docs: launch SkillOpt Technical Blog
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Yif-Yang
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> 📖 **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.**
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> 📖 **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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<meta charset="utf-8">
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<title>SkillOpt Technical Blog</title>
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<meta name="description" content="Technical notes from the SkillOpt team on skill optimization, evaluation, safety, and agent learning systems.">
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<link rel="canonical" href="https://microsoft.github.io/SkillOpt/blog/">
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<meta property="og:title" content="SkillOpt Technical Blog">
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<meta property="og:description" content="Technical notes on skill optimization, evaluation, safety, and agent learning systems.">
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<meta property="og:url" content="https://microsoft.github.io/SkillOpt/blog/">
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<meta name="twitter:title" content="SkillOpt Technical Blog">
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<meta name="twitter:description" content="Technical notes on skill optimization, evaluation, safety, and agent learning systems.">
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<meta name="twitter:image" content="https://microsoft.github.io/SkillOpt/skillopt-assets/teaser-1.png">
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<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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<body>
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<a class="skip-link" href="#main-content">Skip to content</a>
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<header>
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<div class="header-inner">
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<a class="brand" href="../">SkillOpt</a>
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<nav aria-label="Site navigation">
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<a href="../">Project</a>
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<a href="../docs/guideline.html">Documentation</a>
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<a href="https://arxiv.org/abs/2605.23904">Paper</a>
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<a href="https://github.com/microsoft/SkillOpt">Code</a>
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</nav>
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</div>
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</header>
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<main id="main-content">
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<span class="eyebrow">Microsoft Research · SkillOpt</span>
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<h1>Technical Blog</h1>
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<p class="intro">Scoped experiments and engineering notes on optimizing agent skills, evaluating text-space updates, and deploying self-improving systems responsibly.</p>
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<section class="post-list" aria-labelledby="latest-posts">
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<h2 id="latest-posts">Latest posts</h2>
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<article class="post-card">
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<div>
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<div class="meta"><time datetime="2026-07-14">July 14, 2026</time> · Ziwei Zhou, Ziyang Gong, and Yifan Yang</div>
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<h2><a href="gating-reflection-safe-updates/">SkillOpt Ablations and Sleep: When Should an Agent Accept, Gate, or Reflect on Skill Updates?</a></h2>
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<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>
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</div>
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<a class="read-link" href="gating-reflection-safe-updates/" aria-label="Read SkillOpt Ablations and Sleep">Read article →</a>
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</article>
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</section>
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</main>
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<footer>SkillOpt Technical Blog · <a href="https://github.com/microsoft/SkillOpt">github.com/microsoft/SkillOpt</a></footer>
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<strong>Skill<span>Opt</span></strong>
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<strong>Skill<span>Opt</span></strong>
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<span class="spacer"></span>
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<span class="spacer"></span>
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<a class="optional" href="https://arxiv.org/abs/2605.23904">Paper</a>
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<a class="optional" href="https://arxiv.org/abs/2605.23904">Paper</a>
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<a class="optional" href="https://microsoft.github.io/SkillOpt/blog/">Blog</a>
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<a href="https://github.com/microsoft/SkillOpt">GitHub</a>
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<a href="https://github.com/microsoft/SkillOpt">GitHub</a>
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@@ -537,6 +538,7 @@ python -m mkdocs build --strict</code></pre>
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<footer>
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<footer>
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SkillOpt · <a href="https://github.com/microsoft/SkillOpt">github.com/microsoft/SkillOpt</a>
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SkillOpt · <a href="https://github.com/microsoft/SkillOpt">github.com/microsoft/SkillOpt</a>
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· <a href="https://microsoft.github.io/SkillOpt/blog/">Technical Blog</a>
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· <a href="https://arxiv.org/abs/2605.23904">arXiv:2605.23904</a><br>
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· <a href="https://arxiv.org/abs/2605.23904">arXiv:2605.23904</a><br>
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This public overview intentionally avoids duplicating the complete,
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This public overview intentionally avoids duplicating the complete,
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fast-changing configuration surface. Follow the linked versioned
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fast-changing configuration surface. Follow the linked versioned
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<a href="#evolution">Evolution</a>
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<a href="#evolution">Evolution</a>
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<a href="#transfer">Transfer</a>
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<a href="#transfer">Transfer</a>
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<a href="#citation">Citation</a>
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<a href="#citation">Citation</a>
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<a href="https://microsoft.github.io/SkillOpt/blog/">Blog</a>
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<a href="https://github.com/microsoft/SkillOpt/blob/main/docs/index.md" target="_blank" rel="noopener">Docs</a>
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<a href="https://github.com/microsoft/SkillOpt/blob/main/docs/index.md" target="_blank" rel="noopener">Docs</a>
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<a href="https://github.com/microsoft/SkillOpt" target="_blank" rel="noopener">Code</a>
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<a href="https://github.com/microsoft/SkillOpt" target="_blank" rel="noopener">Code</a>
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<footer class="footer">
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<footer class="footer">
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<span>SkillOpt: Executive Strategy for Self-Evolving Agent Skills</span>
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<span>SkillOpt: Executive Strategy for Self-Evolving Agent Skills</span>
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<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>
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<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>
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nav:
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nav:
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- Home: index.md
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- Home: index.md
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- Technical Blog: https://microsoft.github.io/SkillOpt/blog/
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- Getting Started:
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- Getting Started:
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- Installation: guide/installation.md
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- Installation: guide/installation.md
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- First Experiment: guide/first-experiment.md
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- First Experiment: guide/first-experiment.md
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<a href="#evolution">Evolution</a>
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<a href="#evolution">Evolution</a>
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<a href="#transfer">Transfer</a>
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<a href="#transfer">Transfer</a>
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<a href="#citation">Citation</a>
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<a href="#citation">Citation</a>
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<a href="https://microsoft.github.io/SkillOpt/blog/">Blog</a>
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<a href="https://github.com/microsoft/SkillOpt/blob/main/docs/index.md" target="_blank" rel="noopener">Docs</a>
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<a href="https://github.com/microsoft/SkillOpt/blob/main/docs/index.md" target="_blank" rel="noopener">Docs</a>
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<a href="https://github.com/microsoft/SkillOpt" target="_blank" rel="noopener">Code</a>
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<a href="https://github.com/microsoft/SkillOpt" target="_blank" rel="noopener">Code</a>
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<span>SkillOpt: Executive Strategy for Self-Evolving Agent Skills</span>
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<span>SkillOpt: Executive Strategy for Self-Evolving Agent Skills</span>
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<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>
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<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>
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