[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"categories":3,"article-34":41,"songs":105,"comments-34":1245},[4,11,17,23,29,35],{"_id":5,"name":6,"description":7,"cover":8,"created_at":9,"updated_at":9,"id":10},"6a2d2e4f58b719b2465af022","后端工程","NestJS \u002F Node.js 服务端：数据建模、缓存、鉴权、错误处理、对象存储等工程实践。","","2026-06-13T10:17:51.794Z",9,{"_id":12,"name":13,"description":14,"cover":8,"created_at":15,"updated_at":15,"id":16},"6a2d2e5058b719b2465af027","前端工程","Nuxt \u002F Vue \u002F React 前端与后台：SSR、运行时配置、组件与交互、请求层封装、语言与浏览器。","2026-06-13T10:17:52.535Z",10,{"_id":18,"name":19,"description":20,"cover":8,"created_at":21,"updated_at":21,"id":22},"6a2d2e5158b719b2465af02a","AI 工程","边缘 \u002F Serverless AI：RAG、Agent、LLM 调度、知识库同步与限流。","2026-06-13T10:17:53.139Z",11,{"_id":24,"name":25,"description":26,"cover":8,"created_at":27,"updated_at":27,"id":28},"6a2d2e5158b719b2465af02d","云原生与交付","Docker \u002F Nginx \u002F CI-CD \u002F 证书与边缘网络：从本地一键启动到生产零停机部署。","2026-06-13T10:17:53.362Z",12,{"_id":30,"name":31,"description":32,"cover":8,"created_at":33,"updated_at":33,"id":34},"6a2d2e5158b719b2465af030","架构与工程实践","跨切面主题：架构演进、解耦、可观测性、安全与开源治理。","2026-06-13T10:17:53.581Z",13,{"_id":36,"name":37,"description":38,"cover":8,"created_at":39,"updated_at":39,"id":40},"6a2d2e5158b719b2465af033","工具与效率","开发环境、编辑器、命令行与效率技巧：Vim \u002F Git \u002F Zsh \u002F macOS \u002F ffmpeg 等。","2026-06-13T10:17:53.804Z",14,{"_id":42,"title":43,"content":44,"description":45,"cover":46,"created_date":47,"category_id":22,"tag_ids":48,"author_ids":52,"public":53,"status":53,"star":53,"like":54,"views":55,"created_at":56,"updated_at":57,"id":58,"category":59,"tags":60,"authors":73,"related":74},"6a2d2e8458b719b2465af15d","RAG 为什么用 R2 而非爬虫：数据噪音与召回质量","RAG（检索增强生成）的效果，七成取决于喂进去的数据干不干净。我搭博客 AI 助手时，在「数据源」这一步面临两个选择，最后的决定影响了整个召回质量。\n\n## 两种数据源\n\nCloudflare AI Search（以及大多数 RAG 方案）支持两类数据源：\n\n**1. 爬虫（Sitemap \u002F Crawler）**：给它一个网站，它自动抓页面。上手最快，但有致命问题：\n\n- 抓的是 **HTML**，且常常只有首屏内容，对分段渲染的长文章无能为力；\n- 更要命的是，爬虫**分不清正文和噪音**——导航栏、侧边栏、评论区、页脚、甚至 AI 摘要框，全被一锅端进去。\n\n**2. R2 存储桶（主动维护 Markdown）**：自己把干净的 Markdown 文件放进对象存储当数据源。要自己搭同步管道，但内容 100% 可控。\n\n我选了 R2 方案。\n\n## 为什么噪音是致命的\n\nRAG 的核心是把文本切块、向量化，存进向量库，检索时按语义相似度召回。问题在于：**噪音也会被向量化。**\n\n想象每篇文章页都带着相同的导航文字「首页 \u002F 归档 \u002F 关于 \u002F 友链」、相同的页脚、一堆评论。这些重复的、与正文无关的内容被切块、嵌入后，会在向量空间里形成一片「噪音云」。后果是：\n\n- 用户问一个问题，召回的可能是某篇文章的**评论**或**导航**，而不是正文；\n- 大量重复样板内容拉低了正文 chunk 的区分度，相似度排序失真；\n- 长文被首屏截断，关键内容根本没进库。\n\n**噪音污染向量空间**——这是爬虫方案最隐蔽也最难补救的问题。\n\n## R2 方案的做法\n\n我让博客后端在内容变更时，主动把文章转成**干净的 Markdown**推送过来，写进 R2。每个文件带一段 Frontmatter，给模型结构化的元数据上下文：\n\n```markdown\n---\nid: 42\ntitle: Redis 归档缓存的事件驱动失效\nurl: https:\u002F\u002Fjiawen.live\u002Farticle\u002F42\ncreated_at: 2026-03-12\n---\n\n正文（纯 Markdown，无任何 UI 噪音）...\n```\n\n这样 AI Search 索引到的：\n\n- **是纯正文**，没有导航\u002F评论\u002F侧边栏；\n- **是完整长文**，不被首屏截断；\n- **带结构化元数据**，召回时能直接拿到文章 id、标题、URL，方便引用和「取全文」的后续工具调用。