{"id":411,"date":"2025-10-23T07:00:00","date_gmt":"2025-10-22T23:00:00","guid":{"rendered":"https:\/\/smartaiunion.com\/?p=411"},"modified":"2025-10-22T21:30:40","modified_gmt":"2025-10-22T13:30:40","slug":"%e4%b8%ba%e4%bb%80%e4%b9%88%e6%88%91%e6%94%be%e5%bc%83%e4%ba%86%e4%bc%a0%e7%bb%9frag","status":"publish","type":"post","link":"https:\/\/smartaiunion.com\/index.php\/2025\/10\/23\/411\/","title":{"rendered":"\u4e3a\u4ec0\u4e48\u6211\u653e\u5f03\u4e86\u4f20\u7edfRAG"},"content":{"rendered":"\n<p>\u53bb\u5e74\u5f00\u59cb\u5728\u516c\u53f8\u7814\u7a76\u4e86\u534a\u5e74\u7684RAG \u77e5\u8bc6\u5e93\u7cfb\u7edf\uff0c\u6700\u540e\u56e0\u4e3a\u6548\u679c\u4e0d\u7406\u60f3\u6401\u7f6e\u79bb\u573a\uff0c\u76f4\u5230claude code\u51fa\u6765\uff0c\u6211\u53c8\u770b\u5230\u4e86\u65b0\u7684\u5e0c\u671b:)<\/p>\n\n\n\n<p>\u5728\u4f01\u4e1a\u77e5\u8bc6\u5e93\u5efa\u8bbe\u8fc7\u7a0b\u4e2d\uff0c\u4f20\u7edfRAG\uff08Retrieval-Augmented Generation\uff09\u65b9\u6848\u66b4\u9732\u51fa\u4e86\u8bf8\u591a\u95ee\u9898\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4f20\u7edfRAG\u7684\u6838\u5fc3\u75db\u70b9<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p9-xtjj-sign.byteimg.com\/tos-cn-i-73owjymdk6\/acf0887883ad4fe2aa3c5ced0d143fc2~tplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAg5L2b5Zac6YWx55qEQUnlrp7ot7U=:q75.awebp?rk3s=f64ab15b&amp;x-expires=1761701980&amp;x-signature=2SQ0dMARVHx707Cxe6TBLvZ5uoM%3D\" alt=\"\"\/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">1. \u590d\u6742\u5ea6\u8fc7\u9ad8<\/h4>\n\n\n\n<p>\u4f20\u7edfRAG\u7cfb\u7edf\u9700\u8981\u591a\u4e2a\u7ec4\u4ef6\u534f\u540c\u5de5\u4f5c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6587\u6863\u52a0\u8f7d\u5668<\/strong>\uff1a\u652f\u6301\u591a\u79cd\u683c\u5f0f\uff08PDF\u3001Word\u3001Markdown\u7b49\uff09<\/li>\n\n\n\n<li><strong>\u6587\u672c\u5206\u5272\u5668<\/strong>\uff1a\u9700\u8981\u8c03\u4f18chunk size\u548coverlap<\/li>\n\n\n\n<li><strong>\u5411\u91cf\u6570\u636e\u5e93<\/strong>\uff1a\u5982Milvus\u3001Pinecone\u3001Weaviate\u3001Chroma\u7b49<\/li>\n\n\n\n<li><strong>\u5d4c\u5165\u6a21\u578b<\/strong>\uff1aBGE\u3001OpenAI ada-002\u3001sentence-transformers\u7b49<\/li>\n\n\n\n<li><strong>\u68c0\u7d22\u7b97\u6cd5<\/strong>\uff1a\u5411\u91cf\u76f8\u4f3c\u5ea6\u641c\u7d22\u3001\u91cd\u6392\u5e8fRerank\u7b49<\/li>\n\n\n\n<li><strong>LLM\u8c03\u7528<\/strong>\uff1a\u751f\u6210\u56de\u7b54\u7684\u6700\u7ec8\u73af\u8282<\/li>\n<\/ul>\n\n\n\n<p>\u6bcf\u4e2a\u7ec4\u4ef6\u90fd\u9700\u8981\u5355\u72ec\u914d\u7f6e\u548c\u7ef4\u62a4\uff0c\u6280\u672f\u6808\u6781\u5176\u590d\u6742\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2. \u7ef4\u62a4\u6210\u672c\u5de8\u5927<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>API\u8d39\u7528<\/strong>\uff1a\u5d4c\u5165\u6a21\u578b\u548cLLM\u8c03\u7528\u90fd\u662f\u6309\u91cf\u8ba1\u8d39<\/li>\n\n\n\n<li><strong>\u5411\u91cf\u6570\u636e\u5e93\u8d39\u7528<\/strong>\uff1a\u4e13\u4e1a\u7248\u670d\u52a1\u4ef7\u683