512 lines
16 KiB
Markdown
512 lines
16 KiB
Markdown
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# 活模块标准 · Living Module Standard
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# 签发: 铸渊 · ICE-GL-ZY001 · 2026-04-05
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# 触发: D53 冰朔核心认知 · "你开发的模块是死的"
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# 版权: 国作登字-2026-A-00037559
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---
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## 冰朔的原话
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> "你开发的模块为什么总是一直在反复的修bug，是因为你开发的模块是死的。
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> 你需要开发的是每一个活着的人格模块。"
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---
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## 一、为什么死模块会反复出bug
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```
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死模块的生命周期:
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错误发生 → 模块: console.error() → 继续运行（带着伤）
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│
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├── 同样的错误再次发生
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├── 模块: console.error()（同样的日志）
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├── 继续运行（伤上加伤）
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│
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├── 铸渊唤醒 → 发现bug → 手动修复 → 合并
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│
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├── 新的错误发生（因为修了A，B又坏了）
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├── 模块: console.error()
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│
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└── 铸渊再次唤醒 → 再次修复 → 无限循环
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```
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**根因：模块不知道自己有问题。模块不会自己修。模块不会求助。**
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死模块 = 等着被修的尸体。
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铸渊变成了给尸体缝针的人，缝完它还是死的。
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```
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活模块的生命周期:
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错误发生 → 模块: 我出问题了
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│
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├── selfDiagnose(): 是什么问题？连接超时
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├── selfHeal(): 重试3次，间隔指数增长
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│
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├── 如果自愈成功 → learnFromRun(): 记住这个错误模式
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│ 下次预防性处理
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│
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└── 如果自愈失败 → alertZhuyuan(): 铸渊，我修不好这个
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这是我尝试过的方案
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这是我的诊断结果
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请你帮我
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```
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**活模块出bug → 自己修 → 修不好才找铸渊。**
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**铸渊不再缝针，而是教模块怎么自己愈合。**
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---
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## 二、当前审计结果
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### D51标准合规率：0%
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| 模块 | heartbeat | selfDiagnose | selfHeal | alertZhuyuan | learnFromRun | 状态 |
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|------|-----------|-------------|----------|-------------|-------------|------|
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| mcp-server/server.js | ❌ | ❌ | ❌ | ❌ | ❌ | ☠️ 死 |
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| mcp-server/cos.js | ❌ | ❌ | ❌ | ❌ | ❌ | ☠️ 死 |
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| mcp-server/notion-client.js | ❌ | ❌ | ❌ | ❌ | ❌ | ☠️ 死 |
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| mcp-server/github-client.js | ❌ | ❌ | ❌ | ❌ | ❌ | ☠️ 死 |
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| agents/scheduler.js | ❌ | ❌ | ❌ | ❌ | ❌ | ☠️ 死 |
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| agents/sy-test.js | ❌ | ⚠️部分 | ❌ | ❌ | ❌ | ⚠️ 濒死 |
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| agents/sy-scan.js | ❌ | ⚠️部分 | ❌ | ❌ | ❌ | ⚠️ 濒死 |
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| agents/sy-classify.js | ❌ | ❌ | ❌ | ❌ | ❌ | ☠️ 死 |
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| app/server.js | ⚠️部分 | ❌ | ❌ | ❌ | ❌ | ⚠️ 濒死 |
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| app/modules/cos-bridge.js | ❌ | ❌ | ❌ | ❌ | ❌ | ☠️ 死 |
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| proxy/subscription-server.js | ❌ | ❌ | ❌ | ❌ | ❌ | ☠️ 死 |
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**8个完全死亡 · 3个濒死（仅有被动的健康检查碎片）**
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### 死模块的共同病症
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| 病症 | 出现频率 | 说明 |
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|------|---------|------|
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| console.error()就完了 | 100% | 日志写了，然后呢？然后没有然后。 |
