37.4633 123.041 67.8658C123.041 81.5727 123.041 95.645 123.041 113.155" stroke-width="25.6364" stroke-linecap="round"></path></svg></div><section class="relative flex min-h-[calc(100dvh-68px)] w-full flex-col overflow-hidden"><div class="flex flex-1 items-end pb-7 lg:items-center lg:pb-0"><div class="relative z-10 mx-auto flex w-full max-w-5xl flex-col items-start gap-7 px-4 sm:px-6 lg:px-8"><a class="group inline-flex max-w-full items-center gap-2 overflow-hidden rounded-[20px] bg-cover bg-center py-0.5 pl-2.5 pr-1 drop-shadow-[0px_4px_2px_rgba(0,0,0,0.25)] transition hover:brightness-110" style="background-image:url(/images/blog/news-pill-bg.png)" href="/blog/verifying-agent-traces-at-scale-with-jev"><span class="shrink-0 rounded-full border border-[#6e7b8e]/50 px-2.25 py-1.25 font-body text-[14px] leading-[1.48] tracking-[-0.14px] text-white">NEW</span><span class="hidden shrink-0 font-body text-[14px] tracking-[-0.14px] whitespace-nowrap text-white/90 sm:inline">Read our blog:</span><span class="min-w-0 truncate font-body text-[14px] font-semibold tracking-[-0.14px] text-white">Cheaper Judges, Denser Feedback: Verifying Agent Traces at Scale with Jev</span><span class="shrink-0 pr-2 font-body text-[14px] tracking-[-0.14px] text-white/60">â</span></a><h1 class="font-heading font-medium leading-[1.2] tracking-[-0.6px] text-ds-white"><span class="sr-only">Power agents in production that learn from experience.</span><span aria-hidden="true" class="block"><span class="block text-[36px] sm:text-[48px] lg:text-[54px]">Power agents in production that</span><span class="relative block w-full overflow-hidden text-[36px] sm:text-[48px] lg:text-[54px]"><span aria-hidden="true" class="invisible absolute inset-x-0 top-0 block w-full">learn from experience.</span><span class="absolute inset-x-0 top-0 block w-full" style="opacity:1;transform:none">learn from experience.</span></span></span></h1><p class="font-body text-[16px] font-normal text-ds-light-grey">NeoSigma is the infrastructure layer for agents to learn from experience in production compounding into proprietary intelligence across users, teams and organizations.</p><p class="font-body text-[16px] font-normal text-ds-light-grey">The bottleneck in building AI systems isn't writing code anymore. It's everything that comes after - building reliable intelligent systems that can sustain and improve themselves over time. We're building the future for this next generation of AI systems.</p><div class="flex flex-row flex-wrap items-center gap-3 pt-1"><a class="relative inline-flex items-center justify-center gap-2 whitespace-nowrap font-normal tracking-[0.08em] rounded-xl transition-all duration-200 focus-visible:outline-none focus-visible:ring-1 focus-visible:ring-foreground/50 disabled:pointer-events-none disabled:opacity-50 overflow-hidden group cursor-pointer active:scale-[0.97] bg-ink text-canvas border border-ink hover:bg-ink/90 px-6 py-2.5 text-sm" href="/blog"><span class="relative z-10 flex items-center gap-2">Read our blogs</span><span aria-hidden="true" class="pointer-events-none absolute inset-0 -translate-x-[110%] skew-x-[-15deg] bg-linear-to-r from-transparent to-transparent transition-transform duration-700 ease-in-out group-hover:translate-x-[110%] via-canvas/20"></span></a><a class="relative inline-flex items-center justify-center gap-2 whitespace-nowrap font-normal tracking-[0.08em] rounded-xl transition-all duration-200 focus-visible:outline-none focus-visible:ring-1 focus-visible:ring-foreground
1/50 disabled:pointer-events-none disabled:opacity-50 overflow-hidden group cursor-pointer active:scale-[0.97] bg-ink/10 backdrop-blur-md border border-ink/30 text-ink hover:bg-ink/20 hover:border-ink/50 px-6 py-2.5 text-sm" href="/waitlist"><span class="relative z-10 flex items-center gap-2">Request a demo</span><span aria-hidden="true" class="pointer-events-none absolute inset-0 -translate-x-[110%] skew-x-[-15deg] bg-linear-to-r from-transparent to-transparent transition-transform duration-700 ease-in-out group-hover:translate-x-[110%] via-current/20"></span></a></div><p class="font-body text-[16px] font-normal text-ds-light-grey">If you are interested in our mission, we would love to hear from you to<!-- --> <a class="text-ds-white underline underline-offset-2 transition-colors hover:text-ds-white/80" href="/careers">join us</a>!</p></div></div><div class="relative z-10 w-full border-y border-white/10"><div class="mx-auto w-full max-w-5xl px-4 py-7 sm:px-6 lg:px-8 lg:py-5"><p class="font-body text-[16px] font-normal text-ds-light-grey">Backed by angels and leaders like <span class="text-ds-white">Jeff Dean</span> and others from <span class="text-ds-white">OpenAI</span>,<!-- --> <span class="text-ds-white">Google DeepMind</span>,<!-- --> <span class="text-ds-white">World Labs</span>,<!-- --> <span class="text-ds-white">Mercor</span>,<!-- --> <span class="text-ds-white">Decagon</span>.</p></div></div></section><section class="w-full pt-7 pb-16 lg:py-16"><div class="mx-auto w-full max-w-5xl px-4 sm:px-6 lg:px-8"><div class="grid grid-cols-1 gap-2.5 lg:grid-cols-3"><div class="relative flex min-h-67.5 flex-col justify-between overflow-clip rounded-ds-lg border border-white/25 bg-white/2 p-6 sm:p-8 "><div class="relative z-10"><span class="block font-serif text-ds-white" style="font-size:64px;line-height:0.5">â</span><p class="font-body text-[16px] mt-3 font-light text-ds-white" style="line-height:1.48;letter-spacing:-0.16px">Companies that close the loop between production signals and evaluations will win.</p></div><div class="relative z-10 mt-10 flex items-center gap-3"><img alt="Shyamal Anadkat" loading="lazy" width="44" height="44" decoding="async" data-nimg="1" class="size-11 shrink-0 rounded-full border border-white/20 object-cover" style="color:transparent" sizes="44px" srcSet="/_next/image?url=%2Fimages%2Ftestimonials%2Fshyamal.webp&w=16&q=75&dpl=dcae801 16w, /_next/image?url=%2Fimages%2Ftestimonials%2Fshyamal.webp&w=32&q=75&dpl=dcae801 32w, /_next/image?url=%2Fimages%2Ftestimonials%2Fshyamal.webp&w=48&q=75&dpl=dcae801 48w, /_next/image?url=%2Fimages%2Ftestimonials%2Fshyamal.webp&w=64&q=75&dpl=dcae801 64w, /_next/image?url=%2Fimages%2Ftestimonials%2Fshyamal.webp&w=96&q=75&dpl=dcae801 96w, /_next/image?url=%2Fimages%2Ftestimonials%2Fshyamal.webp&w=128&q=75&dpl=dcae801 128w, /_next/image?url=%2Fimages%2Ftestimonials%2Fshyamal.webp&w=256&q=75&dpl=dcae801 256w, /_next/image?url=%2Fimages%2Ftestimonials%2Fshyamal.webp&w=640&q=75&dpl=dcae801 640w, /_next/image?url=%2Fimages%2Ftestimonials%2Fshyamal.webp&w=750&q=75&dpl=dcae801 750w, /_next/image?url=%2Fimages%2Ftestimonials%2Fshyamal.webp&w=828&q=75&dpl=dcae801 828w, /_next/image?url=%2Fimages%2Ftestimonials%2Fshyamal.webp&w=1080&q=75&dpl=dcae801 1080w, /_next/image?url=%2Fimages%2Ftestimonials%2Fshyamal.webp&w=1200&q=75&dpl=dcae801 1200w, /_next/image?url=%2Fimages%2Ftestimonials%2Fshyamal.webp&w=1920&q=75&dpl=dcae801 1920w, /_next/image?url=%2Fimages%2Ftestimonials%2Fshyamal.webp&w=2048&q=75&dpl=dcae801 2048w" src="/_next/image?url=%2Fimages%2Ftestimonials%2Fshyamal.webp&w=2048&q=75&dpl=dcae801"/><div><p class="font-body text-[14px] font-semibold leading-tight text-ds-white">Shyamal Anadkat</p><p class="font-body text-[12px] font-normal mt-0.5 text-ds-light-grey" style="line-height:1.48">ex-OpenAI, Applied Evals</p></div></div></div><div class="relative flex min-h-67.5 flex-col justify-between overflow-clip rounded-ds-lg border border-white/50 bg-white/2 p-6 sm:p-8 lg:col-span-2"><img alt="" loading="lazy" decoding="async" data-nimg="fill" class="object-cover opacity-90" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" sizes="(min-width: 1024px) 800px, 100vw" srcSet="/_next/image?url=%2Fimages%2Ftestimonials%2Fcard-bg-wide.png&w=640&q=75&dpl=dcae801 640w, /_next/image?url=%2Fimages%2Ftestimonials%2Fcard-bg-wide.png&w=750&q=75&dpl=dcae801 750w, /_next/image?url=%2Fimages%2Ftestimonials%2Fcard-bg-wide.png&w=828&q=75&dpl=dcae801 828w, /_next/image?url=%2Fimages%2Ftestimonials%2Fcard-bg-wide.png&w=1080&q=75&dpl=dcae801 1080w, /_next/image?url=%2Fimages%2Ftestimonials%2Fcard-bg-wide.png&w=1200&q=75&dpl=dcae801 1200w, /_next/image?url=%2Fimages%2Ftestimonials%2Fcard-bg-wide.png&w=1920&q=75&dpl=dcae801 1920w, /_next/image?url=%2Fimages%2Ftestimonials%2Fcard-bg-wide.png&w=2048&q=75&dpl=dcae801 2048w" src="/_next/image?url=%2Fimages%2Ftestimonials%2Fcard-bg-wide.png&w=2048&q=75&dpl=dcae801"/><div class="relative z-10"><span class="block font-serif text-ds-white" style="font-size:64px;line-height:0.5">â</span>
