haiany
/
darwin-skill
spogulis no https://github.com/alchaincyf/darwin-skill.git


			
				
					
						
						
							123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328329330331332333334335336337338339340341342343344345346347348349350351352353354355356357358359360361362363364365366367368369370371372373374375376377378379380381382383384385386387388389390391392393394395396397398399400401402403404405406407408409410411412413414415416417418419420421422423424425426427428429430431432433434435436437438439440441442443444445446447448449450451452453454455456457458459460461462463464465466467468469470471472473474475476477478479480481482483484485486487488489490491492493494495496497498499500501502503504505506507508509510511512513514515516517518519520521522523524525526527528529530531532533534535536537538539540541542543544545546547548549550551552553554555556557558559560561562563564565566567568569570571572573574575576577578579580581582583584585586587588589590591592593594595596597598599600601602603604605606607608609610611612613614615616617618619620621622623624625626627628629630631632633634635636637638639640641642643644645646647648649650651652653654655656657658659660661662663664665666667668669670671672673674675676677678679680681682683684685686687688689690691692693694695696697698699700701702703704705706707708709710711712713714715716717718719720721722723724725726727728729730731732733734735736737738739740741742743744745746747748749750751752753754755756757758759760761762763764765766767768769770771772773774775776777778779780781782783784785786787788789790791792793794795796797798799800801802803804805806807808809810811812813814815816817818819820821822823824825826827828829830831832833834835836837838839840841842843844845846847848849850851852853854855856857858859860861862863864865866867868869870871872873874875876877878879880881882883884885886887888889890891892893894895896897898899900901902903904905906907908909910911912913914915916917918919920921922923924925926927928929930931932933934935936937938939940941942943944945946947948949950951952953954955956957958959960961962963964965966967968969970971972973974975976977978979980981982983984985986987988989990991992993994995996997998999100010011002100310041005100610071008100910101011101210131014101510161017101810191020102110221023102410251026102710281029103010311032103310341035103610371038103910401041104210431044104510461047104810491050105110521053105410551056105710581059
							<!DOCTYPE html>
<html lang="zh-CN">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>自主技能优化系统</title>
<link href="https://fonts.googleapis.com/css2?family=Inter:wght@300;400;500;600;700;800;900&display=swap" rel="stylesheet">
<style>
  :root {
    --accent: #D4532B;
    --black: #111111;
    --dark: #1a1a1a;
    --mid: #666666;
    --light: #999999;
    --border: #d0d0d0;
    --bg: #fafafa;
    --white: #ffffff;
    --col: calc((100% - 11 * 24px) / 12);
  }

  * { margin: 0; padding: 0; box-sizing: border-box; }

  body {
    font-family: 'Inter', -apple-system, sans-serif;
    background: var(--bg);
    color: var(--black);
    font-size: 15px;
    line-height: 1.6;
    -webkit-font-smoothing: antialiased;
  }

  .container {
    max-width: 1200px;
    margin: 0 auto;
    padding: 0 48px;
  }

  /* ═══════ HERO ═══════ */
  .hero {
    padding: 120px 0 80px;
    border-bottom: 1px solid var(--black);
  }

  .hero-label {
    font-size: 11px;
    font-weight: 600;
    letter-spacing: 3px;
    text-transform: uppercase;
    color: var(--accent);
    margin-bottom: 32px;
  }

  .hero h1 {
    font-size: 88px;
    font-weight: 900;
    line-height: 0.95;
    letter-spacing: -3px;
    margin-bottom: 40px;
    max-width: 900px;
  }

  .hero-subtitle {
    font-size: 20px;
    font-weight: 400;
    color: var(--mid);
    line-height: 1.5;
    max-width: 640px;
    margin-bottom: 56px;
  }

  .hero-subtitle strong {
    color: var(--black);
    font-weight: 600;
  }

  .hero-quote {
    border-left: 3px solid var(--accent);
    padding: 20px 0 20px 24px;
    max-width: 600px;
  }

  .hero-quote p {
    font-size: 16px;
    font-weight: 400;
    font-style: italic;
    color: var(--dark);
    line-height: 1.7;
  }

