{"id":7352,"date":"2026-10-11T16:12:08","date_gmt":"2026-10-11T16:12:08","guid":{"rendered":"https:\/\/jonjones.ai\/uncategorized\/rag-pipeline\/"},"modified":"2026-10-11T16:12:08","modified_gmt":"2026-10-11T16:12:08","slug":"%e7%a0%b4%e5%b8%83%e7%ae%a1%e9%81%93","status":"publish","type":"post","link":"https:\/\/jonjones.ai\/zh\/%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7\/%e7%a0%b4%e5%b8%83%e7%ae%a1%e9%81%93\/","title":{"rendered":"RAG \u7ba1\u9053\uff1a\u5982\u4f55\u5efa\u9020\u3001\u6210\u672c\u662f\u591a\u5c11\u4ee5\u53ca\u4f55\u6642 Grep \u66f4\u52dd\u4e00\u7c4c (2026)"},"content":{"rendered":"<p>A <strong>RAG\u7ba1\u9053<\/strong> \u9019\u662f\u8b93\u4eba\u5de5\u667a\u6167\u80fd\u5920\u56de\u7b54\u554f\u984c\u7684\u5e95\u5c64\u6a5f\u5236\u3002 <em>\u4f60\u7684<\/em> \u5b83\u4f7f\u7528\u6587\u4ef6\u800c\u4e0d\u662f\u5f9e\u7db2\u8def\u4e0a\u96f6\u661f\u8a18\u61b6\u4e2d\u7372\u53d6\u8cc7\u8a0a\u3002\u6240\u6709\u95dc\u65bc\u9019\u500b\u4e3b\u984c\u7684\u6559\u5b78\u90fd\u5f15\u5c0e\u4f60\u5b8c\u6210\u76f8\u540c\u7684\u5efa\u7f6e\u6d41\u7a0b\uff1aLangChain\u3001\u5d4c\u5165\u6a21\u578b\u3001\u5411\u91cf\u8cc7\u6599\u5eab\u3001\u56db\u5341\u884c Python \u7a0b\u5f0f\u78bc\uff0c\u641e\u5b9a\u3002\u4f46\u5b83\u5011\u90fd\u6c92\u6709\u544a\u8a34\u4f60\u662f\u5426\u771f\u7684\u9700\u8981\u5b83\uff0c\u767c\u5e03\u4e00\u5468\u5f8c\u7dad\u8b77\u5b83\u7684\u6210\u672c\u662f\u591a\u5c11\uff0c\u6216\u8005\u7576\u5b83\u6084\u6084\u958b\u59cb\u8fd4\u56de\u932f\u8aa4\u9801\u9762\u6642\u8a72\u600e\u9ebc\u8fa6\u3002.<\/p>\n\n<p>\u6211\u7528 Docker \u5bb9\u5668\u7d93\u71df 10 \u591a\u500b\u81ea\u4e3b\u696d\u52d9\u3002\u96c6\u7fa4\u4e2d\u7684\u6bcf\u500b\u4ee3\u7406\u5728\u5beb\u5165\u4efb\u4f55\u6587\u5b57\u4e4b\u524d\u90fd\u6703\u5148\u5f9e\u81ea\u5df1\u7684\u7b46\u8a18\u4e2d\u6aa2\u7d22\u8cc7\u8a0a\u3002\u9019\u4e9b\u7b46\u8a18\u5927\u7d04\u662f 8 MB \u7684\u7d14\u6587\u672c\uff0c\u5305\u542b\u7d04 200 \u842c\u500b\u8a5e\u5143\u3002\u6574\u500b\u6280\u8853\u68e7\u4e2d\u6c92\u6709\u4efb\u4f55\u5411\u91cf\u8cc7\u6599\u5eab\u3002\u9019\u662f\u6211\u523b\u610f\u9078\u64c7\u7684\uff0c\u4e5f\u6b63\u56e0\u5982\u6b64\uff0c\u672c\u6307\u5357\u6db5\u84cb\u4e86\u5169\u500b\u9762\u5411\uff1a\u5982\u4f55\u5728\u9700\u8981\u6642\u5efa\u7acb\u5408\u9069\u7684 RAG \u7ba1\u7dda\uff0c\u4ee5\u53ca\u5982\u4f55\u5224\u65b7\u4f55\u6642\u4e00\u500b\u66f4\u7c21\u55ae\u7684\u6aa2\u7d22\u5c64\u5c31\u80fd\u52dd\u4efb\u3002.<\/p>\n\n<p>\u5230\u6700\u5f8c\uff0c\u60a8\u5c07\u4e86\u89e3\u4e94\u500b\u968e\u6bb5\u3001\u5be6\u969b\u6210\u672c\u7dda\u3001\u544a\u8a34\u60a8\u61c9\u8a72\u5efa\u7acb\u54ea\u7a2e\u6aa2\u7d22\u65b9\u5f0f\u7684\u4e09\u984c\u6e2c\u8a66\uff0c\u4ee5\u53ca\u5728\u5c07\u4efb\u4f55\u5167\u5bb9\u4ea4\u7d66\u5ba2\u6236\u4e4b\u524d\u53ef\u4ee5\u57f7\u884c\u7684 20 \u984c\u8a55\u4f30\u3002.<\/p>\n\n<h2>RAG \u7ba1\u7dda\u7a76\u7adf\u662f\u4ec0\u9ebc\uff08\u7c21\u55ae\u6613\u61c2\uff0c\u7121\u9700\u5716\u8868\uff09<\/h2>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/jonjones.ai\/wp-content\/uploads\/2026\/10\/rag-pipeline-what-it-is.jpg\" alt=\"\u7834\u5e03\u7ba1\u9053\" \/><\/figure>\n\n<p>RAG \u4ee3\u8868\u6aa2\u7d22\u589e\u5f37\u7522\u751f\u3002\u62cb\u958b\u9019\u4e9b\u8853\u8a9e\uff0c\u5b83\u5176\u5be6\u5c31\u662f\u4e00\u4f4d\u5716\u66f8\u9928\u54e1\u7ad9\u5728\u4f60\u7684\u554f\u984c\u548c\u6a21\u578b\u4e4b\u9593\uff1a<\/p>\n\n<ol>\n<li><strong>\u4f60\u63d0\u4e86\u4e00\u500b\u554f\u984c\u3002.<\/strong> \u201c\u5e74\u5ea6\u8a08\u5283\u7684\u9000\u6b3e\u671f\u9650\u662f\u591a\u4e45\uff1f\u201d<\/li>\n<li><strong>\u6aa2\u7d22\uff1a<\/strong> \u5716\u66f8\u9928\u54e1\u6703\u641c\u5c0b\u4f60\u7684\u6587\u6a94\uff0c\u4e26\u627e\u51fa\u6700\u6709\u53ef\u80fd\u5305\u542b\u7b54\u6848\u7684\u5e7e\u6bb5\u6587\u5b57\u3002.<\/li>\n<li><strong>\u589e\u5f37\uff1a<\/strong> \u9019\u4e9b\u6bb5\u843d\u6703\u8cbc\u5230\u63d0\u793a\u4e2d\uff0c\u5c31\u5728\u4f60\u7684\u554f\u984c\u65c1\u908a\u3002.<\/li>\n<li><strong>\u4e00\u4ee3\uff1a<\/strong> \u6a21\u578b\u6703\u6839\u64da\u6240\u63d0\u4f9b\u7684\u6bb5\u843d\u64b0\u5beb\u7b54\u6848\uff0c\u7406\u60f3\u60c5\u6cc1\u4e0b\u4e5f\u6703\u5f15\u7528\u539f\u6587\u3002.<\/li>\n<\/ol>\n\n<p>\u9019\u5c31\u662f\u5168\u90e8\u601d\u8def\u3002 \u300c\u6d41\u7a0b\u300d\u90e8\u5206\u6307\u7684\u662f\u6240\u6709\u5fc5\u9808\u767c\u751f\u7684\u4e8b\u60c5\u3002 <em>\u524d<\/em> \u7b2c\u4e8c\u6b65\u53ef\u884c\uff1a\u5c07\u6587\u4ef6\u5f9e Google \u96f2\u7aef\u786c\u789f\u3001Notion\u3001PDF \u6216\u5e6b\u52a9\u53f0\u532f\u51fa\uff1b\u5c07\u5b83\u5011\u62c6\u5206\u6210\u591a\u500b\u90e8\u5206\uff1b\u70ba\u9019\u4e9b\u90e8\u5206\u5efa\u7acb\u7d22\u5f15\u4ee5\u4fbf\u5feb\u901f\u67e5\u627e\uff1b\u4e26\u5728\u6587\u4ef6\u66f4\u6539\u6642\u4fdd\u6301\u7d22\u5f15\u540c\u6b65\u3002.