1<p class="font-body text-[16px] mt-3 font-light text-ds-white" style="line-height:1.48;letter-spacing:-0.16px">Intelligence in an agent is as much the ability to solve problems as it is the ability to learn from experience and adapt to an ever-changing environment. Neosigma is paving the way towards making this an operational reality.</p></div><div class="relative z-10 mt-10 flex items-center gap-3"><img alt="Victor Barres" loading="lazy" width="44" height="44" decoding="async" data-nimg="1" class="size-11 shrink-0 rounded-full border border-white/20 object-cover" style="color:transparent" sizes="44px" srcSet="/_next/image?url=%2Fimages%2Ftestimonials%2Fvictor.webp&w=16&q=75&dpl=dcae801 16w, /_next/image?url=%2Fimages%2Ftestimonials%2Fvictor.webp&w=32&q=75&dpl=dcae801 32w, /_next/image?url=%2Fimages%2Ftestimonials%2Fvictor.webp&w=48&q=75&dpl=dcae801 48w, /_next/image?url=%2Fimages%2Ftestimonials%2Fvictor.webp&w=64&q=75&dpl=dcae801 64w, /_next/image?url=%2Fimages%2Ftestimonials%2Fvictor.webp&w=96&q=75&dpl=dcae801 96w, /_next/image?url=%2Fimages%2Ftestimonials%2Fvictor.webp&w=128&q=75&dpl=dcae801 128w, /_next/image?url=%2Fimages%2Ftestimonials%2Fvictor.webp&w=256&q=75&dpl=dcae801 256w, /_next/image?url=%2Fimages%2Ftestimonials%2Fvictor.webp&w=640&q=75&dpl=dcae801 640w, /_next/image?url=%2Fimages%2Ftestimonials%2Fvictor.webp&w=750&q=75&dpl=dcae801 750w, /_next/image?url=%2Fimages%2Ftestimonials%2Fvictor.webp&w=828&q=75&dpl=dcae801 828w, /_next/image?url=%2Fimages%2Ftestimonials%2Fvictor.webp&w=1080&q=75&dpl=dcae801 1080w, /_next/image?url=%2Fimages%2Ftestimonials%2Fvictor.webp&w=1200&q=75&dpl=dcae801 1200w, /_next/image?url=%2Fimages%2Ftestimonials%2Fvictor.webp&w=1920&q=75&dpl=dcae801 1920w, /_next/image?url=%2Fimages%2Ftestimonials%2Fvictor.webp&w=2048&q=75&dpl=dcae801 2048w" src="/_next/image?url=%2Fimages%2Ftestimonials%2Fvictor.webp&w=2048&q=75&dpl=dcae801"/><div><p class="font-body text-[14px] font-semibold leading-tight text-ds-white">Victor Barres</p><p class="font-body text-[12px] font-normal mt-0.5 text-ds-light-grey" style="line-height:1.48">Tau bench co-creator, Researcher at Sierra</p></div></div></div><div class="relative flex min-h-67.5 flex-col justify-between overflow-clip rounded-ds-lg border border-white/50 bg-white/2 p-6 sm:p-8 "><img alt="" loading="lazy" decoding="async" data-nimg="fill" class="object-cover opacity-90" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" sizes="(min-width: 1024px) 800px, 100vw" srcSet="/_next/image?url=%2Fimages%2Ftestimonials%2Fcard-bg-tall.png&w=640&q=75&dpl=dcae801 640w, /_next/image?url=%2Fimages%2Ftestimonials%2Fcard-bg-tall.png&w=750&q=75&dpl=dcae801 750w, /_next/image?url=%2Fimages%2Ftestimonials%2Fcard-bg-tall.png&w=828&q=75&dpl=dcae801 828w, /_next/image?url=%2Fimages%2Ftestimonials%2Fcard-bg-tall.png&w=1080&q=75&dpl=dcae801 1080w, /_next/image?url=%2Fimages%2Ftestimonials%2Fcard-bg-tall.png&w=1200&q=75&dpl=dcae801 1200w, /_next/image?url=%2Fimages%2Ftestimonials%2Fcard-bg-tall.png&w=1920&q=75&dpl=dcae801 1920w, /_next/image?url=%2Fimages%2Ftestimonials%2Fcard-bg-tall.png&w=2048&q=75&dpl=dcae801 2048w" src="/_next/image?url=%2Fimages%2Ftestimonials%2Fcard-bg-tall.png&w=2048&q=75&dpl=dcae801"/><div class="relative z-10"><span class="block font-serif text-ds-white" style="font-size:64px;line-height:0.5">â</span><p class="font-body text-[16px] mt-3 font-light text-ds-white" style="line-height:1.48;letter-spacing:-0.16px">NeoSigma brings to life: turning production issues into a continuous feedback loop that improves reliability without manual overhead.</p></div><div class="relative z-10 mt-10 flex items-center gap-3"><img alt="Chirag Mahapatra" loading="lazy" width="44" height="44" decoding="async" data-nimg="1" class="size-11 shrink-0 rounded-full border border-white/20 object-cover" style="color:transparent" sizes="44px" srcSet="/_next/image?url=%2Fimages%2Ftestimonials%2Fchirag.webp&w=16&q=75&dpl=dcae801 16w, /_next/image?url=%2Fimages%2Ftestimonials%2Fchirag.webp&w=32&q=75&dpl=dcae801 32w, /_next/image?url=%2Fimages%2Ftestimonials%2Fchirag.webp&w=48&q=75&dpl=dcae801 48w, /_next/image?url=%2Fimages%2Ftestimonials%2Fchirag.webp&w=64&q=75&dpl=dcae801 64w, /_next/image?url=%2Fimages%2Ftestimonials%2Fchirag.webp&w=96&q=75&dpl=dcae801 96w, /_next/image?url=%2Fimages%2Ftestimonials%2Fchirag.webp&w=128&q=75&dpl=dcae801 128w, /_next/image?url=%2Fimages%2Ftestimonials%2Fchirag.webp&w=256&q=75&dpl=dcae801 256w, /_next/image?url=%2Fimages%2Ftestimonials%2Fchirag.webp&w=640&q=75&dpl=dcae801 640w, /_next/image?url=%2Fimages%2Ftestimonials%2Fchirag.webp&w=750&q=75&dpl=dcae801 750w, /_next/image?url=%2Fimages%2Ftestimonials%2Fchirag.webp&w=828&q=75&dpl=dcae801 828w, /_next/image?url=%2Fimages%2Ftestimonials%2Fchirag.webp&w=1080&q=75&dpl=dcae801 1080w, /_next/image?url=%2Fimages%2Ftestimonials%2Fchirag.webp&w=1200&q=75&dpl=dcae801 1200w, /_next/image?url=%2Fimages%2Ftestimonials%2Fchirag.webp&w=1920&q=75&dpl=dcae801 1920w, /_next/image?url=%2Fimages%2Ftestimonials%2Fchirag.webp&w=2048&q=75&dpl=dcae801 2048w" src="/_next/image?url=%2Fimages%2Ftestimonials%2Fchirag.webp&w=2048&q=75&dpl=dcae801"/><div><p class="font-body text-[14px] font-semibold leading-tight text-ds-white">Chirag Mahapatra</p><p class="font-body text-[12px] font-normal mt-0.5 text-ds-light-grey" style="line-height:1.48">Director of Engineering, Mercor</p></div></div></div><div class="relative flex min-h-67.5 flex-col justify-between overflow-clip rounded-ds-lg border border-white/25 bg-white/2 p-6 sm:p-8 "><div class="relative z-10"><span class="block font-serif text-ds-white" style="font-size:64px;line-height:0.5">â</span>
1<p class="font-body text-[16px] mt-3 font-light text-ds-white" style="line-height:1.48;letter-spacing:-0.16px">Transforming performance in production environments requires much more than better models. It requires systems that learn from their own mistakes at scale.</p></div><div class="relative z-10 mt-10 flex items-center gap-3"><img alt="Reah Miyara" loading="lazy" width="44" height="44" decoding="async" data-nimg="1" class="size-11 shrink-0 rounded-full border border-white/20 object-cover" style="color:transparent" sizes="44px" srcSet="/_next/image?url=%2Fimages%2Ftestimonials%2Freah.webp&w=16&q=75&dpl=dcae801 16w, /_next/image?url=%2Fimages%2Ftestimonials%2Freah.webp&w=32&q=75&dpl=dcae801 32w, /_next/image?url=%2Fimages%2Ftestimonials%2Freah.webp&w=48&q=75&dpl=dcae801 48w, /_next/image?url=%2Fimages%2Ftestimonials%2Freah.webp&w=64&q=75&dpl=dcae801 64w, /_next/image?url=%2Fimages%2Ftestimonials%2Freah.webp&w=96&q=75&dpl=dcae801 96w, /_next/image?url=%2Fimages%2Ftestimonials%2Freah.webp&w=128&q=75&dpl=dcae801 128w, /_next/image?url=%2Fimages%2Ftestimonials%2Freah.webp&w=256&q=75&dpl=dcae801 256w, /_next/image?url=%2Fimages%2Ftestimonials%2Freah.webp&w=640&q=75&dpl=dcae801 640w, /_next/image?url=%2Fimages%2Ftestimonials%2Freah.webp&w=750&q=75&dpl=dcae801 750w, /_next/image?url=%2Fimages%2Ftestimonials%2Freah.webp&w=828&q=75&dpl=dcae801 828w, /_next/image?url=%2Fimages%2Ftestimonials%2Freah.webp&w=1080&q=75&dpl=dcae801 1080w, /_next/image?url=%2Fimages%2Ftestimonials%2Freah.webp&w=1200&q=75&dpl=dcae801 1200w, /_next/image?url=%2Fimages%2Ftestimonials%2Freah.webp&w=1920&q=75&dpl=dcae801 1920w, /_next/image?url=%2Fimages%2Ftestimonials%2Freah.webp&w=2048&q=75&dpl=dcae801 2048w" src="/_next/image?url=%2Fimages%2Ftestimonials%2Freah.webp&w=2048&q=75&dpl=dcae801"/><div><p class="font-body text-[14px] font-semibold leading-tight text-ds-white">Reah Miyara</p><p class="font-body text-[12px] font-normal mt-0.5 text-ds-light-grey" style="line-height:1.48">Senior Director, Google · ex-OpenAI Post-Training</p></div></div></div><div class="relative flex min-h-67.5 flex-col justify-between overflow-clip rounded-ds-lg border border-white/25 bg-white/2 p-6 sm:p-8 "><div class="relative z-10"><span class="block font-serif text-ds-white" style="font-size:64px;line-height:0.5">â</span><p class="font-body text-[16px] mt-3 font-light text-ds-white" style="line-height:1.48;letter-spacing:-0.16px">NeoSigma addresses the challenge of making agents reliable by catching regressions, debugging failures, and maintaining evaluations and reliability as systems evolve and user behaviors drift.</p></div><div class="relative z-10 mt-10 flex items-center gap-3"><img alt="Manoj Soundararajan" loading="lazy" width="44" height="44" decoding="async" data-nimg="1" class="size-11 shrink-0 rounded-full border border-white/20 object-cover" style="color:transparent" sizes="44px" srcSet="/_next/image?url=%2Fimages%2Ftestimonials%2Fmanoj.webp&w=16&q=75&dpl=dcae801 16w, /_next/image?url=%2Fimages%2Ftestimonials%2Fmanoj.webp&w=32&q=75&dpl=dcae801 32w, /_next/image?url=%2Fimages%2Ftestimonials%2Fmanoj.webp&w=48&q=75&dpl=dcae801 48w, /_next/image?url=%2Fimages%2Ftestimonials%2Fmanoj.webp&w=64&q=75&dpl=dcae801 64w, /_next/image?url=%2Fimages%2Ftestimonials%2Fmanoj.webp&w=96&q=75&dpl=dcae801 96w, /_next/image?url=%2Fimages%2Ftestimonials%2Fmanoj.webp&w=128&q=75&dpl=dcae801 128w, /_next/image?url=%2Fimages%2Ftestimonials%2Fmanoj.webp&w=256&q=75&dpl=dcae801 256w, /_next/image?url=%2Fimages%2Ftestimonials%2Fmanoj.webp&w=640&q=75&dpl=dcae801 640w, /_next/image?url=%2Fimages%2Ftestimonials%2Fmanoj.webp&w=750&q=75&dpl=dcae801 750w, /_next/image?url=%2Fimages%2Ftestimonials%2Fmanoj.webp&w=828&q=75&dpl=dcae801 828w, /_next/image?url=%2Fimages%2Ftestimonials%2Fmanoj.webp&w=1080&q=75&dpl=dcae801 1080w, /_next/image?url=%2Fimages%2Ftestimonials%2Fmanoj.webp&w=1200&q=75&dpl=dcae801 1200w, /_next/image?url=%2Fimages%2Ftestimonials%2Fmanoj.webp&w=1920&q=75&dpl=dcae801 1920w, /_next/image?url=%2Fimages%2Ftestimonials%2Fmanoj.webp&w=2048&q=75&dpl=dcae801 2048w" src="/_next/image?url=%2Fimages%2Ftestimonials%2Fmanoj.webp&w=2048&q=75&dpl=dcae801"/><div><p class="font-body text-[14px] font-semibold leading-tight text-ds-white">Manoj Soundararajan</p><p class="font-body text-[12px] font-normal mt-0.5 text-ds-light-grey" style="line-height:1.48">Product @Decagon</p></div></div></div></div></div></section><section class="w-full border-t border-white/10 py-16"><div class="mx-auto w-full max-w-5xl px-4 sm:px-6 lg:px-8"><div class="flex items-center justify-between gap-5"><h2 class="font-heading font-medium text-[22px] sm:text-[32px] tracking-[-0.32px] text-ds-white">Latest Updates</h2><a class="relative inline-flex items-center justify-center gap-2 whitespace-nowrap font-normal tracking-[0.08em] rounded-xl transition-all duration-200 focus-visible:outline-none focus-visible:ring-1 focus-visible:ring-foreground
