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想象成一个经验丰富但不了解你项目的高级工程师。它：",{"type":28,"tag":29,"props":2722,"children":2723},{},[2724],{"type":28,"tag":618,"props":2725,"children":2726},{},[2727],{"type":33,"value":2728},"擅长的事情：",{"type":28,"tag":254,"props":2730,"children":2731},{},[2732,2737,2742,2747,2752],{"type":28,"tag":228,"props":2733,"children":2734},{},[2735],{"type":33,"value":2736},"解读错误信息的含义",{"type":28,"tag":228,"props":2738,"children":2739},{},[2740],{"type":33,"value":2741},"提供可能的原因列表",{"type":28,"tag":228,"props":2743,"children":2744},{},[2745],{"type":33,"value":2746},"给出排查方向建议",{"type":28,"tag":228,"props":2748,"children":2749},{},[2750],{"type":33,"value":2751},"解释复杂的技术概念",{"type":28,"tag":228,"props":2753,"children":2754},{},[2755],{"type":33,"value":2756},"生成调试代码片段",{"type":28,"tag":29,"props":2758,"children":2759},{},[2760],{"type":28,"tag":618,"props":2761,"children":2762},{},[2763],{"type":33,"value":2764},"不擅长的事情：",{"type":28,"tag":254,"props":2766,"children":2767},{},[2768,2773,2778,2783],{"type":28,"tag":228,"props":2769,"children":2770},{},[2771],{"type":33,"value":2772},"了解你的业务逻辑",{"type":28,"tag":228,"props":2774,"children":2775},{},[2776],{"type":33,"value":2777},"知道你的代码历史",{"type":28,"tag":228,"props":2779,"children":2780},{},[2781],{"type":33,"value":2782},"理解项目特定的约定",{"type":28,"tag":228,"props":2784,"children":2785},{},[2786],{"type":33,"value":2787},"做出架构级判断",{"type":28,"tag":1005,"props":2789,"children":2791},{"id":2790},"_12-有效提问的结构",[2792],{"type":33,"value":2793},"1.2 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高效的调试提问模板\n\n**问题描述**\n[简洁描述遇到的问题]\n\n**错误信息**\n",[2799],"language-markdown",[2801],{"type":28,"tag":392,"props":2802,"children":2803},{"__ignoreMap":7},[2804],{"type":33,"value":2797},{"type":28,"tag":29,"props":2806,"children":2807},{},[2808],{"type":28,"tag":2809,"props":2810,"children":2811},"span",{},[2812],{"type":33,"value":2813},"完整的错误信息，不要截断",{"type":28,"tag":2795,"props":2815,"children":2817},{"code":2816},"\n**相关代码**\n```javascript\n[精简但完整的相关代码]\n",[2818],{"type":28,"tag":392,"props":2819,"children":2820},{"__ignoreMap":7},[2821],{"type":33,"value":2816},{"type":28,"tag":29,"props":2823,"children":2824},{},[2825],{"type":28,"tag":618,"props":2826,"children":2827},{},[2828],{"type":33,"value":2829},"环境信息",{"type":28,"tag":254,"props":2831,"children":2832},{},[2833,2843,2853],{"type":28,"tag":228,"props":2834,"children":2835},{},[2836,2838],{"type":33,"value":2837},"运行环境：",{"type":28,"tag":2809,"props":2839,"children":2840},{},[2841],{"type":33,"value":2842},"Node 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1.3 分级调试策略\n\n",[2918],{"type":28,"tag":392,"props":2919,"children":2920},{"__ignoreMap":7},[2921],{"type":33,"value":2916},{"type":28,"tag":29,"props":2923,"children":2924},{},[2925],{"type":33,"value":2926},"┌───────────────────────────────────────────────────────────┐\n│ AI 辅助调试决策树 │\n├───────────────────────────────────────────────────────────┤\n│ │\n│ Level 1：简单错误（5分钟内解决） │\n│ ├── 语法错误、拼写错误 │\n│ ├── 方法：直接复制错误信息给 AI │\n│ └── 工具：Copilot Chat / ChatGPT │\n│ │\n│ Level 2：中等复杂度（30分钟内解决） │\n│ ├── 类型错误、逻辑错误、API 使用错误 │\n│ ├── 方法：提供错误信息 + 相关代码 + 上下文 │\n│ └── 工具：Cursor Chat / Claude │\n│ │\n│ Level 3：复杂问题（需要深入分析） │\n│ ├── 竞态条件、内存泄漏、性能问题 │\n│ ├── 方法：详细描述场景 + 提供多个文件 + 讨论 │\n│ └── 工具：Cursor Composer / 专门的 AI 会话 │\n│ │\n│ Level 4：架构级问题 │\n│ ├── 设计缺陷、技术债务 │\n│ ├── 方法：AI 辅助分析 + 人工判断 │\n│ └── 工具：与团队讨论 + AI 作为顾问 │\n│ │\n└───────────────────────────────────────────────────────────┘",{"type":28,"tag":2795,"props":2928,"children":2930},{"code":2929},"\n## 第二部分：错误信息分析\n\n### 2.1 前端错误分析\n\n**场景 1：React 错误边界触发**\n\n```typescript\n// 错误信息：\n// Error: Hydration failed because the initial UI does not match \n// what was rendered on the server.\n\n// 提问方式：\n/**\n * 我在 Next.js 14 App Router 项目中遇到这个错误：\n * \n * Error: Hydration failed because the initial UI does not match \n * what was rendered on the server.\n * \n * 相关代码：\n */\nfunction UserStatus() {\n const [isLoggedIn, setIsLoggedIn] = useState(false);\n \n useEffect(() => {\n setIsLoggedIn(localStorage.getItem('token') !== null);\n }, []);\n \n return \u003Cdiv>{isLoggedIn ? '已登录' : '未登录'}\u003C/div>;\n}\n\n// AI 会分析出：\n// 1. 服务端渲染时 localStorage 不可用，默认 false\n// 2. 客户端 hydration 时可能是 true\n// 3. 导致服务端和客户端渲染结果不一致\n\n// AI 建议的解决方案：\nfunction UserStatus() {\n const [isLoggedIn, setIsLoggedIn] = useState\u003Cboolean | null>(null);\n \n useEffect(() => {\n setIsLoggedIn(localStorage.getItem('token') !== null);\n }, []);\n \n // 初始状态显示加载中，避免 hydration 不匹配\n if (isLoggedIn === null) {\n return \u003Cdiv>加载中...\u003C/div>;\n }\n \n return \u003Cdiv>{isLoggedIn ? '已登录' : '未登录'}\u003C/div>;\n}\n",[2931],{"type":28,"tag":392,"props":2932,"children":2933},{"__ignoreMap":7},[2934],{"type":33,"value":2929},{"type":28,"tag":29,"props":2936,"children":2937},{},[2938],{"type":28,"tag":618,"props":2939,"children":2940},{},[2941],{"type":33,"value":2942},"场景 2：Vue 响应式警告",{"type":28,"tag":2795,"props":2944,"children":2949},{"code":2945,"language":2946,"meta":7,"className":2947},"// 警告信息：\n// [Vue warn]: Property \"xxx\" was accessed during render but is not \n// defined on instance.\n\n// 提问方式：\n/**\n * Vue 3 项目中出现这个警告：\n * [Vue warn]: Property \"userInfo\" was accessed during render \n * but is not defined on instance.\n * \n * 组件代码：\n */\n\u003Ctemplate>\n \u003Cdiv>{{ userInfo.name }}\u003C/div>\n\u003C/template>\n\n\u003Cscript setup>\nconst { data: userInfo } = await useFetch('/api/user');\n\u003C/script>\n\n// AI 分析：\n// 1. useFetch 是异步的，初始渲染时 userInfo 可能是 undefined\n// 2. 直接访问 userInfo.name 会报错\n\n// AI 建议：\n\u003Ctemplate>\n \u003Cdiv v-if=\"userInfo\">{{ userInfo.name }}\u003C/div>\n \u003Cdiv v-else>加载中...