[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"article-37":3,"categories":76,"songs":108,"comments-37":1248},{"_id":4,"title":5,"content":6,"description":7,"cover":8,"created_date":9,"category_id":10,"tag_ids":11,"author_ids":16,"public":17,"status":17,"star":17,"like":18,"views":19,"created_at":20,"updated_at":21,"id":14,"category":22,"tags":28,"authors":45,"related":46},"6a2d2e8658b719b2465af16c","DeepSeek vs Gemini：RAG 场景的工具调用风格调优","给博客 AI 助手选模型时，我同时试了 DeepSeek 和 Gemini 2.5 Flash。最有意思的发现是：**同一套 System Prompt、同一组工具，两个模型的「性格」完全不同**，调优方向几乎相反。\n\n## 两种截然不同的「性格」\n\n**DeepSeek：推理欲望强，会主动突破软约束去穷尽意图。**\n- 在 RAG 场景下倾向于**多轮调用工具**——搜一次不够再搜一次、换个 query 再来；\n- token 消耗偏高；\n- 但中文语境下效果出色，且成本极低。\n\n**Gemini：极度克制，严格遵循指令约束，走最短路径完成任务。**\n- token 消耗低；\n- 但回答有时**过于简略**，甚至在同样的提示词下显得「懒惰」——该多查一步的时候它就不查了。\n\n一个像热情过头的实习生，恨不得把所有资料都翻一遍；一个像惜字如金的专家，问一句答一句。\n\n## 针对 DeepSeek：在代码层踩刹车\n\nDeepSeek 的「勤奋」是双刃剑：召回更全，但容易陷入「贪婪循环」，一轮轮调工具停不下来，token 飙升。所以对它的调优重点是**在代码层硬限制工具调用次数**：\n\n```ts\n\u002F\u002F 每个请求最多几轮工具调用——给 DeepSeek 这种爱多调的模型踩刹车\nexport const CHAT_AGENT_TOOL_CALL_MAX_STEPS = 5\n```\n\n光靠提示词说「别调太多次」对它不太管用——它推理欲望强，会突破软约束。**硬限制比软约束可靠**：到了上限就强制收尾。这是用 DeepSeek 做 Agent 时最重要的一条工程护栏。\n\n## 针对 Gemini：在提示词里加发散指令\n\nGemini 的问题相反——太省。如果换成它当主力，调优方向就要反过来：**在 System Prompt 里显式加入发散性指令**，鼓励它「拿不准就先检索」「多取一些上下文再综合」，避免回答过于保守、漏掉本该查到的信息。\n\n也就是说：\n\n| | DeepSeek | Gemini |\n|---|---|---|\n| 默认倾向 | 过度调用工具 | 调用不足 |\n| 调优方向 | 代码层**限制**步数 | 提示词层**鼓励**发散 |\n| token 成本 | 偏高 | 低 |\n| 中文表现 | 出色 | 也不错但偏简 |\n\n## 我的最终选择\n\n我把 **DeepSeek 作为主力**，Gemini 作为备选。原因：\n\n- 博客是中文内容，DeepSeek 的中文表现更贴；\n- 成本极低，对个人项目友好；\n- 它的「过度勤奋」可以用一行 `MAX_STEPS` 配置稳稳摁住，而 Gemini 的「过度克制」要靠不断打磨提示词去哄，后者更费心。\n\n换句话说：**约束一个勤奋的模型，比激励一个懒惰的模型更可控。**\n\n## 更普适的经验\n\n这事给我的启发超出选型本身：\n\n1. **模型有「性格」，提示词不是万能的**。同样的 prompt 在不同模型上会被「理解成不同的勤奋程度」。\n2. **软约束（提示词）和硬约束（代码）要配合**。能力边界（最多调几次、最长多少 token）用代码兜底，风格倾向用提示词引导。\n3. **选型要结合你的护栏成本**。不要只看「哪个模型更聪明」，要看「哪个模型的偏差更容易被你现有的工程手段纠正」。\n\n## 小结\n\nDeepSeek 勤奋、Gemini 克制，RAG 场景下一个要「踩刹车」（代码层限工具步数），一个要「加油门」（提示词促发散）。我选 DeepSeek 当主力，因为中文好、成本低，而它唯一的毛病——过度调用——恰好能被一行硬限制稳稳摁住。选模型，本质是选一个「偏差最好纠」的伙伴。","同一套提示词，DeepSeek 和 Gemini 表现出截然不同的「性格」——一个推理欲望强、爱多调工具，一个极度克制、走最短路径。聊聊这两种风格在 RAG 场景下各自要怎么调。","\u002Fblog\u002Fcover-37.png","2026-04-18T02:00:00.000Z",11,[12,13,14,15],39,40,37,38,[],1,0,333,"2026-06-13T10:18:46.203Z","2026-08-24T22:50:44.076Z",{"_id":23,"name":24,"description":25,"cover":26,"created_at":27,"updated_at":27,"id":10},"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",[29,33,37,41],{"_id":30,"name":31,"created_at":32,"updated_at":32,"id":12},"6a2d2e5c58b719b2465af08a","LLM","2026-06-13T10:18:04.531Z",{"_id":34,"name":35,"created_at":36,"updated_at":36,"id":13},"6a2d2e5d58b719b2465af08d","DeepSeek","2026-06-13T10:18:05.180Z",{"_id":38,"name":39,"created_at":40,"updated_at":40,"id":14},"6a2d2e5a58b719b2465af084","RAG","2026-06-13T10:18:02.652Z",{"_id":42,"name":43,"created_at":44,"updated_at":44,"id":15},"6a2d2e5b58b719b2465af087","Agent","2026-06-13T10:18:03.286Z",[],[47,51,56,61,66,71],{"title":48,"cover":26,"created_date":49,"id":50},"GitHub