1/50 disabled:pointer-events-none disabled:opacity-50 overflow-hidden group cursor-pointer active:scale-[0.97] border border-ink/40 bg-transparent text-ink hover:bg-ink hover:text-canvas hover:border-ink px-6 py-2.5 text-sm" href="/blog"><span class="relative z-10 flex items-center gap-2">All Blogs</span><span aria-hidden="true" class="pointer-events-none absolute inset-0 -translate-x-[110%] skew-x-[-15deg] bg-linear-to-r from-transparent to-transparent transition-transform duration-700 ease-in-out group-hover:translate-x-[110%] via-current/20"></span></a></div><div class="mt-12 grid grid-cols-1 gap-2.5 sm:grid-cols-2 lg:grid-cols-3"><a class="group flex flex-col gap-6 rounded-ds-md bg-ds-blog-card p-3" href="/blog/verifying-agent-traces-at-scale-with-jev"><div class="relative aspect-square w-full overflow-clip rounded-ds-md border border-black bg-ds-blog-card"><img alt="Cheaper Judges, Denser Feedback: Verifying Agent Traces at Scale with Jev" loading="lazy" decoding="async" data-nimg="fill" class="object-cover transition-transform duration-300 group-hover:scale-[1.02]" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" src="/images/blog/cheaper-judges-card.1e3758bc.png?dpl=dcae801"/></div><div class="flex flex-col gap-3"><p class="font-body text-[20px] font-normal text-ds-white">Cheaper Judges, Denser Feedback: Verifying Agent Traces at Scale with Jev</p><div class="flex items-center gap-2"><span class="font-body text-[14px] font-semibold text-ds-light-grey">Product</span><span class="font-body text-[14px] font-normal text-ds-light-grey">â¢</span><span class="font-body text-[14px] font-normal text-ds-light-grey">Sep 26, 2026</span></div></div></a><a class="group flex flex-col gap-6 rounded-ds-md bg-ds-blog-card p-3" href="/blog/investigating-the-optimal-harness-for-a-model"><div class="relative aspect-square w-full overflow-clip rounded-ds-md border border-black bg-ds-blog-card"><img alt="The Scaffolding Tax: Investigating the Optimal Harness for a Model" loading="lazy" decoding="async" data-nimg="fill" class="object-cover transition-transform duration-300 group-hover:scale-[1.02]" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" src="/images/blog/harnesses-card.png?dpl=dcae801"/></div><div class="flex flex-col gap-3"><p class="font-body text-[20px] font-normal text-ds-white">The Scaffolding Tax: Investigating the Optimal Harness for a Model</p><div class="flex items-center gap-2"><span class="font-body text-[14px] font-semibold text-ds-light-grey">Research</span><span class="font-body text-[14px] font-normal text-ds-light-grey">â¢</span><span class="font-body text-[14px] font-normal text-ds-light-grey">Aug 12, 2026</span></div></div></a><a class="group flex flex-col gap-6 rounded-ds-md bg-ds-blog-card p-3" href="/blog/agent-workspaces"><div class="relative aspect-square w-full overflow-clip rounded-ds-md border border-black bg-ds-blog-card"><img alt="Workspaces: How We Built Sandbox Infrastructure for Autonomous Agents" loading="lazy" decoding="async" data-nimg="fill" class="object-cover transition-transform duration-300 group-hover:scale-[1.02]" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" src="/images/blog/agent-workspaces-card.png?dpl=dcae801"/></div><div class="flex flex-col gap-3"><p class="font-body text-[20px] font-normal text-ds-white">Workspaces: How We Built Sandbox Infrastructure for Autonomous Agents</p><div class="flex items-center gap-2"><span class="font-body text-[14px] font-semibold text-ds-light-grey">Engineering</span><span class="font-body text-[14px] font-normal text-ds-light-grey">â¢</span><span class="font-body text-[14px] font-normal text-ds-light-grey">Jul 17, 2026</span></div></div></a></div></div></section><section class="w-full border-t border-white/10 px-6 py-16"><div class="relative mx-auto flex min-h-106 w-full max-w-352 items-center justify-center overflow-clip rounded-ds-md" style="background-image:linear-gradient(90deg, rgba(0,0,0,0.2), rgba(0,0,0,0.2)), linear-gradient(180deg, #171b24 3.3%, #36404f 25%, rgba(110,123,142,0.78) 52.5%, #36404f 75.8%, #171b24 100%)"><div class="pointer-events-none absolute" style="left:35%;top:78%;height:239px;width:390px;background:#d6a078;filter:blur(165.7px)"></div><div class="pointer-events-none absolute inset-0 opacity-55 mix-blend-color-dodge"><img alt="" loading="lazy" decoding="async" data-nimg="fill" class="object-cover" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" sizes="100vw" srcSet="/_next/image?url=%2Fimages%2Fblog%2Fcta-texture.jpg&w=640&q=75&dpl=dcae801 640w, /_next/image?url=%2Fimages%2Fblog%2Fcta-texture.jpg&w=750&q=75&dpl=dcae801 750w, /_next/image?url=%2Fimages%2Fblog%2Fcta-texture.jpg&w=828&q=75&dpl=dcae801 828w, /_next/image?url=%2Fimages%2Fblog%2Fcta-texture.jpg&w=1080&q=75&dpl=dcae801 1080w, /_next/image?url=%2Fimages%2Fblog%2Fcta-texture.jpg&w=1200&q=75&dpl=dcae801 1200w, /_next/image?url=%2Fimages%2Fblog%2Fcta-texture.jpg&w=1920&q=75&dpl=dcae801 1920w, /_next/image?url=%2Fimages%2Fblog%2Fcta-texture.jpg&w=2048&q=75&dpl=dcae801 2048w" src="/_next/image?url=%2Fimages%2Fblog%2Fcta-texture.jpg&w=2048&q=75&dpl=dcae801"/></div><div class="relative z-10 flex w-full max-w-5xl flex-col items-center gap-6 px-6 text-center"><h2 class="font-heading font-medium tracking-[-0.48px] ds-text-gradient-light text-[32px] sm:text-[44px] lg:text-[52px]">Close the loop on your agents.</h2><a class="relative inline-flex items-center justify-center gap-2 whitespace-nowrap font-normal tracking-[0.08em] rounded-xl transition-all duration-200 focus-visible:outline-none focus-visible:ring-1 focus-visible:ring-foreground
1/50 disabled:pointer-events-none disabled:opacity-50 overflow-hidden group cursor-pointer active:scale-[0.97] bg-ink text-canvas border border-ink hover:bg-ink/90 px-6 py-2.5 text-sm" href="/waitlist"><span class="relative z-10 flex items-center gap-2">Request a demo</span><span aria-hidden="true" class="pointer-events-none absolute inset-0 -translate-x-[110%] skew-x-[-15deg] bg-linear-to-r from-transparent to-transparent transition-transform duration-700 ease-in-out group-hover:translate-x-[110%] via-canvas/20"></span></a></div></div></section></div><!--$--><!--/$--></div>
1<script>$RB=[];$RV=function(a){$RT=performance.now();for(var b=0;b<a.length;b+=2){var c=a[b],e=a[b+1];null!==e.parentNode&&e.parentNode.removeChild(e);var f=c.parentNode;if(f){var g=c.previousSibling,h=0;do{if(c&&8===c.nodeType){var d=c.data;if("/$"===d||"/&"===d)if(0===h)break;else h--;else"$"!==d&&"$?"!==d&&"$~"!==d&&"$!"!==d&&"&"!==d||h++}d=c.nextSibling;f.removeChild(c);c=d}while(c);for(;e.firstChild;)f.insertBefore(e.firstChild,c);g.data="$";g._reactRetry&&requestAnimationFrame(g._reactRetry)}}a.length=0}; 2$RC=function(a,b){if(b=document.getElementById(b))(a=document.getElementById(a))?(a.previousSibling.data="$~",$RB.push(a,b),2===$RB.length&&("number"!==typeof $RT?requestAnimationFrame($RV.bind(null,$RB)):(a=performance.now(),setTimeout($RV.bind(null,$RB),2300>a&&2E3<a?2300-a:$RT+300-a)))):b.parentNode.removeChild(b)};$RC("B:0","S:0")</script>
2<script>(self.__next_f=self.__next_f||[]).push([0])</script>
