howard
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							<!DOCTYPE html>
<html lang="zh-CN">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>auto_put_ad_mini · 整体架构</title>
<link rel="preconnect" href="https://fonts.googleapis.com">
<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
<link href="https://fonts.googleapis.com/css2?family=Newsreader:opsz,wght,SOFT@6..72,300..800,0..100&family=IBM+Plex+Sans:wght@300;400;500;600&family=JetBrains+Mono:wght@400;500&family=Noto+Sans+SC:wght@300;400;500&family=Noto+Serif+SC:wght@300;400;500&display=swap" rel="stylesheet">
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:root {
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* { box-sizing: border-box; margin: 0; padding: 0; }

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.head {
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  padding: 36px 24px;
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.diagram-wrap::before {
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  background: var(--paper);
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svg.arch {
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svg.arch text {
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svg.arch .title {
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svg.arch .body { font-size: 12px; fill: var(--ink-3); }
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svg.arch .agent-bg {
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svg.arch .agent-label {
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footer {
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@keyframes drawIn {
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}

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.head { animation-delay: 0.05s; }
.subtitle { animation-delay: 0.15s; }
.diagram-wrap { animation-delay: 0.25s; }
.legend { animation-delay: 0.5s; }
footer { animation-delay: 0.6s; }

@media (max-width: 700px) {
  main { padding: 32px 20px; }
  .head { flex-direction: column; }
  .tagline { text-align: left; }
}
</style>
</head>
<body>

<main>

<header class="head">
  <div>
    <div class="eyebrow">微信小程序投流 · 整体架构</div>
    <h1>广告 ROI <em>调控官</em></h1>
  </div>
  <div class="tagline">
    项目代号 auto_put_ad_mini<br>
    v0.4.27 · 2026-04-28
  </div>
</header>

<p class="subtitle">
一个广告调控智能体由<strong style="color:var(--ink);font-style:normal">大脑、知识、能力、调度</strong>四件事组成。每天定时从数仓读数 → 用投手经验思考 → 产出决策 → 飞书等运营审批 → 调腾讯接口执行;运营反馈可触发<strong style="color:var(--accent);font-style:normal">协商重审</strong>。
</p>

<div class="diagram-wrap">
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  <!-- ================ LEFT: 数据世界 (Inputs) ================ -->
  <g>
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    <text x="100" y="56" class="agent-label" text-anchor="middle">数据世界</text>

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    <text x="100" y="108" class="title" text-anchor="middle">广告数据</text>
    <text x="100" y="128" class="body" text-anchor="middle">投放消耗 · 用户回流</text>

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    <text x="100" y="188" class="title" text-anchor="middle">广告状态</text>
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    <text x="100" y="268" class="title" text-anchor="middle">运营配置</text>
    <text x="100" y="288" class="body" text-anchor="middle">阈值 · 白名单 · 开关</text>
  </g>

  <!-- ================ AGENT BOX (Center) ================ -->
  <g>
    <rect x="240" y="60" width="700" height="820" class="agent-bg" rx="2"/>

    <text x="590" y="40" class="title-en" text-anchor="middle">AGENT INTERNAL</text>
    <text x="590" y="86" class="agent-label" text-anchor="middle" font-size="18" style="font-style:italic">智能体内部</text>

    <!-- 大脑 (LLM) - center top -->
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    <text x="590" y="148" class="title llm-text" text-anchor="middle">大脑 · 推理</text>
    <text x="590" y="170" class="body llm-text-mute" text-anchor="middle">读懂数据 · 综合判断</text>
    <text x="590" y="186" class="body llm-text-mute" text-anchor="middle">写出决策 · 解释理由</text>

    <!-- 调度 (Runner) -->
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    <text x="590" y="244" class="title" text-anchor="middle" fill="#C75D3F">调度 · 循环</text>
    <text x="590" y="263" class="body" text-anchor="middle">看 → 想 → 做 → 看,反复直到任务完成</text>

    <!-- =========== 知识 (Skills) - bottom left =========== -->
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    <text x="415" y="338" class="title" text-anchor="middle">知识 · 投手经验</text>
    <text x="415" y="358" class="body" text-anchor="middle" style="font-style:italic;font-family:var(--serif)">4 份手册,注入大脑提示让它"懂行"</text>
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    <!-- skill rows -->
    <!-- ad_domain -->
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    <text x="290" y="420" class="body">业务模型 · 解释为什么 R500 当日 ROI 偏低</text>
    <text x="290" y="436" class="body">裂变变现 · R 值人群 · 动态 ROI 公式</text>

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    <!-- platform_rules -->
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    <text x="290" y="496" class="body">平台硬约束 · 优先级最高,违反必掉量</text>
    <text x="290" y="512" class="body">学习期保护 · 调价上限 · 数据口径</text>

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    <!-- decision_strategy (CORE) -->
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    <text x="290" y="572" class="body" style="fill:#0F1F2E">决策核心 · 真正的"作战手册"</text>
    <text x="290" y="588" class="body">7 种动作 · 阈值参考 · reason 5 元组</text>

