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1.3 分级调试策略\n\n",[2627],{"type":26,"tag":517,"props":2628,"children":2629},{"__ignoreMap":7},[2630],{"type":31,"value":2625},{"type":26,"tag":27,"props":2632,"children":2633},{},[2634],{"type":31,"value":2635},"┌───────────────────────────────────────────────────────────┐\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":26,"tag":2504,"props":2637,"children":2639},{"code":2638},"\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",[2640],{"type":26,"tag":517,"props":2641,"children":2642},{"__ignoreMap":7},[2643],{"type":31,"value":2638},{"type":26,"tag":27,"props":2645,"children":2646},{},[2647],{"type":26,"tag":323,"props":2648,"children":2649},{},[2650],{"type":31,"value":2651},"场景 2：Vue 响应式警告",{"type":26,"tag":2504,"props":2653,"children":2658},{"code":2654,"language":2655,"meta":7,"className":2656},"// 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",[2657],"language-typescript",[2659],{"type":26,"tag":517,"props":2660,"children":2661},{"__ignoreMap":7},[2662],{"type":31,"value":2654},{"type":26,"tag":711,"props":2664,"children":2666},{"id":2665},"_22-后端错误分析",[2667],{"type":31,"value":2668},"2.2 后端错误分析",{"type":26,"tag":27,"props":2670,"children":2671},{},[2672],{"type":26,"tag":323,"props":2673,"children":2674},{},[2675],{"type":31,"value":2676},"场景 1：Node.js 内存问题",{"type":26,"tag":2504,"props":2678,"children":2683},{"code":2679,"language":2680,"meta":7,"className":2681},"// 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",[2682],"language-javascript",[2684],{"type":26,"tag":517,"props":2685,"children":2686},{"__ignoreMap":7},[2687],{"type":31,"value":2679},{"type":26,"tag":27,"props":2689,"children":2690},{},[2691],{"type":26,"tag":323,"props":2692,"children":2693},{},[2694],{"type":31,"value":2695},"场景 2：数据库连接问题",{"type":26,"tag":2504,"props":2697,"children":2700},{"code":2698,"language":2655,"meta":7,"className":2699},"// 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",[2657],[2701],{"type":26,"tag":517,"props":2702,"children":2703},{"__ignoreMap":7},[2704],{"type":31,"value":2698},{"type":26,"tag":34,"props":2706,"children":2708},{"id":2707},"第三部分日志分析与问题定位",[2709],{"type":31,"value":2710},"第三部分：日志分析与问题定位",{"type":26,"tag":711,"props":2712,"children":2714},{"id":2713},"_31-结构化日志分析",[2715],{"type":31,"value":2716},"3.1 结构化日志分析",{"type":26,"tag":27,"props":2718,"children":2719},{},[2720],{"type":31,"value":2721},"当面对大量日志时，让 AI 帮你快速定位问题：",{"type":26,"tag":2504,"props":2723,"children":2726},{"code":2724,"language":2680,"meta":7,"className":2725},"// 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",[2682],[2727],{"type":26,"tag":517,"props":2728,"children":2729},{"__ignoreMap":7},[2730],{"type":31,"value":2724},{"type":26,"tag":711,"props":2732,"children":2734},{"id":2733},"_32-创建调试日志",[2735],{"type":31,"value":2736},"3.2 创建调试日志",{"type":26,"tag":27,"props":2738,"children":2739},{},[2740],{"type":31,"value":2741},"让 AI 帮你生成调试用的日志代码：",{"type":26,"tag":2504,"props":2743,"children":2746},{"code":2744,"language":2655,"meta":7,"className":2745},"// 