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<!doctype html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="description" content="DeepAgentLabs builds open standards and tools to observe, optimize, and stress-test production AI systems.">
<meta name="theme-color" content="#07110e">
<meta property="og:title" content="DeepAgentLabs — AI operations, built in the open">
<meta property="og:description" content="A specification-first ecosystem for observable, efficient, and resilient AI systems.">
<meta property="og:type" content="website">
<meta property="og:url" content="https://deepagentlabs.github.io/">
<title>DeepAgentLabs — Open AI Operations</title>
<link rel="stylesheet" href="assets/styles.css?v=3">
<script src="assets/site.js" defer></script>
</head>
<body>
<a class="skip-link" href="#main">Skip to content</a>
<header class="site-header">
<a class="brand" href="#top" aria-label="DeepAgentLabs home">
<span class="brand-logo" aria-hidden="true"></span>
<span>DeepAgentLabs</span>
</a>
<button class="nav-toggle" type="button" aria-expanded="false" aria-controls="site-nav">Menu</button>
<nav id="site-nav" aria-label="Primary navigation">
<a href="#ecosystem">Ecosystem</a>
<a href="#standard">Specification</a>
<a href="#roadmap">Roadmap</a>
<a href="#newsletter">Newsletter</a>
<a class="nav-cta" href="https://github.com/DeepAgentLabs">GitHub <span aria-hidden="true">↗</span></a>
</nav>
</header>
<main id="main">
<section class="hero" id="top">
<div class="hero-copy">
<p class="eyebrow"><span class="status-dot"></span> Building in the open</p>
<h1>AI operations need a <em>shared language.</em></h1>
<p class="hero-lede">DeepAgentLabs is a specification-first ecosystem for understanding how AI systems run, what they cost, and how they fail.</p>
<div class="hero-actions">
<a class="button button-primary" href="https://github.com/DeepAgentLabs/ai-operations-spec">Explore the specification</a>
<a class="button button-secondary" href="#ecosystem">See the ecosystem</a>
</div>
<div class="hero-proof" aria-label="Project principles">
<span>Language-neutral</span><span>Framework-agnostic</span><span>Local-first</span>
</div>
</div>
<div class="system-card" aria-label="DeepAgentLabs ecosystem model">
<div class="system-card-top"><span>ECOSYSTEM / 01</span><span class="pulse">LIVE</span></div>
<div class="spec-node">
<span class="node-index">00</span>
<div><strong>AI Operations Specification</strong><small>Shared operational contract</small></div>
</div>
<div class="connector" aria-hidden="true"></div>
<div class="tool-grid">
<div class="tool-node"><span>01</span><strong>AgenticLens</strong><small>Observe + optimize</small></div>
<div class="tool-node"><span>02</span><strong>Agentic Chaos</strong><small>Stress + validate</small></div>
<div class="tool-node"><span>03</span><strong>DeepAgent MCP</strong><small>Expose + operate</small></div>
</div>
<div class="system-footer"><span>One model</span><span>Multiple implementations</span></div>
</div>
</section>
<section class="manifesto section-shell">
<p class="section-label">The premise</p>
<p class="manifesto-copy">Most AI tooling starts with a dashboard. We start with the <strong>operational contract</strong> underneath it—so every runtime, evaluator, and resilience tool can describe the same system consistently.</p>
</section>
<section class="ecosystem section-shell" id="ecosystem">
<div class="section-heading">
<div><p class="section-label">The ecosystem</p><h2>Independent tools.<br>A common foundation.</h2></div>
<p>Each project is useful on its own and more powerful when combined through the shared specification.</p>
</div>
<div class="project-grid">
<article class="project-card project-spec">
<div class="project-meta"><span>FOUNDATION</span><span>v0.1 draft</span></div>
<h3>AI Operations<br>Specification</h3>
<p>The language-neutral model for workflows, runs, agents, model interactions, evaluations, safety, reliability, and incidents.</p>
<a href="https://github.com/DeepAgentLabs/ai-operations-spec">Read the standard <span aria-hidden="true">→</span></a>
</article>
<article class="project-card">
<div class="project-meta"><span>OBSERVABILITY</span><span>Python</span></div>
<h3>AgenticLens</h3>
<p>Profile AI workflows locally. See token usage, latency, cost, and concrete opportunities to reduce waste.</p>
<a href="https://github.com/DeepAgentLabs/agenticlens">View AgenticLens <span aria-hidden="true">→</span></a>
