docs: launch SkillOpt Technical Blog
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Yif-Yang
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<!DOCTYPE html>
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<html lang="en">
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<head>
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<meta charset="utf-8">
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<meta name="viewport" content="width=device-width, initial-scale=1">
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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:type" content="website">
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<meta property="og:site_name" content="SkillOpt">
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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 property="og:image" content="https://microsoft.github.io/SkillOpt/skillopt-assets/teaser-1.png">
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<meta name="twitter:card" content="summary_large_image">
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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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<style>
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:root {
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--ink: #172033;
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--muted: #596579;
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--line: #d9deea;
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--paper: #fff;
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--wash: #f7f9fc;
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--blue: #245fc7;
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--blue-soft: #eaf1ff;
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--shadow: 0 14px 44px rgba(23, 32, 51, .08);
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}
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* { box-sizing: border-box; }
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body {
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margin: 0;
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color: var(--ink);
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background: var(--wash);
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font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Helvetica, Arial, sans-serif;
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line-height: 1.6;
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}
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a { color: var(--blue); }
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.skip-link {
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position: fixed;
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left: 16px;
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top: -80px;
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z-index: 100;
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padding: 10px 14px;
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border-radius: 8px;
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color: #fff;
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background: var(--blue);
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}
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.skip-link:focus { top: 12px; }
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header {
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border-bottom: 1px solid var(--line);
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background: rgba(255, 255, 255, .95);
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}
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.header-inner {
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display: flex;
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align-items: center;
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justify-content: space-between;
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gap: 24px;
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max-width: 1040px;
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margin: 0 auto;
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padding: 16px 24px;
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}
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.brand {
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color: var(--ink);
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font-weight: 750;
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text-decoration: none;
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}
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nav { display: flex; flex-wrap: wrap; gap: 16px; font-size: 14px; }
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nav a { color: var(--muted); text-decoration: none; }
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nav a:hover, nav a:focus-visible { color: var(--blue); text-decoration: underline; }
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main { max-width: 1040px; margin: 0 auto; padding: 72px 24px 96px; }
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.eyebrow {
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color: var(--blue);
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font-size: 13px;
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font-weight: 750;
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letter-spacing: .08em;
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text-transform: uppercase;
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}
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h1 { margin: 10px 0 16px; font-size: clamp(40px, 7vw, 68px); line-height: 1.02; }
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.intro { max-width: 760px; color: var(--muted); font-size: 20px; }
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.post-list { margin-top: 52px; }
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.post-card {
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display: grid;
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grid-template-columns: minmax(0, 1fr) auto;
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gap: 30px;
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padding: 34px;
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border: 1px solid var(--line);
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border-radius: 16px;
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background: var(--paper);
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box-shadow: var(--shadow);
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}
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.post-card h2 { margin: 8px 0 12px; font-size: clamp(25px, 4vw, 36px); line-height: 1.15; }
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.post-card h2 a { color: var(--ink); text-decoration: none; }
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.post-card h2 a:hover, .post-card h2 a:focus-visible { color: var(--blue); text-decoration: underline; }
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.meta { color: var(--muted); font-size: 14px; }
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.summary { max-width: 720px; margin: 16px 0 0; color: #344054; }
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.read-link { align-self: center; white-space: nowrap; font-weight: 700; }
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footer {
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max-width: 1040px;
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margin: 0 auto;
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padding: 26px 24px 42px;
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border-top: 1px solid var(--line);
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color: var(--muted);
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font-size: 14px;
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}
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@media (max-width: 720px) {
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.header-inner { align-items: flex-start; flex-direction: column; }
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main { padding-top: 48px; }
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.post-card { grid-template-columns: 1fr; padding: 24px; }
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.read-link { justify-self: start; }
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}
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</style>
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</head>
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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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</body>
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</html>
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