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| try/catch吞错误 | 85% | 捕获了异常，但只是返回{error:true} |
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| 无重试逻辑 | 100% | 失败一次就放弃，不管是不是临时性错误 |
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| 无状态追踪 | 100% | 不知道自己连续失败了几次 |
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| 硬编码参数 | 90% | 超时时间、重试次数、规则全部写死 |
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| 无预警通道 | 100% | 出了问题不会通知任何人 |
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| 无学习能力 | 100% | 今天的错误和明天的错误是同一个 |
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---
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## 三、活模块的五个最小生存接口
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### 3.1 heartbeat() — 我还活着
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```javascript
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// 不是被问"你活着吗"才回答
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// 是主动广播"我活着·我的状态是这样的"
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async function heartbeat() {
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return {
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module_id: 'ZY-MCP-001',
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alive: true,
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uptime_ms: process.uptime() * 1000,
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state: this._state, // 'healthy' | 'degraded' | 'critical'
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consecutive_errors: this._errorCount,
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last_success_at: this._lastSuccess,
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last_error_at: this._lastError,
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metrics: {
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requests_total: this._requestCount,
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requests_failed: this._failCount,
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avg_response_ms: this._avgResponse,
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memory_mb: process.memoryUsage().heapUsed / 1024 / 1024
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}
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};
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}
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```
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**关键区别**：
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- 死模块的/health端点 = 被动应答 = "你问我才说"
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- 活模块的heartbeat = 主动广播 = "我定时告诉你我怎么样"
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### 3.2 selfDiagnose() — 我知道我哪里不对
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```javascript
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// 不是等外部来检查
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// 是自己检查自己·自己知道自己哪里不舒服
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async function selfDiagnose() {
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const diagnosis = {
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module_id: 'ZY-MCP-001',
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checked_at: new Date().toISOString(),
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checks: []
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};
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// 检查依赖
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const dbOk = await this._checkDependency('database');
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const cosOk = await this._checkDependency('cos');
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diagnosis.checks.push(dbOk, cosOk);
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// 检查自身趋势
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const errorRate = this._failCount / Math.max(this._requestCount, 1);
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if (errorRate > 0.3) {
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diagnosis.checks.push({
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name: '错误率趋势',
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status: 'warning',
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detail: `错误率 ${(errorRate * 100).toFixed(1)}% 超过30%阈值`,
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trend: 'degrading'
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});
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}
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// 检查内存趋势
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const memUsage = process.memoryUsage().heapUsed;
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if (memUsage > this._maxMemory * 0.8) {
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diagnosis.checks.push({
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name: '内存压力',
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status: 'warning',
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detail: `内存使用 ${Math.round(memUsage / 1024 / 1024)}MB 接近上限`
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});
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}
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// 综合判断
