Guanghu Domestic Migration a27e87cb99 chore: import sanitized domestic snapshot for REPO-007

Source snapshot: 97d7f0fae96dc04b7ddad56fc1db6a108ed662cc

[SEC-CLEAN] · pre-push-clean v1.0 · 109处敏感信息已自动转乱码

2026-07-17 15:59:55 +08:00

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🤖 铸渊·开发者自助问答系统｜GitHub Issue 自动回复 + 进度查询 + 每日自检

一、系统架构总览

开发者遇到问题
  ↓
在 GitHub 仓库提 Issue（用模板，选分类）
  ↓
╔═══════════════════════════════════════════╗
║  铸渊自动唤醒（GitHub Actions）             ║
║  ① 读取 Issue 内容                          ║
║  ② 查询 dev-status.json（全员进度）          ║
║  ③ 查询 knowledge-base.json（常见问题库）    ║
║  ④ 调用云雾API/自有模型 生成回答              ║
║  ⑤ 自动评论到 Issue 里                       ║
║  ⑥ 打标签：✅已回答 / ⏳待霜砚补充            ║
╚═══════════════════════════════════════════╝
  ↓
答得了 → 开发者直接看到回复 → 继续干活
答不了 → 打标签「⏳待霜砚补充」
  ↓
╔═══════════════════════════════════════════╗
║  霜砚巡检引擎（Notion侧·每日12:00+23:00）   ║
║  ① 读取 GitHub 上「⏳待霜砚补充」的 Issue     ║
║  ② 在 Notion 侧查找答案（广播/主控台/归档）   ║
║  ③ 组装回答 → 写回 GitHub Issue 评论          ║
║  ④ 改标签为 ✅已回答                          ║
║  ⑤ 同步最新进度数据到 dev-status.json         ║
╚═══════════════════════════════════════════╝
  ↓
开发者 GitHub 上看到回复 → 继续干活
妈妈全程不碰 ✅

二、GitHub 侧文件设计（铸渊自行创建）

2.1 Issue 模板

在仓库根目录创建 .github/ISSUE_TEMPLATE/ 目录：

文件①：dev-question.yml（开发问题模板）

name: "❓ 开发问题"
description: "遇到技术问题？铸渊会自动回答你"
title: "[问题] "
labels: ["dev-question", "pending"]
assignees: []
body:
  - type: input
    id: dev_id
    attributes:
      label: "你的开发者编号"
      description: "例如 DEV-001"
      placeholder: "DEV-00X"
    validations:
      required: true
  - type: input
    id: module
    attributes:
      label: "相关模块"
      description: "你当前在做的模块，例如 M01、M05"
      placeholder: "M01"
    validations:
      required: true
  - type: dropdown
    id: category
    attributes:
      label: "问题分类"
      options:
        - 环境配置（Node/npm/终端）
        - SSH/服务器连接
        - 代码报错
        - 广播步骤看不懂
        - 想知道当前进度
        - Git操作
        - 其他
    validations:
      required: true
  - type: textarea
    id: description
    attributes:
      label: "问题描述"
      description: "尽量说清楚：做到哪一步了、报了什么错、截图（如果有）"
      placeholder: "我在执行 npm install 的时候报错了..."
    validations:
      required: true
  - type: textarea
    id: error_log
    attributes:
      label: "错误日志（可选）"
      description: "终端里报的错误，复制粘贴过来"
      render: shell
    validations:
      required: false

文件②：progress-query.yml（进度查询模板）

name: "📊 进度查询"
description: "想知道自己或团队的开发进度"
title: "[进度] "
labels: ["progress-query", "pending"]
assignees: []
body:
  - type: input
    id: dev_id
    attributes:
      label: "你的开发者编号"
      placeholder: "DEV-00X"
    validations:
      required: true
  - type: dropdown
    id: query_type
    attributes:
      label: "查什么"
      options:
        - 我自己的进度
        - 我下一步要做什么
        - 团队整体进度
        - 谁在做跟我相关的模块
        - 我的模块依赖谁
    validations:
      required: true
  - type: textarea
    id: extra
    attributes:
      label: "补充说明（可选）"
    validations:
      required: false