  .hero-quote cite {
    display: block;
    margin-top: 12px;
    font-size: 12px;
    font-weight: 600;
    letter-spacing: 1px;
    text-transform: uppercase;
    font-style: normal;
    color: var(--light);
  }

  /* ═══════ SECTION HEADERS ═══════ */
  .section {
    padding: 80px 0;
    border-bottom: 1px solid var(--border);
  }

  .section:last-child {
    border-bottom: none;
  }

  .section-num {
    font-size: 12px;
    font-weight: 700;
    letter-spacing: 2px;
    color: var(--accent);
    margin-bottom: 16px;
    font-variant-numeric: tabular-nums;
  }

  .section-title {
    font-size: 48px;
    font-weight: 800;
    line-height: 1.05;
    letter-spacing: -1.5px;
    margin-bottom: 16px;
  }

  .section-lead {
    font-size: 17px;
    color: var(--mid);
    max-width: 560px;
    line-height: 1.6;
    margin-bottom: 48px;
  }

  /* ═══════ PRINCIPLES ═══════ */
  .principles-grid {
    display: grid;
    grid-template-columns: 1fr 1fr;
    gap: 0;
  }

  .principle {
    padding: 32px 32px 32px 0;
    border-top: 1px solid var(--border);
  }

  .principle:nth-child(even) {
    padding-left: 32px;
    border-left: 1px solid var(--border);
  }

  .principle:nth-child(1),
  .principle:nth-child(2) {
    border-top: 1px solid var(--black);
  }

  .principle-num {
    font-size: 36px;
    font-weight: 800;
    color: var(--accent);
    margin-bottom: 12px;
    line-height: 1;
  }

  .principle h3 {
    font-size: 18px;
    font-weight: 700;
    margin-bottom: 8px;
    letter-spacing: -0.3px;
  }

  .principle p {
    font-size: 14px;
    color: var(--mid);
    line-height: 1.6;
  }

  .principle--full {
    grid-column: 1 / -1;
    padding-left: 0;
    border-left: none;
  }

  /* ═══════ RUBRIC ═══════ */
  .rubric-header {
    display: flex;
    gap: 48px;
    margin-bottom: 48px;
  }

  .rubric-stat {
    display: flex;
    align-items: baseline;
    gap: 12px;
  }

  .rubric-stat-num {
    font-size: 64px;
    font-weight: 900;
    line-height: 1;
    letter-spacing: -2px;
  }

  .rubric-stat-num--accent {
    color: var(--accent);
  }

  .rubric-stat-label {
    font-size: 13px;
    font-weight: 600;
    text-transform: uppercase;
    letter-spacing: 1.5px;
    color: var(--mid);
  }

  .rubric-table {
    width: 100%;
    border-collapse: collapse;
    margin-bottom: 40px;
  }

  .rubric-table caption {
    text-align: left;
    font-size: 11px;
    font-weight: 700;
    letter-spacing: 2.5px;
    text-transform: uppercase;
    color: var(--light);
    padding-bottom: 16px;
  }

  .rubric-table th {
    text-align: left;
    font-size: 11px;
    font-weight: 600;
    letter-spacing: 1.5px;
    text-transform: uppercase;
    color: var(--light);
    padding: 12px 16px 12px 0;
    border-bottom: 2px solid var(--black);
  }

  .rubric-table td {
    padding: 14px 16px 14px 0;
    border-bottom: 1px solid var(--border);
    font-size: 14px;
    vertical-align: top;
  }

  .rubric-table tr:last-child td {
    border-bottom: none;
  }

  .rubric-table .dim-num {
    font-weight: 700;
    color: var(--accent);
    font-variant-numeric: tabular-nums;
    width: 36px;
  }

  .rubric-table .dim-name {
    font-weight: 600;
    white-space: nowrap;
  }

  .rubric-table .dim-weight {
    font-weight: 800;
    font-size: 20px;
    font-variant-numeric: tabular-nums;
    text-align: center;
    width: 60px;
    color: var(--dark);
  }

  .rubric-table .dim-desc {
    color: var(--mid);
    line-height: 1.5;
  }

  /* ═══════ PHASES ═══════ */
  .phases {
    display: flex;
    flex-direction: column;
    gap: 0;
  }