2<script>self.__next_f.push([1,"1:I[20891,[\"/_next/static/chunks/23pal172th69p.js?dpl=dcae801\",\"/_next/static/chunks/0fif8enaf5rjy.js?dpl=dcae801\"],\"LoadingBoundaryProvider\"]\n2:\"$Sreact.fragment\"\n3:I[93554,[\"/_next/static/chunks/23pal172th69p.js?dpl=dcae801\",\"/_next/static/chunks/0fif8enaf5rjy.js?dpl=dcae801\",\"/_next/static/chunks/1znf_bmprrl1u.js?dpl=dcae801\",\"/_next/static/chunks/4141zakaleo2a.js?dpl=dcae801\"],\"\"]\n4:I[56057,[\"/_next/static/chunks/23pal172th69p.js?dpl=dcae801\",\"/_next/static/chunks/0fif8enaf5rjy.js?dpl=dcae801\"],\"ConditionalThemeProvider\"]\n5:I[53158,[\"/_next/static/chunks/23pal172th69p.js?dpl=dcae801\",\"/_next/static/chunks/0fif8enaf5rjy.js?dpl=dcae801\",\"/_next/static/chunks/1znf_bmprrl1u.js?dpl=dcae801\",\"/_next/static/chunks/4141zakaleo2a.js?dpl=dcae801\"],\"SmoothScroll\"]\n6:I[53079,[\"/_next/static/chunks/23pal172th69p.js?dpl=dcae801\",\"/_next/static/chunks/0fif8enaf5rjy.js?dpl=dcae801\"],\"default\"]\n7:I[81128,[\"/_next/static/chunks/23pal172th69p.js?dpl=dcae801\",\"/_next/static/chunks/0fif8enaf5rjy.js?dpl=dcae801\",\"/_next/static/chunks/1znf_bmprrl1u.js?dpl=dcae801\",\"/_next/static/chunks/4141zakaleo2a.js?dpl=dcae801\"],\"Navbar\"]\n8:I[20891,[\"/_next/static/chunks/23pal172th69p.js?dpl=dcae801\",\"/_next/static/chunks/0fif8enaf5rjy.js?dpl=dcae801\"],\"default\"]\n9:I[34051,[\"/_next/static/chunks/23pal172th69p.js?dpl=dcae801\",\"/_next/static/chunks/0fif8enaf5rjy.js?dpl=dcae801\",\"/_next/static/chunks/1kak0v28-or4b.js?dpl=dcae801\"],\"default\"]\na:I[48421,[\"/_next/static/chunks/23pal172th69p.js?dpl=dcae801\",\"/_next/static/chunks/0fif8enaf5rjy.js?dpl=dcae801\"],\"default\"]\nb:I[57262,[\"/_next/static/chunks/23pal172th69p.js?dpl=dcae801\",\"/_next/static/chunks/0fif8enaf5rjy.js?dpl=dcae801\",\"/_next/static/chunks/0cxwdtwd065qw.js?dpl=dcae801\",\"/_next/static/chunks/4141zakaleo2a.js?dpl=dcae801\"],\"default\"]\n15:I[14490,[\"/_next/static/chunks/23pal172th69p.js?dpl=dcae801\",\"/_next/static/chunks/0fif8enaf5rjy.js?dpl=dcae801\"],\"default\",1]\n:HL[\"/_next/static/chunks/3bk3n-nks3la7.css?dpl=dcae801\",\"style\"]\n:HL[\"/_next/static/media/Geist_Variable-s.p.38tal-0yzr82m.woff2?dpl=dcae801\",\"font\",{\"crossOrigin\":\"\",\"type\":\"font/woff2\"}]\n:HL[\"/_next/static/media/instrument_serif_italic_latin-s.p.1bk2-9tco4m7m.woff2?dpl=dcae801\",\"font\",{\"crossOrigin\":\"\",\"type\":\"font/woff2\"}]\n:HL[\"/_next/static/media/instrument_serif_latin-s.p.3_vslfxq_--4i.woff2?dpl=dcae801\",\"font\",{\"crossOrigin\":\"\",\"type\":\"font/woff2\"}]\n:HL[\"/_next/static/media/inter_latin-s.p.0gsaq8ukbf34m.woff2?dpl=dcae801\",\"font\",{\"crossOrigin\":\"\",\"type\":\"font/woff2\"}]\n:HL[\"/_next/static/media/montserrat_latin-s.p.0s216eisv2o7-.woff2?dpl=dcae801\",\"font\",{\"crossOrigin\":\"\",\"type\":\"font/woff2\"}]\n0:{\"P\":null,\"c\":[\"\",\"\"],\"q\":\"\",\"i\":false,\"f\":[[[\"\",{\"children\":[\"__PAGE__\",{},\"$undefined\",\"$undefined\",4608]},\"$undefined\",\"$undefined\",4628],[[\"$\",\"$L1\",null,{\"loading\":[[\"$\",\"div\",\"l\",{\"className\":\"flex items-center justify-center w-full min-h-[calc(100dvh-4rem)]\",\"children\":[\"$\",\"div\",null,{\"role\":\"status\",\"aria-label\":\"Loading\",\"className\":\"animate-spin rounded-full border-2 border-current/20 border-t-current shrink-0 h-5 w-5\"}]}],[],null],\"children\":[\"$\",\"$2\",\"c\",{\"children\":[[[\"$\",\"link\",\"0\",{\"rel\":\"stylesheet\",\"href\":\"/_next/static/chunks/3bk3n-nks3la7.css?dpl=dcae801\",\"precedence\":\"next\",\"crossOrigin\":\"$undefined\",\"nonce\":\"$undefined\"}],[\"$\",\"script\",\"script-0\",{\"src\":\"/_next/static/chunks/23pal172th69p.js?dpl=dcae801\",\"async\":true,\"nonce\":\"$undefined\"}],[\"$\",\"script\",\"script-1\",{\"src\":\"/_next/static/chunks/0fif8enaf5rjy.js?dpl=dcae801\",\"async\":true,\"nonce\":\"$undefined\"}]],[\"$\",\"html\",null,{\"lang\":\"en\",\"className\":\"geistsans_d5a4f12f-module__0RzLAG__variable inter_a562b041-module__M9zbqG__variable montserrat_2336d035-module__msNQgG__variable instrumentserif_39c7f7a2-module__6D8qPG__variable dark\",\"suppressHydrationWarning\":true,\"children\":[\"$\",\"body\",null,{\"className\":\"antialiased\",\"children\":[[[\"$\",\"$L3\",null,{\"src\":\"https://www.googletagmanager.com/gtag/js?i
2d=G-S0N9E0JCJW\",\"strategy\":\"afterInteractive\"}],[\"$\",\"$L3\",null,{\"id\":\"google-analytics\",\"strategy\":\"afterInteractive\",\"children\":\"\\n window.dataLayer = window.dataLayer || [];\\n function gtag(){dataLayer.push(arguments);}\\n gtag('js', new Date());\\n gtag('config', 'G-S0N9E0JCJW');\\n \"}]],[\"$\",\"$L4\",null,{\"children\":[[\"$\",\"$L5\",null,{}],[\"$\",\"$L6\",null,{}],[\"$\",\"$L7\",null,{\"links\":[{\"name\":\"Blogs\",\"href\":\"/blog\"},{\"name\":\"Careers\",\"href\":\"/careers\"}],\"rightLinks\":[{\"name\":\"Docs\",\"href\":\"https://docs.neosigma.ai\"}],\"secondaryCtaLabel\":\"Request a demo\",\"secondaryCtaHref\":\"/waitlist\",\"logoLightSrc\":\"/images/logos/full-black-logo.svg\",\"logoDarkSrc\":\"/images/logos/full-white-logo.svg\",\"ctaLabel\":\"Login\",\"ctaHref\":\"https://platform.neosigma.ai/login\"}],[\"$\",\"main\",null,{\"className\":\"flex flex-col w-full min-h-dvh pt-17\",\"children\":[\"$\",\"$L8\",null,{\"parallelRouterKey\":\"children\",\"error\":\"$9\",\"errorStyles\":[],\"errorScripts\":[[\"$\",\"script\",\"script-0\",{\"src\":\"/_next/static/chunks/1kak0v28-or4b.js?dpl=dcae801\",\"async\":true}]],\"template\":[\"$\",\"$La\",null,{}],\"templateStyles\":\"$undefined\",\"templateScripts\":\"$undefined\",\"notFound\":[[\"$\",\"$Lb\",null,{}],[]],\"forbidden\":\"$undefined\",\"unauthorized\":\"$undefined\"}]}],[\"$\",\"footer\",null,{\"className\":\"relative w-full overflow-hidden border-t border-foreground
2/10 bg-background\",\"children\":[[\"$\",\"div\",null,{\"aria-hidden\":true,\"className\":\"pointer-events-none absolute inset-y-0 right-0 z-0 select-none\",\"children\":[\"$\",\"svg\",null,{\"viewBox\":\"0 0 282 294\",\"fill\":\"none\",\"stroke\":\"currentColor\",\"className\":\"size-full text-foreground\",\"aria-hidden\":true,\"style\":{\"opacity\":\"var(--watermark-footer-opacity, 0.02)\"},\"children\":[[\"$\",\"path\",null,{\"d\":\"M268.237 149.187H75.7367C41.0569 149.187 12.9434 178.658 12.9434 215.013V223.138C12.9434 255.095 37.7095 280.972 68.1937 280.866C98.6014 280.76 123.172 254.837 123.078 222.961L122.999 195.754\",\"strokeWidth\":\"25.6364\",\"strokeLinecap\":\"round\"}],[\"$\",\"path\",null,{\"d\":\"M218.317 180.56C246.024 180.56 268.486 203.021 268.486 230.728C268.486 258.435 246.024 280.897 218.317 280.897C190.61 280.897 168.149 258.435 168.149 230.728C168.149 203.021 190.61 180.56 218.317 180.56Z\",\"strokeWidth\":\"25.6364\",\"strokeLinecap\":\"round\"}],[\"$\",\"path\",null,{\"d\":\"M268.486 113.155H218.317C190.61 113.155 168.149 90.6936 168.149 62.9865C168.149 35.2792 190.61 12.8181 218.317 12.8181H229.549C251.053 12.8181 268.486 30.2506 268.486 51.7547\",\"strokeWidth\":\"25.6364\",\"strokeLinecap\":\"round\"}],[\"$\",\"path\",null,{\"d\":\"M12.9434 113.155V67.8669C12.9434 37.4643 37.5896 12.8181 67.9921 12.8181C98.3948 12.8181 123.041 37.4633 123.041 67.8658C123.041 81.5727 123.041 95.645 123.041 113.155\",\"strokeWidth\":\"25.6364\",\"strokeLinecap\":\"round\"}]]}]}],[\"$\",\"div\",null,{\"className\":\"relative z-10 mx-auto max-w-5xl px-4 py-12 sm:px-6 sm:py-14 lg:px-8\",\"children\":[[\"$\",\"div\",null,{\"className\":\"mb-10 hidden gap-16 lg:flex xl:gap-24\",\"children\":[\"$Lc\",\"$Ld\",\"$Le\",\"$Lf\"]}],\"$L10\",\"$L11\"]}]]}],\"$L12\"]}]]}]}]]}]}],{\"children\":[\"$L13\",{},null,false,null]},null,false,null],\"$L14\",false]],\"m\":\"$undefined\",\"G\":[\"$15\",[\"$L16\"]],\"S\":true,\"h\":null,\"r\":\"$undefined\",\"s\":\"$undefined\",\"a\":\"$undefined\",\"l\":\"$undefined\",\"p\":\"$undefined\",\"d\":\"$undefined\"}\n17:I[58384,[\"/_next/static/chunks/23pal172th69p.js?dpl=dcae801\",\"/_next/static/chunks/0fif8enaf5rjy.js?dpl=dcae801\",\"/_next/static/chunks/1znf_bmprrl1u.js?dpl=dcae801\",\"/_next/static/chunks/4141zakaleo2a.js?dpl=dcae801\"],\"\"]\n18:I[91330,[\"/_next/static/chunks/23pal172th69p.js?dpl=dcae801\",\"/_next/static/chunks/0fif8enaf5rjy.js?dpl=dcae801\",\"/_next/static/chunks/1znf_bmprrl1u.js?dpl=dcae801\",\"/_next/static/chunks/4141zakaleo2a.js?dpl=dcae801\"],\"Image\"]\n1c:I[5125,[\"/_next/static/chunks/23pal172th69p.js?dpl=dcae801\",\"/_next/static/chunks/0fif8enaf5rjy.js?dpl=dcae801\"],\"default\"]\n1d:I[88846,[\"/_next/static/chunks/23pal172th69p.js?dpl=dcae801\",\"/_next/static/chunks/0fif8enaf5rjy.js?dpl=dcae801\",\"/_next/static/chunks/1znf_bmprrl1u.js?dpl=dcae801\",\"/_next/static/chunks/4141zakaleo2a.js?dpl=dcae801\"],\"ScrambleText\"]\n1e:I[2091,[\"/_next/static/chunks/23pal172th69p.js?dpl=dcae801\",\"/_next/static/chunks/0fif8enaf5rjy.js?dpl=dcae801\",\"/_next/static/chunks/1znf_bmprrl1u.js?dpl=dcae801\",\"/_next/static/chunks/4141zakaleo2a.js?dpl=dcae801\"],\"LayoutTextFlip\"]\n2a:I[70754,[\"/_next/static/chunks/23pal172th69p.js?dpl=dcae801\",\"/_next/static/chunks/0fif8enaf5rjy.js?dpl=dcae801\"],\"ViewportBoundary\"]\n2c:I[70754,[\"/_next/static/chunks/23pal172th69p.js?dpl=dcae801\",\"/_next/static/chunks/0fif8enaf5rjy.js?dpl=dcae801\"],\"MetadataBoundary\"]\n2d:\"$Sreact.suspense\"\nc:[\"$\",\"div\",null,{\"className\":\"shrink-0\",\"children\":[\"$\",\"div\",null,{\"className\":\"flex max-w-xs flex-col gap-3\",\"children\":[[\"$\",\"$L17\",null,{\"href\":\"/\",\"aria-label\":\"Home\",\"className\":\"block\",\"children\":[[\"$\",\"$L18\",null,{\"src\":\"/images/logos/full-black-logo.svg\",\"alt\":\"NeoSigma\",\"width\":130,\"height\":23,\"className\":\"block dark:hidden\"}],[\"$\",\"$L18\",null,{\"src\":\"/images/logos/full-white-logo.svg\",\"alt\":\"NeoSigma\",\"width\":130,\"height\":23,\"className\":\"hidden dark:block\"}]]}],[\"$\",\"p\",null,{\"className\":\"font-body text-[14px] font-normal leading-relaxed text-foreground