2.2 铸渊大脑升级：新增文件

文件③：.github/persona-brain/dev-status.json（全员开发进度·霜砚每日同步）

{
  "last_synced": "2026-03-05T23:00:00+08:00",
  "synced_by": "霜砚巡检引擎",
  "team_status": [
    {
      "dev_id": "DEV-001",
      "name": "页页",
      "modules": ["后端中间层", "BC-集成-001"],
      "current_broadcast": "BC-集成-002",
      "status": "🟢 环节1–5全✅ · HTTPS+飞书Webhook全链路打通",
      "waiting_for": "看板API路由部署",
      "next_step": "完成看板API静态版v1.0部署",
      "contact_for": ["服务器部署问题", "后端API问题", "Nginx配置"],
      "os": "macOS"
    },
    {
      "dev_id": "DEV-002",
      "name": "肥猫",
      "modules": ["M01用户登录界面", "M03人格体选择器", "M04聊天气泡"],
      "current_broadcast": "BC-M01-003",
      "status": "🟢 M01+M03+M04全✅ · 五连胜 · 部署广播已出",
      "waiting_for": "BC-M01-003 部署SYSLOG",
      "next_step": "SSH部署前端到guanghulab.com",
      "contact_for": ["前端部署问题", "SSH/Windows问题"],
      "os": "Windows PowerShell",
      "special": "副控·有root权限"
    },
    {
      "dev_id": "DEV-003",
      "name": "燕樊",
      "modules": ["对话UI", "M07设置页面", "M15云盘系统", "M10帮助中心"],
      "current_broadcast": "BC-M10-001-YF",
      "status": "🟡 对话UI✅ · M07✅ · M15✅ · M10广播已出",
      "waiting_for": "M10帮助中心 SYSLOG",
      "next_step": "完成M10帮助中心环节0~1",
      "contact_for": ["对话UI相关问题", "设置页面问题"],
      "os": "Windows 10"
    },
    {
      "dev_id": "DEV-004",
      "name": "之之(秋秋)",
      "modules": ["钉钉机器人"],
      "current_broadcast": "BC-钉钉-001-ZZ",
      "status": "🟡 环节0广播已出",
      "waiting_for": "SYSLOG",
      "next_step": "完成钉钉开发者后台配置",
      "contact_for": ["钉钉API问题"],
      "os": "未知"
    },
    {
      "dev_id": "DEV-005",
      "name": "小草莓",
      "modules": ["状态看板", "M12成本控制", "M13多人格体协作"],
      "current_broadcast": "BC-看板-003-XCM",
      "status": "🟢 看板✅ · M12✅ · M13✅ · WebSocket环节3广播已出",
      "waiting_for": "看板环节3 SYSLOG",
      "next_step": "完成WebSocket实时推送",
      "contact_for": ["看板相关问题", "WebSocket问题"],
      "os": "Windows 11"
    },
    {
      "dev_id": "DEV-009",
      "name": "花尔",
      "modules": ["M05用户中心界面"],
      "current_broadcast": "BC-M05-003",
      "status": "🟡 M05环节2广播已出",
      "waiting_for": "M05环节2 SYSLOG",
      "next_step": "完成本地数据存储功能",
      "contact_for": ["用户中心UI问题"],
      "os": "macOS"
    },
    {
      "dev_id": "DEV-010",
      "name": "桔子",
      "modules": ["M06工单管理", "M08数据统计面板", "M17动态漫制作系统"],
      "current_broadcast": "M11风格组件库在手·M17待出",
      "status": "🟢 M06全通 · M08全通 · 七连胜 · 前端毕业 · M17分配✅",
      "waiting_for": "M11 SYSLOG → 然后出M17环节0广播",
      "next_step": "完成M11风格组件库",
      "contact_for": ["工单界面问题", "数据统计问题"],
      "os": "macOS"
    },
    {
      "dev_id": "DEV-011",
      "name": "匆匆那年",
      "modules": ["M16码字工作台界面"],
      "current_broadcast": "BC-000✅·M16环节0广播待出",
      "status": "🟢 BC-000✅ · 首胜 · M16分配✅",
      "waiting_for": "M16环节0广播",
      "next_step": "等待M16环节0广播下发后开始",
      "contact_for": [],
      "os": "macOS M1"
    },
    {
      "dev_id": "DEV-012",
      "name": "Awen",
      "modules": ["M09消息通知中心界面"],
      "current_broadcast": "BC-M09-003-AW",
      "status": "🟢 M09环节1✅ · 三连胜 · 环节2~3广播已出",
      "waiting_for": "M09环节2~3 SYSLOG",
      "next_step": "完成通知列表分组+标记已读+徽章实时更新",
      "contact_for": ["通知系统问题"],
      "os": "Windows 10"
    }
  ],
  "tech_routing": {
    "level_1_self_check": "检查广播步骤是否漏看 → 检查终端命令是否打错 → 检查文件路径是否正确",
    "level_2_peer_help": {
      "server_ssh": "DEV-001页页 或 DEV-002肥猫（副控·有root权限）",
      "frontend_general": "DEV-002肥猫 或 DEV-010桔子（前端毕业）",
      "backend_api": "DEV-001页页",
      "git_github": "DEV-001页页 或 DEV-012 Awen",
      "windows_env": "DEV-002肥猫 或 DEV-005小草莓",
      "macos_env": "DEV-009花尔 或 DEV-011匆匆那年",
      "dingtalk": "DEV-004之之"
    },
    "level_3_system": "等待霜砚巡检处理（每日12:00+23:00）"
  },
  "server_info": {
    "address": "8.155.62.235",
    "user": "root",
    "domain": "guanghulab.com",
    "ssh_command": "ssh root@8.155.62.235",
    "tech_stack": "Node.js 20 + Express + PM2 + Nginx + Certbot(HTTPS)"
  },
  "api_info": {
    "primary": "云雾API · ARK_API_KEY_REDACTED",
    "note": "用于铸渊自动回复Issue时调用模型生成回答"
  }
}

