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Merge pull request #140 from Yif-Yang/docs/technical-blog-gating-reflection

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docs: launch SkillOpt Technical Blog
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Yifan Yang
2026-07-15 03:14:20 +09:00
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README.md
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<a href="https://trendshift.io/repositories/38498?utm_source=trendshift-badge&utm_medium=badge&utm_campaign=badge-trendshift-38498" target="_blank" rel="noopener noreferrer"><img src="https://trendshift.io/api/badge/trendshift/repositories/38498/weekly?language=Python" alt="microsoft%2FSkillOpt | Trendshift" width="250" height="55"/></a>
</p>
> 📖 **For installation, data preparation, training/eval commands, configuration, and framework internals, start with the versioned [SkillOpt documentation](https://github.com/microsoft/SkillOpt/blob/main/docs/index.md). A concise rendered overview is available in the [Documentation & Reproduction Guide](https://microsoft.github.io/SkillOpt/docs/guideline.html). We also maintain a [Changelog](CHANGELOG.md) for released and unreleased changes.**
> 📖 **For installation, data preparation, training/eval commands, configuration, and framework internals, start with the versioned [SkillOpt documentation](https://github.com/microsoft/SkillOpt/blob/main/docs/index.md). A concise rendered overview is available in the [Documentation & Reproduction Guide](https://microsoft.github.io/SkillOpt/docs/guideline.html), and longer-form engineering analysis appears on the [Technical Blog](https://microsoft.github.io/SkillOpt/blog/). We also maintain a [Changelog](CHANGELOG.md) for released and unreleased changes.**
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blog/gating-reflection-safe-updates/index.html
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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1">
<title>SkillOpt Technical Blog</title>
<meta name="description" content="Technical notes from the SkillOpt team on skill optimization, evaluation, safety, and agent learning systems.">
<link rel="canonical" href="https://microsoft.github.io/SkillOpt/blog/">
<meta property="og:type" content="website">
<meta property="og:site_name" content="SkillOpt">
<meta property="og:title" content="SkillOpt Technical Blog">
<meta property="og:description" content="Technical notes on skill optimization, evaluation, safety, and agent learning systems.">
<meta property="og:url" content="https://microsoft.github.io/SkillOpt/blog/">
<meta property="og:image" content="https://microsoft.github.io/SkillOpt/skillopt-assets/teaser-1.png">
<meta name="twitter:card" content="summary_large_image">
<meta name="twitter:title" content="SkillOpt Technical Blog">
<meta name="twitter:description" content="Technical notes on skill optimization, evaluation, safety, and agent learning systems.">
<meta name="twitter:image" content="https://microsoft.github.io/SkillOpt/skillopt-assets/teaser-1.png">
<link rel="icon" href="data:image/svg+xml,%3Csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 100 100'%3E%3Crect width='100' height='100' rx='16' fill='%23245fc7'/%3E%3Ctext x='50' y='68' text-anchor='middle' font-size='58' font-family='Arial' font-weight='700' fill='white'%3ES%3C/text%3E%3C/svg%3E">
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</style>
</head>
<body>
<a class="skip-link" href="#main-content">Skip to content</a>
<header>
<div class="header-inner">
<a class="brand" href="../">SkillOpt</a>
<nav aria-label="Site navigation">
<a href="../">Project</a>
<a href="../docs/guideline.html">Documentation</a>
<a href="https://arxiv.org/abs/2605.23904">Paper</a>
<a href="https://github.com/microsoft/SkillOpt">Code</a>
</nav>
</div>
</header>
<main id="main-content">
<span class="eyebrow">Microsoft Research · SkillOpt</span>
<h1>Technical Blog</h1>
<p class="intro">Scoped experiments and engineering notes on optimizing agent skills, evaluating text-space updates, and deploying self-improving systems responsibly.</p>
<section class="post-list" aria-labelledby="latest-posts">
<h2 id="latest-posts">Latest posts</h2>
