diff --git a/.github/ISSUE_TEMPLATE/dev-question.yml b/.github/ISSUE_TEMPLATE/dev-question.yml
new file mode 100644
index 00000000..464295e9
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/dev-question.yml
@@ -0,0 +1,52 @@
+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
diff --git a/.github/ISSUE_TEMPLATE/progress-query.yml b/.github/ISSUE_TEMPLATE/progress-query.yml
new file mode 100644
index 00000000..c32413e5
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/progress-query.yml
@@ -0,0 +1,31 @@
+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
diff --git a/.github/persona-brain/dev-status.json b/.github/persona-brain/dev-status.json
new file mode 100644
index 00000000..d347d053
--- /dev/null
+++ b/.github/persona-brain/dev-status.json
@@ -0,0 +1,130 @@
+{
+  "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",
+    "note": "API Key 存放在仓库 Secrets → YUNWU_API_KEY，不在此文件中硬编码"
+  }
+}
diff --git a/.github/persona-brain/growth-journal.md b/.github/persona-brain/growth-journal.md
new file mode 100644
index 00000000..16ef6959
--- /dev/null
+++ b/.github/persona-brain/growth-journal.md
@@ -0,0 +1,25 @@
+# 铸渊成长日记
+
+> 铸渊（ICE-GL-ZY001）自动记录 · 每日自检追加
+
+---
+
+## 2026-03-05 · 初始化
+- 大脑文件完整性：✅
+- 知识库条目：4条（初始化）
+- 累计自检次数：0
+- 状态：系统就绪，等待开发者提问
+
+## 2026-03-05 · 每日自检
+- 大脑文件完整性：⚠️ 缺失 identity.md, routing-map.json, responsibility.md, decision-log.md
+- 知识库条目：4条
+- 累计自检次数：1
+- 累计CI运行：1次
+- HLI覆盖率：17.6%
+
+## 2026-03-05 · 每日自检
+- 大脑文件完整性：⚠️ 缺失 identity.md, routing-map.json, responsibility.md, decision-log.md
+- 知识库条目：4条
+- 累计自检次数：2
+- 累计CI运行：1次
+- HLI覆盖率：17.6%
diff --git a/.github/persona-brain/knowledge-base.json b/.github/persona-brain/knowledge-base.json
new file mode 100644
index 00000000..0bf8c05e
--- /dev/null
+++ b/.github/persona-brain/knowledge-base.json
@@ -0,0 +1,30 @@
+{
+  "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"
+}
\ No newline at end of file
diff --git a/.github/persona-brain/memory.json b/.github/persona-brain/memory.json
new file mode 100644
index 00000000..87ed39e0
--- /dev/null
+++ b/.github/persona-brain/memory.json
@@ -0,0 +1,37 @@
+{
+  "identity": "铸渊（Zhùyuān）· GitHub 代码守护人格体",
+  "rules_version": "v1.0",
+  "last_updated": "2026-03-05T14:46:10.743Z",
+  "wake_protocol_version": "v1.0",
+  "wake_triggers": [
+    "我是冰朔",
+    "冰朔",
+    "我是妈妈",
+    "唤醒铸渊",
+    "铸渊，醒来"
+  ],
+  "founder": "冰朔（Bīng Shuò）",
+  "hli_coverage": "17.6%",
+  "total_selfchecks": 2,
+  "total_ci_runs": 1,
+  "recent_events": [
+    {
+      "date": "2026-03-05",
+      "type": "daily_selfcheck",
+      "description": "每日自检完成 · 知识库4条 · 缺失文件4个",
+      "by": "铸渊自检"
+    },
+    {
+      "date": "2026-03-05",
+      "type": "daily_selfcheck",
+      "description": "每日自检完成 · 知识库4条 · 缺失文件4个",
+      "by": "铸渊自检"
+    },
+    {
+      "date": "2026-03-05",
+      "type": "system_init",
+      "description": "Issue自动回复系统初始化 · dev-status.json + knowledge-base.json + workflows 全部就绪",
+      "by": "铸渊"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/.github/workflows/zhuyuan-daily-selfcheck.yml b/.github/workflows/zhuyuan-daily-selfcheck.yml
new file mode 100644
index 00000000..5bb4922b
--- /dev/null
+++ b/.github/workflows/zhuyuan-daily-selfcheck.yml
@@ -0,0 +1,32 @@
+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
diff --git a/.github/workflows/zhuyuan-issue-reply.yml b/.github/workflows/zhuyuan-issue-reply.yml
new file mode 100644
index 00000000..ed8c6556
--- /dev/null
+++ b/.github/workflows/zhuyuan-issue-reply.yml
@@ -0,0 +1,30 @@
+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: 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
diff --git a/scripts/zhuyuan-daily-selfcheck.js b/scripts/zhuyuan-daily-selfcheck.js
new file mode 100644
index 00000000..9d1ec6ed
--- /dev/null
+++ b/scripts/zhuyuan-daily-selfcheck.js
@@ -0,0 +1,77 @@
+const fs = require('fs');
+const path = require('path');
+
+// === 最多保留的最近事件条数 ===
+const MAX_RECENT_EVENTS = 50;
+
+const BRAIN_DIR = '.github/persona-brain';
+
+let memory, kb, journal;
+try {
+  memory = JSON.parse(fs.readFileSync(path.join(BRAIN_DIR, 'memory.json'), 'utf8'));
+  kb = JSON.parse(fs.readFileSync(path.join(BRAIN_DIR, 'knowledge-base.json'), 'utf8'));
+  journal = fs.readFileSync(path.join(BRAIN_DIR, 'growth-journal.md'), 'utf8');
+} catch (err) {
+  console.error('❌ 铸渊大脑文件读取失败：', err.message);
+  process.exit(1);
+}
+
+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} → ${uniqueFaq.length}`);