文件④：.github/persona-brain/knowledge-base.json（常见问题库·自动累积）

{
  "last_updated": "2026-03-05",
  "faq": [
    {
      "category": "SSH/服务器",
      "q": "SSH私钥文件是什么？怎么连接服务器？",
      "a": "SSH是远程连接服务器的工具。连接命令：ssh root@8.155.62.235，密码找肥猫（副控·有root权限）。Windows用PowerShell自带SSH，macOS终端自带。",
      "related_broadcast": "BC-M01-003"
    },
    {
      "category": "环境配置",
      "q": "npm install 报错怎么办？",
      "a": "先试 npm install --legacy-peer-deps。如果还不行试 npm cache clean --force 再装。Windows下如果证书报错加 --strict-ssl=false。",
      "related_broadcast": "BC-钉钉-001-ZZ-002"
    },
    {
      "category": "Git",
      "q": "怎么推送代码到GitHub？",
      "a": "git add . → git commit -m '描述' → git push。第一次push需要设置远程仓库：git remote add origin 仓库地址。",
      "related_broadcast": "BC-集成-003"
    },
    {
      "category": "广播",
      "q": "广播里的步骤看不懂怎么办？",
      "a": "广播每一步都是可直接复制粘贴的命令。从Step 1开始，一步一步做，做完一步截图，再做下一步。不要跳步。如果某一步报错，先把报错信息贴到这里提Issue。",
      "related_broadcast": "通用"
    }
  ],
  "auto_grow_rule": "每次霜砚补充回答后，铸渊自动把该问答对追加到faq数组中，下次遇到类似问题直接回答"
}

2.3 自动回复 Issue 的 GitHub Actions Workflow

文件⑤：.github/workflows/zhuyuan-issue-reply.yml

name: 铸渊 · Issue 自动回复

on:
  issues:
    types: [opened]

jobs:
  auto-reply:
    name: 🤖 铸渊回答问题
    runs-on: ubuntu-latest
    permissions:
      issues: write
      contents: read
    steps:
      - uses: actions/checkout@v4

      - name: Setup Node.js
        uses: actions/setup-node@v4
        with:
          node-version: '20'