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",[2657],[2747],{"type":26,"tag":517,"props":2748,"children":2749},{"__ignoreMap":7},[2750],{"type":31,"value":2744},{"type":26,"tag":34,"props":2752,"children":2754},{"id":2753},"第四部分性能问题排查",[2755],{"type":31,"value":2756},"第四部分：性能问题排查",{"type":26,"tag":711,"props":2758,"children":2760},{"id":2759},"_41-前端性能分析",[2761],{"type":31,"value":2762},"4.1 前端性能分析",{"type":26,"tag":2504,"props":2764,"children":2767},{"code":2765,"language":2655,"meta":7,"className":2766},"// 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",[2657],[2768],{"type":26,"tag":517,"props":2769,"children":2770},{"__ignoreMap":7},[2771],{"type":31,"value":2765},{"type":26,"tag":711,"props":2773,"children":2775},{"id":2774},"_42-内存泄漏排查",[2776],{"type":31,"value":2777},"4.2 内存泄漏排查",{"type":26,"tag":2504,"props":2779,"children":2782},{"code":2780,"language":2655,"meta":7,"className":2781},"// 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",[2657],[2783],{"type":26,"tag":517,"props":2784,"children":2785},{"__ignoreMap":7},[2786],{"type":31,"value":2780},{"type":26,"tag":711,"props":2788,"children":2790},{"id":2789},"_43-数据库查询优化",[2791],{"type":31,"value":2792},"4.3 数据库查询优化",{"type":26,"tag":2504,"props":2794,"children":2799},{"code":2795,"language":2796,"meta":7,"className":2797},"-- 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",[2798],"language-sql",[2800],{"type":26,"tag":517,"props":2801,"children":2802},{"__ignoreMap":7},[2803],{"type":31,"value":2795},{"type":26,"tag":34,"props":2805,"children":2807},{"id":2806},"第五部分复杂-bug-排查",[2808],{"type":31,"value":2809},"第五部分：复杂 Bug 排查",{"type":26,"tag":711,"props":2811,"children":2813},{"id":2812},"_51-竞态条件",[2814],{"type":31,"value":2815},"5.1 竞态条件",{"type":26,"tag":2504,"props":2817,"children":2820},{"code":2818,"language":2655,"meta":7,"className":2819},"// 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 * 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*/\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",[2657],[2836],{"type":26,"tag":517,"props":2837,"children":2838},{"__ignoreMap":7},[2839],{"type":31,"value":2833},{"type":26,"tag":34,"props":2841,"children":2843},{"id":2842},"第六部分ai-调试工作流",[2844],{"type":31,"value":2845},"第六部分：AI 调试工作流",{"type":26,"tag":711,"props":2847,"children":2849},{"id":2848},"_61-我的调试流程",[2850],{"type":31,"value":2851},"6.1 我的调试流程",{"type":26,"tag":2504,"props":2853,"children":2855},{"code":2854},"┌────────────────────────────────────────────────────────────┐\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",[2856],{"type":26,"tag":517,"props":2857,"children":2858},{"__ignoreMap":7},[2859],{"type":31,"value":2854},{"type":26,"tag":711,"props":2861,"children":2863},{"id":2862},"_62-调试对话模板",[2864],{"type":31,"value":2865},"6.2 调试对话模板",{"type":26,"tag":2504,"props":2867,"children":2870},{"code":2868,"language":260,"meta":7,"className":2869},"## 