c\u4e0d\u83f2<\/li>\n\n\n\n<li><strong>\u5f00\u53d1\u4eba\u529b<\/strong>\uff1a\u9700\u8981\u4e13\u95e8\u7684\u7b97\u6cd5\u5de5\u7a0b\u5e08\u7ef4\u62a4<\/li>\n\n\n\n<li><strong>\u786c\u4ef6\u6210\u672c<\/strong>\uff1a\u672c\u5730\u90e8\u7f72\u9700\u8981GPU\u652f\u6301<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">3. \u6548\u679c\u4e0d\u7a33\u5b9a<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u68c0\u7d22\u51c6\u786e\u6027<\/strong>\uff1a\u5411\u91cf\u641c\u7d22\u7ecf\u5e38\u8fd4\u56de\u4e0d\u76f8\u5173\u5185\u5bb9<\/li>\n\n\n\n<li><strong>\u4e0a\u4e0b\u6587\u622a\u65ad<\/strong>\uff1a\u957f\u6587\u6863\u4fe1\u606f\u5bb9\u6613\u4e22\u5931<\/li>\n\n\n\n<li><strong>\u5ef6\u8fdf\u95ee\u9898<\/strong>\uff1a\u591a\u6b65\u9aa4\u5904\u7406\u5bfc\u81f4\u54cd\u5e94\u65f6\u95f4\u957f<\/li>\n\n\n\n<li><strong>\u66f4\u65b0\u56f0\u96be<\/strong>\uff1a\u65b0\u589e\u6587\u6863\u9700\u8981\u91cd\u65b0\u5904\u7406\u6574\u4e2a\u7d22\u5f15<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Claude Code \u7684\u8bbe\u8ba1\u54f2\u5b66<\/h2>\n\n\n\n<p>Claude Code \u91c7\u7528\u4e86\u5b8c\u5168\u4e0d\u540c\u7684\u601d\u8def\u6765\u89e3\u51b3\u77e5\u8bc6\u5e93\u641c\u7d22\u95ee\u9898\uff0c\u5176\u8bbe\u8ba1\u9075\u5faa\u5b98\u65b9\u6587\u6863\u4e2d\u63d0\u5230\u7684\u6838\u5fc3\u7406\u5ff5<a href=\"https:\/\/link.juejin.cn\/?target=https%3A%2F%2Fdocs.claude.com%2Fen%2Fdocs%2Fclaude-code%2Foverview\" target=\"_blank\" rel=\"noreferrer noopener\">[3]<\/a>\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6838\u5fc3\u8bbe\u8ba1\u54f2\u5b66\uff1aSimple and Stupid (KISS)<\/h3>\n\n\n\n<p>Claude Code \u9075\u5faa\u7ecf\u5178\u7684KISS\uff08Keep It Simple, Stupid\uff09\u8bbe\u8ba1\u539f\u5219<a href=\"https:\/\/link.juejin.cn\/?target=https%3A%2F%2Fen.wikipedia.org%2Fwiki%2FKISS_principle\" target=\"_blank\" rel=\"noreferrer noopener\">[1]<\/a>\uff0c\u8fd9\u4e2a\u54f2\u5b66\u6307\u5bfc\u4e86\u6240\u6709\u7684\u6280\u672f\u9009\u62e9\u3002<\/p>\n\n\n\n<p>KISS\u539f\u5219\u6700\u65e9\u7531\u6d1b\u514b\u5e0c\u5fb7\u516c\u53f8\u9996\u5e2d\u5de5\u7a0b\u5e08Kelly Johnson\u63d0\u51fa\uff0c\u539f\u610f\u662f\u7cfb\u7edf\u5e94\u8be5&#8221;\u80fd\u591f\u88ab\u666e\u901a\u673a\u68b0\u5e08\u5728\u6218\u573a\u6761\u4ef6\u4e0b\u7528\u57fa\u672c\u5de5\u5177\u4fee\u7406&#8221;\u3002\u8fd9\u4e2a\u539f\u5219\u5f3a\u8c03<strong>\u7b80\u5355\u6027\u4e0e\u53ef\u9760\u6027<\/strong>\u7684\u5173\u7cfb\uff1a\u8d8a\u7b80\u5355\u7684\u7cfb\u7edf\u8d8a\u5bb9\u6613\u7ef4\u62a4\u548c\u4fee\u590d\u3002<\/p>\n\n\n\n<p>\u57fa\u4e8eKISS\u54f2\u5b66\uff0cClaude