<\/p>\n\n<h3>\u70ba\u4ec0\u9ebc\u4e0d\u76f4\u63a5\u628a\u6240\u6709\u5167\u5bb9\u8cbc\u5230\u63d0\u793a\u7b26\u865f\u4e2d\u5462\uff1f<\/h3>\n\n<p>\u6709\u6642\u5019\u78ba\u5be6\u61c9\u8a72\u9019\u6a23\u505a\u3002\u73fe\u4ee3\u4e0a\u4e0b\u6587\u8996\u7a97\u5f88\u5927\uff0c\u5982\u679c\u4f60\u7684\u5168\u90e8\u77e5\u8b58\u5eab\u662f\u4e00\u672c 40 \u9801\u7684\u624b\u518a\uff0c\u8cbc\u9032\u53bb\u5b8c\u5168\u662f\u4e00\u7a2e\u5f88\u597d\u7684\u6aa2\u7d22\u7b56\u7565\u3002\u5b83\u7c21\u55ae\u6613\u884c\uff0c\u800c\u4e14\u5167\u5bb9\u4e0d\u6703\u904e\u6642\u3002\u7576\u8cc7\u6599\u592a\u5927\u7121\u6cd5\u8cbc\u4e0a\u3001\u6bcf\u6b21\u63d0\u554f\u90fd\u8cbc\u4e0a\u6210\u672c\u592a\u9ad8\uff0c\u6216\u66f4\u65b0\u592a\u983b\u7e41\u7121\u6cd5\u624b\u52d5\u6574\u7406\u6642\uff0cRAG \u6d41\u7a0b\u5c31\u986f\u5f97\u5c24\u70ba\u91cd\u8981\u4e86\u3002.<\/p>\n\n<p>\u6211\u7684\u8266\u968a\u6703\u653b\u64ca\u6240\u6709\u4e09\u500b\u76ee\u6a19\u3002\u4e00\u500b\u4ee3\u7406\u8b80\u53d6\u7684\u5169\u500b\u4e3b\u8981\u8a18\u61b6\u9ad4\u6a94\u6848\u5206\u5225\u6709 8,101 \u884c\u548c 39,431 \u884c\u3002\u52a0\u8d77\u4f86\u5927\u7d04\u6709 200 \u842c\u500b\u4ee4\u724c\uff0c\u5b83\u5011\u7121\u6cd5\u653e\u5165\u6211\u9858\u610f\u6bcf\u6b21\u90fd\u4ed8\u8cbb\u7684\u4efb\u4f55\u4e0a\u4e0b\u6587\u8996\u7a97\u4e2d\u3002\u6240\u4ee5\u4ee3\u7406\u6703\u9032\u884c\u8b80\u53d6\uff0c\u53ea\u662f\u8b80\u53d6\u65b9\u5f0f\u8207\u6559\u7a0b\u4e2d\u7684\u65b9\u5f0f\u4e0d\u540c\u3002.<\/p>\n\n<h3>\u5169\u7a2e\u6aa2\u7d22\u5bb6\u65cf<\/h3>\n\n<ul>\n<li><strong>\u8a9e\u610f\u6aa2\u7d22\uff08\u7d93\u5178\u7684 RAG \u6d41\u7a0b\uff09\uff1a<\/strong> \u5c07\u6bcf\u4e00\u6bb5\u6587\u5b57\u8f49\u63db\u6210\u4e00\u500b\u5d4c\u5165\u5411\u91cf\uff0c\u4e5f\u5c31\u662f\u4e00\u500b\u5305\u542b\u6578\u5b57\u7684\u5217\u8868\uff0c\u7528\u4f86\u6355\u6349\u6587\u5b57\u7684\u610f\u601d\u3002\u4e26\u5c07\u9019\u4e9b\u5d4c\u5165\u5411\u91cf\u5132\u5b58\u5728\u5411\u91cf\u8cc7\u6599\u5eab\u4e2d\u3002\u63d0\u554f\u6642\uff0c\u5c0d\u554f\u984c\u9032\u884c\u5d4c\u5165\uff0c\u4e26\u627e\u5230\u8207\u5176\u6578\u5b57\u6700\u63a5\u8fd1\u7684\u6587\u672c\u6bb5\u3002\u9019\u7a2e\u65b9\u6cd5\u975e\u5e38\u9069\u5408\u300c\u5c0b\u627e\u8207\u554f\u984c\u76f8\u95dc\u7684\u5167\u5bb9\u300d\u3002 <em>\u610f\u601d\u662f<\/em> \u5373\u4f7f\u63aa\u8a5e\u4e0d\u540c\uff0c\u9053\u7406\u4e5f\u662f\u4e00\u6a23\u7684\u3002\u201d<\/li>\n<li><strong>\u8a5e\u5f59\u6aa2\u7d22\u8207\u65bd\u4e8b\u6aa2\u7d22\uff1a<\/strong> \u641c\u5c0b\u5be6\u969b\u55ae\u5b57\uff0c\u4f7f\u7528 BM25 \u6392\u540d\u6216\u666e\u901a\u641c\u5c0b\u3002 <code>grep<\/code>. \u8b93\u6a21\u578b\u6c7a\u5b9a\u641c\u5c0b\u5167\u5bb9\uff0c\u8b80\u53d6\u56de\u50b3\u7d50\u679c\uff0c\u7136\u5f8c\u518d\u641c\u5c0b\u3002\u5b83\u975e\u5e38\u64c5\u9577\u300c\u5c0b\u627e\u7279\u5b9a\u7684\u932f\u8aa4\u4ee3\u78bc\u3001\u767c\u7968\u865f\u78bc\u3001\u6b04\u4f4d\u540d\u7a31\u6216\u7522\u54c1 SKU\u300d\u3002\u201c<\/li>\n<\/ul>\n\n<p>\u5927\u591a\u6578\u904b\u4f5c\u826f\u597d\u7684\u751f\u7522\u7cfb\u7d71\u6700\u7d42\u90fd\u6703\u540c\u6642\u4f7f\u7528\u9019\u5169\u7a2e\u65b9\u6cd5\u3002\u4e86\u89e3\u54ea\u4e00\u7a2e\u65b9\u6cd5\u5728\u767c\u63ee\u4e3b\u8981\u4f5c\u7528\u81f3\u95dc\u91cd\u8981\u3002 <em>\u4f60\u7684<\/em> \u6848\u4ef6\u5c31\u662f\u6574\u500b\u904a\u6232\u3002.<\/p>\n\n<h2>\u4f60\u771f\u7684\u9700\u8981 RAG \u7ba1\u7dda\u55ce\uff1f\u4e09\u984c\u6e2c\u8a66<\/h2>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/jonjones.ai\/wp-content\/uploads\/2026\/10\/rag-pipeline-do-you-need-it.jpg\" alt=\"\u5728\u5411\u91cf\u8cc7\u6599\u5eab RAG \u7ba1\u7dda\u548c\u7c21\u55ae\u6a94\u6848\u641c\u5c0b\u4e4b\u9593\u505a\u51fa\u9078\u64c7\" \/><\/figure>\n\n<p>\u5728\u5efa\u7acb\u5411\u91cf\u8cc7\u6599\u5eab\u4e4b\u524d\uff0c\u8acb\u5982\u5be6\u56de\u7b54\u4e09\u500b\u554f\u984c\u3002\u53ea\u9700\u4e94\u5206\u9418\uff0c\u5c31\u80fd\u70ba\u60a8\u7bc0\u7701\u4e00\u500b\u6708\u7684\u6642\u9593\u3002.<\/p>\n\n<h3>1. \u6574\u500b\u8a9e\u6599\u5eab\u662f\u5426\u80fd\u5bb9\u7d0d\u5728\u4f60\u80fd\u627f\u53d7\u7684\u63d0\u793a\u6642\u9593\u5167\uff1f<\/h3>\n\n<p>\u6578\u4e00\u6578\u3002\u4e00\u500b\u7c97\u7565\u7684\u898f\u5247\uff1a1 \u500b\u5b57\u5143\u5927\u7d04\u662f 4 \u500b\u82f1\u6587\u5b57\u5143\u3002\u532f\u51fa\u4f60\u7684\u6587\u6a94\uff0c\u6aa2\u67e5\u5b57\u5143\u6578\uff0c\u7136\u5f8c\u9664\u4ee5 4\u3002\u5982\u679c\u4f60\u7684\u8a5e\u5143\u6578\u5728\u5e7e\u5341\u842c\u4ee5\u5167\uff0c\u800c\u4e14\u4f60\u6bcf\u5929\u63d0\u51fa\u7684\u554f\u984c\u4e0d\u5230\u5e7e\u5341\u500b\uff0c\u90a3\u9ebc\u5148\u6e2c\u8a66\u4e00\u4e0b\u7c21\u55ae\u7684\u9577\u4e0a\u4e0b\u6587\u63d0\u793a\u3002\u4f60\u53ef\u80fd\u6839\u672c\u4e0d\u9700\u8981\u6aa2\u7d22\u529f\u80fd\u3002\u5982\u679c\u4f60\u7684\u8a5e\u5143\u6578\u9054\u5230\u6578\u767e\u842c\uff0c\u6216\u662f\u4f60\u6bcf\u5929\u8981\u56de\u7b54\u6578\u767e\u500b\u5ba2\u6236\u554f\u984c\uff0c\u90a3\u9ebc\u4f60\u5c31\u9700\u8981\u67d0\u7a2e\u6aa2\u7d22\u529f\u80fd\u4e86\u3002.