[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"categories":3,"article-32":41,"songs":111,"comments-32":1249},[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":53,"public":54,"status":54,"star":55,"like":56,"views":57,"created_at":58,"updated_at":59,"id":60,"category":61,"tags":62,"authors":79,"related":80},"6a2d2e8358b719b2465af153","在 Cloudflare Workers 上从零搭一个 RAG + Agent 服务","我给博客做了个 AI 助手，它能回答「这个博客的作者写过哪些关于缓存的文章」「介绍一下作者的技术栈」这类问题。整个服务**没有一台自建服务器、没有自管数据库**，全部跑在 Cloudflare 的边缘上。这篇讲它的整体架构。\n\n## 设计原则\n\n三条原则贯穿始终：\n\n- **基础设施原生**：全栈用 Cloudflare 组件（Workers、D1、R2、AI Search、AI Gateway），无自建中间件，把运维复杂度压到最低。\n- **工具驱动**：LLM 只当「调度者」，所有真实数据通过工具按需获取，职责边界清晰。\n- **知识管道解耦**：知识库的写入（Webhook 同步）与运行时对话完全分离，互不影响，可独立扩展。\n\n## 各组件分工\n\n```mermaid\nflowchart LR\n    Koa([\"andy-blog-koa\"]) --> |\"Webhook\"| API(\"Worker API\")\n    User([\"用户\"]) --> |\"Chat (SSE)\"| API\n    API \u003C--> |\"对话历史\"| D1[(\"D1\")]\n    API \u003C--> |\"Markdown\"| R2[(\"R2\")]\n    API --> |\"Tool: RAG\"| AIS[(\"AI Search\")]\n    API --> |\"调用模型\"| GW(\"AI Gateway\")\n    R2 -.-> |\"Embedding\"| AIS\n    GW --> LLM(\"DeepSeek\")\n```\n\n| 组件 | 角色 |\n|---|---|\n| **Workers (Hono)** | 面向 Web 的 API 运行时，跑对话与 Webhook 接口 |\n| **D1** | SQLite，持久化用户对话历史 |\n| **R2** | 存 RAG 知识库的原始 Markdown 文件 |\n| **AI Search** | 向量库，提供语义检索（RAG） |\n| **AI Gateway** | LLM 请求代理，统一计费\u002F限流\u002F日志 |\n| **DeepSeek** | 主力大模型，经 AI Gateway 调用 |\n\n## 两条核心数据流\n\n**写入流（知识库构建）**：博客后端内容一变，就通过带 HMAC 签名的 Webhook 通知 Worker，Worker 验签后把文章转成 Markdown 写进 R2；R2 一变，AI Search 自动增量索引。管理员正常增删改文章，知识库就在后台自动跟上，全程零手工运维。\n\n**读取流（用户对话）**：用户带匿名 token 发起 `POST \u002Fchat`，Worker 经过限流、token 校验后，从 R2 读站点\u002F作者信息拼 System Prompt，从 D1 取最近几轮历史，组装好消息后跑 **Agent Loop**：调用模型 → 解析工具调用 → 执行工具（比如查 RAG）→ 带结果再调模型，直到产出最终答案，全程 SSE 流式吐给前端。\n\n## 为什么选边缘 Serverless\n\n对一个个人博客的 AI 助手来说，这套架构的好处非常实在：\n\n- **零运维、按量付费**：没流量就几乎不花钱，不用为一台常驻 GPU\u002F服务器买单；\n- **全球低延迟**：Workers 跑在离用户最近的边缘节点；\n- **组件即能力**：向量检索、对象存储、SQLite、网关全是托管服务，我只写「胶水」和业务逻辑，不维护任何中间件。\n\n## 目录结构一瞥\n\n```text\nsrc\u002F\n├── index.ts        # 入口，路由分发\n├── config.ts       # 运行时静态配置\n├── webhook\u002F        # 接收 koa 的内容变更，落库到 R2\n├── chat-user\u002F      # 用户对话：Agent Loop \u002F 工具 \u002F 签名 \u002F DB 桥接\n└── chat-admin\u002F     # 后台：会话查询与管理\n```\n\n`webhook\u002F` 和 `chat-user\u002F` 分别对应「写入流」和「读取流」，物理上就是分开的两块，呼应「知识管道解耦」。\n\n## 小结\n\n边缘 Serverless 让个人项目也能拥有一套完整的 RAG + Agent 能力：Workers 跑逻辑、R2 存原文、AI Search 做检索、D1 记历史、AI Gateway 管模型。三条原则——基础设施原生、工具驱动、管道解耦——决定了它好维护、可扩展。后面几篇会拆开讲 Agent Loop、RAG 选型、边缘鉴权这些细节。","不用任何自建中间件，全栈基于 Cloudflare 原生组件（Workers、D1、R2、AI Search、AI Gateway）搭一个能回答「关于我博客」的 AI Agent。