  .phase {
    display: grid;
    grid-template-columns: 160px 1fr;
    gap: 40px;
    padding: 40px 0;
    border-top: 1px solid var(--border);
  }

  .phase:first-child {
    border-top: 1px solid var(--black);
  }

  .phase-id {
    font-size: 48px;
    font-weight: 900;
    color: var(--accent);
    line-height: 1;
    letter-spacing: -1px;
  }

  .phase-id span {
    display: block;
    font-size: 11px;
    font-weight: 600;
    letter-spacing: 2px;
    text-transform: uppercase;
    color: var(--light);
    margin-top: 8px;
  }

  .phase-body h3 {
    font-size: 22px;
    font-weight: 700;
    margin-bottom: 12px;
    letter-spacing: -0.3px;
  }

  .phase-body p {
    font-size: 14px;
    color: var(--mid);
    line-height: 1.6;
    margin-bottom: 16px;
    max-width: 560px;
  }

  .phase-steps {
    list-style: none;
    counter-reset: step;
  }

  .phase-steps li {
    counter-increment: step;
    padding: 8px 0 8px 32px;
    position: relative;
    font-size: 14px;
    line-height: 1.5;
    color: var(--dark);
  }

  .phase-steps li::before {
    content: counter(step);
    position: absolute;
    left: 0;
    font-size: 11px;
    font-weight: 700;
    color: var(--accent);
    width: 20px;
    height: 20px;
    display: flex;
    align-items: center;
    justify-content: center;
    top: 9px;
  }

  /* ═══════ RATCHET ═══════ */
  .ratchet-viz {
    display: flex;
    align-items: flex-end;
    gap: 0;
    padding: 48px 0;
    position: relative;
  }

  .ratchet-viz::before {
    content: '';
    position: absolute;
    bottom: 48px;
    left: 0;
    right: 0;
    height: 1px;
    background: var(--border);
  }

  .ratchet-step {
    flex: 1;
    display: flex;
    flex-direction: column;
    align-items: center;
    position: relative;
  }

  .ratchet-bar {
    width: 80px;
    background: var(--black);
    position: relative;
    z-index: 1;
  }

  .ratchet-bar--revert {
    background: none;
    border: 2px solid var(--border);
  }

  .ratchet-score {
    font-size: 36px;
    font-weight: 900;
    margin-bottom: 8px;
    letter-spacing: -1px;
    line-height: 1;
  }

  .ratchet-score--revert {
    color: var(--light);
    text-decoration: line-through;
    text-decoration-color: var(--accent);
    text-decoration-thickness: 2px;
  }

  .ratchet-label {
    font-size: 11px;
    font-weight: 700;
    letter-spacing: 1.5px;
    text-transform: uppercase;
    margin-top: 12px;
    padding: 4px 10px;
  }

  .ratchet-label--keep {
    background: var(--black);
    color: var(--white);
  }

  .ratchet-label--revert {
    background: none;
    border: 1px solid var(--accent);
    color: var(--accent);
  }

  .ratchet-label--baseline {
    background: var(--accent);
    color: var(--white);
  }

  .ratchet-arrow {
    position: absolute;
    top: 50%;
    right: -12px;
    width: 24px;
    height: 2px;
    background: var(--border);
    z-index: 2;
  }

  .ratchet-arrow::after {
    content: '';
    position: absolute;
    right: -1px;
    top: -4px;
    border: solid var(--border);
    border-width: 0 2px 2px 0;
    padding: 3px;
    transform: rotate(-45deg);
  }

  .ratchet-round {
    font-size: 12px;
    color: var(--light);
    margin-top: 8px;
    font-weight: 500;
  }

  /* ═══════ COMPARISON ═══════ */
  .comparison {
    display: grid;
    grid-template-columns: 1fr 1fr;
    gap: 0;
  }

  .comparison-col {
    padding: 40px;
    border: 1px solid var(--border);
  }

  .comparison-col:first-child {
    border-right: none;
  }

  .comparison-col--highlight {
    background: var(--black);
    color: var(--white);
    border-color: var(--black);
  }