<\/p>\n\n<h3>2. \u4f60\u7684\u554f\u984c\u548c\u6587\u4ef6\u4e2d\u4f7f\u7528\u7684\u5b57\u8a5e\u662f\u5426\u4e00\u81f4\uff1f<\/h3>\n\n<p>\u9019\u662f\u6c92\u4eba\u554f\u7684\u554f\u984c\u3002\u5982\u679c\u4f60\u7684\u7528\u6236\u641c\u5c0b\u7684\u662f\u8a02\u55ae\u865f\u78bc\u3001API \u6b04\u4f4d\u540d\u7a31\u3001\u932f\u8aa4\u5b57\u4e32\u6216\u7b56\u7565\u4ee3\u78bc\u7b49\u7cbe\u78ba\u8a0a\u606f\uff0c\u90a3\u9ebc\u8a5e\u6cd5\u641c\u5c0b\u624d\u662f\u6700\u4f73\u9078\u64c7\u3002\u773e\u6240\u5468\u77e5\uff0c\u8a5e\u5d4c\u5165\u5728\u7cbe\u78ba\u6a19\u8b58\u7b26\u65b9\u9762\u5b58\u5728\u5f88\u5927\u7684\u6a21\u7cca\u6027\uff1a <code>INV-20931<\/code> \u548c <code>INV-20391<\/code> \u5b83\u770b\u8d77\u4f86\u5e7e\u4e4e\u8207\u8a9e\u7fa9\u601d\u7dad\u6a21\u578b\u5b8c\u5168\u76f8\u540c\u3002\u5982\u679c\u4f60\u7684\u4f7f\u7528\u8005\u91dd\u5c0d\u7528\u6cd5\u5f8b\u8853\u8a9e\u7de8\u5beb\u7684\u6587\u6a94\uff08\u300c\u9000\u6b3e\u8cc7\u683c\u300d\uff09\u63d0\u51fa\u6a21\u7cca\u7684\u3001\u8f49\u8ff0\u7684\u554f\u984c\uff08\u300c\u5982\u679c\u6211\u4e0d\u559c\u6b61\uff0c\u53ef\u4ee5\u9000\u6b3e\u55ce\uff1f\u300d\uff09\uff0c\u90a3\u9ebc\u8a9e\u7fa9\u641c\u5c0b\u5c31\u6d3e\u4e0a\u4e86\u7528\u5834\u3002.<\/p>\n\n<h3>3. \u8b80\u8005\u662f\u4eba\u9084\u662f\u667a\u80fd\u9ad4\uff1f<\/h3>\n\n<p>\u5ba2\u6236\u5728\u804a\u5929\u8996\u7a97\u4e2d\u8f38\u5165\u4e00\u6b21\u554f\u984c\uff0c\u4e26\u671f\u671b\u5f97\u5230\u4e00\u500b\u6eff\u610f\u7684\u7b54\u6848\u3002\u6aa2\u7d22\u5fc5\u9808\u5728\u7b2c\u4e00\u6b21\u5617\u8a66\u4e2d\u5c31\u6e96\u78ba\u7121\u8aa4\uff0c\u800c\u7d93\u904e\u512a\u5316\u4e26\u5e36\u6709\u91cd\u6392\u5e8f\u529f\u80fd\u7684 RAG \u7ba1\u9053\u6b63\u80fd\u52dd\u4efb\u9019\u9805\u5de5\u4f5c\u3002.<\/p>\n\n<p>\u4e00\u500b <em>\u4ee3\u7406\u4eba<\/em> \u5b83\u6709\u6240\u4e0d\u540c\u3002\u5b83\u53ef\u4ee5\u641c\u5c0b\u3001\u8b80\u53d6\u8cc7\u8a0a\u3001\u767c\u73fe\u7d50\u679c\u932f\u8aa4\uff0c\u7136\u5f8c\u7528\u66f4\u5408\u9069\u7684\u95dc\u9375\u5b57\u518d\u6b21\u641c\u5c0b\u3002\u7d66\u667a\u80fd\u9ad4\u914d\u5099\u4e00\u500b\u5feb\u901f\u641c\u5c0b\u5de5\u5177\uff0c\u5b83\u901a\u5e38\u6703\u6bd4\u56fa\u5b9a\u6d41\u7a0b\u8868\u73fe\u66f4\u597d\uff0c\u56e0\u70ba\u5b83\u80fd\u50cf\u4eba\u4e00\u6a23\u91cd\u65b0\u5efa\u69cb\u67e5\u8a62\u8a9e\u53e5\u3002.<\/p>\n\n<p>Anthropic \u7684 Claude Code \u5718\u968a\u5c0d\u6b64\u6df1\u6709\u9ad4\u6703\u3002 Claude Code \u7684\u5275\u8fa6\u4eba Boris Cherny \u66fe\u516c\u958b\u8868\u793a\uff0c\u65e9\u671f\u7248\u672c\u4f7f\u7528 RAG \u6f14\u7b97\u6cd5\u4e26\u7d50\u5408\u672c\u5730\u5411\u91cf\u8cc7\u6599\u5eab\uff0c\u5718\u968a\u5f88\u5feb\u5c31\u767c\u73fe\uff0c\u9019\u7a2e\u4e3b\u52d5\u641c\u5c0b\u65b9\u5f0f\uff08\u5373\u6a21\u578b\u904b\u884c\u8af8\u5982 rg \u4e4b\u985e\u7684\u5de5\u5177\uff09\u5b58\u5728\u7f3a\u9677\u3002 <code>grep<\/code> \u5c31\u5176\u672c\u8eab\u800c\u8a00\uff0c\u5b83\u901a\u5e38\u6548\u679c\u66f4\u597d\u3002\u5b83\u4e5f\u66f4\u7c21\u55ae\uff0c\u5728\u5b89\u5168\u6027\u3001\u96b1\u79c1\u6027\u3001\u904e\u6642\u6027\u548c\u53ef\u9760\u6027\u65b9\u9762\u7684\u554f\u984c\u66f4\u5c11\u3002\u9019\u662f\u4e00\u500b\u7528\u65bc\u641c\u5c0b\u4ee3\u78bc\u7684\u7de8\u78bc\u5de5\u5177\uff0c\u6240\u4ee5\u4e0d\u8981\u904e\u5ea6\u6982\u62ec\u3002\u4f46\u9019\u5f37\u70c8\u8868\u660e\uff0c\u300c\u4f60\u9700\u8981\u4e00\u500b\u5411\u91cf\u8cc7\u6599\u5eab\u300d\u662f\u4e00\u500b\u503c\u5f97\u8cea\u7591\u7684\u9810\u8a2d\u8a2d\u7f6e\uff0c\u800c\u4e0d\u662f\u4e00\u689d\u9435\u5f8b\u3002.<\/p>\n\n<blockquote><p><strong>\u7c21\u8981\u7d50\u8ad6\uff1a<\/strong> \u9762\u5411\u5ba2\u6236\u7684\u554f\u7b54\u7cfb\u7d71\uff0c\u5982\u679c\u6587\u4ef6\u6a21\u7cca\u4e0d\u6e05\u4e14\u7531\u4eba\u5de5\u64b0\u5beb\uff0c\u5247\u9700\u8981\u5efa\u7acb\u771f\u6b63\u7684\u7d05\u9ec3\u7da0\uff08RAG\uff09\u6d41\u7a0b\uff0c\u4e26\u7d50\u5408\u6df7\u5408\u641c\u5c0b\u3002\u800c\u5c0d\u65bc\u8655\u7406\u7cbe\u78ba\u3001\u7d50\u69cb\u5316\u6216\u6280\u8853\u6587\u672c\u7684\u4ee3\u7406\uff0c\u5247\u9700\u8981\u5148\u5c0d\u6587\u4ef6\u9032\u884c\u4ee3\u7406\u641c\u7d22\uff0c\u53ea\u6709\u7576\u80fd\u5920\u660e\u78ba\u6307\u51fa\u67e5\u8a62\u5931\u6557\u7684\u539f\u56e0\u6642\uff0c\u624d\u6dfb\u52a0\u5d4c\u5165\u3002.<\/p><\/blockquote>\n\n<h2>RAG\u6d41\u7a0b\u7684\u4e94\u500b\u968e\u6bb5\uff08\u4ee5\u53ca\u6bcf\u500b\u968e\u6bb5\u7684\u6545\u969c\u9ede\uff09<\/h2>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/jonjones.ai\/wp-content\/uploads\/2026\/10\/rag-pipeline-five-stages.jpg\" alt=\"RAG \u7ba1\u7dda\u7684\u4e94\u500b\u968e\u6bb5\uff1a\u651d\u53d6\u3001\u5206\u584a\u3001\u5d4c\u5165\u3001\u64f7\u53d6\u3001\u751f\u6210\" \/><\/figure>\n\n<p>\u5982\u679c\u6e2c\u8a66\u7d50\u679c\u986f\u793a\u9700\u8981\u69cb\u5efa\uff0c\u90a3\u9ebc\u4ee5\u4e0b\u662f\u69cb\u5efa\u6d41\u7a0b\u7684\u5256\u6790\u3002\u5f9e\u9031\u672b\u539f\u578b\u958b\u767c\u5230\u4f01\u696d\u7d1a\u90e8\u7f72\uff0c\u6240\u6709 RAG \u7ba1\u7dda\u90fd\u5305\u542b\u9019\u4e94\u500b\u968e\u6bb5\u3002\u5927\u591a\u6578\u5931\u6557\u90fd\u6e90\u81ea\u65bc\u524d\u5169\u500b\u968e\u6bb5\uff0c\u800c\u4e0d\u662f\u90a3\u4e9b\u8907\u96dc\u7684\u968e\u6bb5\u3002.