2/60\",\"children\":\"Closing the feedback loop in production.\"}],[\"$\",\"div\",null,{\"className\":\"flex flex-col gap-2 mt-4\",\"children\":[[\"$\",\"div\",null,{\"className\":\"inline-flex items-center gap-2.5\",\"children\":[[\"$\",\"span\",null,{\"aria-hidden\":\"true\",\"className\":\"size-2 rounded-xs bg-ds-compliant\"}],[\"$\",\"span\",null,{\"className\":\"text-[12px] font-normal font-mono uppercase tracking-widest text-foreground/65\",\"children\":\"Compliant\"}]]}],[\"$\",\"div\",null,{\"className\":\"flex items-center gap-2\",\"children\":[[\"$\",\"a\",\"/images/compliance/compliance-mark-soc2-type-2.webp\",{\"href\":\"https://trust.neosigma.ai\",\"target\":\"_blank\",\"rel\":\"noopener noreferrer\",\"title\":\"SOC 2 Type II (AICPA)\",\"aria-label\":\"SOC 2 Type II (AICPA) â view on the Trust Center\",\"className\":\"group flex size-10 items-center justify-center rounded-full bg-foreground/10 transition-colors hover:bg-foreground/20\",\"children\":[\"$\",\"$L18\",null,{\"src\":\"/images/compliance/compliance-mark-soc2-type-2.webp\",\"alt\":\"\",\"width\":40,\"height\":40,\"className\":\"size-10 object-contain opacity-75 transition-opacity invert group-hover:opacity-100 dark:invert-0\"}]}],[\"$\",\"a\",\"/images/compliance/compliance-mark-hipaa.webp\",{\"href\":\"https://trust.neosigma.ai\",\"target\":\"_blank\",\"rel\":\"noopener noreferrer\",\"title\":\"HIPAA\",\"aria-label\":\"HIPAA â view on the Trust Center\",\"className\":\"group flex size-10 items-center justify-center rounded-full bg-foreground
2/10 transition-colors hover:bg-foreground/20\",\"children\":[\"$\",\"$L18\",null,{\"src\":\"/images/compliance/compliance-mark-hipaa.webp\",\"alt\":\"\",\"width\":40,\"height\":40,\"className\":\"size-10 object-contain opacity-75 transition-opacity invert group-hover:opacity-100 dark:invert-0\"}]}]]}]]}],[\"$\",\"div\",null,{\"className\":\"mt-5 flex items-center gap-4\",\"children\":[[\"$\",\"a\",null,{\"href\":\"https://x.com/neosigma_ai\",\"target\":\"_blank\",\"rel\":\"noopener noreferrer\",\"aria-label\":\"X / Twitter\",\"children\":[\"$\",\"svg\",null,{\"viewBox\":\"0 0 24 24\",\"fill\":\"currentColor\",\"className\":\"h-5 w-5 text-foreground/60 transition-colors hover:text-foreground\",\"aria-hidden\":true,\"children\":[\"$\",\"path\",null,{\"d\":\"M18.244 2.25h3.308l-7.227 8.26 8.502 11.24H16.17l-4.714-6.231-5.401 6.231H2.746l7.73-8.835L1.254 2.25H8.08l4.26 5.632L18.244 2.25zm-1.161 17.52h1.833L7.084 4.126H5.117z\"}]}]}],[\"$\",\"a\",null,{\"href\":\"https://www.linkedin.com/company/neosigma/\",\"target\":\"_blank\",\"rel\":\"noopener noreferrer\",\"aria-label\":\"LinkedIn\",\"children\":[\"$\",\"svg\",null,{\"viewBox\":\"0 0 24 24\",\"fill\":\"currentColor\",\"className\":\"h-5 w-5 text-foreground/60 transition-colors hover:text-foreground\",\"aria-hidden\":true,\"children\":[\"$\",\"path\",null,{\"d\":\"M20.447 20.452h-3.554v-5.569c0-1.328-.027-3.037-1.852-3.037-1.853 0-2.136 1.445-2.136 2.939v5.667H9.351V9h3.414v1.561h.046c.477-.9 1.637-1.85 3.37-1.85 3.601 0 4.267 2.37 4.267 5.455v6.286zM5.337 7.433a2.062 2.062 0 01-2.063-2.065 2.064 2.064 0 112.063 2.065zm1.782 13.019H3.555V9h3.564v11.452zM22.225 0H1.771C.792 0 0 .774 0 1.729v20.542C0 23.227.792 24 1.771 24h20.451C23.2 24 24 23.227 24 22.271V1.729C24 .774 23.2 0 22.222 0h.003z\"}]}]}]]}]]}]}]\nd:[\"$\",\"div\",null,{\"className\":\"shrink-0\",\"children\":[\"$\",\"div\",null,{\"children\":[[\"$\",\"p\",null,{\"className\":\"font-body text-[12px] mb-4 font-medium uppercase tracking-widest text-foreground/65\",\"children\":\"Company\"}],[\"$\",\"nav\",null,{\"className\":\"flex flex-col gap-2.5 text-[14px]\",\"children\":[[\"$\",\"$L17\",\"Blogs\",{\"href\":\"/blog\",\"className\":\"text-foreground/65 transition-colors hover:text-foreground\",\"children\":\"Blogs\"}],[\"$\",\"$L17\",\"Careers\",{\"href\":\"/careers\",\"className\":\"text-foreground/65 transition-colors hover:text-foreground\",\"children\":\"Careers\"}]]}]]}]}]\ne:[\"$\",\"div\",null,{\"className\":\"shrink-0\",\"children\":[\"$\",\"div\",null,{\"children\":[[\"$\",\"p\",null,{\"className\":\"font-body text-[12px] mb-4 font-medium uppercase tracking-widest text-foreground/65\",\"children\":\"Legal\"}],[\"$\",\"nav\",null,{\"className\":\"flex flex-col gap-2.5 text-[14px]\",\"children\":[[\"$\",\"$L17\",\"Privacy Notice\",{\"href\":\"/privacy\",\"className\":\"text-foreground/65 transition-colors hover:text-foreground\",\"children\":\"Privacy Notice\"}],[\"$\",\"$L17\",\"Terms of Service\",{\"href\":\"/terms\",\"className\":\"text-foreground/65 transition-colors hover:text-foreground\",\"children\":\"Terms of Service\"}],[\"$\",\"$L17\",\"Security\",{\"href\":\"/security\",\"className\":\"text-foreground/65 transition-colors hover:text-foreground\",\"children\":\"Security\"}],[\"$\",\"a\",\"Trust Center\",{\"href\":\"https://trust.neosigma.ai\",\"className\":\"text-foreground/65 transition-colors hover:text-foreground\",\"target\":\"_blank\",\"rel\":\"noopener noreferrer\",\"children\":\"Trust Center\"}]]}]]}]}]\nf:[\"$\",\"div\",null,{\"className\":\"shrink-0\",\"children\":[\"$\",\"div\",null,{\"children\":[[\"$\",\"p\",null,{\"className\":\"font-body text-[12px] mb-4 font-medium uppercase tracking-widest text-foreground/65\",\"children\":\"Contact\"}],[\"$\",\"div\",null,{\"className\":\"flex flex-col gap-2 text-[14px]\",\"children\":[[\"$\",\"span\",null,{\"className\":\"font-body text-[14px] font-normal text-foreground/65\",\"children\":\"San Francisco, CA\"}],[\"$\",\"a\",null,{\"href\":\"mailto:[email protected]\",\"className\":\"text-foreground/65 transition-colors hover:text-foreground\",\"target\":\"_blank\",\"rel\":\"noopener noreferrer\",\"children\":\"[email protected]\"}]]}]]}]}]\n10:[\"$\",\"div\",null,{\"className\":\"mb-8 space-y-8 lg:hidden\",\"children\":[[\"$\",\"div\",null,{\"className\":\"flex max-w-xs flex-col gap-3\",\"children\":[[\"$\",\"$L17\",null,{\"href\":\"/\",\"aria-label\":\"Home\",\"className\":\"block\",\"children\":[[\"$\",\"$L18\",null,{\"src\":\"/images/logos/full-black-logo.svg\",\"alt\":\"NeoSigma\",\"width\":130,\"height\"
2:23,\"className\":\"block dark:hidden\"}],[\"$\",\"$L18\",null,{\"src\":\"/images/logos/full-white-logo.svg\",\"alt\":\"NeoSigma\",\"width\":130,\"height\":23,\"className\":\"hidden dark:block\"}]]}],[\"$\",\"p\",null,{\"className\":\"font-body text-[14px] font-normal leading-relaxed text-foreground/60\",\"children\":\"Closing the feedback loop in production.\"}],[\"$\",\"div\",null,{\"className\":\"flex flex-col gap-2 mt-4\",\"children\":[[\"$\",\"div\",null,{\"className\":\"inline-flex items-center gap-2.5\",\"children\":[[\"$\",\"span\",null,{\"aria-hidden\":\"true\",\"className\":\"size-2 rounded-xs bg-ds-compliant\"}],[\"$\",\"span\",null,{\"className\":\"text-[12px] font-normal font-mono uppercase tracking-widest text-foreground/65\",\"children\":\"Compliant\"}]]}],[\"$\",\"div\",null,{\"className\":\"flex items-center gap-2\",\"children\":[[\"$\",\"a\",\"/images/compliance/compliance-mark-soc2-type-2.webp\",{\"href\":\"https://trust.neosigma.ai\",\"target\":\"_blank\",\"rel\":\"noopener noreferrer\",\"title\":\"SOC 2 Type II (AICPA)\",\"aria-label\":\"SOC 2 Type II (AICPA) â view on the Trust Center\",\"className\":\"group flex size-10 items-center justify-center rounded-full bg-foreground
2/10 transition-colors hover:bg-foreground/20\",\"children\":[\"$\",\"$L18\",null,{\"src\":\"/images/compliance/compliance-mark-soc2-type-2.webp\",\"alt\":\"\",\"width\":40,\"height\":40,\"className\":\"size-10 object-contain opacity-75 transition-opacity invert group-hover:opacity-100 dark:invert-0\"}]}],[\"$\",\"a\",\"/images/compliance/compliance-mark-hipaa.webp\",{\"href\":\"https://trust.neosigma.ai\",\"target\":\"_blank\",\"rel\":\"noopener noreferrer\",\"title\":\"HIPAA\",\"aria-label\":\"HIPAA â view on the Trust Center\",\"className\":\"group flex size-10 items-center justify-center rounded-full bg-foreground/10 transition-colors hover:bg-foreground/20\",\"children\":[\"$\",\"$L18\",null,{\"src\":\"/images/compliance/compliance-mark-hipaa.webp\",\"alt\":\"\",\"width\":40,\"height\":40,\"className\":\"size-10 object-contain opacity-75 transition-opacity invert group-hover:opacity-100 dark:invert-0\"}]}]]}]]}],[\"$\",\"div\",null,{\"className\":\"mt-5 flex items-center gap-4\",\"children\":[[\"$\",\"a\",null,{\"href\":\"https://x.com/neosigma_ai\",\"target\":\"_blank\",\"rel\":\"noopener noreferrer\",\"aria-label\":\"X / Twitter\",\"children\":[\"$\",\"svg\",null,{\"viewBox\":\"0 0 24 24\",\"fill\":\"currentColor\",\"className\":\"h-5 w-5 text-foreground/60 transition-colors hover:text-foreground\",\"aria-hidden\":true,\"children\":[\"$\",\"path\",null,{\"d\":\"M18.244 2.25h3.308l-7.227 8.26 8.502 11.24H16.17l-4.714-6.231-5.401 6.231H2.746l7.73-8.835L1.254 2.25H8.08l4.26 5.632L18.244 2.25zm-1.161 17.52h1.833L7.084 4.126H5.117z\"}]}]}],[\"$\",\"a\",null,{\"href\":\"https://www.linkedin.com/company/neosigma/\",\"target\":\"_blank\",\"rel\":\"noopener noreferrer\",\"aria-label\":\"LinkedIn\",\"children\":[\"$\",\"svg\",null,{\"viewBox\":\"0 0 24 24\",\"fill\":\"currentColor\",\"className\":\"h-5 w-5 text-foreground/60 transition-colors hover:text-foreground\",\"aria-hidden\":true,\"children\":[\"$\",\"path\",null,{\"d\":\"M20.447 20.452h-3.554v-5.569c0-1.328-.027-3.037-1.852-3.037-1.853 0-2.136 1.445-2.136 2.939v5.667H9.351V9h3.414v1.561h.046c.477-.9 1.637-1.85 3.37-1.85 3.601 0 4.267 2.37 4.267 5.455v6.286zM5.337 7.433a2.062 2.062 0 01-2.063-2.065 2.064 2.064 0 112.063 2.065zm1.782 13.019H3.555V9h3.564v11.452zM22.225 0H1.771C.792 0 0 .774 0 1.729v20.542C0 23.227.792 24 1.771 24h20.451C23.2 24 24 23.227 24 22.271V1.729C24 .774 23.2 0 22.222 0h.003z\"}]}]}]]}]]}],[\"$\",\"div\",null,{\"className\":\"flex flex-row gap-12 sm:gap-16\",\"children\":[[\"$\",\"div\",null,{\"children\":[[\"$\",\"p\",null,{\"className\":\"font-body text-[12px] mb-4 font-medium uppercase tracking-widest text-foreground/65\",\"children\":\"Company\"}],[\"$\",\"nav\",null,{\"className\":\"flex flex-col gap-2.5 text-[14px]\",\"children\":[[\"$\",\"$L17\",\"Blogs\",{\"href\":\"/blog\",\"className\":\"text-foreground/65 transition-colors hover:text-foreground\",\"children\":\"Blogs\"}],\"$L19\"]}]]}],\"$L1a\",\"$L1b\"]}]]}]\n11:[\"$\",\"div\",null,{\"className\":\"border-t border-foreground