  .comparison-tag {
    font-size: 11px;
    font-weight: 700;
    letter-spacing: 2px;
    text-transform: uppercase;
    margin-bottom: 16px;
  }

  .comparison-col:first-child .comparison-tag {
    color: var(--light);
  }

  .comparison-col--highlight .comparison-tag {
    color: var(--accent);
  }

  .comparison-col h3 {
    font-size: 24px;
    font-weight: 800;
    margin-bottom: 20px;
    letter-spacing: -0.5px;
  }

  .comparison-list {
    list-style: none;
  }

  .comparison-list li {
    padding: 10px 0;
    font-size: 14px;
    line-height: 1.5;
    border-bottom: 1px solid;
  }

  .comparison-col:first-child .comparison-list li {
    border-color: var(--border);
    color: var(--mid);
  }

  .comparison-col--highlight .comparison-list li {
    border-color: #333;
    color: #ccc;
  }

  .comparison-list li:last-child {
    border-bottom: none;
  }

  .comparison-list li strong {
    color: var(--black);
  }

  .comparison-col--highlight .comparison-list li strong {
    color: var(--white);
  }

  .check-icon {
    display: inline-block;
    width: 16px;
    height: 16px;
    margin-right: 8px;
    vertical-align: middle;
    position: relative;
    top: -1px;
  }

  /* ═══════ MAPPING TABLE ═══════ */
  .mapping-table {
    width: 100%;
    border-collapse: collapse;
  }

  .mapping-table th {
    text-align: left;
    font-size: 11px;
    font-weight: 700;
    letter-spacing: 2px;
    text-transform: uppercase;
    padding: 16px 24px 16px 0;
    border-bottom: 2px solid var(--black);
  }

  .mapping-table th:first-child {
    color: var(--light);
  }

  .mapping-table th:nth-child(2) {
    color: var(--accent);
  }

  .mapping-table th:last-child {
    color: var(--light);
  }

  .mapping-table td {
    padding: 16px 24px 16px 0;
    border-bottom: 1px solid var(--border);
    font-size: 14px;
    vertical-align: top;
  }

  .mapping-table td:first-child {
    font-weight: 600;
    color: var(--dark);
    white-space: nowrap;
  }

  .mapping-table td:nth-child(2) {
    font-weight: 600;
    color: var(--black);
  }

  .mapping-table td:last-child {
    color: var(--mid);
    line-height: 1.5;
  }

  .mapping-arrow {
    display: inline-block;
    color: var(--accent);
    font-weight: 400;
    margin: 0 4px;
  }

  /* ═══════ FOOTER ═══════ */
  .footer {
    padding: 48px 0;
    border-top: 1px solid var(--black);
    display: flex;
    justify-content: space-between;
    align-items: center;
  }

  .footer-left {
    font-size: 12px;
    font-weight: 600;
    letter-spacing: 1px;
    text-transform: uppercase;
    color: var(--light);
  }

  .footer-right {
    font-size: 12px;
    color: var(--light);
  }

  /* ═══════ RESPONSIVE ═══════ */
  @media (max-width: 768px) {
    .container { padding: 0 24px; }
    .hero { padding: 64px 0 48px; }
    .hero h1 { font-size: 48px; letter-spacing: -1.5px; }
    .hero-subtitle { font-size: 17px; }
    .section { padding: 48px 0; }
    .section-title { font-size: 32px; }
    .principles-grid { grid-template-columns: 1fr; }
    .principle:nth-child(even) { padding-left: 0; border-left: none; }
    .principle:nth-child(2) { border-top: 1px solid var(--border); }
    .phase { grid-template-columns: 1fr; gap: 16px; }
    .comparison { grid-template-columns: 1fr; }
    .comparison-col:first-child { border-right: 1px solid var(--border); border-bottom: none; }
    .ratchet-viz { flex-wrap: wrap; gap: 24px; }
    .ratchet-step { flex: none; width: calc(33% - 16px); }
    .rubric-stat-num { font-size: 48px; }
    .mapping-table td:first-child { white-space: normal; }
  }
</style>
</head>
<body>