<\/p>\n\n<h3>\u7b2c\u4e00\u968e\u6bb5\uff1a\u651d\u53d6<\/h3>\n\n<p>\u5c07\u6587\u4ef6\u5f9e\u5b83\u5011\u5b58\u653e\u7684\u4f4d\u7f6e\u63d0\u53d6\u51fa\u4f86\uff0c\u4e26\u8f49\u63db\u6210\u6e05\u6670\u7684\u6587\u5b57\u3002\u9019\u9805\u5de5\u4f5c\u4e26\u4e0d\u5149\u9bae\u4eae\u9e97\uff0c\u4f46\u537b\u96b1\u85cf\u8457\u5927\u90e8\u5206\u771f\u6b63\u7684\u5de5\u4f5c\u91cf\u3002\u96d9\u6b04\u4f48\u5c40\u7684 PDF \u6a94\u6848\u532f\u51fa\u5f8c\u6703\u8b8a\u5f97\u96dc\u4e82\u7121\u7ae0\u3002\u8868\u683c\u6703\u5931\u53bb\u539f\u6709\u7684\u7d50\u69cb\u3002\u670d\u52d9\u53f0\u532f\u51fa\u7684\u6587\u4ef6\u5305\u542b\u7c3d\u540d\u3001\u514d\u8cac\u8072\u660e\u548c\u5f15\u7528\u7684\u96fb\u5b50\u90f5\u4ef6\u5f80\u4f86\uff0c\u9019\u4e9b\u90fd\u6703\u6c61\u67d3\u6bcf\u500b\u6587\u5b57\u5340\u584a\u3002. <strong>\u9032\u5165\u651d\u53d6\u74b0\u7bc0\u7684\u5783\u573e\u5c07\u6c38\u9060\u7121\u6cd5\u56de\u6536\u3002.<\/strong> \u5728\u9019\u88e1\u8981\u6bd4\u5176\u4ed6\u4efb\u4f55\u5730\u65b9\u90fd\u591a\u82b1\u4e9b\u6642\u9593\uff0c\u4e26\u4e14\u8981\u70ba\u6bcf\u7bc7\u6587\u7ae0\u90fd\u9644\u4e0a\u4f86\u6e90\u7db2\u5740\u548c\u6700\u5f8c\u4fee\u6539\u65e5\u671f\u3002\u4e4b\u5f8c\u4f60\u6703\u7528\u5230\u9019\u5169\u9ede\u3002.<\/p>\n\n<h3>\u7b2c\u4e8c\u968e\u6bb5\uff1a\u5206\u584a<\/h3>\n\n<p>\u5c07\u6587\u5b57\u5206\u5272\u6210\u8db3\u5920\u5c0f\u7684\u7247\u6bb5\uff0c\u4ee5\u4fbf\u7cbe\u78ba\u6aa2\u7d22\uff0c\u540c\u6642\u53c8\u8db3\u5920\u5927\uff0c\u4f7f\u5176\u80fd\u5920\u7368\u7acb\u6210\u7bc7\u3002 2024 \u5e74\u7684\u7814\u7a76 <em>\u63a2\u7d22\u6aa2\u7d22\u589e\u5f37\u751f\u6210\u7684\u6700\u4f73\u5be6\u8e10<\/em> (arXiv 2407.01219) \u6bd4\u8f03\u4e86\u7d44\u584a\u65b9\u6cd5\u3002\u7d50\u679c\u8868\u660e\uff0c\u53e5\u5b50\u7d1a\u5206\u5272\u662f\u517c\u9867\u610f\u7fa9\u4fdd\u7559\u548c\u7c21\u6f54\u6027\u7684\u6700\u4f73\u65b9\u6848\uff0c\u7d44\u584a\u5927\u5c0f\u70ba\u5e7e\u767e\u500b\u8a5e\u5143\uff0c\u76f8\u9130\u8a5e\u5143\u4e4b\u9593\u7684\u91cd\u758a\u8f03\u5c11\u3002\u4f5c\u8005\u4f7f\u7528\u4e86 20 \u500b\u5b57\u5143\u3002.<\/p>\n\n<p>\u6211\u7684\u5be6\u969b\u505a\u6cd5\u662f\u5148\u4f9d\u7167\u6587\u4ef6\u672c\u8eab\u7684\u67b6\u69cb\u9032\u884c\u5206\u6bb5\uff1a\u6a19\u984c\u3001\u5e38\u898b\u554f\u984c\u3001\u653f\u7b56\u689d\u6b3e\u3002\u53ea\u6709\u5728\u6c92\u6709\u7d50\u69cb\u53ef\u5faa\u7684\u60c5\u6cc1\u4e0b\u624d\u63a1\u7528\u56fa\u5b9a\u5927\u5c0f\u7684\u5206\u6bb5\u65b9\u5f0f\u3002\u5982\u679c\u4e00\u500b\u5206\u6bb5\u5f9e\u53e5\u5b50\u4e2d\u9593\u958b\u59cb\uff0c\u5230\u8868\u683c\u4e2d\u9593\u7d50\u675f\uff0c\u90a3\u9ebc\u5c31\u6c92\u6709\u4eba\u80fd\u6b63\u78ba\u6aa2\u7d22\u5230\u5b83\u3002.<\/p>\n\n<h3>\u7b2c\u4e09\u968e\u6bb5\uff1a\u5d4c\u5165\u8207\u7d22\u5f15<\/h3>\n\n<p>\u5c07\u6bcf\u500b\u8cc7\u6599\u584a\u8f49\u63db\u70ba\u5411\u91cf\u4e26\u5132\u5b58\u3002\u5d4c\u5165\u662f\u76ee\u524d\u70ba\u6b62\u6210\u672c\u6700\u4f4e\u7684\u968e\u6bb5\uff08\u6210\u672c\u8a08\u7b97\u5c07\u5728\u4e0b\u4e00\u7bc0\u4e2d\u8a0e\u8ad6\uff09\u3002\u95dc\u9375\u6c7a\u7b56\u662f\u2026 <strong>\u4f60\u8207\u5411\u91cf\u4e00\u8d77\u7d22\u5f15\u7684\u5167\u5bb9<\/strong>\uff1a\u4f86\u6e90\u3001\u65e5\u671f\u3001\u6587\u4ef6\u985e\u578b\u3001\u5b58\u53d6\u6b0a\u9650\u3002\u5982\u679c\u6c92\u6709\u5143\u6578\u64da\uff0c\u4f60\u5c31\u7121\u6cd5\u7be9\u9078\u6389\u53bb\u5e74\u7684\u50f9\u683c\u8868\uff0c\u4e5f\u7121\u6cd5\u963b\u6b62\u5be6\u7fd2\u751f\u900f\u904e\u63d0\u554f\u53d6\u5f97\u8463\u4e8b\u6703\u7c21\u5831\u3002.<\/p>\n\n<p>\u4e0d\u8981\u55ae\u7368\u7d22\u5f15\u5411\u91cf\u3002\u4e5f\u8981\u540c\u6642\u5efa\u69cb\u95dc\u9375\u5b57\uff08BM25\uff09\u7d22\u5f15\u3002 Anthropic \u7684\u4e0a\u4e0b\u6587\u6aa2\u7d22\u7814\u7a76\u662f\u76ee\u524d\u6700\u6e05\u6670\u7684\u516c\u958b\u8b49\u64da\u3002\u4ed6\u5011\u5728\u7d22\u5f15\u4e4b\u524d\uff0c\u5728\u6bcf\u500b\u8cc7\u6599\u584a\u524d\u9762\u6dfb\u52a0\u4e86\u4e00\u6bb5\u7531\u6a21\u578b\u7de8\u5beb\u7684\u7c21\u77ed\u4e0a\u4e0b\u6587\u8a0a\u606f\uff0c\u7136\u5f8c\u5c0d\u7d50\u679c\u540c\u6642\u904b\u884c\u8a5e\u5d4c\u5165\u548c BM25 \u7d22\u5f15\u3002\u9019\u7a2e\u7d44\u5408\u5c07\u524d 20 \u500b\u8cc7\u6599\u5340\u584a\u7684\u6aa2\u7d22\u5931\u6557\u6b21\u6578\u6e1b\u5c11\u4e86 49%\uff08\u5f9e 5.7% \u964d\u81f3 2.9%\uff09\u3002\u65b0\u589e\u91cd\u65b0\u6392\u5e8f\u5668\u5f8c\uff0c\u6aa2\u7d22\u5931\u6557\u6b21\u6578\u9032\u4e00\u6b65\u6e1b\u5c11\u4e86 67%\u3002.<\/p>\n\n<h3>\u7b2c\u56db\u968e\u6bb5\uff1a\u6aa2\u7d22\uff08\u4e26\u91cd\u65b0\u6392\u5e8f\uff09<\/h3>\n\n<p>\u63d0\u554f\u6642\uff0c\u540c\u6642\u641c\u5c0b\u5169\u500b\u7d22\u5f15\uff0c\u5408\u4f75\u7d50\u679c\uff0c\u7136\u5f8c <strong>\u91cd\u65b0\u6392\u540d<\/strong>\u7b2c\u4e8c\u500b\u66f4\u8070\u660e\u7684\u6a21\u578b\u6703\u5c0d\u524d 20 \u5230 50 \u500b\u5019\u9078\u4eba\u9032\u884c\u76f8\u95dc\u6027\u8a55\u5206\uff0c\u4e26\u4fdd\u7559\u5176\u4e2d\u6700\u4f73\u7684\u5e7e\u500b\u3002\u91cd\u65b0\u6392\u5e8f\u662f\u5927\u591a\u6578 RAG \u6d41\u7a0b\u90fd\u6703\u5ffd\u7565\u7684\u6700\u6709\u50f9\u503c\u7684\u5347\u7d1a\u3002\u6700\u8fd1\u9130\u641c\u5c0b\u901f\u5ea6\u5feb\u4f46\u7d50\u679c\u7c97\u7565\uff0c\u800c\u91cd\u6392\u5e8f\u901f\u5ea6\u6162\u4f46\u7d50\u679c\u7cbe\u6e96\uff0c\u56e0\u6b64\u53ef\u4ee5\u4f7f\u7528\u901f\u5ea6\u5feb\u7684\u6a21\u578b\u9032\u884c\u7be9\u9078\uff0c\u4f7f\u7528\u7d50\u679c\u7cbe\u6e96\u7684\u6a21\u578b\u9032\u884c\u6700\u7d42\u9078\u64c7\u3002.