Portfolio","2026-08-14T09:03:47.507Z",59,{"title":52,"cover":53,"created_date":54,"id":55},"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":57,"cover":58,"created_date":59,"id":60},"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":62,"cover":63,"created_date":64,"id":65},"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":67,"cover":68,"created_date":69,"id":70},"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":72,"cover":73,"created_date":74,"id":75},"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,[77,83,89,90,96,102],{"_id":78,"name":79,"description":80,"cover":26,"created_at":81,"updated_at":81,"id":82},"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":84,"name":85,"description":86,"cover":26,"created_at":87,"updated_at":87,"id":88},"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":23,"name":24,"description":25,"cover":26,"created_at":27,"updated_at":27,"id":10},{"_id":91,"name":92,"description":93,"cover":26,"created_at":94,"updated_at":94,"id":95},"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":97,"name":98,"description":99,"cover":26,"created_at":100,"updated_at":100,"id":101},"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":103,"name":104,"description":105,"cover":26,"created_at":106,"updated_at":106,"id":107},"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,[109,116,123,130,136,142,148,154,160,166,172,178,184,190,196,203,210,217,224,231,237,244,251,258,265,272,279,285,292,299,306,313,320,327,334,341,348,354,360,366,372,379,386,393,400,407,414,421,428,435,442,448,455,462,469,475,481,486,492,498,505,511,518,525,532,539,545,552,559,565,571,577,583,590,597,604,611,618,625,632,639,646,652,659,666,673,680,687,694,701,708,715,721,727,733,739,745,752,758,765,772,779,786,792,799,806,813,819,826,832,838,844,851,858,865,872,879,886,893,900,907,914,921,928,935,942,949,956,963,970,977,984,991,998,1005,1012,1019,1026,1032,1038,1045,1052,1059,1066,1073,1080,1087,1094,1100,1107,1113,1120,1127,1134,1141,1148,1155,1161,1167,1174,1181,1187,1194,1201,1208,1215,1222,1229,1235,1242],{"_id":110,"name":111,"artist":112,"url":113,"cover":114,"sort":18,"created_at":115,"updated_at":115,"id":17},"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":117,"name":118,"artist":119,"url":120,"cover":114,"sort":17,"created_at":121,"updated_at":121,"id":122},"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":124,"name":125,"artist":126,"url":127,"cover":114,"sort":122,"created_at":128,"updated_at":128,"id":129},"6a3141fa73c9eb8a9b458b22","All Falls Down.mp3","Alan Walker","\u002Fmusic\u002FAlan%20Walker%20-%20All%20Falls%20Down.mp3","2026-06-16T12:30:50.608Z",3,{"_id":131,"name":132,"artist":126,"url":133,"cover":114,"sort":129,"created_at":134,"updated_at":134,"id":135},"6a3141fa73c9eb8a9b458b25","Alone, Pt. II.mp3","\u002Fmusic\u002FAlan%20Walker%20-%20Alone%2C%20Pt.