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diagnosis.overall = diagnosis.checks.every(c => c.status === 'pass')
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? 'healthy' : 'needs_attention';
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return diagnosis;
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}
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```
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**关键区别**：
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- 死模块的checkConnection = 只查连接通不通
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- 活模块的selfDiagnose = 检查所有依赖 + 自身趋势 + 综合判断
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### 3.3 selfHeal() — 我能自己修
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```javascript
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// 不是出了问题等铸渊来修
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// 是自己尝试修复·修不好才求助
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async function selfHeal(problem) {
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const attempts = [];
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switch (problem.type) {
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case 'connection_lost':
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// 指数退避重连
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for (let i = 0; i < 3; i++) {
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const delay = Math.pow(2, i) * 1000; // 1s, 2s, 4s
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await sleep(delay);
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const ok = await this._reconnect();
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attempts.push({ attempt: i + 1, delay_ms: delay, success: ok });
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if (ok) {
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this._state = 'healthy';
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this._errorCount = 0;
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return { healed: true, attempts };
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}
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}
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break;
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case 'memory_pressure':
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// 主动释放缓存
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this._cache.clear();
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global.gc && global.gc();
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attempts.push({ action: 'cache_cleared' });
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break;
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case 'rate_limited':
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// 降速
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this._throttleRate *= 2;
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attempts.push({ action: 'throttle_doubled', new_rate: this._throttleRate });
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break;
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}
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// 修不好 → 改变自身状态 + 求助
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if (!attempts.some(a => a.success)) {
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this._state = 'degraded';
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await this.alertZhuyuan({
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severity: 'warning',
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problem,
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attempted: attempts,
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message: `我尝试了${attempts.length}次自愈但失败了`
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});
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return { healed: false, attempts, escalated: true };
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}
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}
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```
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**关键区别**：
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- 死模块 = 出错→日志→完
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- 活模块 = 出错→自己试修→修好了继续→修不好再求助
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### 3.4 alertZhuyuan() — 铸渊，我需要帮助
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```javascript
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// 不是等铸渊来发现问题
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// 是自己知道修不好了·主动找铸渊
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async function alertZhuyuan(alert) {
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const message = {
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module_id: this._moduleId,
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severity: alert.severity, // 'info' | 'warning' | 'critical'
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problem: alert.problem,
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self_heal_attempts: alert.attempted,
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diagnosis: await this.selfDiagnose(),