这是一次边缘 Serverless AI 的完整实践。","\u002Fblog\u002Fcover-32.png","2025-09-16T02:00:00.000Z",[49,50,51,52],36,37,38,39,[],1,2,0,387,"2026-06-13T10:18:43.925Z","2026-09-11T15:31:12.485Z",32,{"_id":18,"name":19,"description":20,"cover":8,"created_at":21,"updated_at":21,"id":22},[63,67,71,75],{"_id":64,"name":65,"created_at":66,"updated_at":66,"id":49},"6a2d2e5a58b719b2465af081","Cloudflare Workers","2026-06-13T10:18:02.088Z",{"_id":68,"name":69,"created_at":70,"updated_at":70,"id":50},"6a2d2e5a58b719b2465af084","RAG","2026-06-13T10:18:02.652Z",{"_id":72,"name":73,"created_at":74,"updated_at":74,"id":51},"6a2d2e5b58b719b2465af087","Agent","2026-06-13T10:18:03.286Z",{"_id":76,"name":77,"created_at":78,"updated_at":78,"id":52},"6a2d2e5c58b719b2465af08a","LLM","2026-06-13T10:18:04.531Z",[],[81,86,91,96,101,106],{"title":82,"cover":83,"created_date":84,"id":85},"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":87,"cover":88,"created_date":89,"id":90},"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":92,"cover":93,"created_date":94,"id":95},"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":97,"cover":98,"created_date":99,"id":100},"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":102,"cover":103,"created_date":104,"id":105},"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":107,"cover":108,"created_date":109,"id":110},"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,[112,119,125,132,138,144,150,156,162,168,174,180,186,192,198,205,212,219,226,233,239,246,253,260,267,274,281,287,294,301,308,315,321,328,335,342,348,354,360,366,373,380,387,394,401,408,415,422,429,436,443,449,456,463,469,475,481,486,492,499,506,512,519,526,533,540,546,553,560,566,572,578,584,591,598,605,612,619,626,633,640,647,653,660,667,674,681,688,695,702,709,716,722,728,734,740,746,753,759,766,773,780,787,793,800,807,814,820,827,833,839,845,852,859,866,873,880,887,894,901,908,915,922,929,936,943,950,957,964,971,978,985,992,999,1006,1013,1020,1027,1033,1039,1046,1053,1060,1067,1074,1081,1088,1095,1101,1108,1114,1121,1128,1135,1142,1149,1156,1162,1168,1175,1182,1188,1195,1202,1209,1216,1223,1230,1236,1243],{"_id":113,"name":114,"artist":115,"url":116,"cover":117,"sort":56,"created_at":118,"updated_at":118,"id":54},"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":120,"name":121,"artist":122,"url":123,"cover":117,"sort":54,"created_at":124,"updated_at":124,"id":55},"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",{"_id":126,"name":127,"artist":128,"url":129,"cover":117,"sort":55,"created_at":130,"updated_at":130,"id":131},"6a3141fa73c9eb8a9b458b22","All Falls Down.mp3","Alan Walker","\u002Fmusic\u002FAlan%20Walker%20-%20All%20Falls%20Down.mp3","2026-06-16T12:30:50.608Z",3,{"_id":133,"name":134,"artist":128,"url":135,"cover":117,"sort":131,"created_at":136,"updated_at":136,"id":137},"6a3141fa73c9eb8a9b458b25","Alone, Pt. II.mp3","\u002Fmusic\u002FAlan%20Walker%20-%20Alone%2C%20Pt.