{"id":105240,"date":"2026-09-15T05:32:20","date_gmt":"2026-09-14T21:32:20","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/105240.html"},"modified":"2026-09-15T05:32:20","modified_gmt":"2026-09-14T21:32:20","slug":"d26-rag-%e8%af%84%e4%bc%b0%e4%b8%8e%e5%8f%af%e8%a7%82%e6%b5%8b%e6%80%a7%ef%bc%9a%e8%ae%a9-ai-%e9%97%ae%e7%ad%94%e5%8f%88%e5%87%86%e5%8f%88%e7%a8%b3","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/105240.html","title":{"rendered":"D26 | RAG \u8bc4\u4f30\u4e0e\u53ef\u89c2\u6d4b\u6027\uff1a\u8ba9 AI \u95ee\u7b54\u53c8\u51c6\u53c8\u7a33"},"content":{"rendered":"<\/p>\n<h4>\u6587\u7ae0\u76ee\u5f55<\/h4>\n<ul>\n<li>D26 | RAG \u8bc4\u4f30\u4e0e\u53ef\u89c2\u6d4b\u6027\uff1a\u8ba9 AI \u95ee\u7b54\u53c8\u51c6\u53c8\u7a33<\/li>\n<li>\n<ul>\n<li>\u5199\u5728\u524d\u9762<\/li>\n<li>\u4e00\u3001\u4e3a\u4ec0\u4e48 RAG \u8bc4\u4f30\u662f AI \u843d\u5730\u7684\u6700\u540e\u4e00\u516c\u91cc<\/li>\n<li>\n<ul>\n<li>1.1 RAG \u7cfb\u7edf\u7684\\&#8221;\u4e09\u76f2\\&#8221;\u56f0\u5883<\/li>\n<li>1.2 \u8bc4\u4f30\u7684 4 \u4e2a\u5c42\u6b21<\/li>\n<li>1.3 \u8bc4\u4f30\u65b9\u6cd5\u5bf9\u6bd4<\/li>\n<\/ul>\n<\/li>\n<li>\u4e8c\u3001\u8bc4\u6d4b\u96c6\u5efa\u8bbe\uff1a\u4ece 0 \u5230 100<\/li>\n<li>\n<ul>\n<li>2.1 \u8bc4\u6d4b\u96c6\u7684\u7ed3\u6784<\/li>\n<li>2.2 \u4e09\u6b65\u5efa\u8bc4\u6d4b\u96c6<\/li>\n<\/ul>\n<\/li>\n<li>\u4e09\u3001RAGAS \u8bc4\u4f30\u6846\u67b6\uff1a4 \u7ef4\u6307\u6807<\/li>\n<li>\n<ul>\n<li>3.1 \u4e3a\u4ec0\u4e48\u9009 RAGAS<\/li>\n<li>3.2 4 \u7ef4\u6838\u5fc3\u6307\u6807<\/li>\n<li>3.3 4 \u4e2a\u6307\u6807\u5206\u522b\u600e\u4e48\u89e3\u8bfb<\/li>\n<li>3.4 \u79bb\u7ebf\u8bc4\u4f30 vs \u5728\u7ebf\u8bc4\u4f30<\/li>\n<\/ul>\n<\/li>\n<li>\u56db\u3001\u5e7b\u89c9\u68c0\u6d4b\uff1a3 \u79cd\u65b9\u6cd5<\/li>\n<li>\n<ul>\n<li>4.1 \u4ec0\u4e48\u662f\u5e7b\u89c9<\/li>\n<li>4.2 \u65b9\u6cd5 1\uff1a\u89c4\u5219\u68c0\u6d4b\uff08\u6700\u5feb\uff09<\/li>\n<li>4.3 \u65b9\u6cd5 2\uff1aLLM-as-Judge\uff08\u6700\u51c6\uff09<\/li>\n<li>4.4 \u65b9\u6cd5 3\uff1a\u4e8b\u5b9e\u6838\u67e5\uff08\u6700\u4e25\uff09<\/li>\n<\/ul>\n<\/li>\n<li>\u4e94\u3001Langfuse \u53ef\u89c2\u6d4b\u6027\uff1a\u5168\u94fe\u8def\u8ffd\u8e2a<\/li>\n<li>\n<ul>\n<li>5.1 \u4e3a\u4ec0\u4e48\u9700\u8981\u53ef\u89c2\u6d4b\u6027<\/li>\n<li>5.2 Langfuse \u662f\u4ec0\u4e48<\/li>\n<li>5.3 Langfuse \u96c6\u6210\u5b9e\u6218<\/li>\n<li>5.4 Langfuse \u770b\u677f\u80fd\u770b\u4ec0\u4e48<\/li>\n<\/ul>\n<\/li>\n<li>\u516d\u3001\u6301\u7eed\u4f18\u5316\uff1a\u8bc4\u4f30\u9a71\u52a8\u7684\u8fed\u4ee3\u95ed\u73af<\/li>\n<li>\n<ul>\n<li>6.1 \u4f18\u5316\u5faa\u73af<\/li>\n<li>6.2 \u53cd\u9988\u95ed\u73af\u5b9e\u73b0<\/li>\n<li>6.3 \u4f18\u5316\u51b3\u7b56\u6811<\/li>\n<\/ul>\n<\/li>\n<li>\u4e03\u3001\u6536\u5b98\uff1a5 \u9879 Checklist + \u56e2\u961f\u89c6\u89d2<\/li>\n<li>\n<ul>\n<li>7.1 RAG \u8bc4\u4f30\u5fc5\u67e5\u6e05\u5355<\/li>\n<li>7.2 \u56e2\u961f\u89c6\u89d2\uff1a3 \u4e2a\u5e38\u89c1\u95ee\u9898<\/li>\n<li>7.3 \u4e0b\u4e00\u6b65\u6f14\u8fdb\u65b9\u5411<\/li>\n<\/ul>\n<\/li>\n<li>\u5199\u5728\u6700\u540e<\/li>\n<li>Key Takeaways<\/li>\n<li>\u601d\u8003\u9898<\/li>\n<li>\u4e0b\u7bc7\u9884\u544a<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>D26 | RAG \u8bc4\u4f30\u4e0e\u53ef\u89c2\u6d4b\u6027\uff1a\u8ba9 AI \u95ee\u7b54\u53c8\u51c6\u53c8\u7a33<\/h2>\n<p>\u7cfb\u5217\uff1a\u300a60 \u5929 AI \u5168\u6808\u8f6c\u578b\uff1a\u4f20\u7edf\u5f00\u53d1\u8005\u7684\u5927\u6a21\u578b\u5de5\u7a0b\u5e08\u4e4b\u8def\u300b\uff08S2 \u6a21\u5757 2 \u00b7 AI \u7f16\u7a0b\u5b9e\u6218\u9879\u76ee \u2462\uff09 \u4f5c\u8005\uff1a\u5218\u4e00\u8bf4\uff08haohaizi_liu\uff09| 15 \u5e74\u5f00\u53d1\u7ba1\u7406\u7ecf\u9a8c \u914d\u5957\u4ee3\u7801\uff1ahttps:\/\/gitcode.com\/road-emblem\/60-days-ai-stack<\/p>\n<hr>\n<h3>\u5199\u5728\u524d\u9762<\/h3>\n<p>D9-D13 \u6211\u4eec\u628a RAG \u4ece\u6982\u5ff5\u5230\u4ee3\u7801\u5b8c\u6574\u642d\u4e86\u4e00\u904d\u3002 D24-D25 \u6211\u4eec\u642d\u4e86 FastAPI \u5168\u6808\u5e94\u7528 + \u591a\u6a21\u578b\u8def\u7531 + A\/B \u6d4b\u8bd5\u3002<\/p>\n<p>\u4f46\u6709\u4e00\u4e2a\u6838\u5fc3\u95ee\u9898\u6ca1\u89e3\u51b3\uff1a\u600e\u4e48\u77e5\u9053\u4f60\u7684 RAG \u597d\u4e0d\u597d\uff1f<\/p>\n<p>RAG \u662f AI \u5e94\u7528\u91cc\u6700\u96be\u8bc4\u4f30\u7684\u73af\u8282\uff1a<\/p>\n<li>\u68c0\u7d22\u8d28\u91cf\u96be\u8bc4\u2014\u2014\u53ec\u56de\u7684 10 \u4e2a\u6587\u6863\u91cc\u6709\u51e0\u4e2a\u662f\u771f\u6b63\u76f8\u5173\u7684\uff1f<\/li>\n<li>\u751f\u6210\u8d28\u91cf\u96be\u8bc4\u2014\u2014LLM \u751f\u6210\u7684\u7b54\u6848\u6709\u6ca1\u6709\u5e7b\u89c9\uff1f\u662f\u4e0d\u662f\u7b54\u975e\u6240\u95ee\uff1f<\/li>\n<li>\u7aef\u5230\u7aef\u96be\u8bc4\u2014\u2014\u7528\u6237\u95ee\\&#8221;\u5218\u4e00\u8bf4\u600e\u4e48\u770b MCP\\&#8221;\uff0c\u7cfb\u7edf\u4f1a\u4e0d\u4f1a\u80e1\u8bf4\uff1f<\/li>\n<li>\u4f18\u5316\u65b9\u5411\u96be\u627e\u2014\u2014\u51c6\u786e\u7387\u4ece 70% \u63d0\u5230 