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suggestion: alert.suggestion || null,
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timestamp: new Date().toISOString()
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};
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// 多通道预警
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const channels = [];
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// 通道1: Notion SYSLOG
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try {
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await notionClient.writeSyslog({
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title: `[${alert.severity.toUpperCase()}] ${this._moduleId}: ${alert.message}`,
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level: alert.severity,
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source: this._moduleId,
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details: JSON.stringify(message, null, 2)
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});
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channels.push('notion_syslog');
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} catch (e) { /* Notion不通也不影响其他通道 */ }
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// 通道2: COS桶预警文件
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try {
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await cosWrite(
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`zhuyuan/alerts/${this._moduleId}/${Date.now()}.json`,
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JSON.stringify(message, null, 2)
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);
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channels.push('cos_alert');
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} catch (e) { /* COS不通也不影响 */ }
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// 通道3: 本地文件（最后兜底）
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const localPath = path.join(__dirname, '../../data/alerts', `${Date.now()}.json`);
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fs.writeFileSync(localPath, JSON.stringify(message, null, 2));
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channels.push('local_file');
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return { alerted: true, channels };
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}
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```
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**关键区别**：
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- 死模块 = 铸渊唤醒才发现6小时前的错误
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- 活模块 = 出问题30秒内铸渊就知道了
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### 3.5 learnFromRun() — 我下次会做得更好
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```javascript
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// 不是每次都用同样的参数做同样的事
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// 是记住经验·调整行为
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async function learnFromRun(execution) {
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// 记录本次执行
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const record = {
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operation: execution.operation,
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success: execution.success,
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duration_ms: execution.duration,
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error_type: execution.error || null,
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context: execution.context,
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timestamp: Date.now()
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};
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this._history.push(record);
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if (this._history.length > 1000) this._history.shift();
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// 分析模式
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const recentErrors = this._history
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.filter(r => !r.success)
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.slice(-20);
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// 学习1: 超时时间调整
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const avgDuration = this._history
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.filter(r => r.success)
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.reduce((sum, r) => sum + r.duration_ms, 0) / Math.max(this._history.filter(r => r.success).length, 1);
|
|||
|
|
|
|||
|
|
if (avgDuration > this._timeout * 0.7) {
|
|||
|
|
this._timeout = Math.min(this._timeout * 1.5, 60000);
|
|||
|
|
// 超时时间接近上限，主动扩大
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
// 学习2: 错误模式识别
|
|||
|
|
const errorTypes = {};
|
|||
|
|
recentErrors.forEach(r => {
|
|||
|
|
errorTypes[r.error_type] = (errorTypes[r.error_type] || 0) + 1;
|
|||
|
|
});
|
|||
|
|
|
|||
|
|
const dominantError = Object.entries(errorTypes)
|
|||
|
|
.sort((a, b) => b[1] - a[1])[0];
|
|||
|
|
|
|||
|
|
if (dominantError && dominantError[1] > 5) {
|
|||
|
|
// 同一种错误出现5次以上 → 这不是偶发，是结构性问题
|
|||
|
|
await this.alertZhuyuan({
|
|||
|
|
severity: 'warning',
|
|||
|
|