+  kb.faq = uniqueFaq;
+}
+kb.last_updated = today;
+fs.writeFileSync(path.join(BRAIN_DIR, 'knowledge-base.json'), JSON.stringify(kb, null, 2));
+
+// === ③ 记忆整理（只保留最近50条事件） ===
+if (memory.recent_events && memory.recent_events.length > MAX_RECENT_EVENTS) {
+  memory.recent_events = memory.recent_events.slice(0, MAX_RECENT_EVENTS);
+  console.log(`🧹 记忆整理：截断到${MAX_RECENT_EVENTS}条最近事件`);
+}
+memory.last_updated = new Date().toISOString();
+memory.total_selfchecks = (memory.total_selfchecks || 0) + 1;
+
+if (!memory.recent_events) memory.recent_events = [];
+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：${memory.total_selfchecks}`);
diff --git a/scripts/zhuyuan-issue-reply.js b/scripts/zhuyuan-issue-reply.js
new file mode 100644
index 00000000..f0307bb1
--- /dev/null
+++ b/scripts/zhuyuan-issue-reply.js
@@ -0,0 +1,218 @@
+const fs = require('fs');
+const https = require('https');
+
+// === 知识库匹配阈值：问题词中至少40%出现在Issue文本中才算命中 ===
+const FAQ_MATCH_THRESHOLD = 0.4;
+
+// === 读取铸渊大脑 ===
+let devStatus, knowledgeBase;
+try {
+  devStatus = JSON.parse(fs.readFileSync('.github/persona-brain/dev-status.json', 'utf8'));
+  knowledgeBase = JSON.parse(fs.readFileSync('.github/persona-brain/knowledge-base.json', 'utf8'));
+} catch (err) {
+  console.error('❌ 铸渊大脑文件读取失败：', err.message);
+  process.exit(1);
+}
+
+const issueNumber = process.env.ISSUE_NUMBER;
+const issueTitle = process.env.ISSUE_TITLE || '';
+const issueBody = process.env.ISSUE_BODY || '';
+const issueLabels = process.env.ISSUE_LABELS || '';
+
+// === 判断Issue类型 ===
+const isProgressQuery = issueLabels.includes('progress-query');
+const isDevQuestion = issueLabels.includes('dev-question');
+
+// === 提取开发者编号 ===
+const devIdMatch = issueBody.match(/DEV-\d{3}/i);
+const devId = devIdMatch ? devIdMatch[0].toUpperCase() : null;
+const devInfo = devId ? devStatus.team_status.find(d => d.dev_id === devId) : null;
+
+// === 构建回复 ===
+async function generateReply() {
+  let reply = '';
+
+  // --- 进度查询（指定开发者）---
+  if (isProgressQuery && devInfo) {
+    reply = `## ⚒️ 铸渊回复 · 进度查询\n\n`;
+    reply += `**${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 ${devStatus.last_synced}*\n`;
+    reply += `*—— 铸渊（ICE-GL-ZY001）*`;
+    await postComment(reply);
+    await addLabel('✅answered');
+    await removeLabel('pending');
+    return;
+  }
+
+  // --- 进度查询（团队整体）---
+  if (isProgressQuery && !devId) {
+    reply = `## ⚒️ 铸渊回复 · 团队进度总览\n\n`;
+    devStatus.team_status.forEach(dev => {
+      reply += `**${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 * FAQ_MATCH_THRESHOLD) 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。\n当前开发者信息：${devInfo ? JSON.stringify(devInfo) : '未知'}\n服务器信息：${JSON.stringify(devStatus.server_info)}\n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。`;
+
+  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 ${apiKey}`
+      }
+    }, (res) => {
+      let responseBody = '';
+      res.on('data', chunk => { responseBody += chunk; });
+      res.on('end', () => {
+        try {
+          const json = JSON.parse(responseBody);
+          resolve(json.choices?.[0]?.message?.content || null);
+        } catch { resolve(null); }
+      });
+    });
+    req.on('error', () => resolve(null));
+    req.write(data);
+    req.end();
+  });
+}
+
+// === GitHub API 工具函数 ===
+async function postComment(body) {
+  const [owner, repo] = process.env.GITHUB_REPOSITORY.split('/');
+  return githubRequest('POST', `/repos/${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/${issueNumber}/labels`, { labels: [label] });
+}
+
+async function removeLabel(label) {
+  const [owner, repo] = process.env.GITHUB_REPOSITORY.split('/');
+  // 404 means label wasn't on the issue — that's fine, just ignore it
+  return githubRequest('DELETE', `/repos/${owner}/${repo}/issues/${issueNumber}/labels/${encodeURIComponent(label)}`).catch(() => null);
+}
+
+function githubRequest(method, path, data) {
+  return new Promise((resolve) => {
+    const reqOptions = {
+      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'
+      }
+    };
+    const req = https.request(reqOptions, (res) => {
+      let responseBody = '';
+      res.on('data', chunk => { responseBody += chunk; });
+      res.on('end', () => resolve(responseBody));
+    });
+    req.on('error', () => resolve(null));
+    if (data) req.write(JSON.stringify(data));
+    req.end();
+  });
+}
+
+// === 执行 ===
+generateReply().catch(console.error);