\n\n检索时配上 query 改写和重排序，进一步提升相关性：\n\n```ts\n.search({\n  messages: [{ role: 'user', content: query }],\n  ai_search_options: {\n    retrieval: { max_num_results: 4 },\n    query_rewrite: { enabled: true },\n    reranking: { enabled: true, model: '@cf\u002Fbaai\u002Fbge-reranker-base' },\n  },\n})\n```\n\n## 代价与权衡\n\nR2 方案不是免费的——你得自己搭「内容变更 → 同步到 R2」的管道（我用带 HMAC 签名的 Webhook 做）。但这点工程量换来的是**对数据质量的完全掌控**，对 RAG 来说太值了：\n\n| | 爬虫 | R2 Markdown |\n|---|---|---|\n| 上手 | 极快 | 要搭同步管道 |\n| 内容纯净度 | 混杂噪音 | 100% 可控 |\n| 长文支持 | 常被截断 | 完整 |\n| 元数据 | 无 | Frontmatter 结构化 |\n| 召回质量 | 受噪音拖累 | 高 |\n\n## 小结\n\nRAG 的质量上限由数据质量决定。爬虫省事，但抓来的 HTML 混着导航、评论、侧边栏，这些噪音被向量化后会污染整个检索空间。主动维护干净的 Markdown（放 R2）虽然要搭一条同步管道，却换来纯正文、完整长文、结构化元数据——召回质量完全不是一个量级。**在 RAG 里，喂什么比模型多大更重要。**","给 RAG 喂数据有两条路——爬自己的网站，或主动维护干净的 Markdown。我选了后者。因为爬虫抓到的 HTML 混杂着导航、评论、侧边栏，这些噪音会污染向量空间，毁掉召回质量。","\u002Fblog\u002Fcover-34.png","2026-02-10T02:00:00.000Z",[49,50,51],37,41,36,[],1,0,335,"2026-06-13T10:18:44.878Z","2026-09-11T15:31:28.666Z",34,{"_id":18,"name":19,"description":20,"cover":8,"created_at":21,"updated_at":21,"id":22},[61,65,69],{"_id":62,"name":63,"created_at":64,"updated_at":64,"id":49},"6a2d2e5a58b719b2465af084","RAG","2026-06-13T10:18:02.652Z",{"_id":66,"name":67,"created_at":68,"updated_at":68,"id":50},"6a2d2e5d58b719b2465af090","向量检索","2026-06-13T10:18:05.708Z",{"_id":70,"name":71,"created_at":72,"updated_at":72,"id":51},"6a2d2e5a58b719b2465af081","Cloudflare Workers","2026-06-13T10:18:02.088Z",[],[75,80,85,90,95,100],{"title":76,"cover":77,"created_date":78,"id":79},"Vibe Coding 工程化进阶（四）：用 Hooks 给 Agent 上\"自动护栏\"","\u002Fblog\u002Fcover-04-hooks.png","2026-06-13T07:54:21.500Z",58,{"title":81,"cover":82,"created_date":83,"id":84},"Vibe Coding 工程化进阶（三）：用 MCP 给 AI 接上\"外部世界\"","\u002Fblog\u002Fcover-03-mcp.png","2026-06-12T07:53:52.400Z",57,{"title":86,"cover":87,"created_date":88,"id":89},"Vibe Coding 工程化进阶（二）：用 Rules 把团队规范变成 AI 的\"条件反射\"","\u002Fblog\u002Fcover-02-rules.png","2026-06-11T07:53:34.400Z",56,{"title":91,"cover":92,"created_date":93,"id":94},"Vibe Coding 工程化进阶（一）：用 CLAUDE.md \u002F AGENTS.md 给 AI 装上\"项目记忆\"","\u002Fblog\u002Fcover-01-memory.png","2026-06-10T07:53:17.400Z",55,{"title":96,"cover":97,"created_date":98,"id":99},"前端工程师的 Vibe Coding 最佳实践（三）：质量保障与工程化","\u002Fblog\u002Fcover-03-quality.png","2026-06-04T07:07:15.200Z",51,{"title":101,"cover":102,"created_date":103,"id":104},"AI 时代如何招前端工程师（三）：面试题库与评分标准","\u002Fblog\u002Fcover-03-questions.png","2026-05-29T07:24:04.100Z",54,[106,113,120,127,133,139,145,151,157,163,169,175,181,187,193,200,207,214,221,228,234,241,248,255,262,269,276,282,289,296,303,310,317,324,330,337,343,349,356,363,370,376,383,390,397,404,411,418,425,432,439,445,452,459,465,471,477,482,488,495,502,508,515,522,529,536,542,549,556,562,568,574,580,587,594,601,608,615,622,629,636,643,649,656,663,670,677,684,691,698,705,712,718,724,730,736,742,749,755,762,769,776,783,789,796,803,810,816,823,829,835,841,848,855,862,869,876,883,890,897,904,911,918,925,932,939,946,953,960,967,974,981,988,995,1002,1009,1016,1023,1029,1035,1042,1049,1056,1063,1070,1077,1084,1091,1097,1104,1110,1117,1124,1131,1138,1145,1152,1158,1164,1171,1178,1184,1191,1198,1205,1212,1219,1226,1232,1239],{"_id":107,"name":108,"artist":109,"url":110,"cover":111,"sort":54,"created_at":112,"updated_at":112,"id":53},"6a3141fa73c9eb8a9b458b0d","Star