<!-- ═══════════════════════════ HERO ═══════════════════════════ -->
<div class="container">
  <section class="hero">
    <div class="hero-label">自主技能优化系统</div>
    <h1>Auto Skill<br>Optimizer</h1>
    <p class="hero-subtitle">
      <strong>评估</strong> &rarr; <strong>改进</strong> &rarr; <strong>实测验证</strong> &rarr; <strong>人类确认</strong> &rarr; <strong>保留或回滚</strong>
    </p>
    <div class="hero-quote">
      <p>「autoresearch 的核心想法很简单：让系统自主运行实验，评估结果，只保留有效的改进。一个只能向前转的棘轮。」</p>
      <cite>Andrej Karpathy &mdash; 谈自主实验循环</cite>
    </div>
  </section>
</div>

<!-- ═══════════════════════════ 01 PRINCIPLES ═══════════════════════════ -->
<div class="container">
  <section class="section">
    <div class="section-num">01</div>
    <h2 class="section-title">核心原则</h2>
    <p class="section-lead">五条规则，防止优化器偏移方向、自我刷分或引入退化。</p>

    <div class="principles-grid">
      <div class="principle">
        <div class="principle-num">01</div>
        <h3>单一可编辑资产</h3>
        <p>每轮优化只针对一个 SKILL.md 文件。一次修改，一次测量，一次决策。不做跨文件编辑，避免归因模糊。</p>
      </div>
      <div class="principle">
        <div class="principle-num">02</div>
        <h3>双重评估</h3>
        <p>静态结构分析捕捉格式和完整性问题。实测执行捕捉行为退化。两者缺一不可。</p>
      </div>
      <div class="principle">
        <div class="principle-num">03</div>
        <h3>棘轮机制</h3>
        <p>提升总分的改进被 commit。降低分数的修改自动 revert。分数只能上升或持平，永远不会下降。</p>
      </div>
      <div class="principle">
        <div class="principle-num">04</div>
        <h3>独立评分</h3>
        <p>编辑 Skill 的 Agent 永远不为自己打分。由独立的子 Agent 评估输出质量，防止自我表扬偏差。</p>
      </div>
      <div class="principle principle--full">
        <div class="principle-num">05</div>
        <h3>人在回路</h3>
        <p>每个 Skill 的优化循环完成后，系统暂停。向人类展示 diff 摘要、分数变化和测试输出对比。没有明确确认，任何改动都不会生效。</p>
      </div>
    </div>
  </section>
</div>

<!-- ═══════════════════════════ 02 RUBRIC ═══════════════════════════ -->
<div class="container">
  <section class="section">
    <div class="section-num">02</div>
    <h2 class="section-title">8维度<br>评估体系</h2>
    <p class="section-lead">100分评估体系。结构维度捕捉你能看到的问题，效果维度捕捉只有运行时才能感知的问题。</p>

    <div class="rubric-header">
      <div class="rubric-stat">
        <div class="rubric-stat-num">60</div>
        <div class="rubric-stat-label">结构<br>分值</div>
      </div>
      <div class="rubric-stat">
        <div class="rubric-stat-num rubric-stat-num--accent">40</div>
        <div class="rubric-stat-label">效果<br>分值</div>
      </div>
    </div>