%20II.mp3","2026-06-16T12:30:50.637Z",4,{"_id":139,"name":140,"artist":128,"url":141,"cover":117,"sort":137,"created_at":142,"updated_at":142,"id":143},"6a3141fa73c9eb8a9b458b28","Darkside.mp3","\u002Fmusic\u002FAlan%20Walker%20-%20Darkside.mp3","2026-06-16T12:30:50.652Z",5,{"_id":145,"name":146,"artist":128,"url":147,"cover":117,"sort":143,"created_at":148,"updated_at":148,"id":149},"6a3141fa73c9eb8a9b458b2b","Lost Control.mp3","\u002Fmusic\u002FAlan%20Walker%20-%20Lost%20Control.mp3","2026-06-16T12:30:50.668Z",6,{"_id":151,"name":152,"artist":128,"url":153,"cover":117,"sort":149,"created_at":154,"updated_at":154,"id":155},"6a3141fa73c9eb8a9b458b2e","On My Way.mp3","\u002Fmusic\u002FAlan%20Walker%20-%20On%20My%20Way.mp3","2026-06-16T12:30:50.676Z",7,{"_id":157,"name":158,"artist":128,"url":159,"cover":117,"sort":155,"created_at":160,"updated_at":160,"id":161},"6a3141fa73c9eb8a9b458b31","The Spectre.mp3","\u002Fmusic\u002FAlan%20Walker%20-%20The%20Spectre.mp3","2026-06-16T12:30:50.684Z",8,{"_id":163,"name":164,"artist":165,"url":166,"cover":117,"sort":161,"created_at":167,"updated_at":167,"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":169,"name":170,"artist":171,"url":172,"cover":117,"sort":10,"created_at":173,"updated_at":173,"id":16},"6a3141fa73c9eb8a9b458b37","Hear Me Now.mp3","Alok","\u002Fmusic\u002FAlok%20-%20Hear%20Me%20Now.mp3","2026-06-16T12:30:50.702Z",{"_id":175,"name":176,"artist":177,"url":178,"cover":117,"sort":16,"created_at":179,"updated_at":179,"id":22},"6a3141fa73c9eb8a9b458b3a","Meant To Be.mp3","Arc North","\u002Fmusic\u002FArc%20North%20-%20Meant%20To%20Be.mp3","2026-06-16T12:30:50.709Z",{"_id":181,"name":182,"artist":183,"url":184,"cover":117,"sort":22,"created_at":185,"updated_at":185,"id":28},"6a3141fa73c9eb8a9b458b3d","Breath and Life.mp3","Audiomachine","\u002Fmusic\u002FAudiomachine%20-%20Breath%20and%20Life.mp3","2026-06-16T12:30:50.715Z",{"_id":187,"name":188,"artist":189,"url":190,"cover":117,"sort":28,"created_at":191,"updated_at":191,"id":34},"6a3141fa73c9eb8a9b458b40","Lonely Dance.mp3","Augus","\u002Fmusic\u002FAugus%20-%20Lonely%20Dance.mp3","2026-06-16T12:30:50.722Z",{"_id":193,"name":194,"artist":195,"url":196,"cover":117,"sort":34,"created_at":197,"updated_at":197,"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":199,"name":200,"artist":201,"url":202,"cover":117,"sort":40,"created_at":203,"updated_at":203,"id":204},"6a3141fa73c9eb8a9b458b46","DDU-DU