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<html>
<head>
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<body>

<div class="center">
  <h1>Tinman Lab</h1>
  <h3>Autonomous Machines. Second-Order Systems.</h3>
  <div class="sub">AGENT MEMORY &middot; ADVERSARIAL SAFETY &middot; AGENTIC ECONOMY &middot; PERCEPTION SYSTEMS &middot; APPLIED RESEARCH</div>
</div>

<hr />

<p>We build on-device AI systems that reason, remember, and self-correct — small models designed to run autonomously at the edge with calibrated uncertainty and adversarial robustness.</p>

<h2>Research Areas</h2>

<ul>
  <li><strong>Agent Memory</strong> — Encrypted semantic memory infrastructure for persistent agent context</li>
  <li><strong>Adversarial Safety</strong> — Multi-agent stress-testing and trust verification for autonomous systems</li>
  <li><strong>Perception Systems</strong> — On-device vision, voice, and multimodal understanding</li>
  <li><strong>Disposition Distillation</strong> — Training behavioral tendencies (planning, uncertainty acknowledgment, self-verification) into sub-billion parameter model weights via all-MIT multi-teacher distillation</li>
</ul>

<h2>Research Releases</h2>

<table>
  <thead>
    <tr><th>Model</th><th>Size</th><th>Description</th></tr>
  </thead>
  <tbody>
    <tr>
      <td><a href="https://huggingface.co/Tinman-Lab/tinman-code-0.6B">tinman-code-0.6B</a></td>
      <td>418 MB</td>
      <td>Research release — Disposition Distillation proof-of-concept on Qwen3-0.6B</td>
    </tr>
  </tbody>
</table>

<h2>Links</h2>

<p class="links">
  <a href="https://tinmanlab.com">Website</a>
  <a href="https://github.com/tinmanlabsl/">GitHub</a>
  <span style="color: #888;">Research Paper — coming soon</span>
</p>

</body>
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