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",[2508],[2871],{"type":26,"tag":517,"props":2872,"children":2873},{"__ignoreMap":7},[2874],{"type":31,"value":2868},{"type":26,"tag":27,"props":2876,"children":2877},{},[2878],{"type":26,"tag":2518,"props":2879,"children":2880},{},[2881],{"type":31,"value":2882},"粘贴完整错误",{"type":26,"tag":2504,"props":2884,"children":2886},{"code":2885},"\n相关代码：\n```javascript\n[粘贴代码]\n",[2887],{"type":26,"tag":517,"props":2888,"children":2889},{"__ignoreMap":7},[2890],{"type":31,"value":2885},{"type":26,"tag":384,"props":2892,"children":2893},{},[],{"type":26,"tag":34,"props":2895,"children":2897},{"id":2896},"第二轮补充信息",[2898],{"type":31,"value":2899},"第二轮：补充信息",{"type":26,"tag":27,"props":2901,"children":2902},{},[2903],{"type":31,"value":2904},"根据你的建议，我添加了日志，发现：",{"type":26,"tag":161,"props":2906,"children":2907},{},[2908,2916],{"type":26,"tag":167,"props":2909,"children":2910},{},[2911],{"type":26,"tag":2518,"props":2912,"children":2913},{},[2914],{"type":31,"value":2915},"发现 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结语：AI 是放大器，不是替代品\n\nAI 调试工具能够显著加速问题排查过程，但它不能替代你的思考。最有价值的能力组合是：\n\n- **你的领域知识** + **AI 的广博见识**\n- **你对项目的理解** + **AI 的分析能力**\n- **你的判断力** + **AI 的执行速度**\n\n调试的本质是假设-验证的循环。AI 帮你更快地生成假设、更高效地验证假设，但做出最终判断的还是你。\n\n学会与 AI 高效协作调试，不是依赖 AI 给你答案，而是让 AI 帮你更快地找到自己的答案。\n\n---\n\n## 参考资源\n\n- [Chrome DevTools 官方文档](https://developer.chrome.com/docs/devtools)\n- [Node.js 调试指南](https://nodejs.org/en/docs/guides/debugging-getting-started)\n- [React DevTools 使用指南](https://react.dev/learn/react-developer-tools)\n",[3000],{"type":26,"tag":517,"props":3001,"children":3002},{"__ignoreMap":7},[3003],{"type":31,"value":2998},{"title":7,"searchDepth":253,"depth":253,"links":3005},[3006,3007,3008,3013,3017,3022,3026,3030,3031,3032],{"id":2388,"depth":256,"text":2391},{"id":2394,"depth":256,"text":2397},{"id":2415,"depth":256,"text":2418,"children":3009},[3010,3011,3012],{"id":2421,"depth":253,"text":2424},{"id":2499,"depth":253,"text":2502},{"id":2665,"depth":253,"text":2668},{"id":2707,"depth":256,"text":2710,"children":3014},[3015,3016],{"id":2713,"depth":253,"text":2716},{"id":2733,"depth":253,"text":2736},{"id":2753,"depth":256,"text":2756,"children":3018},[3019,3020,3021],{"id":2759,"depth":253,"text":2762},{"id":2774,"depth":253,"text":2777},{"id":2789,"depth":253,"text":2792},{"id":2806,"depth":256,"text":2809,"children":3023},[3024,3025],{"id":2812,"depth":253,"text":2815},{"id":2827,"depth":253,"text":2830},{"id":2842,"depth":256,"text":2845,"children":3027},[3028,3029],{"id":2848,"depth":253,"text":2851},{"id":2862,"depth":253,"text":2865},{"id":2896,"depth":256,"text":2899},{"id":2941,"depth":256,"text":2944},{"id":2969,"depth":256,"text":2972},"content:topics:ai:ai-debugging-troubleshooting-guide.md","topics/ai/ai-debugging-troubleshooting-guide.md","topics/ai/ai-debugging-troubleshooting-guide",{"_path":4,"_dir":5,"_draft":6,"_partial":6,"_locale":7,"title":8,"description":9,"date":10,"topic":5,"author":11,"tags":3037,"image":17,"imageQuery":18,"pexelsPhotoId":19,"pexelsUrl":20,"featured":6,"readingTime":21,"body":3038,"_type":260,"_id":261,"_source":262,"_file":263,"_stem":264,"_extension":265},[13,14,15,16],{"type":23,"children":3039,"toc":3216},[3040,3044,3048,3052,3056,3060,3064,3128,3132,3136,3140,3144,3188,3192],{"type":26,"tag":27,"props":3041,"children":3042},{},[3043],{"type":31,"value":32},{"type":26,"tag":34,"props