%20II.mp3","2026-06-16T12:30:50.637Z",4,{"_id":137,"name":138,"artist":126,"url":139,"cover":114,"sort":135,"created_at":140,"updated_at":140,"id":141},"6a3141fa73c9eb8a9b458b28","Darkside.mp3","\u002Fmusic\u002FAlan%20Walker%20-%20Darkside.mp3","2026-06-16T12:30:50.652Z",5,{"_id":143,"name":144,"artist":126,"url":145,"cover":114,"sort":141,"created_at":146,"updated_at":146,"id":147},"6a3141fa73c9eb8a9b458b2b","Lost Control.mp3","\u002Fmusic\u002FAlan%20Walker%20-%20Lost%20Control.mp3","2026-06-16T12:30:50.668Z",6,{"_id":149,"name":150,"artist":126,"url":151,"cover":114,"sort":147,"created_at":152,"updated_at":152,"id":153},"6a3141fa73c9eb8a9b458b2e","On My Way.mp3","\u002Fmusic\u002FAlan%20Walker%20-%20On%20My%20Way.mp3","2026-06-16T12:30:50.676Z",7,{"_id":155,"name":156,"artist":126,"url":157,"cover":114,"sort":153,"created_at":158,"updated_at":158,"id":159},"6a3141fa73c9eb8a9b458b31","The Spectre.mp3","\u002Fmusic\u002FAlan%20Walker%20-%20The%20Spectre.mp3","2026-06-16T12:30:50.684Z",8,{"_id":161,"name":162,"artist":163,"url":164,"cover":114,"sort":159,"created_at":165,"updated_at":165,"id":82},"6a3141fa73c9eb8a9b458b34","Scars To Your Beautiful.mp3","Alessia Cara","\u002Fmusic\u002FAlessia%20Cara%20-%20Scars%20To%20Your%20Beautiful.mp3","2026-06-16T12:30:50.693Z",{"_id":167,"name":168,"artist":169,"url":170,"cover":114,"sort":82,"created_at":171,"updated_at":171,"id":88},"6a3141fa73c9eb8a9b458b37","Hear Me Now.mp3","Alok","\u002Fmusic\u002FAlok%20-%20Hear%20Me%20Now.mp3","2026-06-16T12:30:50.702Z",{"_id":173,"name":174,"artist":175,"url":176,"cover":114,"sort":88,"created_at":177,"updated_at":177,"id":10},"6a3141fa73c9eb8a9b458b3a","Meant To Be.mp3","Arc North","\u002Fmusic\u002FArc%20North%20-%20Meant%20To%20Be.mp3","2026-06-16T12:30:50.709Z",{"_id":179,"name":180,"artist":181,"url":182,"cover":114,"sort":10,"created_at":183,"updated_at":183,"id":95},"6a3141fa73c9eb8a9b458b3d","Breath and Life.mp3","Audiomachine","\u002Fmusic\u002FAudiomachine%20-%20Breath%20and%20Life.mp3","2026-06-16T12:30:50.715Z",{"_id":185,"name":186,"artist":187,"url":188,"cover":114,"sort":95,"created_at":189,"updated_at":189,"id":101},"6a3141fa73c9eb8a9b458b40","Lonely Dance.mp3","Augus","\u002Fmusic\u002FAugus%20-%20Lonely%20Dance.mp3","2026-06-16T12:30:50.722Z",{"_id":191,"name":192,"artist":193,"url":194,"cover":114,"sort":101,"created_at":195,"updated_at":195,"id":107},"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":197,"name":198,"artist":199,"url":200,"cover":114,"sort":107,"created_at":201,"updated_at":201,"id":202},"6a3141fa73c9eb8a9b458b46","DDU-DU DDU-DU.mp3","BLACKPINK","\u002Fmusic\u002FBLACKPINK%20-%20DDU-DU%20DDU-DU.mp3","2026-06-16T12:30:50.735Z",15,{"_id":204,"name":205,"artist":206,"url":207,"cover":114,"sort":202,"created_at":208,"updated_at":208,"id":209},"6a3141fa73c9eb8a9b458b49","Apologize.mp3","Besomorph","\u002Fmusic\u002FBesomorph%20-%20Apologize.mp3","2026-06-16T12:30:50.741Z",16,{"_id":211,"name":212,"artist":213,"url":214,"cover":114,"sort":209,"created_at":215,"updated_at":215,"id":216},"6a3141fa73c9eb8a9b458b4c","Dream