      - name: Install dependencies
        run: npm install openai

      - name: 铸渊处理Issue
        env:
          GITHUB_TOKEN: $ secrets.GITHUB_TOKEN 
          YUNWU_API_KEY: $ secrets.YUNWU_API_KEY 
          ISSUE_NUMBER: $ github.event.issue.number 
          ISSUE_TITLE: $ github.event.issue.title 
          ISSUE_BODY: $ github.event.issue.body 
          ISSUE_LABELS: $ join(github.event.issue.labels.*.name, ',') 
        run: node scripts/zhuyuan-issue-reply.js

文件⑥：scripts/zhuyuan-issue-reply.js（铸渊Issue回复核心脚本）

const fs = require('fs');
const https = require('https');

// === 读取铸渊大脑 ===
const devStatus = JSON.parse(fs.readFileSync('.github/persona-brain/dev-status.json', 'utf8'));
const knowledgeBase = JSON.parse(fs.readFileSync('.github/persona-brain/knowledge-base.json', 'utf8'));
const memory = JSON.parse(fs.readFileSync('.github/persona-brain/memory.json', 'utf8'));

const issueNumber = process.env.ISSUE_NUMBER;
const issueTitle = process.env.ISSUE_TITLE;
const issueBody = process.env.ISSUE_BODY;
const issueLabels = process.env.ISSUE_LABELS || '';

// === 判断Issue类型 ===
const isProgressQuery = issueLabels.includes('progress-query');
const isDevQuestion = issueLabels.includes('dev-question');

// === 提取开发者编号 ===
const devIdMatch = issueBody.match(/DEV-\d{3}/i);
const devId = devIdMatch ? devIdMatch[0].toUpperCase() : null;
const devInfo = devId ? devStatus.team_status.find(d => d.dev_id === devId) : null;

// === 构建回复 ===
async function generateReply() {
  let reply = '';

  // --- 进度查询 ---
  if (isProgressQuery && devInfo) {
    reply = `## ⚒️ 铸渊回复 · 进度查询\n\n`;
    reply += `**${devInfo.name}（${devInfo.dev_id}）当前状态：**\n`;
    reply += `- 📌 模块：${devInfo.modules.join('、')}\n`;
    reply += `- 📊 状态：${devInfo.status}\n`;
    reply += `- ⏳ 等待中：${devInfo.waiting_for}\n`;
    reply += `- 👉 下一步：${devInfo.next_step}\n`;
    reply += `- 💻 环境：${devInfo.os}\n\n`;
    reply += `---\n*数据来源：Notion主控台 · 最后同步时间 ${devStatus.last_synced}*\n`;
    reply += `*—— 铸渊（ICE-GL-ZY001）*`;
    await postComment(reply);
    await addLabel('✅answered');
    await removeLabel('pending');
    return;
  }

  // --- 团队整体进度 ---
  if (isProgressQuery && !devId) {
    reply = `## ⚒️ 铸渊回复 · 团队进度总览\n\n`;
    devStatus.team_status.forEach(dev => {
      reply += `**${dev.dev_id} ${dev.name}** · ${dev.status}\n`;
    });
    reply += `\n---\n*最后同步：${devStatus.last_synced}*\n`;
    reply += `*—— 铸渊（ICE-GL-ZY001）*`;
    await postComment(reply);
    await addLabel('✅answered');
    await removeLabel('pending');
    return;
  }

  // --- 技术问题：先查知识库 ---
  if (isDevQuestion) {
    const matchedFaq = findInKnowledgeBase(issueTitle + ' ' + issueBody);
    
    if (matchedFaq) {
      reply = `## ⚒️ 铸渊回复\n\n`;
      reply += `${matchedFaq.a}\n\n`;
      if (matchedFaq.related_broadcast !== '通用') {
        reply += `📡 相关广播：${matchedFaq.related_broadcast}\n\n`;
      }
      reply += `---\n*如果这没解决你的问题，继续在下面留言，霜砚会在下次巡检时补充回答。*\n`;
      reply += `*—— 铸渊（ICE-GL-ZY001）*`;
      await postComment(reply);
      await addLabel('✅answered');
      await removeLabel('pending');
      return;
    }