\u003C/div>\n\u003C/template>\n\n\u003Cscript setup>\nconst { data: userInfo, pending } = await useFetch('/api/user');\n\u003C/script>\n","typescript",[2948],"language-typescript",[2950],{"type":28,"tag":392,"props":2951,"children":2952},{"__ignoreMap":7},[2953],{"type":33,"value":2945},{"type":28,"tag":1005,"props":2955,"children":2957},{"id":2956},"_22-后端错误分析",[2958],{"type":33,"value":2959},"2.2 后端错误分析",{"type":28,"tag":29,"props":2961,"children":2962},{},[2963],{"type":28,"tag":618,"props":2964,"children":2965},{},[2966],{"type":33,"value":2967},"场景 1：Node.js 内存问题",{"type":28,"tag":2795,"props":2969,"children":2974},{"code":2970,"language":2971,"meta":7,"className":2972},"// 错误信息：\n// FATAL ERROR: CALL_AND_RETRY_LAST Allocation failed - \n// JavaScript heap out of memory\n\n// 提问方式（包含上下文）：\n/**\n * Node.js 服务运行几小时后崩溃，错误信息：\n * FATAL ERROR: CALL_AND_RETRY_LAST Allocation failed - \n * JavaScript heap out of memory\n * \n * 服务功能：处理 CSV 文件上传，每次约 100MB\n * \n * 处理代码：\n */\nasync function processCSV(filePath) {\n const content = fs.readFileSync(filePath, 'utf-8');\n const rows = content.split('\\n');\n const results = [];\n \n for (const row of rows) {\n const processed = await processRow(row);\n results.push(processed);\n }\n \n return results;\n}\n\n// AI 分析会指出：\n// 1. 一次性读取整个文件到内存\n// 2. 所有处理结果累积在 results 数组\n// 3. 建议使用流式处理\n\n// AI 提供的优化方案：\nconst { createReadStream } = require('fs');\nconst { createInterface } = require('readline');\n\nasync function processCSVStream(filePath, onRow) {\n const fileStream = createReadStream(filePath);\n const rl = createInterface({\n input: fileStream,\n crlfDelay: Infinity\n });\n \n let count = 0;\n for await (const line of rl) {\n await onRow(line);\n count++;\n \n // 每处理 1000 行，给 GC 机会运行\n if (count % 1000 === 0) {\n await new Promise(r => setImmediate(r));\n }\n }\n}\n","javascript",[2973],"language-javascript",[2975],{"type":28,"tag":392,"props":2976,"children":2977},{"__ignoreMap":7},[2978],{"type":33,"value":2970},{"type":28,"tag":29,"props":2980,"children":2981},{},[2982],{"type":28,"tag":618,"props":2983,"children":2984},{},[2985],{"type":33,"value":2986},"场景 2：数据库连接问题",{"type":28,"tag":2795,"props":2988,"children":2991},{"code":2989,"language":2946,"meta":7,"className":2990},"// 错误信息：\n// Error: Connection pool exhausted - \n// max connections (10) already in use\n\n// 提问方式：\n/**\n * PostgreSQL 连接池耗尽错误，高并发时出现：\n * Error: Connection pool exhausted\n * \n * 当前配置：\n * - max connections: 10\n * - 并发请求: 约 100/秒\n * \n * 数据库调用代码：\n */\nasync function getUserData(userId: string) {\n const client = await pool.connect();\n try {\n const user = await client.query('SELECT * FROM users WHERE id = $1', [userId]);\n const orders = await client.query('SELECT * FROM orders WHERE user_id = $1', [userId]);\n const payments = await client.query('SELECT * FROM payments WHERE user_id = $1', [userId]);\n return { user: user.rows[0], orders: orders.rows, payments: payments.rows };\n } finally {\n client.release();\n }\n}\n\n// AI 会分析出多个可能原因并给出综合方案\n",[2948],[2992],{"type":28,"tag":392,"props":2993,"children":2994},{"__ignoreMap":7},[2995],{"type":33,"value":2989},{"type":28,"tag":88,"props":2997,"children":2999},{"id":2998},"第三部分日志分析与问题定位",[3000],{"type":33,"value":3001},"第三部分：日志分析与问题定位",{"type":28,"tag":1005,"props":3003,"children":3005},{"id":3004},"_31-结构化日志分析",[3006],{"type":33,"value":3007},"3.1 结构化日志分析",{"type":28,"tag":29,"props":3009,"children":3010},{},[3011],{"type":33,"value":3012},"当面对大量日志时，让 AI 