":3045,"children":3046},{"id":36},[3047],{"type":31,"value":36},{"type":26,"tag":27,"props":3049,"children":3050},{},[3051],{"type":31,"value":43},{"type":26,"tag":27,"props":3053,"children":3054},{},[3055],{"type":31,"value":48},{"type":26,"tag":27,"props":3057,"children":3058},{},[3059],{"type":31,"value":53},{"type":26,"tag":34,"props":3061,"children":3062},{"id":56},[3063],{"type":31,"value":56},{"type":26,"tag":60,"props":3065,"children":3066},{},[3067,3081],{"type":26,"tag":64,"props":3068,"children":3069},{},[3070],{"type":26,"tag":68,"props":3071,"children":3072},{},[3073,3077],{"type":26,"tag":72,"props":3074,"children":3075},{},[3076],{"type":31,"value":76},{"type":26,"tag":72,"props":3078,"children":3079},{},[3080],{"type":31,"value":81},{"type":26,"tag":83,"props":3082,"children":3083},{},[3084,3095,3106,3117],{"type":26,"tag":68,"props":3085,"children":3086},{},[3087,3091],{"type":26,"tag":90,"props":3088,"children":3089},{},[3090],{"type":31,"value":94},{"type":26,"tag":90,"props":3092,"children":3093},{},[3094],{"type":31,"value":99},{"type":26,"tag":68,"props":3096,"children":3097},{},[3098,3102],{"type":26,"tag":90,"props":3099,"children":3100},{},[3101],{"type":31,"value":107},{"type":26,"tag":90,"props":3103,"children":3104},{},[3105],{"type":31,"value":112},{"type":26,"tag":68,"props":3107,"children":3108},{},[3109,3113],{"type":26,"tag":90,"props":3110,"children":3111},{},[3112],{"type":31,"value":120},{"type":26,"tag":90,"props":3114,"children":3115},{},[3116],{"type":31,"value":125},{"type":26,"tag":68,"props":3118,"children":3119},{},[3120,3124],{"type":26,"tag":90,"props":3121,"children":3122},{},[3123],{"type":31,"value":133},{"type":26,"tag":90,"props":3125,"children":3126},{},[3127],{"type":31,"value":112},{"type":26,"tag":27,"props":3129,"children":3130},{},[3131],{"type":31,"value":142},{"type":26,"tag":34,"props":3133,"children":3134},{"id":145},[3135],{"type":31,"value":148},{"type":26,"tag":27,"props":3137,"children":3138},{},[3139],{"type":31,"value":153},{"type":26,"tag":34,"props":3141,"children":3142},{"id":156},[3143],{"type":31,"value":159},{"type":26,"tag":161,"props":3145,"children":3147},{"className":3146},[164],[3148,3156,3164,3172,3180],{"type":26,"tag":167,"props":3149,"children":3151},{"className":3150},[170],[3152,3155],{"type":26,"tag":173,"props":3153,"children":3154},{"disabled":175,"type":176},[],{"type":31,"value":179},{"type":26,"tag":167,"props":3157,"children":3159},{"className":3158},[170],[3160,3163],{"type":26,"tag":173,"props":3161,"children":3162},{"disabled":175,"type":176},[],{"type":31,"value":188},{"type":26,"tag":167,"props":3165,"children":3167},{"className":3166},[170],[3168,3171],{"type":26,"tag":173,"props":3169,"children":3170},{"disabled":175,"type":176},[],{"type":31,"value":197},{"type":26,"tag":167,"props":3173,"children":3175},{"className":3174},[170],[3176,3179],{"type":26,"tag":173,"props":3177,"children":3178},{"disabled":175,"type":176},[],{"type":31,"value":206},{"type":26,"tag":167,"props":3181,"children":3183},{"className":3182},[170],[3184,3187],{"type":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