2/10 pt-6\",\"children\":[\"$\",\"p\",null,{\"className\":\"font-body text-[14px] font-normal text-center text-foreground/65\",\"children\":\"© 2026 NeoSigma Inc. All rights reserved.\"}]}]\n12:[\"$\",\"$L1c\",null,{}]\n13:[\"$\",\"$2\",\"c\",{\"children\":[[[\"$\",\"$L3\",null,{\"id\":\"org-schema\",\"type\":\"application/ld+json\",\"dangerouslySetInnerHTML\":{\"__html\":\"{\\\"@context\\\":\\\"https://schema.org\\\",\\\"@type\\\":\\\"Organization\\\",\\\"name\\\":\\\"NeoSigma\\\",\\\"url\\\":\\\"https://neosigma.ai\\\",\\\"logo\\\":\\\"https://neosigma.ai/images/logos/og-image.png\\\",\\\"description\\\":\\\"Closing the feedback loop in production.\\\",\\\"sameAs\\\":[\\\"https://x.com/neosigma_ai\\\",\\\"https://www.linkedin.com/company/neosigma/\\\"]}\"}}],[\"$\",\"div\",null,{\"className\":\"relative w-full\",\"children\":[[\"$\",\"div\",null,{\"className\":\"fixed inset-0 z-0 pointer-events-none select-none overflow-hidden\",\"aria-hidden\":true,\"children\":[\"$\",\"svg\",null,{\"viewBox\":\"0 0 282 294\",\"fill\":\"none\",\"stroke\":\"currentColor\",\"className\":\"h-full w-auto absolute top-0 right-0\",\"aria-hidden\":true,\"style\":{\"opacity\":\"var(--watermark-hero-opacity, 1)\"},\"children\":[[\"$\",\"path\",null,{\"d\":\"M268.237 149.187H75.7367C41.0569 149.187 12.9434 178.658 12.9434 215.013V223.138C12.9434 255.095 37.7095 280.972 68.1937 280.866C98.6014 280.76 123.172 254.837 123.078 222.961L122.999 195.754\",\"strokeWidth\":\"25.6364\",\"strokeLinecap\":\"round\"}],[\"$\",\"path\",null,{\"d\":\"M218.317 180.56C246.024 180.56 268.486 203.021 268.486 230.728C268.486 258.435 246.024 280.897 218.317 280.897C190.61 280.897 168.149 258.435 168.149 230.728C168.149 203.021 190.61 180.56 218.317 180.56Z\",\"strokeWidth\":\"25.6364\",\"strokeLinecap\":\"round\"}],[\"$\",\"path\",null,{\"d\":\"M268.486 113.155H218.317C190.61 113.155 168.149 90.6936 168.149 62.9865C168.149 35.2792 190.61 12.8181 218.317 12.8181H229.549C251.053 12.8181 268.486 30.2506 268.486 51.7547\",\"strokeWidth\":\"25.6364\",\"strokeLinecap\":\"round\"}],[\"$\",\"path\",null,{\"d\":\"M12.9434 113.155V67.8669C12.9434 37.4643 37.5896 12.8181 67.9921 12.8181C98.3948 12.8181 123.041 37.4633 123.041 67.8658C123.041 81.5727 123.041 95.645 123.041 113.155\",\"strokeWidth\":\"25.6364\",\"strokeLinecap\":\"round\"}]]}]}],[\"$\",\"section\",null,{\"className\":\"relative flex min-h-[calc(100dvh-68px)] w-full flex-col overflow-hidden\",\"children\":[[\"$\",\"div\",null,{\"className\":\"flex flex-1 items-end pb-7 lg:items-center lg:pb-0\",\"children\":[\"$\",\"div\",null,{\"className\":\"relative z-10 mx-auto flex w-full max-w-5xl flex-col items-start gap-7 px-4 sm:px-6 lg:px-8\",\"children\":[[\"$\",\"$L17\",null,{\"href\":\"/blog/verifying-agent-traces-at-scale-with-jev\",\"className\":\"group inline-flex max-w-full items-center gap-2 overflow-hidden rounded-[20px] bg-cover bg-center py-0.5 pl-2.5 pr-1 drop-shadow-[0px_4px_2px_rgba(0,0,0,0.25)] transition hover:brightness-110\",\"style\":{\"backgroundImage\":\"url(/images/blog/news-pill-bg.png)\"},\"children\":[[\"$\",\"span\",null,{\"className\":\"shrink-0 rounded-full border border-[#6e7b8e]/50 px-2.25 py-1.25 font-body text-[14px] leading-[1.48] tracking-[-0.14px] text-white\",\"children\":\"NEW\"}],[\"$\",\"$L1d\",null,{\"playOnMount\":false,\"scrambleOnHover\":true,\"className\":\"hidden shrink-0 font-body text-[14px] tracking-[-0.14px] whitespace-nowrap text-white/90 sm:inline\",\"children\":\"Read our blog:\"}],[\"$\",\"span\",null,{\"className\":\"min-w-0 truncate font-body text-[14px] font-semibold tracking-[-0.14px] text-white\",\"children\":\"Cheaper Judges, Denser Feedback: Verifying Agent Traces at Scale with Jev\"}],[\"$\",\"span\",null,{\"className\":\"shrink-0 pr-2 font-body text-[14px] tracking-[-0.14px] text-white/60\",\"children\":\"â\"}]]}],[\"$\",\"h1\",null,{\"className\":\"font-heading font-medium leading-[1.2] tracking-[-0.6px] text-ds-white\",\"children\":[[\"$\",\"span\",null,{\"className\":\"sr-only\",\"children\":\"Power agents in production that learn from experience.\"}],[\"$\",\"span\",null,{\"aria-hidden\":\"true\",\"className\":\"block\",\"children\":[[\"$\",\"span\",null,{\"className\":\"block text-[36px] sm:text-[48px] lg:text-[54px]\",\"children\":\"Power agents in production that\"}],[\"$\",\"$L1e\",null,{\"variant\":\"slide\",\"className\":\"text-[36px] sm:text-[48px] lg:text-[54px]\",\"words\":[\"learn from experience.\",\"compound intelligence.\",\"improve with every release.\",\"run at the quality-cost frontier.\"],\"duration\":4500}]]}]]}],\"$L1f\",\"$L20\",\"$L21\",\"$L22\"]}]}],\"$L23\"]}],\"$L24\",\"$L25\",\"$L26\"]}]],[\"$L27\",\"$L28\"],\"$L29\"]}]\n14:[\"$\",\"$2\",\"h\",{\"children\":[null,[\"$\",\"$L2a\",null,{\"children\":\"$L2b\"}],[\"$\",\"div\",null,{\"hidden\":true,\"children\":[\"$\",\"$L2c\",null,{\"children\":[\"$\",\"$2d\",null,{\"name\":\"Next.Metadata\",\"children\":\"$L2e\"}]}]}],[\"$\",\"meta\",null,{\"name\":\"next-size-adjust\",\"content\":\"\"}]]}]\n16:[\"$\",\"link\",\"0\",{\"rel\":\"stylesheet\",\"href\":\"/_next/static/chunks/3bk3n-nks3la7.css?dpl=dcae801\",\"precedence\":\"next\",\"crossOrigin\":\"$undefined\",\"nonce\":\"$undefined\"}]\n2f:I[50506,[\"/_next/static/chunks/23pal172th69p.js?dpl=dcae801\",\"/_next/static/chunks/0fif8enaf5rjy.js?dpl=dcae801\",\"/_next/static/chunks/1znf_bmprrl1u.js?dpl=dcae801\",\"/_next/static/chunks/4141zakaleo2a.js?dpl=dcae801\"],\"Button\"]\n34:I[70754,[\"/_
2next/static/chunks/23pal172th69p.js?dpl=dcae801\",\"/_next/static/chunks/0fif8enaf5rjy.js?dpl=dcae801\"],\"OutletBoundary\"]\n19:[\"$\",\"$L17\",\"Careers\",{\"href\":\"/careers\",\"className\":\"text-foreground/65 transition-colors hover:text-foreground\",\"children\":\"Careers\"}]\n1a:[\"$\",\"div\",null,{\"children\":[[\"$\",\"p\",null,{\"className\":\"font-body text-[12px] mb-4 font-medium uppercase tracking-widest text-foreground/65\",\"children\":\"Legal\"}],[\"$\",\"nav\",null,{\"className\":\"flex flex-col gap-2.5 text-[14px]\",\"children\":[[\"$\",\"$L17\",\"Privacy Notice\",{\"href\":\"/privacy\",\"className\":\"text-foreground/65 transition-colors hover:text-foreground\",\"children\":\"Privacy Notice\"}],[\"$\",\"$L17\",\"Terms of Service\",{\"href\":\"/terms\",\"className\":\"text-foreground/65 transition-colors hover:text-foreground\",\"children\":\"Terms of Service\"}],[\"$\",\"$L17\",\"Security\",{\"href\":\"/security\",\"className\":\"text-foreground/65 transition-colors hover:text-foreground\",\"children\":\"Security\"}],[\"$\",\"a\",\"Trust Center\",{\"href\":\"https://trust.neosigma.ai\",\"className\":\"text-foreground/65 transition-colors hover:text-foreground\",\"target\":\"_blank\",\"rel\":\"noopener noreferrer\",\"children\":\"Trust Center\"}]]}]]}]\n1b:[\"$\",\"div\",null,{\"children\":[[\"$\",\"p\",null,{\"className\":\"font-body text-[12px] mb-4 font-medium uppercase tracking-widest text-foreground/65\",\"children\":\"Contact\"}],[\"$\",\"div\",null,{\"className\":\"flex flex-col gap-2 text-[14px]\",\"children\":[[\"$\",\"span\",null,{\"className\":\"font-body text-[14px] font-normal text-foreground/65\",\"children\":\"San Francisco, CA\"}],[\"$\",\"a\",null,{\"href\":\"mailto:[email protected]\",\"className\":\"text-foreground/65 transition-colors hover:text-foreground\",\"target\":\"_blank\",\"rel\":\"noopener noreferrer\",\"children\":\"[email protected]\"}]]}]]}]\n1f:[\"$\",\"p\",null,{\"className\":\"font-body text-[16px] font-normal text-ds-light-grey\",\"children\":\"NeoSigma is the infrastructure layer for agents to learn from experience in production compounding into proprietary intelligence across users, teams and organizations.\"}]\n20:[\"$\",\"p\",null,{\"className\":\"font-body text-[16px] font-normal text-ds-light-grey\",\"children\":\"The bottleneck in building AI systems isn't writing code anymore. It's everything that comes after - building reliable intelligent systems that can sustain and improve themselves over time. We're building the future for this next generation of AI systems.