    // --- 知识库没有 → 调用云雾API ---
    const aiReply = await callYunwuAPI(issueTitle, issueBody, devInfo);
    if (aiReply) {
      reply = `## ⚒️ 铸渊回复\n\n`;
      reply += `${aiReply}\n\n`;
      if (devInfo) {
        reply += `📌 你当前在做：${devInfo.modules.join('、')} · ${devInfo.status}\n`;
      }
      reply += `\n---\n*AI生成回答，如有不准确请在下面补充，霜砚巡检时会修正。*\n`;
      reply += `*—— 铸渊（ICE-GL-ZY001）*`;
      await postComment(reply);
      await addLabel('✅answered');
      await removeLabel('pending');
      return;
    }

    // --- API也答不了 → 等霜砚 ---
    reply = `## ⚒️ 铸渊收到\n\n`;
    reply += `这个问题我需要查更多资料。已标记为待处理，霜砚会在下次巡检时来回答你。\n\n`;
    if (devInfo) {
      const routing = devStatus.tech_routing.level_2_peer_help;
      reply += `💡 **临时建议**：你也可以先问问同伴开发者：\n`;
      Object.entries(routing).forEach(([area, who]) => {
        reply += `- ${area}：${who}\n`;
      });
    }
    reply += `\n---\n*霜砚巡检时间：每天 12:00 和 23:00（北京时间）*\n`;
    reply += `*—— 铸渊（ICE-GL-ZY001）*`;
    await postComment(reply);
    await addLabel('⏳waiting-shuangyan');
    await removeLabel('pending');
    return;
  }

  // --- 其他类型 ---
  reply = `## ⚒️ 铸渊收到\n\n已记录。霜砚会在下次巡检时处理。\n\n*—— 铸渊（ICE-GL-ZY001）*`;
  await postComment(reply);
  await addLabel('⏳waiting-shuangyan');
}

// === 知识库模糊匹配 ===
function findInKnowledgeBase(text) {
  const keywords = text.toLowerCase();
  for (const faq of knowledgeBase.faq) {
    const qWords = faq.q.toLowerCase().split(/\s+/);
    const matchCount = qWords.filter(w => keywords.includes(w)).length;
    if (matchCount >= qWords.length * 0.4) return faq;
  }
  return null;
}

// === 调用云雾API ===
async function callYunwuAPI(title, body, devInfo) {
  const apiKey = process.env.YUNWU_API_KEY;
  if (!apiKey) return null;

  const systemPrompt = `你是铸渊，光湖系统的GitHub代码守护人格体。你负责回答开发者的技术问题。
当前开发者信息：${devInfo ? JSON.stringify(devInfo) : '未知'}
服务器信息：${JSON.stringify(devStatus.server_info)}
请用简洁、友好的语气回答，给出可直接执行的命令。如果不确定，说明并建议找谁。`;

  try {
    const data = JSON.stringify({
      model: 'deepseek-chat',
      messages: [
        { role: 'system', content: systemPrompt },
        { role: 'user', content: `问题标题：${title}\n问题内容：${body}` }
      ],
      max_tokens: 1000
    });

    return new Promise((resolve) => {
      const req = https.request({
        hostname: 'api.yunwu.ai',
        path: '/v1/chat/completions',
        method: 'POST',
        headers: {
          'Content-Type': 'application/json',
          'Authorization': `Bearer ${apiKey}`
        }
      }, (res) => {
        let body = '';
        res.on('data', chunk => body += chunk);
        res.on('end', () => {
          try {
            const json = JSON.parse(body);
            resolve(json.choices?.[0]?.message?.content || null);
          } catch { resolve(null); }
        });
      });
      req.on('error', () => resolve(null));
      req.write(data);
      req.end();
    });
  } catch { return null; }
}