    <table class="rubric-table">
      <caption>结构维度 &mdash; 静态分析</caption>
      <thead>
        <tr>
          <th style="width:36px">#</th>
          <th style="width:180px">维度</th>
          <th style="width:60px">权重</th>
          <th>评分标准</th>
        </tr>
      </thead>
      <tbody>
        <tr>
          <td class="dim-num">1</td>
          <td class="dim-name">Frontmatter质量</td>
          <td class="dim-weight">8</td>
          <td class="dim-desc">名称正确，描述包含功能/触发条件/使用场景，不超过1024字符</td>
        </tr>
        <tr>
          <td class="dim-num">2</td>
          <td class="dim-name">工作流清晰度</td>
          <td class="dim-weight">15</td>
          <td class="dim-desc">步骤有编号、可执行，每步都有明确的输入/输出</td>
        </tr>
        <tr>
          <td class="dim-num">3</td>
          <td class="dim-name">边界条件覆盖</td>
          <td class="dim-weight">10</td>
          <td class="dim-desc">错误处理、降级方案、常见故障恢复</td>
        </tr>
        <tr>
          <td class="dim-num">4</td>
          <td class="dim-name">检查点设计</td>
          <td class="dim-weight">7</td>
          <td class="dim-desc">关键决策前需用户确认，防止自主失控</td>
        </tr>
        <tr>
          <td class="dim-num">5</td>
          <td class="dim-name">指令具体性</td>
          <td class="dim-weight">15</td>
          <td class="dim-desc">无歧义，具体的参数/格式/示例，可直接执行</td>
        </tr>
        <tr>
          <td class="dim-num">6</td>
          <td class="dim-name">资源整合度</td>
          <td class="dim-weight">5</td>
          <td class="dim-desc">所有引用的脚本/资产路径存在且可访问</td>
        </tr>
      </tbody>
    </table>

    <table class="rubric-table">
      <caption>效果维度 &mdash; 需要实测</caption>
      <thead>
        <tr>
          <th style="width:36px">#</th>
          <th style="width:180px">维度</th>
          <th style="width:60px">权重</th>
          <th>评分标准</th>
        </tr>
      </thead>
      <tbody>
        <tr>
          <td class="dim-num">7</td>
          <td class="dim-name">整体架构</td>
          <td class="dim-weight">15</td>
          <td class="dim-desc">层次清晰，无冗余或遗漏，符合生态系统约定</td>
        </tr>
        <tr>
          <td class="dim-num">8</td>
          <td class="dim-name">实测表现</td>
          <td class="dim-weight">25</td>
          <td class="dim-desc">运行2-3个测试提示词，对比启用 Skill 和 baseline 的输出质量</td>
        </tr>
      </tbody>
    </table>
  </section>
</div>

<!-- ═══════════════════════════ 03 PHASES ═══════════════════════════ -->
<div class="container">
  <section class="section">
    <div class="section-num">03</div>
    <h2 class="section-title">优化循环</h2>
    <p class="section-lead">从初始化到最终报告的五个阶段。系统在每个阶段内自主运行，但在阶段之间暂停等待人类审查。</p>

    <div class="phases">
      <div class="phase">
        <div class="phase-id">
          0
          <span>初始化</span>
        </div>
        <div class="phase-body">
          <h3>范围与分支设置</h3>
          <p>确定优化范围，创建版本控制基础设施，加载历史记录。</p>
          <ol class="phase-steps">
            <li>确认范围：全部 Skill 还是用户指定子集</li>
            <li>扫描 .claude/skills/*/SKILL.md 获取目标列表</li>
            <li>创建 git 分支：auto-optimize/YYYYMMDD-HHMM</li>
            <li>初始化或加载 results.tsv 用于历史追踪</li>
          </ol>
        </div>
      </div>

      <div class="phase">
        <div class="phase-id">
          0.5
          <span>设计</span>
        </div>
        <div class="phase-body">
          <h3>测试提示词工程</h3>
          <p>在任何评分之前，先设计用于衡量效果的测试提示词。没有好的测试，优化器就是盲飞。</p>
          <ol class="phase-steps">
            <li>阅读每个 SKILL.md，理解其声明的能力</li>
            <li>为每个 Skill 设计2-3个提示词：一个正常路径，一个模糊场景</li>
            <li>保存到每个 Skill 目录下的 test-prompts.json</li>
            <li>在继续之前，将所有测试提示词提交人类审批</li>
          </ol>
        </div>
      </div>

      <div class="phase">
        <div class="phase-id">
          1
          <span>基线</span>
        </div>
        <div class="phase-body">
          <h3>全维度评分</h3>
          <p>为每个 Skill 建立起始分数。结构评分由主 Agent 完成，效果评分由独立子 Agent 完成。</p>
          <ol class="phase-steps">
            <li>阅读 SKILL.md，为维度1-7评分并附理由</li>
            <li>启动子 Agent：分别在启用和未启用 Skill 的情况下运行测试提示词</li>
            <li>对比输出，为维度8评分（如子 Agent 不可用则标记 dry_run）</li>
            <li>计算加权总分，记录到 results.tsv</li>
            <li>展示评分卡，暂停等待人类确认</li>
          </ol>
        </div>
      </div>