Unkind(Lanfranchi & Farina Radio).mp3","2Someone","\u002Fmusic\u002F2Someone%20-%20Star%20Unkind%28Lanfranchi%20%26%20Farina%20Radio%29.mp3","\u002Fblog\u002Fasdf-avatar.jpg","2026-06-16T12:30:50.509Z",{"_id":114,"name":115,"artist":116,"url":117,"cover":111,"sort":53,"created_at":118,"updated_at":118,"id":119},"6a3141fa73c9eb8a9b458b1d","Right Now (Na Na Na).mp3","Akon","\u002Fmusic\u002FAkon%20-%20Right%20Now%20%28Na%20Na%20Na%29.mp3","2026-06-16T12:30:50.587Z",2,{"_id":121,"name":122,"artist":123,"url":124,"cover":111,"sort":119,"created_at":125,"updated_at":125,"id":126},"6a3141fa73c9eb8a9b458b22","All Falls Down.mp3","Alan Walker","\u002Fmusic\u002FAlan%20Walker%20-%20All%20Falls%20Down.mp3","2026-06-16T12:30:50.608Z",3,{"_id":128,"name":129,"artist":123,"url":130,"cover":111,"sort":126,"created_at":131,"updated_at":131,"id":132},"6a3141fa73c9eb8a9b458b25","Alone, Pt. II.mp3","\u002Fmusic\u002FAlan%20Walker%20-%20Alone%2C%20Pt.%20II.mp3","2026-06-16T12:30:50.637Z",4,{"_id":134,"name":135,"artist":123,"url":136,"cover":111,"sort":132,"created_at":137,"updated_at":137,"id":138},"6a3141fa73c9eb8a9b458b28","Darkside.mp3","\u002Fmusic\u002FAlan%20Walker%20-%20Darkside.mp3","2026-06-16T12:30:50.652Z",5,{"_id":140,"name":141,"artist":123,"url":142,"cover":111,"sort":138,"created_at":143,"updated_at":143,"id":144},"6a3141fa73c9eb8a9b458b2b","Lost Control.mp3","\u002Fmusic\u002FAlan%20Walker%20-%20Lost%20Control.mp3","2026-06-16T12:30:50.668Z",6,{"_id":146,"name":147,"artist":123,"url":148,"cover":111,"sort":144,"created_at":149,"updated_at":149,"id":150},"6a3141fa73c9eb8a9b458b2e","On My Way.mp3","\u002Fmusic\u002FAlan%20Walker%20-%20On%20My%20Way.mp3","2026-06-16T12:30:50.676Z",7,{"_id":152,"name":153,"artist":123,"url":154,"cover":111,"sort":150,"created_at":155,"updated_at":155,"id":156},"6a3141fa73c9eb8a9b458b31","The Spectre.mp3","\u002Fmusic\u002FAlan%20Walker%20-%20The%20Spectre.mp3","2026-06-16T12:30:50.684Z",8,{"_id":158,"name":159,"artist":160,"url":161,"cover":111,"sort":156,"created_at":162,"updated_at":162,"id":10},"6a3141fa73c9eb8a9b458b34","Scars To Your Beautiful.mp3","Alessia Cara","\u002Fmusic\u002FAlessia%20Cara%20-%20Scars%20To%20Your%20Beautiful.mp3","2026-06-16T12:30:50.693Z",{"_id":164,"name":165,"artist":166,"url":167,"cover":111,"sort":10,"created_at":168,"updated_at":168,"id":16},"6a3141fa73c9eb8a9b458b37","Hear Me Now.mp3","Alok","\u002Fmusic\u002FAlok%20-%20Hear%20Me%20Now.mp3","2026-06-16T12:30:50.702Z",{"_id":170,"name":171,"artist":172,"url":173,"cover":111,"sort":16,"created_at":174,"updated_at":174,"id":22},"6a3141fa73c9eb8a9b458b3a","Meant To Be.mp3","Arc North","\u002Fmusic\u002FArc%20North%20-%20Meant%20To%20Be.mp3","2026-06-16T12:30:50.709Z",{"_id":176,"name":177,"artist":178,"url":179,"cover":111,"sort":22,"created_at":180,"updated_at":180,"id":28},"6a3141fa73c9eb8a9b458b3d","Breath