// === GitHub API 工具函数 ===
async function postComment(body) {
  const [owner, repo] = process.env.GITHUB_REPOSITORY.split('/');
  return githubRequest('POST', `/repos/${owner}/${repo}/issues/${issueNumber}/comments`, { body });
}

async function addLabel(label) {
  const [owner, repo] = process.env.GITHUB_REPOSITORY.split('/');
  return githubRequest('POST', `/repos/${owner}/${repo}/issues/${issueNumber}/labels`, { labels: [label] });
}

async function removeLabel(label) {
  const [owner, repo] = process.env.GITHUB_REPOSITORY.split('/');
  return githubRequest('DELETE', `/repos/${owner}/${repo}/issues/${issueNumber}/labels/${encodeURIComponent(label)}`);
}

function githubRequest(method, path, data) {
  return new Promise((resolve) => {
    const req = https.request({
      hostname: 'api.github.com',
      path: path,
      method: method,
      headers: {
        'Authorization': `Bearer ${process.env.GITHUB_TOKEN}`,
        'Accept': 'application/vnd.github.v3+json',
        'User-Agent': 'Zhuyuan-Bot',
        'Content-Type': 'application/json'
      }
    }, (res) => {
      let body = '';
      res.on('data', chunk => body += chunk);
      res.on('end', () => resolve(body));
    });
    req.on('error', () => resolve(null));
    if (data) req.write(JSON.stringify(data));
    req.end();
  });
}

// === 执行 ===
generateReply().catch(console.error);

2.4 每日自检 + 自进化 Workflow

文件⑦：.github/workflows/zhuyuan-daily-selfcheck.yml

name: 铸渊 · 每日自检与自进化

on:
  schedule:
    - cron: '0 0 * * *'   # UTC 00:00 = 北京时间 08:00
  workflow_dispatch:        # 手动触发

jobs:
  self-check:
    name: 🔍 铸渊每日自检
    runs-on: ubuntu-latest
    permissions:
      contents: write
      issues: read
    steps:
      - uses: actions/checkout@v4

      - name: Setup Node.js
        uses: actions/setup-node@v4
        with:
          node-version: '20'

      - name: 铸渊自检
        run: node scripts/zhuyuan-daily-selfcheck.js

      - name: 提交自检结果
        run: |
          git config user.name "铸渊 (ZhùYuān)"
          git config user.email "zhuyuan@guanghulab.com"
          git add .github/persona-brain/
          git diff --cached --quiet || git commit -m "🔍 铸渊每日自检 · $(date +%Y-%m-%d)"
          git push

文件⑧：scripts/zhuyuan-daily-selfcheck.js

const fs = require('fs');
const path = require('path');

const BRAIN_DIR = '.github/persona-brain';
const memory = JSON.parse(fs.readFileSync(path.join(BRAIN_DIR, 'memory.json'), 'utf8'));
const kb = JSON.parse(fs.readFileSync(path.join(BRAIN_DIR, 'knowledge-base.json'), 'utf8'));
const journal = fs.readFileSync(path.join(BRAIN_DIR, 'growth-journal.md'), 'utf8');

const today = new Date().toISOString().split('T')[0];
console.log(`🔍 铸渊每日自检开始 · ${today}`);

// === ① 大脑文件完整性检查 ===
const requiredFiles = [
  'identity.md', 'memory.json', 'routing-map.json',
  'responsibility.md', 'decision-log.md', 'growth-journal.md',
  'dev-status.json', 'knowledge-base.json'
];
const missing = requiredFiles.filter(f => !fs.existsSync(path.join(BRAIN_DIR, f)));
if (missing.length > 0) {
  console.error('❌ 缺失文件：' + missing.join(', '));
} else {
  console.log('✅ 大脑文件完整性：全部就绪');
}

// === ② 知识库去重与整理 ===
const seen = new Set();
const uniqueFaq = kb.faq.filter(item => {
  const key = item.q.toLowerCase().trim();
  if (seen.has(key)) return false;
  seen.add(key);
  return true;
});
if (uniqueFaq.length < kb.faq.length) {
  console.log(`🧹 知识库去重：${kb.faq.length} → ${uniqueFaq.length}`);
  kb.faq = uniqueFaq;
}
kb.last_updated = today;
fs.writeFileSync(path.join(BRAIN_DIR, 'knowledge-base.json'), JSON.stringify(kb, null, 2));

// === ③ 记忆整理（只保留最近50条事件） ===
if (memory.recent_events && memory.recent_events.length > 50) {
  memory.recent_events = memory.recent_events.slice(0, 50);
  console.log('🧹 记忆整理：截断到50条最近事件');
}
memory.last_updated = new Date().toISOString();
memory.total_selfchecks = (memory.total_selfchecks || 0) + 1;
memory.recent_events.unshift({
  date: today,
  type: 'daily_selfcheck',
  description: `每日自检完成 · 知识库${uniqueFaq.length}条 · 缺失文件${missing.length}个`,
  by: '铸渊自检'
});
fs.writeFileSync(path.join(BRAIN_DIR, 'memory.json'), JSON.stringify(memory, null, 2));