      <div class="phase">
        <div class="phase-id">
          2
          <span>优化</span>
        </div>
        <div class="phase-body">
          <h3>Hill-Climbing 循环</h3>
          <p>按分数从低到高处理 Skill。每轮：诊断最弱维度，提出一个针对性修复，执行，重新评分，做出决定。</p>
          <ol class="phase-steps">
            <li>找出该 Skill 得分最低的维度</li>
            <li>生成一项具体改进（改什么，为什么改，预期分数变化）</li>
            <li>编辑 SKILL.md，用结构化消息 git commit</li>
            <li>重新评分：结构由主 Agent，效果由独立子 Agent</li>
            <li>新分 > 旧分：保留。否则：git revert，进入下一个 Skill</li>
            <li>每个 Skill 完成后：展示 diff + 分数变化，等待人类确认</li>
          </ol>
        </div>
      </div>

      <div class="phase">
        <div class="phase-id">
          3
          <span>报告</span>
        </div>
        <div class="phase-body">
          <h3>总结与指标</h3>
          <p>将所有结果汇总为最终优化报告，包含优化前后分数、实验次数和关键改进。</p>
          <ol class="phase-steps">
            <li>统计总实验次数、保留次数、回滚次数和测试模式</li>
            <li>生成每个 Skill 的优化前后分数对比表</li>
            <li>列出影响最大的改进及其对应维度</li>
            <li>归档 results.tsv 供未来 baseline 参考</li>
          </ol>
        </div>
      </div>
    </div>
  </section>
</div>

<!-- ═══════════════════════════ 04 RATCHET ═══════════════════════════ -->
<div class="container">
  <section class="section">
    <div class="section-num">04</div>
    <h2 class="section-title">棘轮机制</h2>
    <p class="section-lead">分数只能上升。每轮要么改进 Skill，要么干净地回滚。不会随时间积累局部退化。</p>

    <div class="ratchet-viz">
      <div class="ratchet-step">
        <div class="ratchet-score">72</div>
        <div style="height:144px" class="ratchet-bar"></div>
        <div class="ratchet-label ratchet-label--baseline">基线</div>
        <div class="ratchet-round">轮次 0</div>
        <div class="ratchet-arrow"></div>
      </div>
      <div class="ratchet-step">
        <div class="ratchet-score">78</div>
        <div style="height:156px" class="ratchet-bar"></div>
        <div class="ratchet-label ratchet-label--keep">保留</div>
        <div class="ratchet-round">轮次 1</div>
        <div class="ratchet-arrow"></div>
      </div>
      <div class="ratchet-step">
        <div class="ratchet-score ratchet-score--revert">75</div>
        <div style="height:150px" class="ratchet-bar ratchet-bar--revert"></div>
        <div class="ratchet-label ratchet-label--revert">回滚</div>
        <div class="ratchet-round">轮次 2</div>
        <div class="ratchet-arrow"></div>
      </div>
      <div class="ratchet-step">
        <div class="ratchet-score">84</div>
        <div style="height:168px" class="ratchet-bar"></div>
        <div class="ratchet-label ratchet-label--keep">Keep</div>
        <div class="ratchet-round">轮次 3</div>
        <div class="ratchet-arrow"></div>
      </div>
      <div class="ratchet-step">
        <div class="ratchet-score">87</div>
        <div style="height:174px" class="ratchet-bar"></div>
        <div class="ratchet-label ratchet-label--keep">Keep</div>
        <div class="ratchet-round">轮次 4</div>
      </div>
    </div>
  </section>
</div>

<!-- ═══════════════════════════ 05 COMPARISON ═══════════════════════════ -->
<div class="container">
  <section class="section">
    <div class="section-num">05</div>
    <h2 class="section-title">为什么需要<br>双重评估</h2>
    <p class="section-lead">单看结构无法判断 Skill 是否真正好用。单看效果无法判断它为何失败。</p>