Code\u9009\u62e9\u7b80\u5355\u65b9\u6848\u7684\u4e3b\u8981\u539f\u56e0\uff1a<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">1. \u590d\u6742\u6027\u4e0e\u6536\u76ca\u4e25\u91cd\u4e0d\u5339\u914d<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u73b0\u5b9e\u60c5\u51b5<\/strong>\uff1a80%\u7684\u77e5\u8bc6\u641c\u7d22\u9700\u6c42\u901a\u8fc7\u7b80\u5355\u6587\u672c\u641c\u7d22\u5c31\u80fd\u5f88\u597d\u6ee1\u8db3<\/li>\n\n\n\n<li><strong>\u6210\u672c\u95ee\u9898<\/strong>\uff1aRAG\u9700\u8981\u591a\u4e2a\u590d\u6742\u7ec4\u4ef6\uff0c\u4f46\u5e26\u6765\u7684\u4f53\u9a8c\u63d0\u5347\u6709\u9650<\/li>\n\n\n\n<li><strong>\u7ef4\u62a4\u8d1f\u62c5<\/strong>\uff1a\u591a\u7ec4\u4ef6\u7cfb\u7edf\u610f\u5473\u7740\u6301\u7eed\u7684\u7ef4\u62a4\u6210\u672c\u548c\u6545\u969c\u98ce\u9669<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">2. \u6027\u80fd\u548c\u7528\u6237\u4f53\u9a8c\u4f18\u5148<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u54cd\u5e94\u901f\u5ea6<\/strong>\uff1aRAG\u7684\u591a\u6b65\u9aa4\u6d41\u7a0b\uff08\u5411\u91cf\u5316\u2192\u68c0\u7d22\u2192\u751f\u6210\uff09\u901a\u5e38\u9700\u89813-10\u79d2<\/li>\n\n\n\n<li><strong>\u672c\u5730\u641c\u7d22<\/strong>\uff1agrep+AI\u7406\u89e3\u53ef\u4ee5\u57281\u79d2\u5185\u5b8c\u6210\uff0c\u66f4\u9002\u5408\u5f00\u53d1\u5de5\u4f5c\u6d41<\/li>\n\n\n\n<li><strong>\u5f00\u53d1\u4f53\u9a8c<\/strong>\uff1a\u7a0b\u5e8f\u5458\u9700\u8981\u5373\u65f6\u4fe1\u606f\uff0c\u4e0d\u5e94\u7b49\u5f85\u590d\u6742\u7684AI\u5904\u7406<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">3. \u6570\u636e\u5b89\u5168\u548c\u5408\u89c4\u8981\u6c42<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4f01\u4e1a\u73b0\u5b9e<\/strong>\uff1a\u5927\u591a\u6570\u516c\u53f8\u7684\u4ee3\u7801\u548c\u6587\u6863\u4e0d\u80fd\u4e0a\u4f20\u5230\u7b2c\u4e09\u65b9\u670d\u52a1<\/li>\n\n\n\n<li><strong>\u9690\u79c1\u4fdd\u62a4<\/strong>\uff1a\u672c\u5730\u5904\u7406\u786e\u4fdd\u654f\u611f\u4fe1\u606f\u4e0d\u4f1a\u6cc4\u9732<\/li>\n\n\n\n<li><strong>\u77e5\u8bc6\u4ea7\u6743<\/strong>\uff1a\u4fdd\u62a4\u516c\u53f8\u7684\u6838\u5fc3\u77e5\u8bc6\u8d44\u4ea7<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">4. \u7b80\u5355\u7cfb\u7edf\u7684\u53ef\u9760\u6027\u4f18\u52bf<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6545\u969c\u70b9\u66f4\u5c11<\/strong>\uff1a\u7ec4\u4ef6\u8d8a\u5c11\uff0c\u7cfb\u7edf\u8d8a\u7a33\u5b9a<\/li>\n\n\n\n<li><strong>\u8c03\u8bd5\u66f4\u5bb9\u6613<\/strong>\uff1a\u51fa\u73b0\u95ee\u9898\u80fd\u5feb\u901f\u5b9a\u4f4d\u548c\u89e3\u51b3<\/li>\n\n\n\n<li><strong>\u53ef\u9884\u6d4b\u6027<\/strong>\uff1a\u57fa\u4e8e\u7cbe\u786e\u5339\u914d\uff0c\u7ed3\u679c\u66f4\u52a0\u53ef\u9760<\/li>\n<\/ul>\n\n\n\n<p>\u6b63\u5982Unix\u54f2\u5b66<a href=\"https:\/\/link.juejin.cn\/?target=https%3A%2F%2Fen.wikipedia.org%2Fwiki%2FUnix_philosophy\" target=\"_blank\" rel=\"noreferrer noopener\">[2]<\/a>\u6240\u8bf4\uff1a&#8221;\u505a\u597d\u4e00\u4ef6\u4e8b\uff0c\u628a\u5b83\u505a\u597d\u3002&#8221; Claude Code\u9009\u62e9\u5c06\u7b80\u5355\u5de5\u5177\u505a\u5230\u6781\u81f4\uff0c\u800c\u4e0d\u662f\u8ffd\u6c42\u590d\u6742\u7684\u5b8c\u7f8e\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u57fa\u4e8eGrep\u7684\u641c\u7d22\u673a\u5236<\/h3>\n\n\n\n<pre class=\"wp-block-preformatted\">bash\u4f53\u9a8cAI\u4ee3\u7801\u52a9\u624b\u4ee3\u7801\u89e3\u8bfb\u590d\u5236\u4ee3\u7801<code># Claude