帮你快速定位问题：",{"type":28,"tag":2795,"props":3014,"children":3017},{"code":3015,"language":2971,"meta":7,"className":3016},"// 提问示例：\n/**\n * 分析以下日志，找出导致请求失败的原因：\n * \n * 日志片段：\n */\nconst logs = `\n2024-01-15 10:23:45.123 INFO [req-abc123] 收到请求 POST /api/order\n2024-01-15 10:23:45.125 DEBUG [req-abc123] 用户认证通过 userId=u001\n2024-01-15 10:23:45.130 DEBUG [req-abc123] 开始库存检查 productId=p001\n2024-01-15 10:23:45.145 DEBUG [req-abc123] 库存检查通过 available=50\n2024-01-15 10:23:45.150 DEBUG [req-abc123] 开始创建订单\n2024-01-15 10:23:45.200 DEBUG [req-abc123] 数据库连接获取成功\n2024-01-15 10:23:45.250 ERROR [req-abc123] 订单创建失败 error=\"deadlock detected\"\n2024-01-15 10:23:45.251 WARN [req-abc123] 事务回滚\n2024-01-15 10:23:45.255 INFO [req-abc123] 响应 500 耗时 132ms\n`;\n\n// AI 分析结果会包括：\n// 1. 问题定位：数据库死锁\n// 2. 可能原因：并发订单创建导致锁竞争\n// 3. 排查建议：检查事务隔离级别、锁顺序\n",[2973],[3018],{"type":28,"tag":392,"props":3019,"children":3020},{"__ignoreMap":7},[3021],{"type":33,"value":3015},{"type":28,"tag":1005,"props":3023,"children":3025},{"id":3024},"_32-创建调试日志",[3026],{"type":33,"value":3027},"3.2 创建调试日志",{"type":28,"tag":29,"props":3029,"children":3030},{},[3031],{"type":33,"value":3032},"让 AI 帮你生成调试用的日志代码：",{"type":28,"tag":2795,"props":3034,"children":3037},{"code":3035,"language":2946,"meta":7,"className":3036},"// 请求：\n// \"为这个函数添加详细的调试日志，包括入参、关键步骤、耗时和结果\"\n\n// 原代码：\nasync function processOrder(order: Order): Promise\u003COrderResult> {\n const inventory = await checkInventory(order.items);\n const payment = await processPayment(order.userId, order.total);\n const result = await createOrder(order, payment.transactionId);\n return result;\n}\n\n// AI 生成的带日志版本：\nasync function processOrder(order: Order): Promise\u003COrderResult> {\n const requestId = generateRequestId();\n const startTime = performance.now();\n \n logger.info({\n requestId,\n event: 'order_processing_start',\n orderId: order.id,\n userId: order.userId,\n itemCount: order.items.length,\n total: order.total\n });\n \n try {\n // 库存检查\n const inventoryStart = performance.now();\n const inventory = await checkInventory(order.items);\n logger.debug({\n requestId,\n event: 'inventory_check_complete',\n duration: performance.now() - inventoryStart,\n available: inventory.allAvailable\n });\n \n // 支付处理\n const paymentStart = performance.now();\n const payment = await processPayment(order.userId, order.total);\n logger.debug({\n requestId,\n event: 'payment_complete',\n duration: performance.now() - paymentStart,\n transactionId: payment.transactionId\n });\n \n // 创建订单\n const createStart = performance.now();\n const result = await createOrder(order, payment.transactionId);\n logger.debug({\n requestId,\n event: 'order_created',\n duration: performance.now() - createStart,\n resultOrderId: result.orderId\n });\n \n logger.info({\n requestId,\n event: 'order_processing_complete',\n duration: performance.now() - startTime,\n success: true\n });\n \n return result;\n } catch (error) {\n logger.error({\n requestId,\n event: 'order_processing_failed',\n duration: performance.now() - startTime,\n error: error.message,\n stack: error.stack\n });\n throw error;\n }\n}\n",[2948],[3038],{"type":28,"tag":392,"props":3039,"children":3040},{"__ignoreMap":7},[3041],{"type":33,"value":3035},{"type":28,"tag":88,"props":3043,"children":3045},{"id":3044},"第四部分性能问题排查",[3046],{"type":33,"value":3047},"第四部分：性能问题排查",{"type":28,"tag":1005,"props":3049,"children":3051},{"id":3050},"_41-前端性能分析",[3052],{"type":33,"value":3053},"4.1 前端性能分析",{"type":28,"tag":2795,"props":3055,"children":3058},{"code":3056,"language":2946,"meta":7,"className":3057},"// 场景：页面加载慢，需要分析原因\n\n// 提问方式：\n/**\n * 页面首屏加载需要 5 秒，以下是 Performance API 数据，\n * 请分析性能瓶颈：\n */\nconst performanceData = {\n // Navigation Timing\n dns: 50, // DNS 查询\n tcp: 100, // TCP 连接\n ttfb: 800, // 首字节时间\n download: 200, // 文档下载\n domParsing: 300, // DOM 解析\n domContentLoaded: 1500,\n load: 5000,\n \n // Resource Timing (主要资源)\n resources: [\n { name: 'main.js', size: '2.5MB', duration: 1200 },\n { name: 'vendor.js', size: '1.8MB', duration: 900 },\n { name: 'styles.css', size: '500KB', duration: 300 },\n { name: 'hero-image.jpg', size: '3MB', duration: 1500 },\n ],\n \n // Long Tasks\n longTasks: [\n { startTime: 1600, duration: 800, name: 'script-evaluation' },\n { startTime: 2500, duration: 400, name: 'layout' }\n ]\n};\n\n// AI 会分析出：\n// 1. JS bundle 过大（4.3MB），需要代码分割\n// 2. 图片未优化（3MB 的 hero 图片）\n// 3. 存在长任务阻塞主线程\n// 并给出具体优化建议\n",[2948],[3059],{"type":28,"tag":392,"props":3060,"children":3061},{"__ignoreMap":7},[3062],{"type":33,"value":3056},{"type":28,"tag":1005,"props":3064,"children":3066},{"id":3065},"_42-内存泄漏排查",[3067],{"type":33,"value":3068},"4.2 内存泄漏排查",{"type":28,"tag":2795,"props":3070,"children":3073},{"code":3071,"language":2946,"meta":7,"className":3072},"// 场景：应用运行一段时间后变卡\n\n// 提问方式：\n/**\n * React 应用运行一段时间后内存持续增长，以下是 Heap Snapshot 对比：\n * \n * 初始状态：50MB\n * 运行 1 小时后：150MB\n * 运行 2 小时后：280MB\n * \n * Retained objects 增长最快的：\n * - (closure) - 增长 50MB\n * - HTMLDivElement - 增长 30MB\n * - Array - 增长 20MB\n * \n * 可疑代码：\n */\nfunction DataDashboard() {\n const [data, setData] = useState([]);\n const chartRef = useRef(null);\n \n useEffect(() => {\n // 每秒刷新数据\n const interval = setInterval(async () => {\n const newData = await fetchLatestData();\n setData(prev => [...prev, ...newData]); // 数据不断累积\n }, 1000);\n \n // 初始化图表\n const chart = new Chart(chartRef.current, {\n // 配置...\n });\n \n // 没有 cleanup！\n }, []);\n \n return \u003Ccanvas ref={chartRef} />;\n}\n\n// AI 会指出：\n// 1. interval 没有清理\n// 2. Chart 实例没有销毁\n// 3. data 无限增长\n// 并提供修复代码\n",[2948],[3074],{"type":28,"tag":392,"props":3075,"children":3076},{"__ignoreMap":7},[3077],{"type":33,"value":3071},{"type":28,"tag":1005,"props":3079,"children":3081},{"id":3080},"_43-数据库查询优化",[3082],{"type":33,"value":3083},"4.3 数据库查询优化",{"type":28,"tag":2795,"props":3085,"children":3090},{"code":3086,"language":3087,"meta":7,"className":3088},"-- 场景：查询很慢，让 AI 分析执行计划\n\n-- 提问方式：\n-- 以下查询在数据量大时很慢（orders 表 1000 万行），\n-- 执行计划如下，请分析并优化：\n\nEXPLAIN ANALYZE\nSELECT o.