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    <!-- posterior_wisdom -->
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    <text x="290" y="648" class="body">后验经验入口 · 待积累实战案例</text>
    <text x="290" y="664" class="body">历史降价恢复 · 创意冷启动 等</text>

    <!-- =========== 能力 (Tools) - 工具流水线 =========== -->
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    <text x="765" y="338" class="title" text-anchor="middle">能力 · 工具流水线</text>
    <text x="765" y="358" class="body" text-anchor="middle" style="font-style:italic;font-family:var(--serif)">12 个工具,大脑通过调度按序调用</text>
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    <!-- ① 取数 -->
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    <text x="643" y="431" class="body" style="font-size:11px">拉创意级数据 + 广告状态</text>
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    <text x="772" y="446" class="arrow-label" style="font-size:9px">CSV 落盘</text>

    <!-- ② 算指标 -->
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    <text x="772" y="516" class="arrow-label" style="font-size:9px">metrics 表</text>

    <!-- ③ 筛 + LLM 决策 (核心,描红边) -->
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    <!-- ④ 护栏 -->
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    <text x="643" y="612" class="body" style="font-size:10.5px;fill:#7A8294;letter-spacing:0.06em">④ 护栏</text>
    <text x="643" y="628" class="body-strong" style="font-family:var(--mono);font-size:11.5px">guardrails</text>
    <text x="643" y="641" class="body" style="font-size:11px">冷启动 / 出价 / 频率 / 新鲜度</text>
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    <text x="772" y="656" class="arrow-label" style="font-size:9px">已校验</text>

    <!-- ⑤ 送审 -->
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    <text x="643" y="682" class="body" style="font-size:10.5px;fill:#7A8294;letter-spacing:0.06em">⑤ 送审 · 阻塞 120 min</text>
    <text x="643" y="698" class="body-strong" style="font-family:var(--mono);font-size:11.5px">im_approval + feishu_doc</text>
    <text x="643" y="711" class="body" style="font-size:11px">表 + 卡片推送 · 等运营回复</text>
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    <text x="772" y="726" class="arrow-label" style="font-size:9px">通过 / 拒绝</text>

    <!-- ⑥ 执行 -->
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    <text x="643" y="781" class="body" style="font-size:11px">调腾讯接口 OR 仅 log(开关)</text>

    <!-- 报告生成 (尾部说明) -->
    <text x="765" y="810" class="body" text-anchor="middle" style="font-size:10.5px;font-family:var(--serif);font-style:italic;fill:#7A8294">+ report_generator 生成 Excel 报告 · 全程审计</text>

    <!-- =========== Internal arrows =========== -->
    <!-- 知识 → 大脑 -->
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    <text x="370" y="260" class="arrow-label" transform="rotate(-90 370 260)">注入提示词</text>

    <!-- 能力 → 大脑 -->
    <path class="arrow-internal" d="M 765 310 L 765 200 L 710 196" marker-end="url(#arr-int)"/>
    <text x="810" y="260" class="arrow-label" transform="rotate(-90 810 260)">返回观测</text>

    <!-- 大脑 → 调度 -->
    <path class="arrow-internal" d="M 590 196 L 590 220" marker-end="url(#arr-int)"/>

    <!-- 调度 → 能力 -->
    <path class="arrow-internal" d="M 690 276 Q 765 295 765 310" marker-end="url(#arr-int)"/>
    <text x="710" y="298" class="arrow-label">调用</text>
  </g>

  <!-- ================ RIGHT: 决策出口 + 运营人 ================ -->
  <g>
    <text x="1080" y="30" class="title-en" text-anchor="middle">OUTPUT</text>
    <text x="1080" y="56" class="agent-label" text-anchor="middle">决策落地</text>

    <rect x="1000" y="80" width="160" height="60" class="layer-bg" style="stroke-width:1.5"/>
    <text x="1080" y="106" class="title" text-anchor="middle">飞书审批表</text>
    <text x="1080" y="126" class="body" text-anchor="middle">表 + 卡片消息</text>

    <rect x="1000" y="160" width="160" height="60" class="layer-bg"/>
    <text x="1080" y="186" class="title" text-anchor="middle">广告变更</text>
    <text x="1080" y="206" class="body" text-anchor="middle">调出价 / 暂停</text>

    <rect x="1000" y="240" width="160" height="60" class="layer-bg"/>
    <text x="1080" y="266" class="title" text-anchor="middle">报告归档</text>
    <text x="1080" y="286" class="body" text-anchor="middle">Excel + 审计日志</text>

    <!-- 运营人 actor -->
    <rect x="1000" y="380" width="160" height="80" class="layer-bg" style="fill:#EFE8DA;stroke-width:2;stroke:#C75D3F"/>
    <text x="1080" y="406" class="title" text-anchor="middle" style="fill:#C75D3F">运营人</text>
    <text x="1080" y="426" class="body" text-anchor="middle">飞书查表</text>
    <text x="1080" y="442" class="body" text-anchor="middle">通过 / 拒绝 / 协商</text>
  </g>