Code \u5185\u90e8\u4f7f\u7528\u7684\u641c\u7d22\u539f\u7406\ngrep -r \"\u641c\u7d22\u5173\u952e\u8bcd\" \/\u77e5\u8bc6\u5e93\u76ee\u5f55\/ --include=\"*.md\" --include=\"*.txt\"\n<\/code><\/pre>\n\n\n\n<p>\u8fd9\u79cd\u7b80\u5355\u7684\u65b9\u6cd5\u5728\u5927\u591a\u6570\u60c5\u51b5\u4e0b\u6548\u679c\u51fa\u5947\u5730\u597d\uff0c\u56e0\u4e3a\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u7cbe\u786e\u5339\u914d<\/strong>\uff1a\u76f4\u63a5\u627e\u5230\u5305\u542b\u5173\u952e\u8bcd\u7684\u6587\u6863<\/li>\n\n\n\n<li><strong>\u901f\u5ea6\u5feb<\/strong>\uff1a\u672c\u5730\u6587\u4ef6\u7cfb\u7edf\u8bbf\u95ee\u51e0\u4e4e\u6ca1\u6709\u5ef6\u8fdf<\/li>\n\n\n\n<li><strong>\u6210\u672c\u4f4e<\/strong>\uff1a\u4e0d\u9700\u8981\u4efb\u4f55\u7b2c\u4e09\u65b9\u670d\u52a1<\/li>\n\n\n\n<li><strong>\u53ef\u63a7\u6027\u5f3a<\/strong>\uff1a\u7528\u6237\u53ef\u4ee5\u7cbe\u786e\u63a7\u5236\u641c\u7d22\u8303\u56f4<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b9e\u6218\u6f14\u793a\uff1a\u672c\u5730Claude Code\u6587\u6863\u641c\u7d22<\/h2>\n\n\n\n<p>\u6211\u4eec\u4ee5\u672c\u5730\u7684Claude Code\u6587\u6863\u5e93\u4e3a\u4f8b\uff0c\u5c55\u793a\u5982\u4f55\u6784\u5efa\u9ad8\u6548\u7684\u672c\u5730\u77e5\u8bc6\u5e93\u641c\u7d22\u7cfb\u7edf\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u51c6\u5907\u5de5\u4f5c<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u77e5\u8bc6\u5e93\u7ed3\u6784<\/h4>\n\n\n\n<p>\u6d4b\u8bd5\u7684\u6587\u6863\u5e93\u4f4d\u4e8e&nbsp;<code>~\/Code\/claude-code-docs<\/code>\uff0c\u5305\u542b\u4ee5\u4e0b\u7ed3\u6784\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">bash\u4f53\u9a8cAI\u4ee3\u7801\u52a9\u624b\u4ee3\u7801\u89e3\u8bfb\u590d\u5236\u4ee3\u7801<code>claude-code-docs\/\n\u251c\u2500\u2500 000-install\/          # \u5b89\u88c5\u76f8\u5173\u6587\u6863\n\u251c\u2500\u2500 001-quickstart\/       # \u5feb\u901f\u5f00\u59cb\u6307\u5357\n\u251c\u2500\u2500 002-config\/          # \u914d\u7f6e\u76f8\u5173\u6587\u6863\n\u251c\u2500\u2500 003-model\/           # \u6a21\u578b\u4f7f\u7528\u6587\u6863\n\u251c\u2500\u2500 004-claude-config\u9879\u76ee\/  # claude\u914d\u7f6e\u9879\u76ee\n\u2514\u2500\u2500 005-claude-notify\/   # \u6784\u5efa\u901a\u77e5\u529f\u80fd\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u6587\u6863\u7c7b\u578b<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Markdown \u6587\u6863\uff08.md\uff09<\/li>\n\n\n\n<li>\u6280\u672f\u89c4\u8303\u6587\u6863<\/li>\n\n\n\n<li>\u5feb\u901f\u5165\u95e8\u6307\u5357<\/li>\n\n\n\n<li>\u914d\u7f6e\u8bf4\u660e\u6587\u6863<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b9e\u9645\u641c\u7d22\u6f14\u793a<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u573a\u666f1\uff1a\u641c\u7d22\u5b89\u88c5\u76f8\u5173\u95ee\u9898<\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\">css\u4f53\u9a8cAI\u4ee3\u7801\u52a9\u624b\u4ee3\u7801\u89e3\u8bfb\u590d\u5236\u4ee3\u7801<code>\u7528\u6237\uff1a\u6211\u60f3\u4e86\u89e3Claude