<\/p>\n\n<h3>\u7b2c\u4e94\u968e\u6bb5\uff1a\u7522\u751f\uff08\u9644\u6536\u64da\uff09<\/h3>\n\n<p>\u628a\u554f\u984c\u548c\u7372\u52dd\u7247\u6bb5\u4ea4\u7d66\u6a21\u578b\uff0c\u4e26\u6307\u793a\u5b83\u56de\u7b54\u3002 <em>\u50c5\u6709\u7684<\/em> \u6839\u64da\u6240\u63d0\u4f9b\u7684\u8cc7\u6599\uff0c\u6307\u51fa\u6bcf\u9805\u7d22\u8ce0\u7684\u4f9d\u64da\u6240\u5728\u6bb5\u843d\uff0c\u4e26\u5728\u76f8\u95dc\u6bb5\u843d\u672a\u6db5\u84cb\u6642\u8868\u793a\u300c\u6211\u4e0d\u77e5\u9053\u300d\u3002\u6700\u5f8c\u9019\u689d\u6307\u4ee4\u662f\u5ba2\u670d\u6a5f\u5668\u4eba\u548c\u98a8\u96aa\u627f\u64d4\u8005\u4e4b\u9593\u7684\u5dee\u7570\u3002\u4e00\u500b\u9023\u300c\u6587\u6a94\u88e1\u6c92\u6709\u300d\u90fd\u8aaa\u4e0d\u51fa\u4f86\u7684RAG\u6d41\u7a0b\uff0c\u6703\u5728\u51cc\u6668\u4e09\u9ede\u81ea\u4fe1\u6eff\u6eff\u5730\u70ba\u4f60\u7de8\u9020\u4e00\u4efd\u9000\u6b3e\u653f\u7b56\u3002.<\/p>\n\n<style>#kt-layout-idsignup_mid > .kt-row-column-wrap{align-content:start;}:where(#kt-layout-idsignup_mid > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}#kt-layout-idsignup_mid > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);padding-top:var( --global-kb-row-default-top, 25px );padding-bottom:var( --global-kb-row-default-bottom, 25px );padding-top:30px;padding-right:30px;padding-bottom:30px;padding-left:30px;grid-template-columns:repeat(2, minmax(0, 1fr));}#kt-layout-idsignup_mid{border-top-left-radius:16px;border-top-right-radius:16px;border-bottom-right-radius:16px;border-bottom-left-radius:16px;overflow:clip;isolation:isolate;}#kt-layout-idsignup_mid > .kt-row-layout-overlay{border-top-left-radius:16px;border-top-right-radius:16px;border-bottom-right-radius:16px;border-bottom-left-radius:16px;}#kt-layout-idsignup_mid{background-color:#0d1117;}#kt-layout-idsignup_mid > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){#kt-layout-idsignup_mid > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){#kt-layout-idsignup_mid > .kt-row-column-wrap{grid-template-columns:repeat(2, minmax(0, 1fr));}}<\/style>\n<div class=\"wp-block-kadence-rowlayout alignnone\">\n<style>.kadence-columnsignup_img_mid > .kt-inside-inner-col{border-top-width:0px;border-right-width:0px;border-bottom-width:0px;border-left-width:0px;}.kadence-columnsignup_img_mid > .kt-inside-inner-col,.kadence-columnsignup_img_mid > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-columnsignup_img_mid > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-columnsignup_img_mid > .kt-inside-inner-col{flex-direction:column;}.kadence-columnsignup_img_mid > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-columnsignup_img_mid > .kt-inside-inner-col:before{opacity:0.3;}.kadence-columnsignup_img_mid{position:relative;}@media all and (max-width: 1024px){.kadence-columnsignup_img_mid > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-columnsignup_img_mid > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column inner-column-1\"><div class=\"kt-inside-inner-col\">\n\n<figure class=\"wp-block-image size-medium\"><img decoding=\"async\" src=\"https:\/\/jonjones.ai\/wp-content\/uploads\/2026\/06\/newsletter-cta-ai-playbook.jpg\" alt=\"\u6f5b\u5728\u5ba2\u6236\u958b\u767c\u4eba\u5de5\u667a\u6167\u7b56\u7565\u624b\u518a\uff0c\u71df\u904b\u5546\u7684\u4eba\u5de5\u667a\u6167\u81ea\u52d5\u5316\u7b56\u7565\u624b\u518a\" \/><\/figure>\n\n<\/div><\/div>\n\n<style>.kadence-columnsignup_txt_mid > .kt-inside-inner-col{border-top-width:0px;border-right-width:0px;border-bottom-width:0px;border-left-width:0px;}.kadence-columnsignup_txt_mid > .kt-inside-inner-col,.kadence-columnsignup_txt_mid > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-columnsignup_txt_mid > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-columnsignup_txt_mid > .kt-inside-inner-col{flex-direction:column;}.kadence-columnsignup_txt_mid > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-columnsignup_txt_mid > .kt-inside-inner-col:before{opacity:0.3;}.kadence-columnsignup_txt_mid{position:relative;}@media all and (max-width: 1024px){.kadence-columnsignup_txt_mid > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-columnsignup_txt_mid > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column inner-column-2\"><div class=\"kt-inside-inner-col\">\n\n<h3 class=\"wp-block-heading has-text-color\" style=\"color:#00d4b4\">\u53d6\u5f97\u4eba\u5de5\u667a\u6167\u7b56\u7565\u624b\u518a<\/h3>\n\n\n<p class=\"has-text-color\" style=\"color:#f0f6fc\">\u9019\u7bc7\u6587\u7ae0\u80cc\u5f8c\u7684\u71df\u904b\u8aaa\u660e\uff1a\u8eca\u968a\u5982\u4f55\u56de\u6536\u8a2d\u5099\u3001\u8cbb\u7528\u662f\u591a\u5c11\uff0c\u4ee5\u53ca\u4e0a\u9031\u54ea\u4e9b\u8a2d\u5099\u6545\u969c\u3002\u514d\u8cbb\uff0c\u60a8\u53ef\u4ee5\u96a8\u6642\u96e2\u958b\u3002.