</article>
<article class="project-card">
<div class="project-meta"><span>RESILIENCE</span><span>Python</span></div>
<h3>Agentic Chaos</h3>
<p>Inject provider failures, corrupted outputs, tool errors, and agent faults before production does.</p>
<a href="https://github.com/DeepAgentLabs/agentic-chaos">View Agentic Chaos <span aria-hidden="true">→</span></a>
</article>
<article class="project-card">
<div class="project-meta"><span>CONTROL PLANE</span><span>MCP</span></div>
<h3>DeepAgent MCP</h3>
<p>A thin MCP-native interface for analyzing, comparing, and operating on shared AI operations artifacts.</p>
<a href="https://github.com/DeepAgentLabs/mcp-server">View the MCP server <span aria-hidden="true">→</span></a>
</article>
</div>
</section>
<section class="standard section-shell" id="standard">
<div class="standard-copy">
<p class="section-label">Specification first</p>
<h2>Define meaning before implementation.</h2>
<p>Workflows and runs are not the same thing. A retry is not automatically an incident. A completed run can still fail an evaluation. The specification makes these boundaries portable.</p>
<a class="text-link" href="https://github.com/DeepAgentLabs/ai-operations-spec/tree/main/specification/v0.1">Review the v0.1 concepts <span aria-hidden="true">↗</span></a>
</div>
<ol class="principle-list">
<li><span>01</span><div><strong>Shared object model</strong><p>Consistent concepts for runtime activity and operational evidence.</p></div></li>
<li><span>02</span><div><strong>Semantic conventions</strong><p>Stable AI-native event meanings, independent of framework or transport.</p></div></li>
<li><span>03</span><div><strong>Portable artifacts</strong><p>Schema-backed evidence any conforming tool can produce or consume.</p></div></li>
<li><span>04</span><div><strong>Additive extensions</strong><p>Room for new systems without fragmenting the common core.</p></div></li>
</ol>
</section>
<section class="roadmap section-shell" id="roadmap">
<div class="section-heading compact">
<div><p class="section-label">Open roadmap</p><h2>From vocabulary<br>to interoperability.</h2></div>
<a class="text-link" href="https://github.com/DeepAgentLabs/ai-operations-spec/blob/main/ROADMAP.md">Full roadmap <span aria-hidden="true">↗</span></a>
</div>
<div class="roadmap-track">
<article class="phase active"><span>v0.1</span><strong>Core concepts</strong><small>Now</small></article>
<article class="phase"><span>v0.2</span><strong>Relationships</strong><small>Next</small></article>
<article class="phase"><span>v0.3</span><strong>Semantics</strong><small>Planned</small></article>
<article class="phase"><span>v0.4</span><strong>JSON Schemas</strong><small>Planned</small></article>
<article class="phase"><span>v1.0</span><strong>Stable standard</strong><small>North star</small></article>
</div>
</section>
<section class="newsletter section-shell" id="newsletter">
<div class="newsletter-inner">
<div class="newsletter-copy">
<p class="section-label">DeepAgent Labs Newsletter</p>
<h2>Get AgenticLens<br>updates in your inbox.</h2>
<p>Release notes, profiling techniques, and early access to new AgenticLens features. No spam, unsubscribe anytime.</p>
</div>
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<button type="submit" class="button button-primary">Subscribe</button>
</form>
</div>
</section>
<section class="cta section-shell">
<p class="section-label">Build with us</p>
<h2>Help define how AI systems are operated.</h2>
<p>The standard is early by design. This is the moment for framework authors, AI engineers, and reliability teams to shape it.</p>
<div class="hero-actions">
<a class="button button-light" href="https://github.com/DeepAgentLabs/ai-operations-spec">Join the discussion</a>
<a class="button button-ghost" href="https://github.com/DeepAgentLabs">Follow on GitHub</a>
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</section>
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<footer>
<a class="brand" href="#top"><span class="brand-logo" aria-hidden="true"></span><span>DeepAgentLabs</span></a>
<p>Open infrastructure for observable, efficient, and resilient AI. <a class="social-link" href="https://www.linkedin.com/company/133447532/" target="_blank" rel="noopener noreferrer" aria-label="DeepAgentLabs on LinkedIn">LinkedIn <span aria-hidden="true">↗</span></a></p>
<p>© <span id="year">2026</span> DeepAgentLabs</p>
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