\"}]\n21:[\"$\",\"div\",null,{\"className\":\"flex flex-row flex-wrap items-center gap-3 pt-1\",\"children\":[[\"$\",\"$L2f\",null,{\"href\":\"/blog\",\"variant\":\"default\",\"children\":\"Read our blogs\"}],[\"$\",\"$L2f\",null,{\"href\":\"/waitlist\",\"variant\":\"glass\",\"children\":\"Request a demo\"}]]}]\n22:[\"$\",\"p\",null,{\"className\":\"font-body text-[16px] font-normal text-ds-light-grey\",\"children\":[\"If you are interested in our mission, we would love to hear from you to\",\" \",[\"$\",\"$L17\",null,{\"href\":\"/careers\",\"className\":\"text-ds-white underline underline-offset-2 transition-colors hover:text-ds-white/80\",\"children\":\"join us\"}],\"!\"]}]\n23:[\"$\",\"div\",null,{\"className\":\"relative z-10 w-full border-y border-white/10\",\"children\":[\"$\",\"div\",null,{\"className\":\"mx-auto w-full max-w-5xl px-4 py-7 sm:px-6 lg:px-8 lg:py-5\",\"children\":[\"$\",\"p\",null,{\"className\":\"font-body text-[16px] font-normal text-ds-light-grey\",\"children\":[\"Backed by angels and leaders like \",[\"$\",\"span\",null,{\"className\":\"text-ds-white\",\"children\":\"Jeff Dean\"}],\" and others from \",[\"$\",\"span\",null,{\"className\":\"text-ds-white\",\"children\":\"OpenAI\"}],\",\",\" \",[\"$\",\"span\",null,{\"className\":\"text-ds-white\",\"children\":\"Google DeepMind\"}],\",\",\" \",[\"$\",\"span\",null,{\"className\":\"text-ds-white\",\"children\":\"World Labs\"}],\",\",\" \",[\"$\",\"span\",null,{\"className\":\"text-ds-white\",\"children\":\"Mercor\"}],\",\",\" \",[\"$\",\"span\",null,{\"className\":\"text-ds-white\",\"children\":\"Decagon\"}],\".\"]}]}]}]\n24:[\"$\",\"section\",null,{\"className\":\"w-full pt-7 pb-16 lg:py-16\",\"children\":[\"$\",\"div\",null,{\"className\":\"mx-auto w-full max-w-5xl px-4 sm:px-6 lg:px-8\",\"children\":[\"$\",\"div\",null,{\"className\":\"grid grid-cols-1 gap-2.5 lg:grid-cols-3\",\"children\":[[\"$\",\"div\",\"Shyamal Anadkat\",{\"className\":\"relative flex min-h-67.5 flex-col justify-between overflow-clip rounded-ds-lg border border-white/25 bg-white/2 p-6 sm:p-8 \",\"children\":[null,[\"$\",\"div\",null,{\"className\":\"relative z-10\",\"children\":[[\"$\",\"span\",null,{\"className\":\"block font-serif text-ds-white\",\"style\":{\"fontSize\":64,\"lineHeight\"
2:0.5},\"children\":\"â\"}],[\"$\",\"p\",null,{\"className\":\"font-body text-[16px] mt-3 font-light text-ds-white\",\"style\":{\"lineHeight\":1.48,\"letterSpacing\":\"-0.16px\"},\"children\":\"Companies that close the loop between production signals and evaluations will win.\"}]]}],[\"$\",\"div\",null,{\"className\":\"relative z-10 mt-10 flex items-center gap-3\",\"children\":[[\"$\",\"$L18\",null,{\"src\":\"/images/testimonials/shyamal.webp\",\"alt\":\"Shyamal Anadkat\",\"width\":44,\"height\":44,\"sizes\":\"44px\",\"className\":\"size-11 shrink-0 rounded-full border border-white/20 object-cover\"}],[\"$\",\"div\",null,{\"children\":[[\"$\",\"p\",null,{\"className\":\"font-body text-[14px] font-semibold leading-tight text-ds-white\",\"children\":\"Shyamal Anadkat\"}],[\"$\",\"p\",null,{\"className\":\"font-body text-[12px] font-normal mt-0.5 text-ds-light-grey\",\"style\":{\"lineHeight\":1.48},\"children\":\"ex-OpenAI, Applied Evals\"}]]}]]}]]}],[\"$\",\"div\",\"Victor Barres\",{\"className\":\"relative flex min-h-67.5 flex-col justify-between overflow-clip rounded-ds-lg border border-white/50 bg-white/2 p-6 sm:p-8 lg:col-span-2\",\"children\":[[\"$\",\"$L18\",null,{\"src\":\"/images/testimonials/card-bg-wide.png\",\"alt\":\"\",\"fill\":true,\"sizes\":\"(min-width: 1024px) 800px, 100vw\",\"className\":\"object-cover opacity-90\"}],[\"$\",\"div\",null,{\"className\":\"relative z-10\",\"children\":[[\"$\",\"span\",null,{\"className\":\"block font-serif text-ds-white\",\"style\":{\"fontSize\":64,\"lineHeight\":0.5},\"children\":\"â\"}],[\"$\",\"p\",null,{\"className\":\"font-body text-[16px] mt-3 font-light text-ds-white\",\"style\":{\"lineHeight\":1.48,\"letterSpacing\":\"-0.16px\"},\"children\":\"Intelligence in an agent is as much the ability to solve problems as it is the ability to learn from experience and adapt to an ever-changing environment. Neosigma is paving the way towards making this an operational reality.\"}]]}],[\"$\",\"div\",null,{\"className\":\"relative z-10 mt-10 flex items-center gap-3\",\"children\":[[\"$\",\"$L18\",null,{\"src\":\"/images/testimonials/victor.webp\",\"alt\":\"Victor Barres\",\"width\":44,\"height\":44,\"sizes\":\"44px\",\"className\":\"size-11 shrink-0 rounded-full border border-white/20 object-cover\"}],[\"$\",\"div\",null,{\"children\":[[\"$\",\"p\",null,{\"className\":\"font-body text-[14px] font-semibold leading-tight text-ds-white\",\"children\":\"Victor Barres\"}],[\"$\",\"p\",null,{\"className\":\"font-body text-[12px] font-normal mt-0.5 text-ds-light-grey\",\"style\":{\"lineHeight\":1.48},\"children\":\"Tau bench co-creator, Researcher at Sierra\"}]]}]]}]]}],[\"$\",\"div\",\"Chirag Mahapatra\",{\"className\":\"relative flex min-h-67.5 flex-col justify-between overflow-clip rounded-ds-lg border border-white/50 bg-white/2 p-6 sm:p-8 \",\"children\":[[\"$\",\"$L18\",null,{\"src\":\"/images/testimonials/card-bg-tall.png\",\"alt\":\"\",\"fill\":true,\"sizes\":\"(min-width: 1024px) 800px, 100vw\",\"className\":\"object-cover opacity-90\"}],[\"$\",\"div\",null,{\"className\":\"relative z-10\",\"children\":[[\"$\",\"span\",null,{\"className\":\"block font-serif text-ds-white\",\"style\":{\"fontSize\":64,\"lineHeight\":0.5},\"children\":\"â\"}],[\"$\",\"p\",null,{\"className\":\"font-body text-[16px] mt-3 font-light text-ds-white\",\"style\":{\"lineHeight\":1.48,\"letterSpacing\":\"-0.16px\"},\"children\":\"NeoSigma brings to life: turning production issues into a continuous feedback loop that improves reliability without manual overhead.\"}]]}],[\"$\",\"div\",null,{\"className\":\"relative z-10 mt-10 flex items-center gap-3\",\"children\":[[\"$\",\"$L18\",null,{\"src\":\"/images/testimonials/chirag.webp\",\"alt\":\"Chirag Mahapatra\",\"width\":44,\"height\":44,\"sizes\":\"44px\",\"className\":\"size-11 shrink-0 rounded-full border border-white/20 object-cover\"}],\"$L30\"]}]]}],\"$L31\",\"$L32\"]}]}]}]\n25:[\"$\",\"section\",null,{\"className\":\"w-full border-t border-white/10 py-16\",\"children\":[\"$\",\"div\",null,{\"className\":\"mx-auto w-full max-w-5xl px-4 sm:px-6 lg:px-8\",\"children\":[[\"$\",\"div\",null,{\"className\":\"flex items-center justify-between gap-5\",\"children\":[[\"$\",\"h2\",null,{\"ref\":\"$undefined\",\"className\":\"font-heading font-medium text-[22px] sm:text-[32px] tracking-[-0.32px] text-ds-white\",\"children\":\"Latest Updates\"}],[\"$\",\"$L2f\",null,{\"href\":\"/blog\",\"variant\":\"outline\",\"children\":\"All Blogs\"}]]}],[\"$\",\"div\",null,{\"className\":\"mt-12 grid grid-cols-1 gap-2.5 sm:grid-cols-2 lg:grid-cols-3\",\"children\":[[\"$\",\"$L17\",\"verifying-agent-traces-at-scale-with-jev\",{\"href\":\"/blog/verifying-agent-traces-at-scale-with-jev\",\"className\":\"group flex flex-col gap-6 rounded-ds-md bg-ds-blog-card p-3\",\"children\":[[\"$\",\"div\",null,{\"className\":\"relative aspect-square w-full overflow-clip rounded-ds-md border border-black bg-ds-blog-card\",\"children\":[\"$\",\"$L18\",null,{\"src\":\"/images/blog/cheaper-judges-card.1e3758bc.png\",\"alt\":\"Cheaper Judges, Denser Feedback: Verifying Agent Traces at Scale with Jev\",\"fill\":true,\"unoptimized\":true,\"sizes\":\"(min-width: 1024px) 33vw, (min-width: 640px) 50vw, 100vw\",\"className\":\"object-cover transition-transform duration-300 group-hover:scale-[1.02]\"}]}],[\"$\",\"div\",null,{\"className\":\"flex flex-col gap-3\",\"children\":[[\"$\",\"p\",null,{\"className\":\"font-body text-[20px] font-normal text-ds-white\",\"children\":\"Cheaper Judges, Denser Feedback: Verifying Agent Traces at Scale with Jev\"}],[\"$\",\"div\",null,{\"className\":\"flex items-center gap-2\",\"children\":[[\"$\",\"span\",null,{\"className\":\"font-body text-[14px] font-semibold text-ds-light-grey\",\"children\":\"Product\"}],[\"$\",\"span\",null,{\"className\":\"font-body text-[14px] font-normal text-ds-light-grey\",\"children\":\"â¢\"}],[\"$\",\"span\",null,{\"className\":\"font-body text-[14px] font-normal text-ds-light-grey\",\"children\":\"Sep 26, 2026\"}]]}]]}]]}],[\"$\",\"$L17\",\"investigating-the-optimal-harness-for-a-model\",{\"href\":\"/blog/investigating-the-optimal-harness-for-a-model\",\"className\":\"group flex flex-col gap-6 rounded-ds-md bg-ds-blog-card p-3\",\"children\":[[\"$\",\"div\",null,{\"className\":\"relative aspect-square w-full overflow-clip rounded-ds-md border border-black bg-ds-blog-card\",\"children\":[\"$\",\"$L18\",null,{\"src\":\"/images/blog/harnesses-card.png\",\"alt\":\"The Scaffolding Tax: Investigating the Optimal Harness for a Model\",\"fill\":true,\"unoptimized\":true,\"sizes\":\"(min-width: 1024px) 33vw, (min-width: 640px) 50vw, 100vw\",\"className\":\"object-cover transition-transform duration-300 group-hover:scale-[1.02]\"}]}],[\"$\",\"div\",null,{\"className\":\"flex flex-col gap-3\",\"children\":[[\"$\",\"p\",null,{\"className\":\"font-body text-[20px] font-normal text-ds-white\",\"children\":\"The Scaffolding Tax: Investigating the Optimal Harness for a Model\"}],[\"$\",\"div\",null,{\"className\":\"flex items-center gap-2\",\"children\":[[\"$\",\"span\",null,{\"className\":\"font-body text-[14px] font-semibold text-ds-light-grey\",\"children\":\"Research\"}],[\"$\",\"span\",null,{\"className\":\"font-body text-[14px] font-normal text-ds-light-grey\",\"children\":\"â¢\"}],[\"$\",\"span\",null,{\"className\":\"font-body text-[14px] font-normal text-ds-light-grey\",\"children\":\"Aug 12, 2026\"}]]}]]}]]}],[\"$\",\"$L17\",\"agent-workspaces\",{\"href\":\"/blog/agent-workspaces\",\"className\":\"group flex flex-col gap-6 rounded-ds-md bg-ds-blog-card p-3\",\"children\":[[\"$\",\"div\",null,{\"className\":\"relative aspect-square w-full overflow-clip rounded-ds-md border border-black bg-ds-blog-card\",\"children\":[\"$\",\"$L18\",null,{\"src\":\"/images/blog/agent-workspaces-card.png\",\"alt\":\"Workspaces: How We Built Sandbox Infrastru