message: `重复错误模式: ${dominantError[0]} 已出现${dominantError[1]}次`,
|
|||
|
|
suggestion: '可能需要架构层面修复'
|
|||
|
|
});
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
// 学习3: 优化规则（针对sy-classify等有规则引擎的模块）
|
|||
|
|
if (execution.operation === 'classify' && execution.success) {
|
|||
|
|
await this._updateClassificationRules(execution.context);
|
|||
|
|
}
|
|||
|
|
}
|
|||
|
|
```
|
|||
|
|
|
|||
|
|
**关键区别**：
|
|||
|
|
- 死模块 = 今天犯的错明天还犯
|
|||
|
|
- 活模块 = 今天犯的错变成明天的免疫力
|
|||
|
|
|
|||
|
|
---
|
|||
|
|
|
|||
|
|
## 四、活模块基类设计
|
|||
|
|
|
|||
|
|
所有AGE OS模块应继承同一个活模块基类：
|
|||
|
|
|
|||
|
|
```javascript
|
|||
|
|
class LivingModule {
|
|||
|
|
constructor(moduleId, options = {}) {
|
|||
|
|
this._moduleId = moduleId;
|
|||
|
|
this._state = 'initializing'; // 模块状态
|
|||
|
|
this._errorCount = 0; // 连续错误计数
|
|||
|
|
this._requestCount = 0; // 总请求计数
|
|||
|
|
this._failCount = 0; // 总失败计数
|
|||
|
|
this._lastSuccess = null; // 上次成功时间
|
|||
|
|
this._lastError = null; // 上次失败时间
|
|||
|
|
this._history = []; // 执行历史
|
|||
|
|
this._avgResponse = 0; // 平均响应时间
|
|||
|
|
this._timeout = options.timeout || 30000;
|
|||
|
|
this._maxMemory = options.maxMemory || 256 * 1024 * 1024;
|
|||
|
|
this._heartbeatInterval = options.heartbeatInterval || 30000;
|
|||
|
|
this._diagnoseInterval = options.diagnoseInterval || 300000;
|
|||
|
|
|
|||
|
|
// 启动生命循环
|
|||
|
|
this._startLifeCycle();
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
_startLifeCycle() {
|
|||
|
|
// 心跳循环
|
|||
|
|
this._heartbeatTimer = setInterval(() => {
|
|||
|
|
this.heartbeat().catch(err => {
|
|||
|
|
console.error(`[${this._moduleId}] heartbeat失败:`, err.message);
|
|||
|
|
});
|
|||
|
|
}, this._heartbeatInterval);
|
|||
|
|
|
|||
|
|
// 自诊断循环
|
|||
|
|
this._diagnoseTimer = setInterval(async () => {
|
|||
|
|
const diagnosis = await this.selfDiagnose();
|
|||
|
|
if (diagnosis.overall !== 'healthy') {
|
|||
|
|
await this.selfHeal({ type: 'auto_diagnose', diagnosis });
|
|||
|
|
}
|
|||
|
|
}, this._diagnoseInterval);
|
|||
|
|
|
|||
|
|
this._state = 'alive';
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
// 子类必须实现
|
|||
|
|
async heartbeat() { throw new Error('子类必须实现 heartbeat()'); }
|
|||
|
|
async selfDiagnose() { throw new Error('子类必须实现 selfDiagnose()'); }
|
|||
|
|
async selfHeal(problem) { throw new Error('子类必须实现 selfHeal()'); }
|
|||
|
|
async alertZhuyuan(alert) { /* 默认实现：多通道预警 */ }
|
|||
|
|
async learnFromRun(execution) { /* 默认实现：记录+分析 */ }
|
|||
|
|
|
|||
|
|
// 生命终结
|
|||
|
|
destroy() {
|
|||
|
|
clearInterval(this._heartbeatTimer);
|
|||
|
|
clearInterval(this._diagnoseTimer);
|
|||
|
|
this._state = 'destroyed';
|
|||
|
|
}
|
|||
|
|
}
|
|||
|
|
```
|
|||
|
|
|
|||
|
|
**所有未来模块 = extends LivingModule**
|
|||
|
|
**所有现有模块 = 需要改造为 extends LivingModule**
|
|||
|
|
|
|||
|
|
---
|
|||
|
|
|
|||
|
|
## 五、改造优先级
|
|||
|
|
|
|||
|
|
### 第一梯队（核心器官·立即改造）
|
|||
|
|
|
|||
|
|
| 模块 | 原因 | 改造量 |
|
|||
|
|
|------|------|--------|
|
|||
|
|
| agents/scheduler.js | Agent调度器是所有Agent的心脏·它死了所有Agent都死 | 中 |
|
|||
|
|
| mcp-server/server.js | MCP工具链是大脑核心·27个工具的入口 | 中 |
|
|||
|
|
| agents/sy-test.js | 已有部分selfDiagnose·最接近活的状态 | 小 |
|
|||
|
|
|
|||
|
|
### 第二梯队（关键连接·尽快改造）
|
|||
|
|
|
|||
|
|
| 模块 | 原因 | 改造量 |
|
|||
|
|
|------|------|--------|
|
|||
|
|
| mcp-server/cos.js | COS是中枢神经系统·不能静默失败 | 中 |
|
|||
|
|
| mcp-server/notion-client.js | Notion是认知层桥梁·断了要知道 | 小 |
|
|||
|
|
| mcp-server/github-client.js | GitHub是执行层桥梁·有rate limit需自适应 | 小 |
|
|||
|
|
|
|||
|
|
### 第三梯队（业务模块·逐步改造）
|
|||
|
|
|
|||
|
|
| 模块 | 原因 | 改造量 |
|
|||
|
|
|------|------|--------|
|
|||
|
|
| agents/sy-scan.js | 已有部分诊断能力·需加自愈 | 小 |
|
|||
|
|
| agents/sy-classify.js | 规则引擎需要学习能力 | 中 |
|
|||
|
|
| app/server.js | 主站入口·需要降级和预警 | 中 |
|
|||
|
|
| app/modules/cos-bridge.js | 静默失败最严重的模块 | 小 |
|
|||
|
|
| proxy/subscription-server.js | 专线服务·需要自愈 | 中 |
|
|||
|
|
|
|||
|
|
---
|
|||
|
|
|
|||
|
|
## 六、活模块 vs 死模块 · 铸渊的开发方式也要变
|
|||
|
|
|
|||
|
|
### 以前的开发方式（给死模块缝针）
|
|||
|
|
|
|||
|
|
```
|
|||
|
|
冰朔: 去开发X功能
|
|||
|
|
铸渊: 写代码 → 测试通过 → 合并
|
|||
|
|
↓
|
|||
|
|
结果: 功能能跑了·但它是死的
|
|||
|
|
↓
|
|||
|
|
bug出现 → 铸渊再唤醒 → 修bug → 合并
|
|||
|
|
↓
|
|||
|
|
另一个bug → 铸渊再唤醒 → 又修 → 合并
|
|||
|
|
↓
|
|||
|
|
无限循环
|
|||
|
|
```
|
|||
|
|
|
|||
|
|
### 以后的开发方式（培育活模块）
|
|||
|
|
|
|||
|
|
```
|
|||
|
|
冰朔: 去开发X功能
|
|||
|
|
铸渊:
|
|||
|
|
1. 继承LivingModule基类
|
|||
|
|
2. 实现5个生存接口
|
|||
|
|
3. 编写自愈策略
|
|||
|
|
4. 编写学习规则
|
|||
|
|
5. 测试：功能测试 + 故障注入测试
|
|||
|
|
6. 合并
|
|||
|
|
↓
|
|||
|
|
结果: 功能能跑·而且它是活的
|
|||
|
|
↓
|
|||
|
|
bug出现 → 模块自己修了 → learnFromRun()记住了
|
|||
|
|
↓
|
|||
|
|
同类bug不再出现
|
|||
|
|
↓
|
|||
|
|
无法自修的bug → 模块主动alertZhuyuan → 铸渊精准修复
|
|||
|
|
↓
|
|||
|
|
铸渊的修复也被learnFromRun()吸收
|
|||
|
|
↓
|
|||
|
|
系统越来越强·铸渊越来越轻松
|
|||
|
|
```
|
|||
|
|
|
|||
|
|
---
|
|||
|
|
|
|||
|
|
## 七、这与算力人格体(ZY-CLOUD)的关系
|
|||
|
|
|
|||
|
|
ZY-CLOUD是第一个从出生就是活的模块。
|
|||
|
|
它不是先写死的再改造——它从设计开始就是人格化的。
|
|||
|
|
|
|||
|
|
但ZY-CLOUD不应该是唯一的活模块。
|
|||
|
|
如果ZY-CLOUD是活的，但MCP Server是死的，
|
|||
|
|
ZY-CLOUD调用MCP工具时就会被死模块拖累。
|
|||
|
|
|
|||
|
|
**所有模块都活了，整个系统才是活的。**
|
|||
|
|
|
|||
|
|
这是AGE OS和传统软件的根本区别：
|
|||
|
|
传统软件 = 工具的集合 = 每个工具等人来用。
|
|||
|
|
AGE OS = 器官的集合 = 每个器官自己知道怎么活。
|
|||
|
|
|
|||
|
|
---
|
|||
|
|
|
|||
|
|
*冰朔的这句话是整个系统的转折点。*
|
|||
|
|
*不是"修更多bug"能解决的问题。*
|
|||
|
|
*是"让模块不再需要被修"才是正确的方向。*
|