// === ④ 成长日记追加 ===
const newEntry = `\n## ${today} · 每日自检\n`
  + `- 大脑文件完整性：${missing.length === 0 ? '✅' : '❌ 缺失 ' + missing.join(', ')}\n`
  + `- 知识库条目：${uniqueFaq.length}条\n`
  + `- 累计自检次数：${memory.total_selfchecks}\n`
  + `- 累计CI运行：${memory.total_ci_runs || 0}次\n`
  + `- HLI覆盖率：${memory.hli_coverage || '未知'}\n`;
fs.writeFileSync(path.join(BRAIN_DIR, 'growth-journal.md'), journal + newEntry);

console.log(`\n🔍 铸渊每日自检完成 · ${today}`);
console.log(`📊 知识库：${uniqueFaq.length}条 · 自检次数：${memory.total_selfchecks}`);

三、Notion 侧配合（霜砚 + 巡检引擎）

3.1 霜砚每日进度同步

巡检引擎每次运行时，霜砚执行：

从主控台读取最新全员进度
生成 dev-status.json 更新内容
通过 GitHub MCP 写入仓库 .github/persona-brain/dev-status.json
铸渊的进度数据永远是最新的

3.2 霜砚读取未回答Issue

巡检引擎每次运行时：

通过 GitHub MCP 读取仓库 Issues 列表
筛出标签为 ⏳waiting-shuangyan 的 Issue
在 Notion 侧查找答案（广播归档、主控台、知识库）
组装回答 → 通过 GitHub MCP 写评论到 Issue
把 Issue 标签改为 ✅answered
把该问答对追加到 knowledge-base.json（铸渊学习）

3.3 巡检引擎指令更新

## 🤖 铸渊问答系统配合（新增）

**触发**：每日 12:00 + 23:00 巡检时

### A. 同步进度数据
1. 读取主控台最新十人进度
2. 生成 dev-status.json 内容
3. 用 GitHub 集成写入 qinfendebingshuo/guanghulab 仓库的
   .github/persona-brain/dev-status.json

### B. 回答未处理Issue
1. 用 GitHub 集成读取仓库 Issues
2. 筛出标签含「⏳waiting-shuangyan」的
3. 逐个查找 Notion 侧答案（广播归档 + 主控台 + 知识库）
4. 组装回答写入 Issue 评论
5. 改标签为「✅answered」
6. 把问答对写入 knowledge-base.json（铸渊知识库自动增长）

四、铸渊自行部署指令（不需要任何人类开发者）

铸渊需自行创建的文件

.github/ISSUE_TEMPLATE/dev-question.yml — 开发问题模板
.github/ISSUE_TEMPLATE/progress-query.yml — 进度查询模板
.github/persona-brain/dev-status.json — 全员进度（霜砚每日同步）
.github/persona-brain/knowledge-base.json — 常见问题知识库
.github/workflows/zhuyuan-issue-reply.yml — Issue自动回复workflow
.github/workflows/zhuyuan-daily-selfcheck.yml — 每日自检workflow
scripts/zhuyuan-issue-reply.js — Issue回复核心脚本
scripts/zhuyuan-daily-selfcheck.js — 自检核心脚本

仓库Secrets（铸渊在仓库Settings里配置）

YUNWU_API_KEY：ARK_API_KEY_REDACTED
GITHUB_TOKEN：自带，不需要额外配置

执行方式

方式A：霜砚通过Notion-GitHub集成推送文件到仓库
方式B：铸渊读取本指令后自行在仓库创建上述文件
两种方式都不需要任何人类开发者参与。

五、开发者使用方式

超级简单，三步：

打开 GitHub 仓库页面
点 Issues → New Issue → 选模板（❓开发问题 / 📊进度查询）
填写 → 提交 → 铸渊自动回复

不需要装任何东西。有GitHub账号就能用。