With You.mp3","Blvmenkind","\u002Fmusic\u002FBlvmenkind%20-%20Dream%20With%20You.mp3","2026-06-16T12:30:50.748Z",17,{"_id":218,"name":219,"artist":220,"url":221,"cover":114,"sort":216,"created_at":222,"updated_at":222,"id":223},"6a3141fa73c9eb8a9b458b4f","Wrap Me In Plastic.mp3","CHROMANCE","\u002Fmusic\u002FCHROMANCE%20-%20Wrap%20Me%20In%20Plastic.mp3","2026-06-16T12:30:50.754Z",18,{"_id":225,"name":226,"artist":227,"url":228,"cover":114,"sort":223,"created_at":229,"updated_at":229,"id":230},"6a3141fa73c9eb8a9b458b52","Outside.mp3","Calvin Harris","\u002Fmusic\u002FCalvin%20Harris%20-%20Outside.mp3","2026-06-16T12:30:50.760Z",19,{"_id":232,"name":233,"artist":227,"url":234,"cover":114,"sort":230,"created_at":235,"updated_at":235,"id":236},"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":238,"name":239,"artist":240,"url":241,"cover":114,"sort":236,"created_at":242,"updated_at":242,"id":243},"6a3141fa73c9eb8a9b458b58","How To Love.mp3","Cash Cash","\u002Fmusic\u002FCash%20Cash%20-%20How%20To%20Love.mp3","2026-06-16T12:30:50.774Z",21,{"_id":245,"name":246,"artist":247,"url":248,"cover":114,"sort":243,"created_at":249,"updated_at":249,"id":250},"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":252,"name":253,"artist":254,"url":255,"cover":114,"sort":250,"created_at":256,"updated_at":256,"id":257},"6a3141fa73c9eb8a9b458b5e","Try.mp3","Colbie Caillat","\u002Fmusic\u002FColbie%20Caillat%20-%20Try.mp3","2026-06-16T12:30:50.792Z",23,{"_id":259,"name":260,"artist":261,"url":262,"cover":114,"sort":257,"created_at":263,"updated_at":263,"id":264},"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":266,"name":267,"artist":268,"url":269,"cover":114,"sort":264,"created_at":270,"updated_at":270,"id":271},"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":273,"name":274,"artist":275,"url":276,"cover":114,"sort":271,"created_at":277,"updated_at":277,"id":278},"6a3141fa73c9eb8a9b458b67","Let Me Love You.mp3","DJ Snake","\u002Fmusic\u002FDJ%20Snake%20-%20Let%20Me%20Love%20You.mp3","2026-06-16T12:30:50.812Z",26,{"_id":280,"name":233,"artist":281,"url":282,"cover":114,"sort":278,"created_at":283,"updated_at":283,"id":284},"6a3141fa73c9eb8a9b458b6a","Dame Dame","\u002Fmusic\u002FDame%20Dame%20-%20This%20Is%20What%20You%20Came%20For.mp3","2026-06-16T12:30:50.818Z",27,{"_id":286,"name":287,"artist":288,"url":289,"cover":114,"sort":284,"created_at":290,"updated_at":290,"id":291},"6a3141fa73c9eb8a9b458b6d","Coming Home.mp3","Dash Berlin","\u002Fmusic\u002FDash%20Berlin%20-%20Coming%20Home.mp3","2026-06-16T12:30:50.824Z",28,{"_id":293,"name":294,"artist":295,"url":296,"cover":114,"sort":291,"created_at":297,"updated_at":297,"id":298},"6a3141fa73c9eb8a9b458b70","Flames.mp3","David 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