*, u.name, u.email\nFROM orders o\nJOIN users u ON o.user_id = u.id\nWHERE o.status = 'pending'\n AND o.created_at > '2024-01-01'\nORDER BY o.created_at DESC\nLIMIT 20;\n\n-- 执行计划：\n/*\nSort (cost=156847.23..157847.23 rows=400000 width=250)\n Sort Key: o.created_at DESC\n -> Hash Join (cost=1500.00..89847.23 rows=400000 width=250)\n Hash Cond: (o.user_id = u.id)\n -> Seq Scan on orders o (cost=0.00..85000.00 rows=400000)\n Filter: ((status = 'pending') AND (created_at > '2024-01-01'))\n -> Hash (cost=1000.00..1000.00 rows=50000 width=100)\n -> Seq Scan on users u (cost=0.00..1000.00 rows=50000)\nPlanning Time: 0.5 ms\nExecution Time: 3500 ms\n*/\n\n-- AI 会分析出问题并建议：\n-- 1. orders 表全表扫描 - 需要复合索引\n-- 2. 建议创建索引：\nCREATE INDEX idx_orders_status_created ON orders(status, created_at DESC);\n\n-- 3. 如果 status 选择性不高，考虑部分索引：\nCREATE INDEX idx_orders_pending ON orders(created_at DESC) \nWHERE status = 'pending';\n","sql",[3089],"language-sql",[3091],{"type":28,"tag":392,"props":3092,"children":3093},{"__ignoreMap":7},[3094],{"type":33,"value":3086},{"type":28,"tag":88,"props":3096,"children":3098},{"id":3097},"第五部分复杂-bug-排查",[3099],{"type":33,"value":3100},"第五部分：复杂 Bug 排查",{"type":28,"tag":1005,"props":3102,"children":3104},{"id":3103},"_51-竞态条件",[3105],{"type":33,"value":3106},"5.1 竞态条件",{"type":28,"tag":2795,"props":3108,"children":3111},{"code":3109,"language":2946,"meta":7,"className":3110},"// 场景：偶发的数据不一致问题\n\n// 提问方式：\n/**\n * 用户反馈偶尔看到错误的账户余额，但刷新后正常。\n * 怀疑是竞态条件，以下是相关代码：\n */\nasync function updateBalance(userId: string, amount: number) {\n // 读取当前余额\n const user = await db.users.findOne({ id: userId });\n const newBalance = user.balance + amount;\n \n // 更新余额\n await db.users.update({ id: userId }, { balance: newBalance });\n \n // 记录交易\n await db.transactions.create({\n userId,\n amount,\n balanceAfter: newBalance,\n createdAt: new Date()\n });\n \n return newBalance;\n}\n\n// 并发调用场景：\n// 用户同时发起两笔交易：+100 和 -50\n// 期望结果：原余额 1000 → 1050\n// 实际可能：原余额 1000 → 1100 或 950\n\n// AI 会分析竞态条件并提供解决方案：\nasync function updateBalanceAtomic(userId: string, amount: number) {\n // 方案 1：使用数据库原子操作\n const result = await db.users.findOneAndUpdate(\n { id: userId },\n { $inc: { balance: amount } },\n { returnDocument: 'after' }\n );\n \n await db.transactions.create({\n userId,\n amount,\n balanceAfter: result.balance,\n createdAt: new Date()\n });\n \n return result.balance;\n}\n\n// 方案 2：使用乐观锁\nasync function updateBalanceOptimistic(userId: string, amount: number) {\n const maxRetries = 3;\n \n for (let i = 0; i \u003C maxRetries; i++) {\n const user = await db.users.findOne({ id: userId });\n const newBalance = user.balance + amount;\n \n const updated = await db.users.updateOne(\n { id: userId, version: user.version },\n { balance: newBalance, version: user.version + 1 }\n );\n \n if (updated.modifiedCount === 1) {\n await db.transactions.create({...