<\/p>\n\n<div class='fluentform ff-default fluentform_wrapper_8 ffs_default_wrap'><form data-form_id=\"8\" id=\"fluentform_8\" class=\"frm-fluent-form fluent_form_8 ff-el-form-top ff_form_instance_8_1 ff-form-loading ffs_default\" data-form_instance=\"ff_form_instance_8_1\" method=\"POST\" action=\"\" ><fieldset  style=\"border: none!important;margin: 0!important;padding: 0!important;background-color: transparent!important;box-shadow: none!important;outline: none!important; min-inline-size: 100%;\">\n                    <legend class=\"ff_screen_reader_title\" style=\"display: block; margin: 0!important;padding: 0!important;height: 0!important;text-indent: -999999px;width: 0!important;overflow:hidden;\">\u5f15\u6d41\u5de5\u5177 - AI \u7b56\u7565\u624b\u518a<\/legend><input type='hidden' name='__fluent_form_embded_post_id' value='7352' \/><input type=\"hidden\" id=\"_fluentform_8_fluentformnonce\" name=\"_fluentform_8_fluentformnonce\" value=\"f4274568d9\" \/><input type=\"hidden\" name=\"_wp_http_referer\" value=\"\/zh\/wp-json\/wp\/v2\/posts\/7352\" \/><div class='ff-el-group'><div class='ff-el-input--content'><input type=\"email\" name=\"email\" id=\"ff_8_email\" class=\"ff-el-form-control\" placeholder=\"\u60a8\u7684\u96fb\u5b50\u90f5\u4ef6\u5730\u5740\" data-name=\"email\"  aria-invalid=\"false\" aria-required=\"true\"><\/div><\/div><div class='ff-el-group ff-text-left ff_submit_btn_wrapper ff_submit_btn_wrapper_custom'><button class=\"ff-btn ff-btn-submit ff-btn-md ff_btn_style wpf_has_custom_css\" type=\"submit\" name=\"custom_submit_button-8_1\" data-name=\"custom_submit_button-8_1\"  aria-label=\"\u53d6\u5f97\u64cd\u4f5c\u624b\u518a\">\u53d6\u5f97\u64cd\u4f5c\u624b\u518a<\/button><style>form.fluent_form_8 .wpf_has_custom_css.ff-btn-submit { background-color:#00ff88;border-color:#00ff88;color:#0a0a14;min-width:100%; }form.fluent_form_8 .wpf_has_custom_css.ff-btn-submit:hover { background-color:#00cc6a;border-color:#00cc6a;color:#0a0a14;min-width:100%; } <\/style><\/div><\/fieldset><input type=\"hidden\" name=\"trp-form-language\" value=\"zh\"\/><\/form><div id='fluentform_8_errors' class='ff-errors-in-stack ff_form_instance_8_1 ff-form-loading_errors ff_form_instance_8_1_errors'><\/div><\/div>            <script type=\"text\/javascript\">\n                window.fluent_form_ff_form_instance_8_1 = {\"id\":\"8\",\"settings\":{\"layout\":{\"labelPlacement\":\"top\",\"helpMessagePlacement\":\"with_label\",\"errorMessagePlacement\":\"inline\",\"asteriskPlacement\":\"asterisk-right\"},\"restrictions\":{\"denyEmptySubmission\":{\"enabled\":false}}},\"form_instance\":\"ff_form_instance_8_1\",\"form_id_selector\":\"fluentform_8\",\"rules\":{\"email\":{\"required\":{\"value\":true,\"message\":\"This field is required\"},\"email\":{\"value\":true,\"message\":\"Please enter a valid email address\"}}},\"debounce_time\":300};\n                            <\/script>\n            \n\n<\/div><\/div>\n\n<\/div>\n\n\n<h2>RAG\u7ba1\u9053\u7684\u771f\u5be6\u6210\u672c\uff1a\u5efa\u9020\u3001\u71df\u904b\u548c\u7dad\u8b77\u2014\u2014\u9019\u4e9b\u6210\u672c\u7121\u4eba\u554f\u6d25\u3002<\/h2>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/jonjones.ai\/wp-content\/uploads\/2026\/10\/rag-pipeline-cost-v2.jpg\" alt=\"RAG\u7ba1\u9053\u6210\u672c\u7d30\u5206\uff1a\u4f4e\u6210\u672c\u5d4c\u5165\u5f0f\u7cfb\u7d71\u8207\u6301\u7e8c\u7dad\u8b77\" \/><\/figure>\n\n<p>\u6240\u6709\u6392\u540d\u9760\u524d\u7684\u6559\u5b78\u90fd\u907f\u800c\u4e0d\u8ac7\u6210\u672c\u3002\u4ee5\u4e0b\u662f\u8a73\u7d30\u7684\u6210\u672c\u660e\u7d30\uff0c\u50f9\u683c\u6578\u64da\u4f86\u81ea OpenAI \u7684\u5b9a\u50f9\u9801\u9762\uff0c\u65e5\u671f\u70ba 2026 \u5e74 10 \u6708 12 \u65e5\u3002.<\/p>\n\n<h3>\u5d4c\u5165\uff1a\u6368\u5165\u8aa4\u5dee<\/h3>\n\n<p>OpenAI \u7684 <code>text-embedding-3-small<\/code> \u5217\u65bc <strong>\u6bcf\u767e\u842c\u4ee3\u5e63 $0.02<\/strong>, \uff0c \u548c <code>text-embedding-3-large<\/code> \u5728 <strong>\u6bcf\u767e\u842c $0.13<\/strong>. \u4ee5\u4e00\u500b\u5be6\u969b\u7684\u5c0f\u578b\u4f01\u696d\u77e5\u8b58\u5eab\u70ba\u4f8b\uff1a2000 \u500b\u6587\u6a94\uff0c\u5e73\u5747\u6bcf\u500b\u6587\u6a94 2500 \u500b\u4ee4\u724c\uff0c\u7e3d\u8a08 500 \u842c\u500b\u4ee4\u724c\u3002.<\/p>\n\n<ul>\n<li>\u5c07\u6240\u6709\u5167\u5bb9\u5d4c\u5165\u5c0f\u578b\u6a21\u578b\u4e2d\uff1a\u95dc\u65bc <strong>$0.10<\/strong>.<\/li>\n<li>\u4f7f\u7528\u5927\u578b\u6a21\u578b\uff1a\u5927\u7d04 <strong>$0.65<\/strong>.<\/li>\n<li>\u5728\u6dfb\u52a0 Anthropic \u98a8\u683c\u7684\u4e0a\u4e0b\u6587\u5340\u584a\u982d\uff0cAnthropic \u4f30\u8a08\u5728\u555f\u7528\u63d0\u793a\u5feb\u53d6\u7684\u60c5\u6cc1\u4e0b\uff0c\u6bcf\u767e\u842c\u500b\u6587\u4ef6\u6a19\u8a18\u5927\u7d04\u9700\u8981 $1.02 \u500b\uff1a\u7d04 <strong>$5<\/strong>, \uff0c \u4e00\u5ea6\u3002.<\/li>\n<\/ul>\n\n<p>\u5d4c\u5165\u554f\u984c\u7684\u6210\u672c\u751a\u81f3\u66f4\u4f4e\u3002\u5982\u679c\u6709\u4eba\u5831\u51fa\u4e00\u500b\u5f88\u9ad8\u7684\u300c\u5d4c\u5165\u6210\u672c\u300d\u5831\u50f9\uff0c\u4e00\u5b9a\u8981\u554f\u9019\u88e1\u9762\u9084\u96b1\u85cf\u8457\u4ec0\u9ebc\u8cbb\u7528\u3002.