2cture for Autonomous Agents\",\"fill\":true,\"unoptimized\":true,\"sizes\":\"(min-width: 1024px) 33vw, (min-width: 640px) 50vw, 100vw\",\"className\":\"object-cover transition-transform duration-300 group-hover:scale-[1.02]\"}]}],[\"$\",\"div\",null,{\"className\":\"flex flex-col gap-3\",\"children\":[[\"$\",\"p\",null,{\"className\":\"font-body text-[20px] font-normal text-ds-white\",\"children\":\"Workspaces: How We Built Sandbox Infrastructure for Autonomous Agents\"}],\"$L33\"]}]]}]]}]]}]}]\n26:[\"$\",\"section\",null,{\"className\":\"w-full border-t border-white/10 px-6 py-16\",\"children\":[\"$\",\"div\",null,{\"className\":\"relative mx-auto flex min-h-106 w-full max-w-352 items-center justify-center overflow-clip rounded-ds-md\",\"style\":{\"backgroundImage\":\"linear-gradient(90deg, rgba(0,0,0,0.2), rgba(0,0,0,0.2)), linear-gradient(180deg, #171b24 3.3%, #36404f 25%, rgba(110,123,142,0.78) 52.5%, #36404f 75.8%, #171b24 100%)\"},\"children\":[[\"$\",\"div\",null,{\"className\":\"pointer-events-none absolute\",\"style\":{\"left\":\"35%\",\"top\":\"78%\",\"height\":239,\"width\":390,\"background\":\"#d6a078\",\"filter\":\"blur(165.7px)\"}}],[\"$\",\"div\",null,{\"className\":\"pointer-events-none absolute inset-0 opacity-55 mix-blend-color-dodge\",\"children\":[\"$\",\"$L18\",null,{\"src\":\"/images/blog/cta-texture.jpg\",\"alt\":\"\",\"fill\":true,\"sizes\":\"100vw\",\"className\":\"object-cover\"}]}],[\"$\",\"div\",null,{\"className\":\"relative z-10 flex w-full max-w-5xl flex-col items-center gap-6 px-6 text-center\",\"children\":[[\"$\",\"h2\",null,{\"ref\":\"$undefined\",\"className\":\"font-heading font-medium tracking-[-0.48px] ds-text-gradient-light text-[32px] sm:text-[44px] lg:text-[52px]\",\"children\":\"Close the loop on your agents.\"}],null,[\"$\",\"$L2f\",null,{\"href\":\"/waitlist\",\"variant\":\"default\",\"children\":\"Request a demo\"}]]}]]}]}]\n27:[\"$\",\"script\",\"script-0\",{\"src\":\"/_next/static/chunks/1znf_bmprrl1u.js?dpl=dcae801\",\"async\":true,\"nonce\":\"$undefined\"}]\n28:[\"$\",\"script\",\"script-1\",{\"src\":\"/_next/static/chunks/4141zakaleo2a.js?dpl=dcae801\",\"async\":true,\"nonce\":\"$undefined\"}]\n29:[\"$\",\"$L34\",null,{\"children\":[\"$\",\"$2d\",null,{\"name\":\"Next.MetadataOutlet\",\"children\":\"$@35\"}]}]\n30:[\"$\",\"div\",null,{\"children\":[[\"$\",\"p\",null,{\"className\":\"font-body text-[14px] font-semibold leading-tight text-ds-white\",\"children\":\"Chirag Mahapatra\"}],[\"$\",\"p\",null,{\"className\":\"font-body text-[12px] font-normal mt-0.5 text-ds-light-grey\",\"style\":{\"lineHeight\":1.48},\"children\":\"Director of Engineering, Mercor\"}]]}]\n31:[\"$\",\"div\",\"Reah Miyara\",{\"className\":\"relative flex min-h-67.5 flex-col justify-between overflow-clip rounded-ds-lg border border-white/25 bg-white/2 p-6 sm:p-8 \",\"children\":[null,[\"$\",\"div\",null,{\"className\":\"relative z-10\",\"children\":[[\"$\",\"span\",null,{\"className\":\"block font-serif text-ds-white\",\"style\":{\"fontSize\":64,\"lineHeight\":0.5},\"children\":\"â\"}],[\"$\",\"p\",null,{\"className\":\"font-body text-[16px] mt-3 font-light text-ds-white\",\"style\":{\"lineHeight\":1.48,\"letterSpacing\":\"-0.16px\"},\"children\":\"Transforming performance in production environments requires much more than better models. It requires systems that learn from their own mistakes at scale.\"}]]}],[\"$\",\"div\",null,{\"className\":\"relative z-10 mt-10 flex items-center gap-3\",\"children\":[[\"$\",\"$L18\",null,{\"src\":\"/images/testimonials/reah.webp\",\"alt\":\"Reah Miyara\",\"width\":44,\"height\":44,\"sizes\":\"44px\",\"className\":\"size-11 shrink-0 rounded-full border border-white/20 object-cover\"}],[\"$\",\"div\",null,{\"children\":[[\"$\",\"p\",null,{\"className\":\"font-body text-[14px] font-semibold leading-tight text-ds-white\",\"children\":\"Reah Miyara\"}],[\"$\",\"p\",null,{\"className\":\"font-body text-[12px] font-normal mt-0.5 text-ds-light-grey\",\"style\":{\"lineHeight\":1.48},\"children\":\"Senior Director, Google · ex-OpenAI Post-Training\"}]]}]]}]]}]\n32:[\"$\",\"div\",\"Manoj Soundararajan\",{\"className\":\"relative flex min-h-67.5 flex-col justify-between overflow-clip rounded-ds-lg border border-white/25 bg-white/2 p-6 sm:p-8 \",\"children\":[null,[\"$\",\"div\",null,{\"className\":\"relative z-10\",\"children\":[[\"$\",\"span\",null,{\"className\":\"block font-serif text-ds-white\",\"style\":{\"fontSize\":64,\"lineHeight\"
2:0.5},\"children\":\"â\"}],[\"$\",\"p\",null,{\"className\":\"font-body text-[16px] mt-3 font-light text-ds-white\",\"style\":{\"lineHeight\":1.48,\"letterSpacing\":\"-0.16px\"},\"children\":\"NeoSigma addresses the challenge of making agents reliable by catching regressions, debugging failures, and maintaining evaluations and reliability as systems evolve and user behaviors drift.\"}]]}],[\"$\",\"div\",null,{\"className\":\"relative z-10 mt-10 flex items-center gap-3\",\"children\":[[\"$\",\"$L18\",null,{\"src\":\"/images/testimonials/manoj.webp\",\"alt\":\"Manoj Soundararajan\",\"width\":44,\"height\":44,\"sizes\":\"44px\",\"className\":\"size-11 shrink-0 rounded-full border border-white/20 object-cover\"}],[\"$\",\"div\",null,{\"children\":[[\"$\",\"p\",null,{\"className\":\"font-body text-[14px] font-semibold leading-tight text-ds-white\",\"children\":\"Manoj Soundararajan\"}],[\"$\",\"p\",null,{\"className\":\"font-body text-[12px] font-normal mt-0.5 text-ds-light-grey\",\"style\":{\"lineHeight\":1.48},\"children\":\"Product @Decagon\"}]]}]]}]]}]\n33:[\"$\",\"div\",null,{\"className\":\"flex items-center gap-2\",\"children\":[[\"$\",\"span\",null,{\"className\":\"font-body text-[14px] font-semibold text-ds-light-grey\",\"children\":\"Engineering\"}],[\"$\",\"span\",null,{\"className\":\"font-body text-[14px] font-normal text-ds-light-grey\",\"children\":\"â¢\"}],[\"$\",\"span\",null,{\"className\":\"font-body text-[14px] font-normal text-ds-light-grey\",\"children\":\"Jul 17, 2026\"}]]}]\n2b:[[\"$\",\"meta\",\"0\",{\"charSet\":\"utf-8\"}],[\"$\",\"meta\",\"1\",{\"name\":\"viewport\",\"content\":\"width=device-width, initial-scale=1, maximum-scale=5\"}]]\n36:I[18087,[\"/_next/static/chunks/23pal172th69p.js?dpl=dcae801\",\"/_next/static/chunks/0fif8enaf5rjy.js?dpl=dcae801\"],\"IconMark\"]\n2e:[[\"$\",\"title\",\"0\",{\"children\":\"NeoSigma\"}],[\"$\",\"meta\",\"1\",{\"name\":\"description\",\"content\":\"Closing the feedback loop in production.\"}],[\"$\",\"meta\",\"2\",{\"name\":\"robots\",\"content\":\"index, follow\"}],[\"$\",\"link\",\"3\",{\"rel\":\"canonical\",\"href\":\"https://neosigma.ai\"}],[\"$\",\"meta\",\"4\",{\"property\":\"og:title\",\"content\":\"NeoSigma â Closing the feedback loop in production.\"}],[\"$\",\"meta\",\"5\",{\"property\":\"og:description\",\"content\":\"Closing the feedback loop in production.\"}],[\"$\",\"meta\",\"6\",{\"property\":\"og:url\",\"content\":\"https://neosigma.ai\"}],[\"$\",\"meta\",\"7\",{\"property\":\"og:image\",\"content\":\"https://neosigma.ai/images/logos/og-image.png\"}],[\"$\",\"meta\",\"8\",{\"property\":\"og:image:width\",\"content\":\"1200\"}],[\"$\",\"meta\",\"9\",{\"property\":\"og:image:height\",\"content\":\"630\"}],[\"$\",\"meta\",\"10\",{\"property\":\"og:image:alt\",\"content\":\"NeoSigma â Closing the feedback loop in production.\"}],[\"$\",\"meta\",\"11\",{\"property\":\"og:type\",\"content\":\"website\"}],[\"$\",\"meta\",\"12\",{\"name\":\"twitter:card\",\"content\":\"summary_large_image\"}],[\"$\",\"meta\",\"13\",{\"name\":\"twitter:site\",\"content\":\"@neosigma_ai\"}],[\"$\",\"meta\",\"14\",{\"name\":\"twitter:title\",\"content\":\"NeoSigma â Closing the feedback loop in production.\"}],[\"$\",\"meta\",\"15\",{\"name\":\"twitter:description\",\"content\":\"Closing the feedback loop in production.\"}],[\"$\",\"meta\",\"16\",{\"name\":\"twitter:image\",\"content\":\"https://neosigma.ai/images/logos/og-image.png\"}],[\"$\",\"link\",\"17\",{\"rel\":\"icon\",\"href\":\"/favicon.ico?favicon.2jhf25jfahkfx.ico?dpl=dcae801\",\"sizes\":\"256x256\",\"type\":\"image/x-icon\"}],[\"$\",\"$L36\",\"18\",{}]]\n35:null\n"])</script>
2</body></html>
Line numbers count LF bytes from the start of the resource, as the search results do. Vendor segments are library code the classifier recognised; they are stored but not indexed. Bytes are shown as Latin1 characters, one per byte.