and Life.mp3","Audiomachine","\u002Fmusic\u002FAudiomachine%20-%20Breath%20and%20Life.mp3","2026-06-16T12:30:50.715Z",{"_id":182,"name":183,"artist":184,"url":185,"cover":111,"sort":28,"created_at":186,"updated_at":186,"id":34},"6a3141fa73c9eb8a9b458b40","Lonely Dance.mp3","Augus","\u002Fmusic\u002FAugus%20-%20Lonely%20Dance.mp3","2026-06-16T12:30:50.722Z",{"_id":188,"name":189,"artist":190,"url":191,"cover":111,"sort":34,"created_at":192,"updated_at":192,"id":40},"6a3141fa73c9eb8a9b458b43","My Head & My Heart.mp3","Ava Max","\u002Fmusic\u002FAva%20Max%20-%20My%20Head%20%26%20My%20Heart.mp3","2026-06-16T12:30:50.728Z",{"_id":194,"name":195,"artist":196,"url":197,"cover":111,"sort":40,"created_at":198,"updated_at":198,"id":199},"6a3141fa73c9eb8a9b458b46","DDU-DU DDU-DU.mp3","BLACKPINK","\u002Fmusic\u002FBLACKPINK%20-%20DDU-DU%20DDU-DU.mp3","2026-06-16T12:30:50.735Z",15,{"_id":201,"name":202,"artist":203,"url":204,"cover":111,"sort":199,"created_at":205,"updated_at":205,"id":206},"6a3141fa73c9eb8a9b458b49","Apologize.mp3","Besomorph","\u002Fmusic\u002FBesomorph%20-%20Apologize.mp3","2026-06-16T12:30:50.741Z",16,{"_id":208,"name":209,"artist":210,"url":211,"cover":111,"sort":206,"created_at":212,"updated_at":212,"id":213},"6a3141fa73c9eb8a9b458b4c","Dream With You.mp3","Blvmenkind","\u002Fmusic\u002FBlvmenkind%20-%20Dream%20With%20You.mp3","2026-06-16T12:30:50.748Z",17,{"_id":215,"name":216,"artist":217,"url":218,"cover":111,"sort":213,"created_at":219,"updated_at":219,"id":220},"6a3141fa73c9eb8a9b458b4f","Wrap Me In Plastic.mp3","CHROMANCE","\u002Fmusic\u002FCHROMANCE%20-%20Wrap%20Me%20In%20Plastic.mp3","2026-06-16T12:30:50.754Z",18,{"_id":222,"name":223,"artist":224,"url":225,"cover":111,"sort":220,"created_at":226,"updated_at":226,"id":227},"6a3141fa73c9eb8a9b458b52","Outside.mp3","Calvin Harris","\u002Fmusic\u002FCalvin%20Harris%20-%20Outside.mp3","2026-06-16T12:30:50.760Z",19,{"_id":229,"name":230,"artist":224,"url":231,"cover":111,"sort":227,"created_at":232,"updated_at":232,"id":233},"6a3141fa73c9eb8a9b458b55","This Is What You Came For.mp3","\u002Fmusic\u002FCalvin%20Harris%20-%20This%20Is%20What%20You%20Came%20For.mp3","2026-06-16T12:30:50.766Z",20,{"_id":235,"name":236,"artist":237,"url":238,"cover":111,"sort":233,"created_at":239,"updated_at":239,"id":240},"6a3141fa73c9eb8a9b458b58","How To Love.mp3","Cash Cash","\u002Fmusic\u002FCash%20Cash%20-%20How%20To%20Love.mp3","2026-06-16T12:30:50.774Z",21,{"_id":242,"name":243,"artist":244,"url":245,"cover":111,"sort":240,"created_at":246,"updated_at":246,"id":247},"6a3141fa73c9eb8a9b458b5b","We Don't Talk Anymore.mp3","Charlie Puth","\u002Fmusic\u002FCharlie%20Puth%20-%20We%20Don%27t%20Talk%20Anymore.mp3","2026-06-16T12:30:50.785Z",22,{"_id":249,"name":250,"artist":251,"url":252,"cover":111,"sort":247,"created_at":253,"updated_at":253,"id":254},"6a3141fa73c9eb8a9b458b5e","Try.mp3","Colbie 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