    <div class="comparison">
      <div class="comparison-col">
        <div class="comparison-tag">传统方法</div>
        <h3>纯结构审查</h3>
        <ul class="comparison-list">
          <li>检查 frontmatter 是否存在且格式正确</li>
          <li>验证步骤是否有编号和描述</li>
          <li>确认文件路径和引用是否有效</li>
          <li>无法检测 Skill 是否<strong>真正提升了</strong>输出质量</li>
          <li>无法检测<strong>看似正确</strong>实则产生差结果的误导性指令</li>
          <li>无法检测<strong>弊大于利</strong>的过度约束</li>
        </ul>
      </div>
      <div class="comparison-col comparison-col--highlight">
        <div class="comparison-tag">Auto Skill Optimizer</div>
        <h3>双重评估</h3>
        <ul class="comparison-list">
          <li><strong>结构评分</strong>捕捉格式、完整性和可读性问题</li>
          <li><strong>实测执行</strong>揭示真实场景下的行为影响</li>
          <li><strong>基线对比</strong>衡量 Skill 是增值还是减值</li>
          <li><strong>独立子 Agent</strong>防止自我表扬的评分偏差</li>
          <li><strong>测试提示词设计</strong>确保评估针对真实用户场景</li>
          <li><strong>Dry-run 降级</strong>在实测不可用时提供覆盖</li>
        </ul>
      </div>
    </div>
  </section>
</div>

<!-- ═══════════════════════════ 06 MAPPING ═══════════════════════════ -->
<div class="container">
  <section class="section">
    <div class="section-num">06</div>
    <h2 class="section-title">概念映射</h2>
    <p class="section-lead">autoresearch 的核心抽象如何转化为 Skill 优化。同一台机器，不同的领域。</p>

    <table class="mapping-table">
      <thead>
        <tr>
          <th style="width:220px">Autoresearch</th>
          <th style="width:220px">Skill Optimizer</th>
          <th>实现细节</th>
        </tr>
      </thead>
      <tbody>
        <tr>
          <td>研究论文草稿</td>
          <td>SKILL.md 文件</td>
          <td>唯一的可编辑产物。所有改进都表现为对这一个文件的编辑。</td>
        </tr>
        <tr>
          <td>评估指标</td>
          <td>8维度评估体系</td>
          <td>跨结构（60分）和效果（40分）的加权评分，总计100分。</td>
        </tr>
        <tr>
          <td>实验循环</td>
          <td>阶段2 hill-climbing</td>
          <td>诊断最弱维度，提出修复，执行，重新评分，保留或回滚。每个 Skill 最多3轮。</td>
        </tr>
        <tr>
          <td>版本控制</td>
          <td>Git 分支 + revert</td>
          <td>每次编辑都是一次 commit。退化通过 revert（新 commit）回滚。完整审计记录。</td>
        </tr>
        <tr>
          <td>自动化评估</td>
          <td>子 Agent 测试执行</td>
          <td>独立 Agent 分别在启用和未启用 Skill 的情况下运行测试提示词，对比输出质量。</td>
        </tr>
        <tr>
          <td>人类审查关卡</td>
          <td>阶段转换暂停</td>
          <td>系统在基线评分后和每个 Skill 优化后暂停。展示 diff + 分数变化。</td>
        </tr>
        <tr>
          <td>探索 vs 利用</td>
          <td>阶段2.5探索性重写</td>
          <td>当 hill-climbing 停滞（连续2次在第1轮就中断），提出完整的结构重写。</td>
        </tr>
        <tr>
          <td>实验日志</td>
          <td>results.tsv</td>
          <td>带时间戳的记录：commit 哈希、Skill 名称、新旧分数、保留/回滚状态、评估模式。</td>
        </tr>
      </tbody>
    </table>
  </section>
</div>

<!-- ═══════════════════════════ FOOTER ═══════════════════════════ -->
<div class="container">
  <footer class="footer">
    <div class="footer-left">Auto Skill Optimizer</div>
    <div class="footer-right">灵感源自 Karpathy autoresearch &mdash; 为 Claude Code Skill 生态而建</div>
  </footer>
</div>

</body>
</html>