  <!-- ================ Cross-cutting arrows ================ -->
  <!-- 数据进入 → ① 取数 stage -->
  <path class="arrow-data" d="M 180 110 Q 380 110 635 405" marker-end="url(#arr-data)"/>
  <path class="arrow-data" d="M 180 190 Q 380 190 635 410" marker-end="url(#arr-data)"/>
  <text x="380" y="155" class="arrow-label" style="fill:#5C7A52">取数</text>

  <!-- 配置 → 调度 (虚线影响) -->
  <path d="M 180 270 Q 320 270 470 248" stroke="#5C7A52" stroke-width="1.2" fill="none" stroke-dasharray="3 3" marker-end="url(#arr-data)"/>
  <text x="280" y="262" class="arrow-label" style="fill:#5C7A52">阈值/白名单</text>

  <!-- ⑤ 送审 → 飞书审批表 -->
  <path class="arrow-act" d="M 895 690 Q 970 400 1000 110" marker-end="url(#arr-act)"/>
  <text x="952" y="380" class="arrow-label" style="fill:#C75D3F" transform="rotate(-72 952 380)">送审</text>

  <!-- 飞书审批表 ↔ 运营 (双向) -->
  <path class="arrow-act" d="M 1075 140 L 1075 380" marker-end="url(#arr-act)"/>
  <path class="arrow-act" d="M 1090 380 L 1090 140" marker-end="url(#arr-act)"/>
  <text x="1175" y="265" class="arrow-label" style="fill:#C75D3F" text-anchor="end">看 / 回</text>

  <!-- 运营 → ad_decision (协商反馈,虚线) -->
  <path d="M 1000 420 Q 945 420 945 555 L 895 555" stroke="#C75D3F" stroke-width="1.4" fill="none" stroke-dasharray="4 3" marker-end="url(#arr-act)"/>
  <text x="932" y="495" class="arrow-label" style="fill:#C75D3F" transform="rotate(-90 932 495)">协商反馈 · 重审</text>

  <!-- ⑥ 执行 → 广告变更 -->
  <path class="arrow-act" d="M 895 760 Q 980 480 1000 190" marker-end="url(#arr-act)"/>
  <text x="993" y="500" class="arrow-label" style="fill:#C75D3F" transform="rotate(-78 993 500)">执行写入</text>

  <!-- 报告 → 报告归档 -->
  <path d="M 895 815 Q 998 530 1000 270" stroke="#7A8294" stroke-width="0.8" fill="none" stroke-dasharray="2 3" marker-end="url(#arr-int)"/>
  <text x="1011" y="600" class="arrow-label" style="fill:#7A8294" transform="rotate(-78 1011 600)">归档</text>

  <!-- ================ Persistence (bottom strip) ================ -->
  <g>
    <line x1="240" y1="900" x2="940" y2="900" stroke="#0F1F2E" stroke-width="0.5" stroke-dasharray="2 4"/>
    <rect x="475" y="908" width="230" height="24" class="layer-bg" rx="2"/>
    <text x="590" y="924" class="body-strong" text-anchor="middle" font-size="11">审计 · 记忆 · 全程留痕(.trace/)</text>
    <line x1="415" y1="850" x2="415" y2="900" stroke="#7A8294" stroke-width="0.5" stroke-dasharray="1 3"/>
    <line x1="765" y1="785" x2="765" y2="900" stroke="#7A8294" stroke-width="0.5" stroke-dasharray="1 3"/>
    <line x1="590" y1="276" x2="590" y2="900" stroke="#7A8294" stroke-width="0.5" stroke-dasharray="1 3"/>
  </g>

  <!-- 主流程标签 -->
  <text x="100" y="380" class="arrow-label" text-anchor="middle" style="fill:#5C7A52">外部 → 智能体</text>
  <text x="1080" y="500" class="arrow-label" text-anchor="middle" style="fill:#C75D3F">智能体 ⇄ 运营</text>
</svg>
</div>

<div class="legend">
  <div class="legend-item">
    <span class="legend-line data"></span>
    <span><strong>苔绿实线 · 数据流</strong> · 外部 → 智能体(取数)</span>
  </div>
  <div class="legend-item">
    <span class="legend-line act"></span>
    <span><strong>陶土橙实线 · 行动流</strong> · 智能体 → 外部(送审 / 写入)</span>
  </div>
  <div class="legend-item">
    <span class="legend-line internal"></span>
    <span><strong>黑色虚线 · 内部协作</strong> · 注入提示 / 调用工具 / 返回观测</span>
  </div>
  <div class="legend-item">
    <span class="legend-line" style="background: repeating-linear-gradient(to right, #C75D3F 0 4px, transparent 4px 7px); height: 1.5px;"></span>
    <span><strong>橙色虚线 · 协商反馈</strong> · 运营回复 → 智能体重新评估</span>
  </div>
</div>

<footer>
  <div>auto_put_ad_mini · 整体架构 · 概念层一图概览</div>
  <div class="stamp">examples/auto_put_ad_mini/</div>
</footer>

</main>

</body>
</html>