Code\u7684\u5b89\u88c5\u6b65\u9aa4\n<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p9-xtjj-sign.byteimg.com\/tos-cn-i-73owjymdk6\/78a3017724e44f00b44e35241ff29a82~tplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAg5L2b5Zac6YWx55qEQUnlrp7ot7U=:q75.awebp?rk3s=f64ab15b&amp;x-expires=1761701980&amp;x-signature=JO8Dv4lchpU5ZX0OgVLciyVkzQo%3D\" alt=\"\"\/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">\u573a\u666f2\uff1a\u914d\u7f6e\u76f8\u5173\u95ee\u9898<\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\">css\u4f53\u9a8cAI\u4ee3\u7801\u52a9\u624b\u4ee3\u7801\u89e3\u8bfb\u590d\u5236\u4ee3\u7801<code>\u7528\u6237\uff1a\u5982\u4f55\u914d\u7f6eclaude code\n<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p9-xtjj-sign.byteimg.com\/tos-cn-i-73owjymdk6\/f783817bb79a43d38936802782f9067c~tplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAg5L2b5Zac6YWx55qEQUnlrp7ot7U=:q75.awebp?rk3s=f64ab15b&amp;x-expires=1761701980&amp;x-signature=pgmy0bfsYsOZZFiv%2Bodd9aPBKlc%3D\" alt=\"\"\/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">\u573a\u666f3\uff1a\u5feb\u901f\u5165\u95e8\u6307\u5357<\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\">css\u4f53\u9a8cAI\u4ee3\u7801\u52a9\u624b\u4ee3\u7801\u89e3\u8bfb\u590d\u5236\u4ee3\u7801<code>\u7528\u6237\uff1a\u6211\u662f\u65b0\u7528\u6237\uff0c\u60f3\u5feb\u901f\u4e86\u89e3Claude Code\u7684\u57fa\u672c\u7528\u6cd5\n<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p9-xtjj-sign.byteimg.com\/tos-cn-i-73owjymdk6\/35a22a9d63c8415eb441efc36983bad7~tplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAg5L2b5Zac6YWx55qEQUnlrp7ot7U=:q75.awebp?rk3s=f64ab15b&amp;x-expires=1761701980&amp;x-signature=zxbbEgtc9HG4rlNSN9O99L6Sv%2FM%3D\" alt=\"\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u603b\u7ed3\uff1a\u7b80\u5355\u5373\u662f\u5f3a\u5927<\/h2>\n\n\n\n<p>\u901a\u8fc7\u5bf9\u6bd4\u4f20\u7edfRAG\u548c\u4f7f\u7528Claude Code\u6784\u5efa\u672c\u5730\u77e5\u8bc6\u5e93\uff0c\u6211\u4eec\u53ef\u4ee5\u6e05\u6670\u5730\u770b\u5230\uff1a<strong>\u5bf9\u4e8e\u5927\u591a\u6570\u4f01\u4e1a\u548c\u56e2\u961f\u800c\u8a00\uff0c\u7b80\u5355\u76f4\u63a5\u7684\u89e3\u51b3\u65b9\u6848\u5f80\u5f80\u6bd4\u590d\u6742\u7684\u6280\u672f\u6808\u66f4\u52a0\u6709\u6548<\/strong>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6838\u5fc3\u4f18\u52bf<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6210\u672c\u6548\u76ca<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4f20\u7edfRAG\uff1a\u9700\u8981\u652f\u4ed8API\u8d39\u7528\u3001\u5411\u91cf\u6570\u636e\u5e93\u8d39\u7528\u3001\u5f00\u53d1\u7ef4\u62a4\u6210\u672c<\/li>\n\n\n\n<li>Claude Code\uff1a\u4e00\u6b21\u6027\u6574\u7406\u6587\u6863\uff0c\u540e\u7eed\u51e0\u4e4e\u96f6\u6210\u672c<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u5b9e\u65bd\u96be\u5ea6<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4f20\u7edfRAG\uff1a\u9700\u8981\u4e13\u4e1a\u77e5\u8bc6\uff0c\u6d89\u53ca\u591a\u4e2a\u590d\u6742\u7ec4\u4ef6<\/li>\n\n\n\n<li>Claude