80%\uff0c\u5230\u5e95\u6539\u68c0\u7d22\u8fd8\u662f\u6539 Prompt\uff1f<\/li>\n<p>\u8fd9\u4e00\u7bc7\u6211\u4eec\u7cfb\u7edf\u89e3\u51b3 RAG \u7684\\&#8221;\u8d28\u91cf\u9ed1\u76d2\\&#8221;\u95ee\u9898\u3002<\/p>\n<p>\u8bfb\u5b8c\u4f60\u4f1a<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u76ee\u5f55 D26 | RAG \u8bc4\u4f30\u4e0e\u53ef\u89c2\u6d4b\u6027\uff1a\u8ba9 AI \u95ee\u7b54\u53c8\u51c6\u53c8\u7a33 \u5199\u5728\u524d\u9762 \u4e00\u3001\u4e3a\u4ec0\u4e48 RAG \u8bc4\u4f30\u662f AI \u843d\u5730\u7684\u6700\u540e\u4e00\u516c\u91cc 1.1 RAG \u7cfb\u7edf\u7684\\&#8221;\u4e09\u76f2\\&#8221;\u56f0\u5883 1.2 \u8bc4\u4f30\u7684 4 \u4e2a\u5c42\u6b21 1.3 \u8bc4\u4f30\u65b9\u6cd5\u5bf9\u6bd4 \u4e8c\u3001\u8bc4\u6d4b\u96c6\u5efa\u8bbe\uff1a\u4ece 0 \u5230 100 2.1 \u8bc4\u6d4b\u96c6\u7684\u7ed3\u6784 2.2 \u4e09\u6b65\u5efa\u8bc4\u6d4b\u96c6 \u4e09\u3001RAGAS \u8bc4\u4f30\u6846\u67b6\uff1a4 \u7ef4\u6307\u6807 3.1 \u4e3a\u4ec0\u4e48\u9009 RAGAS 3.2 4 \u7ef4\u6838\u5fc3\u6307\u6807 3.3 4 \u4e2a\u6307\u6807\u5206\u522b\u600e\u4e48\u89e3\u8bfb 3.4 \u79bb\u7ebf\u8bc4\u4f30 vs \u5728\u7ebf\u8bc4\u4f30 \u56db\u3001\u5e7b\u89c9\u68c0\u6d4b\uff1a3 \u79cd\u65b9\u6cd5<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[11653,50],"topic":[],"class_list":["post-105240","post","type-post","status-publish","format-standard","hentry","category-server","tag-11653","tag-50"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>D26 | RAG \u8bc4\u4f30\u4e0e\u53ef\u89c2\u6d4b\u6027\uff1a\u8ba9 AI \u95ee\u7b54\u53c8\u51c6\u53c8\u7a33 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/105240.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"D26 | RAG \u8bc4\u4f30\u4e0e\u53ef\u89c2\u6d4b\u6027\uff1a\u8ba9 AI \u95ee\u7b54\u53c8\u51c6\u53c8\u7a33 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u6587\u7ae0\u76ee\u5f55 D26 | RAG \u8bc4\u4f30\u4e0e\u53ef\u89c2\u6d4b\u6027\uff1a\u8ba9 AI \u95ee\u7b54\u53c8\u51c6\u53c8\u7a33 \u5199\u5728\u524d\u9762 \u4e00\u3001\u4e3a\u4ec0\u4e48 RAG \u8bc4\u4f30\u662f AI \u843d\u5730\u7684\u6700\u540e\u4e00\u516c\u91cc 1.1 RAG \u7cfb\u7edf\u7684&quot;\u4e09\u76f2&quot;\u56f0\u5883 1.2 \u8bc4\u4f30\u7684 4 \u4e2a\u5c42\u6b21 1.3 \u8bc4\u4f30\u65b9\u6cd5\u5bf9\u6bd4 \u4e8c\u3001\u8bc4\u6d4b\u96c6\u5efa\u8bbe\uff1a\u4ece 0 \u5230 100 2.1 \u8bc4\u6d4b\u96c6\u7684\u7ed3\u6784 2.2 \u4e09\u6b65\u5efa\u8bc4\u6d4b\u96c6 \u4e09\u3001RAGAS 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