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<!DOCTYPE html>
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<head><script src="/livereload.js?mindelay=10&amp;v=2&amp;port=1313&amp;path=livereload" data-no-instant defer></script><meta charset="UTF-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
<title>Elias Kohout</title>
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<main class="page-content">
<h1>LLM Confidence Chat Interface</h1>
<p class="tags">
<span class="tag">Python</span>
<span class="tag">ML</span>
<span class="tag">Full-Stack</span>
</p>
<div class="project-links">
<a href="https://github.com/yourusername/project">[Code]</a>
<a href="https://demo.example.com">[Live Demo]</a>
</div>
<article class="project-body">
<h2 id="problem">Problem</h2>
<p>Non-technical users have no way to assess how confident an LLM is in its responses.</p>
<h2 id="approach">Approach</h2>
<p>Built an interactive chat interface integrating lm-polygraph for
uncertainty estimation with an intuitive visualization layer.</p>
<h2 id="tech-stack">Tech Stack</h2>
<ul>
<li>Python, FastAPI</li>
<li>lm-polygraph</li>
<li>React</li>
</ul>
<h2 id="challenges--learnings">Challenges &amp; Learnings</h2>
<p>Translating probabilistic outputs into user-friendly visual indicators
while keeping the interface responsive.</p>
</article>
<div class="back-link">
<a href="/projects/">← all projects</a>
</div>
</main>
</body>
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