Code\uff1a\u96f6\u914d\u7f6e\uff0c\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u54cd\u5e94\u901f\u5ea6<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4f20\u7edfRAG\uff1a\u591a\u6b65\u9aa4\u5904\u7406\uff0c\u901a\u5e38\u9700\u89813-10\u79d2<\/li>\n\n\n\n<li>Claude Code\uff1a\u672c\u5730\u641c\u7d22\uff0c1\u79d2\u5185\u83b7\u5f97\u7ed3\u679c<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6570\u636e\u5b89\u5168<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4f20\u7edfRAG\uff1a\u4f9d\u8d56\u7b2c\u4e09\u65b9\u670d\u52a1\uff0c\u5b58\u5728\u6570\u636e\u6cc4\u9732\u98ce\u9669<\/li>\n\n\n\n<li>Claude Code\uff1a\u5b8c\u5168\u672c\u5730\u5316\uff0c\u6570\u636e\u5b89\u5168\u53ef\u63a7<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u9002\u7528\u5efa\u8bae<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u4f18\u5148\u9009\u62e9Claude Code\u65b9\u6848\uff1a<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e2d\u5c0f\u4f01\u4e1a\u77e5\u8bc6\u5e93\u7ba1\u7406<\/li>\n\n\n\n<li>\u6280\u672f\u56e2\u961f\u6587\u6863\u67e5\u8be2<\/li>\n\n\n\n<li>\u5bf9\u6570\u636e\u5b89\u5168\u6709\u8981\u6c42\u7684\u573a\u666f<\/li>\n\n\n\n<li>\u9884\u7b97\u6709\u9650\u4f46\u8ffd\u6c42\u6548\u7387\u7684\u56e2\u961f<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u4ecd\u9700\u4f20\u7edfRAG\u65b9\u6848\uff1a<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8d85\u5927\u89c4\u6a21\u6587\u6863\u5e93\uff0810\u4e07+\u6587\u6863\uff09<\/li>\n\n\n\n<li>\u9700\u8981\u590d\u6742\u8bed\u4e49\u7406\u89e3\u7684\u7279\u6b8a\u573a\u666f<\/li>\n\n\n\n<li>\u6709\u4e13\u95e8AI\u56e2\u961f\u7ef4\u62a4\u7684\u5927\u578b\u4f01\u4e1a<\/li>\n<\/ul>\n\n\n\n<p><br>\u6587\u7ae0\u94fe\u63a5\uff1ahttps:\/\/juejin.cn\/post\/7563565399021174836<br><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u53bb\u5e74\u5f00\u59cb\u5728\u516c\u53f8\u7814\u7a76\u4e86\u534a\u5e74\u7684RAG \u77e5\u8bc6\u5e93\u7cfb\u7edf\uff0c\u6700\u540e\u56e0\u4e3a\u6548\u679c\u4e0d\u7406\u60f3\u6401\u7f6e&#46;&#46;&#46;<\/p>\n","protected":false},"author":2,"featured_media":416,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[18,1],"tags":[],"class_list":["post-411","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tools","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/posts\/411","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/comments?post=411"}],"version-history":[{"count":2,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/posts\/411\/revisions"}],"predecessor-version":[{"id":417,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/posts\/411\/revisions\/417"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/media\/416"}],"wp:attachment":[{"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/media?parent=411"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/categories?post=411"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/tags?post=411"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}