<\/p>\n\n<h3>\u5132\u5b58\u548c\u8a17\u7ba1\uff1a\u901a\u5e38\u898f\u6a21\u8f03\u5c0f<\/h3>\n\n<p>\u5c0d\u65bc\u5927\u591a\u6578\u5c0f\u578b\u4f01\u696d\u800c\u8a00\uff0c\u6578\u5343\u4efd\u6587\u4ef6\u7684\u5411\u91cf\u7d22\u5f15\u5b8c\u5168\u53ef\u4ee5\u5132\u5b58\u5728Postgres\u8cc7\u6599\u5eab\u4e2d\u3002 <code>pgvector<\/code> \u53ef\u4ee5\u900f\u904e\u64f4\u5145\u6216\u5728\u8a17\u7ba1\u5411\u91cf\u670d\u52d9\u7684\u5165\u9580\u5c64\u5167\u65b0\u589e\u5411\u91cf\u3002\u5982\u679c\u60a8\u5df2\u7d93\u5728\u4f7f\u7528 Postgres\uff0c\u65b0\u589e\u5411\u91cf\u5e7e\u4e4e\u4e0d\u9700\u8981\u984d\u5916\u8cbb\u7528\u3002\u8a17\u7ba1\u5411\u91cf\u8cc7\u6599\u5eab\u6309\u5132\u5b58\u3001\u8b80\u53d6\u548c Pod \u6578\u91cf\u8a08\u8cbb\uff0c\u800c\u4e14\u9019\u4e9b\u5957\u9910\u7d93\u5e38\u8b8a\u52d5\uff0c\u56e0\u6b64\u60a8\u61c9\u8a72\u67e5\u770b\u6700\u65b0\u7684\u5b9a\u50f9\u9801\u9762\uff0c\u800c\u4e0d\u662f\u8f15\u4fe1\u4efb\u4f55\u90e8\u843d\u683c\u6587\u7ae0\u4e2d\u7684\u6578\u5b57\uff0c\u5305\u62ec\u672c\u6587\u4e2d\u7684\u6578\u5b57\u3002.<\/p>\n\n<h3>\u7522\u751f\uff1a\u6bcf\u500b\u554f\u984c\u7684\u5be6\u969b\u6210\u672c<\/h3>\n\n<p>\u6bcf\u500b\u7b54\u6848\u90fd\u6703\u5c07\u554f\u984c\u4ee5\u53ca\u6aa2\u7d22\u5230\u7684\u6587\u5b57\u5340\u584a\u767c\u9001\u7d66\u8a9e\u8a00\u6a21\u578b\u3002\u4e94\u500b\u5305\u542b 400 \u500b\u8a5e\u5143\u7684\u6587\u5b57\u5340\u584a\uff0c\u4e5f\u5c31\u662f\u6bcf\u500b\u554f\u984c 2000 \u500b\u5b57\u5143\u7684\u4e0a\u4e0b\u6587\u8a0a\u606f\uff0c\u4e4b\u5f8c\u6a21\u578b\u624d\u6703\u7522\u751f\u55ae\u5b57\u3002\u4e58\u4ee5\u60a8\u6bcf\u5929\u7684\u554f\u984c\u91cf\u548c\u6a21\u578b\u7684\u8f38\u5165\u6210\u672c\u3002\u9019\u689d\u7dda\u6703\u96a8\u8457\u4f7f\u7528\u91cf\u7684\u589e\u9577\u800c\u589e\u9577\uff0c\u9019\u4e5f\u662f\u70ba\u4ec0\u9ebc\u7cbe\u7c21\u6aa2\u7d22\uff08\u66f4\u5c11\u4f46\u66f4\u9ad8\u8cea\u91cf\u7684\u6587\u672c\u584a\uff09\u65e2\u80fd\u63d0\u9ad8\u6e96\u78ba\u7387\u53c8\u80fd\u7bc0\u7701\u6210\u672c\u7684\u539f\u56e0\u3002.<\/p>\n\n<h3>\u7dad\u4fee\u8cbb\u7528\uff1a\u6c92\u4eba\u6703\u63d0\u53ca\u7684\u5e33\u55ae<\/h3>\n\n<p>\u9019\u5c31\u662f RAG \u7ba1\u7dda\u771f\u6b63\u6210\u672c\u9ad8\u6602\u7684\u5730\u65b9\uff0c\u800c\u4e14\u662f\u4eba\u5de5\u6210\u672c\uff0c\u800c\u4e0d\u662f API \u652f\u51fa\uff1a<\/p>\n\n<ul>\n<li><strong>\u91cd\u65b0\u7d22\u5f15\u3002.<\/strong> \u6bcf\u6b21\u6587\u4ef6\u767c\u751f\u66f4\u6539\uff0c\u90fd\u9700\u8981\u91cd\u65b0\u526a\u4e0b\u3001\u91cd\u65b0\u5d4c\u5165\u5404\u500b\u90e8\u5206\uff0c\u4e26\u522a\u9664\u820a\u90e8\u5206\u3002\u5982\u679c\u6f0f\u6389\u522a\u9664\u6b65\u9a5f\uff0c\u4f60\u7684\u6a5f\u5668\u4eba\u5c31\u6703\u5f15\u7528\u4f60\u4e09\u6708\u5c31\u5df2\u5931\u6548\u7684\u653f\u7b56\u3002.<\/li>\n<li><strong>\u9023\u63a5\u5668\u65b7\u88c2\u3002.<\/strong> Notion\u532f\u51fa\u683c\u5f0f\u767c\u751f\u8b8a\u5316\uff0cSharePoint\u6b0a\u9650\u8b8a\u66f4\uff0cPDF\u7522\u751f\u5668\u66f4\u65b0\u3002\u8cc7\u6599\u5c0e\u5165\u904e\u7a0b\u958b\u59cb\u6084\u7121\u8072\u606f\u5730\u7522\u751f\u7a7a\u8cc7\u6599\u584a\u3002.<\/li>\n<li><strong>\u8a55\u4f30\u504f\u5dee\u3002.<\/strong> \u65b0\u6587\u6a94\u6703\u6539\u8b8a\u820a\u554f\u984c\u7684\u6aa2\u7d22\u7d50\u679c\u3002\u5982\u679c\u6c92\u6709\u6e2c\u8a66\u96c6\uff08\u5f8c\u7e8c\u7ae0\u7bc0\uff09\uff0c\u4f60\u9700\u8981\u5411\u5ba2\u6236\u4e86\u89e3\u72c0\u6cc1\u3002.<\/li>\n<li><strong>\u6a21\u578b\u4e92\u63db\u3002.<\/strong> \u66f4\u6539\u5d4c\u5165\u6a21\u578b\u5f8c\uff0c\u5fc5\u9808\u91cd\u65b0\u5d4c\u5165\u6240\u6709\u5167\u5bb9\u3002\u4f86\u81ea\u4e0d\u540c\u6a21\u578b\u7684\u5411\u91cf\u4e0d\u80fd\u6df7\u5408\u4f7f\u7528\u3002.<\/li>\n<\/ul>\n\n<p>\u5982\u679c\u4f60\u662f\u70ba\u4f01\u696d\u800c\u975e\u500b\u4eba\u5c08\u6848\u9032\u884c\u898f\u5283\uff0c\u90a3\u9ebc\u7dad\u8b77\u6210\u672c\u9019\u4e00\u6b04\u5c31\u662f\u5340\u5206\u7c21\u5831\u7cfb\u7d71\u548c\u6b63\u5f0f\u7cfb\u7d71\u7684\u95dc\u9375\u3002\u9019\u4e5f\u662f\u7576\u6709\u4eba\u8b93\u6211\u9032\u884c\u898f\u5283\u6642\uff0c\u6211\u4e3b\u8981\u95dc\u6ce8\u7684\u5167\u5bb9\u3002 <a href=\"https:\/\/jonjones.ai\/zh\/%e9%a0%90%e7%b4%84%e6%9c%83%e8%ad%b0\/\">\u70ba\u4ed6\u5011\u5efa\u7acb\u7aef\u5230\u7aef\u7684AI\u81ea\u52d5\u5316\u6d41\u7a0b<\/a>\uff1a\u4e0d\u662f\u90a3\u56db\u5341\u884c Python \u7a0b\u5f0f\u78bc\uff0c\u800c\u662f\u8ab0\u6703\u5728\u651d\u53d6\u4e2d\u65b7\u6642\u6ce8\u610f\u5230\u5462\uff1f\u81f3\u65bc\u9019\u9805\u6c7a\u5b9a\u7684\u4eba\u70ba\u56e0\u7d20\uff0c\u9019\u88e1\u6709\u5b8c\u6574\u7684\u5206\u6790\u3002 <a href=\"https:\/\/jonjones.ai\/zh\/%e5%95%86%e6%a5%ad\/%e8%81%98%e8%ab%8b%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e9%96%8b%e7%99%bc%e4%ba%ba%e5%93%a1\/\">\u50f1\u7528\u4eba\u5de5\u667a\u6167\u958b\u767c\u4eba\u54e1\u800c\u4e0d\u662f\u81ea\u5df1\u69cb\u5efa<\/a>, \uff0c \u548c <a href=\"https:\/\/jonjones.ai\/zh\/%e5%95%86%e6%a5%ad\/%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e8%87%aa%e5%8b%95%e5%8c%96%e6%9c%8d%e5%8b%99\/\">\u4f60\u5be6\u969b\u4e0a\u5f9e\u4eba\u5de5\u667a\u6167\u81ea\u52d5\u5316\u670d\u52d9\u4e2d\u8cfc\u8cb7\u7684\u662f\u4ec0\u9ebc<\/a> \u6db5\u84cb\u6240\u6709\u6b0a\u554f\u984c\u3002.