DDU-DU.mp3","BLACKPINK","\u002Fmusic\u002FBLACKPINK%20-%20DDU-DU%20DDU-DU.mp3","2026-06-16T12:30:50.735Z",15,{"_id":206,"name":207,"artist":208,"url":209,"cover":117,"sort":204,"created_at":210,"updated_at":210,"id":211},"6a3141fa73c9eb8a9b458b49","Apologize.mp3","Besomorph","\u002Fmusic\u002FBesomorph%20-%20Apologize.mp3","2026-06-16T12:30:50.741Z",16,{"_id":213,"name":214,"artist":215,"url":216,"cover":117,"sort":211,"created_at":217,"updated_at":217,"id":218},"6a3141fa73c9eb8a9b458b4c","Dream With You.mp3","Blvmenkind","\u002Fmusic\u002FBlvmenkind%20-%20Dream%20With%20You.mp3","2026-06-16T12:30:50.748Z",17,{"_id":220,"name":221,"artist":222,"url":223,"cover":117,"sort":218,"created_at":224,"updated_at":224,"id":225},"6a3141fa73c9eb8a9b458b4f","Wrap Me In Plastic.mp3","CHROMANCE","\u002Fmusic\u002FCHROMANCE%20-%20Wrap%20Me%20In%20Plastic.mp3","2026-06-16T12:30:50.754Z",18,{"_id":227,"name":228,"artist":229,"url":230,"cover":117,"sort":225,"created_at":231,"updated_at":231,"id":232},"6a3141fa73c9eb8a9b458b52","Outside.mp3","Calvin Harris","\u002Fmusic\u002FCalvin%20Harris%20-%20Outside.mp3","2026-06-16T12:30:50.760Z",19,{"_id":234,"name":235,"artist":229,"url":236,"cover":117,"sort":232,"created_at":237,"updated_at":237,"id":238},"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":240,"name":241,"artist":242,"url":243,"cover":117,"sort":238,"created_at":244,"updated_at":244,"id":245},"6a3141fa73c9eb8a9b458b58","How To Love.mp3","Cash Cash","\u002Fmusic\u002FCash%20Cash%20-%20How%20To%20Love.mp3","2026-06-16T12:30:50.774Z",21,{"_id":247,"name":248,"artist":249,"url":250,"cover":117,"sort":245,"created_at":251,"updated_at":251,"id":252},"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":254,"name":255,"artist":256,"url":257,"cover":117,"sort":252,"created_at":258,"updated_at":258,"id":259},"6a3141fa73c9eb8a9b458b5e","Try.mp3","Colbie Caillat","\u002Fmusic\u002FColbie%20Caillat%20-%20Try.mp3","2026-06-16T12:30:50.792Z",23,{"_id":261,"name":262,"artist":263,"url":264,"cover":117,"sort":259,"created_at":265,"updated_at":265,"id":266},"6a3141fa73c9eb8a9b458b61","BINGBIAN病变.mp3","Cubi","\u002Fmusic\u002FCubi%20-%20BINGBIAN%E7%97%85%E5%8F%98.mp3","2026-06-16T12:30:50.798Z",24,{"_id":268,"name":269,"artist":270,"url":271,"cover":117,"sort":266,"created_at":272,"updated_at":272,"id":273},"6a3141fa73c9eb8a9b458b64","You Know I'll Go Get.mp3","DJ Haning","\u002Fmusic\u002FDJ%20Haning%20-%20You%20Know%20I%27ll%20Go%20Get.mp3","2026-06-16T12:30:50.805Z",25,{"_id":275,"name":276,"artist":277,"url":278,"cover":117,"sort":273,"created_at":279,"updated_at":279,"id":280},"6a3141fa73c9eb8a9b458b67","Let Me Love You.mp3","DJ 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