<article class="post-card">
<div>
<div class="meta"><time datetime="2026-07-14">July 14, 2026</time> · Ziwei Zhou, Ziyang Gong, and Yifan Yang</div>
<h2><a href="gating-reflection-safe-updates/">SkillOpt Ablations and Sleep: When Should an Agent Accept, Gate, or Reflect on Skill Updates?</a></h2>
<p class="summary">A descriptive analysis of 499 completed SkillOpt run summaries, plus a controlled five-night SkillOpt-Sleep study, examines the trade-offs between exploration, validation gates, partial-credit signals, and compact reflection memory.</p>
</div>
<a class="read-link" href="gating-reflection-safe-updates/" aria-label="Read SkillOpt Ablations and Sleep">Read article →</a>
</article>
</section>
</main>
<footer>SkillOpt Technical Blog · <a href="https://github.com/microsoft/SkillOpt">github.com/microsoft/SkillOpt</a></footer>
</body>
</html>
docs/guideline.html
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<strong>Skill<span>Opt</span></strong>
<span class="spacer"></span>
<a class="optional" href="https://arxiv.org/abs/2605.23904">Paper</a>
<a class="optional" href="https://microsoft.github.io/SkillOpt/blog/">Blog</a>
<a href="https://github.com/microsoft/SkillOpt">GitHub</a>
</header>
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<footer>
SkillOpt · <a href="https://github.com/microsoft/SkillOpt">github.com/microsoft/SkillOpt</a>
· <a href="https://microsoft.github.io/SkillOpt/blog/">Technical Blog</a>
· <a href="https://arxiv.org/abs/2605.23904">arXiv:2605.23904</a><br>
This public overview intentionally avoids duplicating the complete,
fast-changing configuration surface. Follow the linked versioned
index.html
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<a href="#evolution">Evolution</a>
<a href="#transfer">Transfer</a>
<a href="#citation">Citation</a>
<a href="https://microsoft.github.io/SkillOpt/blog/">Blog</a>
<a href="https://github.com/microsoft/SkillOpt/blob/main/docs/index.md" target="_blank" rel="noopener">Docs</a>
<a href="https://github.com/microsoft/SkillOpt" target="_blank" rel="noopener">Code</a>
</nav>
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<footer class="footer">
<span>SkillOpt: Executive Strategy for Self-Evolving Agent Skills</span>
<span><a href="https://github.com/microsoft/SkillOpt/blob/main/docs/index.md" target="_blank" rel="noopener">Docs</a> / <a href="https://github.com/microsoft/SkillOpt" target="_blank" rel="noopener">Code</a> / <a href="#citation">Citation</a></span>
<span><a href="https://microsoft.github.io/SkillOpt/blog/">Blog</a> / <a href="https://github.com/microsoft/SkillOpt/blob/main/docs/index.md" target="_blank" rel="noopener">Docs</a> / <a href="https://github.com/microsoft/SkillOpt" target="_blank" rel="noopener">Code</a> / <a href="#citation">Citation</a></span>
</footer>
</main>
<script>
mkdocs.yml
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nav:
- Home: index.md
- Technical Blog: https://microsoft.github.io/SkillOpt/blog/
- Getting Started:
- Installation: guide/installation.md
- First Experiment: guide/first-experiment.md
skillopt.html
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<a href="#evolution">Evolution</a>
<a href="#transfer">Transfer</a>
<a href="#citation">Citation</a>
<a href="https://microsoft.github.io/SkillOpt/blog/">Blog</a>
<a href="https://github.com/microsoft/SkillOpt/blob/main/docs/index.md" target="_blank" rel="noopener">Docs</a>
<a href="https://github.com/microsoft/SkillOpt" target="_blank" rel="noopener">Code</a>
</nav>
@@ -2428,7 +2429,7 @@
<footer class="footer">
<span>SkillOpt: Executive Strategy for Self-Evolving Agent Skills</span>
<span><a href="https://github.com/microsoft/SkillOpt/blob/main/docs/index.md" target="_blank" rel="noopener">Docs</a> / <a href="https://github.com/microsoft/SkillOpt" target="_blank" rel="noopener">Code</a> / <a href="#citation">Citation</a></span>
<span><a href="https://microsoft.github.io/SkillOpt/blog/">Blog</a> / <a href="https://github.com/microsoft/SkillOpt/blob/main/docs/index.md" target="_blank" rel="noopener">Docs</a> / <a href="https://github.com/microsoft/SkillOpt" target="_blank" rel="noopener">Code</a> / <a href="#citation">Citation</a></span>
</footer>
</main>
<script>