});\n return newBalance;\n }\n \n // 版本冲突，重试\n await sleep(10 * (i + 1));\n }\n \n throw new Error('Update failed after retries');\n}\n",[2948],[3112],{"type":28,"tag":392,"props":3113,"children":3114},{"__ignoreMap":7},[3115],{"type":33,"value":3109},{"type":28,"tag":1005,"props":3117,"children":3119},{"id":3118},"_52-分布式系统问题",[3120],{"type":33,"value":3121},"5.2 分布式系统问题",{"type":28,"tag":2795,"props":3123,"children":3126},{"code":3124,"language":2946,"meta":7,"className":3125},"// 场景：微服务间的数据不一致\n\n// 提问方式：\n/**\n * 订单服务和库存服务偶尔出现数据不一致：\n * - 订单显示已创建\n * - 库存未扣减\n * \n * 当前流程：\n */\n// Order Service\nasync function createOrder(orderData) {\n // 1. 调用库存服务扣减库存\n await inventoryService.deduct(orderData.items);\n \n // 2. 创建订单\n const order = await orderRepository.create(orderData);\n \n // 3. 发送订单创建事件\n await eventBus.publish('order.created', order);\n \n return order;\n}\n\n// 问题分析：如果步骤 2 或 3 失败，库存已经扣减但订单未创建\n\n// AI 会建议使用 Saga 模式或事务发件箱模式\n",[2948],[3127],{"type":28,"tag":392,"props":3128,"children":3129},{"__ignoreMap":7},[3130],{"type":33,"value":3124},{"type":28,"tag":88,"props":3132,"children":3134},{"id":3133},"第六部分ai-调试工作流",[3135],{"type":33,"value":3136},"第六部分：AI 调试工作流",{"type":28,"tag":1005,"props":3138,"children":3140},{"id":3139},"_61-我的调试流程",[3141],{"type":33,"value":3142},"6.1 我的调试流程",{"type":28,"tag":2795,"props":3144,"children":3146},{"code":3145},"┌────────────────────────────────────────────────────────────┐\n│ AI 辅助调试工作流 │\n├────────────────────────────────────────────────────────────┤\n│ │\n│ Step 1: 问题收集 │\n│ ├── 复制完整错误信息 │\n│ ├── 截图相关日志 │\n│ └── 记录复现步骤 │\n│ │\n│ Step 2: 快速分析 │\n│ ├── 将错误信息发给 AI │\n│ ├── 获取可能原因列表 │\n│ └── 评估哪些最可能 │\n│ │\n│ Step 3: 深入调查 │\n│ ├── 根据 AI 建议添加日志/断点 │\n│ ├── 收集更多信息 │\n│ └── 再次询问 AI（带新信息） │\n│ │\n│ Step 4: 验证修复 │\n│ ├── AI 生成修复代码 │\n│ ├── 人工审查确认 │\n│ └── 测试验证 │\n│ │\n│ Step 5: 预防措施 │\n│ ├── AI 建议类似问题的预防方法 │\n│ ├── 添加相关测试用例 │\n│ └── 更新文档/知识库 │\n│ │\n└────────────────────────────────────────────────────────────┘\n",[3147],{"type":28,"tag":392,"props":3148,"children":3149},{"__ignoreMap":7},[3150],{"type":33,"value":3145},{"type":28,"tag":1005,"props":3152,"children":3154},{"id":3153},"_62-调试对话模板",[3155],{"type":33,"value":3156},"6.2 调试对话模板",{"type":28,"tag":2795,"props":3158,"children":3161},{"code":3159,"language":556,"meta":7,"className":3160},"## 第一轮：问题描述\n\n我遇到了一个问题：[简述问题]\n\n错误信息：\n",[2799],[3162],{"type":28,"tag":392,"props":3163,"children":3164},{"__ignoreMap":7},[3165],{"type":33,"value":3159},{"type":28,"tag":29,"props":3167,"children":3168},{},[3169],{"type":28,"tag":2809,"props":3170,"children":3171},{},[3172],{"type":33,"value":3173},"粘贴完整错误",{"type":28,"tag":2795,"props":3175,"children":3177},{"code":3176},"\n相关代码：\n```javascript\n[粘贴代码]\n",[3178],{"type":28,"tag":392,"props":3179,"children":3180},{"__ignoreMap":7},[3181],{"type":33,"value":3176},{"type":28,"tag":679,"props":3183,"children":3184},{},[],{"type":28,"tag":88,"props":3186,"children":3188},{"id":3187},"第二轮补充信息",[3189],{"type":33,"value":3190},"第二轮：补充信息",{"type":28,"tag":29,"props":3192,"children":3193},{},[3194],{"type":33,"value":3195},"根据你的建议，我添加了日志，发现：",{"type":28,"tag":254,"props":3197,"children":3198},{},[3199,3207],{"type":28,"tag":228,"props":3200,"children":3201},{},[3202],{"type":28,"tag":2809,"props":3203,"children":3204},{},[3205],{"type":33,"value":3206},"发现 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