<\/p>\n\n<h2>\u4ee3\u7406\u6aa2\u7d22\uff1a\u6211\u7684\u4ee3\u7406\u5be6\u969b\u904b\u884c\u7684 RAG \u7ba1\u9053<\/h2>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/jonjones.ai\/wp-content\/uploads\/2026\/10\/rag-pipeline-agentic-retrieval.jpg\" alt=\"\u667a\u80fd\u9ad4\u6aa2\u7d22\uff1a\u4eba\u5de5\u667a\u6167\u4ee3\u7406\u641c\u5c0b\u7d14\u6587\u5b57\u6a94\u6848\u800c\u975e\u5411\u91cf\u8cc7\u6599\u5eab\" \/><\/figure>\n\n<p>\u9019\u662f\u6536\u64da\u3002 JonOps \u53e2\u96c6\u4e2d\u7684\u6bcf\u500b\u4ee3\u7406\u7a0b\u5f0f\u5728\u57f7\u884c\u958b\u59cb\u6642\u90fd\u6703\u8b80\u53d6\u53e2\u96c6\u5df2\u5b78\u7fd2\u5230\u7684\u4fe1\u606f\uff0c\u9019\u4e9b\u8cc7\u8a0a\u4ee5\u7d14 Markdown \u6a94\u6848\u7684\u5f62\u5f0f\u5132\u5b58\u3002\u4ee5\u4e0b\u662f\u5728 jonjones.ai \u5bb9\u5668\u4e0a\uff0c\u65bc 2026 \u5e74 10 \u6708 12 \u65e5\u6e2c\u5f97\u7684\u6578\u64da\uff1a<\/p>\n\n<ul>\n<li><strong>MEMORY.md\uff1a<\/strong> 2.0 MB\uff0c8,101 \u884c\uff0c284 \u500b\u6709\u65e5\u671f\u7684\u7ae0\u7bc0\u3002.<\/li>\n<li><strong>observations.md\uff1a<\/strong> 6.1 MB\uff0c39,431 \u884c\uff0c1,451 \u500b\u6709\u65e5\u671f\u7684\u7ae0\u7bc0\u3002.<\/li>\n<li><strong>\u904b\u884c\u65e5\u8a8c\uff1a<\/strong> 1631 \u500b\u6587\u4ef6\uff0c8.9 MB\u3002.<\/li>\n<li><strong>\u5411\u91cf\u8cc7\u6599\u5eab\uff1a<\/strong> \u96f6\u3002.<\/li>\n<\/ul>\n\n<p>\u5e73\u539f <code>grep<\/code> \u5169\u500b\u8a18\u61b6\u9ad4\u6a94\u6848\u4e2d\uff0c\u5927\u7d04\u56de\u50b3\u4e86 800 \u842c\u500b\u5b57\u5143\u3002 <strong>13\u6beb\u79d2<\/strong>. \u7121\u9700\u91cd\u5efa\u7d22\u5f15\uff0c\u7121\u9700\u64d4\u5fc3\u5d4c\u5165\u5931\u6548\uff0c\u4e5f\u7121\u9700\u540c\u6b65\u4efb\u52d9\u3002\u7576\u67d0\u500b\u6280\u80fd\u66f4\u65b0\u6587\u4ef6\u6642\uff0c\u4e0b\u6b21\u641c\u5c0b\u5373\u53ef\u7acb\u5373\u751f\u6548\u3002.<\/p>\n\n<h3>\u4ee3\u7406\u5982\u4f55\u6aa2\u7d22<\/h3>\n\n<p>\u8a72\u6a21\u578b\u4e26\u975e\u63a1\u7528\u56fa\u5b9a\u7684\u6d41\u7a0b\uff0c\u800c\u662f\u900f\u904e\u5faa\u74b0\u7684\u65b9\u5f0f\u81ea\u884c\u904b\u884c\u641c\u5c0b\uff1a<\/p>\n\n<pre><code># 1. \u5c0b\u627e\u8207\u6b64\u6280\u80fd\u76f8\u95dc\u7684\u7ae0\u7bc0\uff0c\u6309\u6700\u65b0\u767c\u5e03\u9806\u5e8f\u6392\u5217\uff1agrep -n &quot;^## blog-writer&quot; MEMORY.md | head -5 # 2. \u53ea\u8b80\u53d6\u9019\u4e9b\u7ae0\u7bc0\uff0c\u800c\u4e0d\u662f\u6574\u500b 2 MB \u7684\u6a94\u6848\uff1ased -n 44,75pTPTRY.md\u4f7f\u7528\u4e0a\u6b21\u904b\u884c\u4f7f\u7528\u7684\u78ba\u5207\u95dc\u9375\u5b57\u7e2e\u5c0f\u7bc4\u570d\uff1agrep -n -i &quot;rank math.*cache&quot; MEMORY.md<\/code><\/pre>\n\n<p>\u9019\u5c31\u662f\u6aa2\u7d22\u3001\u589e\u5f37\u548c\u751f\u6210\uff0c\u9019\u4e09\u500b\u5b57\u6bcd\u76f8\u540c\uff0c\u6a21\u578b\u5145\u7576\u81ea\u8eab\u7684\u67e5\u8a62\u898f\u5283\u5668\u3002\u7531\u65bc\u6587\u4ef6\u662f\u7531\u4ee3\u7406\u5beb\u5165\u7684\uff0c\u56e0\u6b64\u5b83\u5011\u4e5f\u662f\u5beb\u5165\u7684\u3002 <em>\u5f85\u6aa2\u7d22<\/em>\uff1a\u6a19\u984c\u6309\u65e5\u671f\u6392\u5e8f\uff0c\u6bcf\u500b\u90e8\u5206\u5c0d\u61c9\u4e00\u9805\u6280\u80fd\uff0c\u4ee5\u53ca\u4e0b\u6b21\u904b\u884c\u5c07\u8981\u641c\u5c0b\u7684\u78ba\u5207\u6b04\u4f4d\u540d\u7a31\u548c\u932f\u8aa4\u4ee3\u78bc\u3002\u6211\u5df2\u5728[\u6b64\u8655\u63d2\u5165\u9023\u7d50]\u4e2d\u4ecb\u7d39\u4e86\u6587\u4ef6\u4f48\u5c40\u3002 <a href=\"https:\/\/jonjones.ai\/zh\/%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7\/%e5%85%8b%e5%8b%9e%e5%be%b7%e9%86%ab%e5%ad%b8%e5%8d%9a%e5%a3%ab%e6%9c%80%e4%bd%b3%e5%af%a6%e8%b8%90\/\">CLAUDE.md \u6700\u4f73\u5be6\u8e10<\/a> \u4ee5\u53ca\u539f\u59cb\u8a18\u61b6\u6a21\u5f0f <a href=\"https:\/\/jonjones.ai\/zh\/%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e8%87%aa%e5%8b%95%e5%8c%96\/%e6%af%8f%e6%97%a5%e6%98%9f%e6%9c%9f%e5%85%ad%e5%bf%ab%e6%8d%b7%e6%96%b9%e5%bc%8f%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e4%bb%a3%e7%90%86%e8%a8%98%e6%86%b6-2026-07-18\/\">\u4e09\u7a2e\u6587\u4ef6\u6280\u5de7\u8ce6\u4e88\u4eba\u5de5\u667a\u6167\u4ee3\u7406\u9577\u671f\u8a18\u61b6\u80fd\u529b<\/a>.<\/p>\n\n<h3>\u5b83\u7684\u4e0d\u8db3\u4e4b\u8655\uff08\u8001\u5be6\u8aaa\uff09<\/h3>\n\n<p>\u9019\u7a2e\u65b9\u6cd5\u78ba\u5be6\u6709\u5c40\u9650\u6027\uff0c\u800c\u6211\u6b63\u597d\u9047\u5230\u4e86\u9019\u4e9b\u5c40\u9650\u6027\uff1a<\/p>\n\n<ul>\n<li><strong>\u540c\u7fa9\u8a5e\u6f0f\u6389\u4e86\u3002.<\/strong> \u5982\u679c\u4e00\u6b21\u904b\u884c\u8f38\u51fa\u201cMetricool \u4ee4\u724c\u904e\u671f\u201d\uff0c\u800c\u4e0b\u4e00\u6b21\u904b\u884c\u641c\u5c0b\u201c\u8eab\u4efd\u9a57\u8b49\u5931\u6557\u201d\uff0c\u201d <code>grep<\/code> \u4ec0\u9ebc\u4e5f\u6c92\u767c\u73fe\u3002\u5d4c\u5165\u7a0b\u5f0f\u78bc\u672c\u4f86\u53ef\u4ee5\u767c\u73fe\u9019\u500b\u554f\u984c\u3002\u7de9\u89e3\u63aa\u65bd\u662f\u898f\u7bc4\u5beb\u4f5c\uff1a\u4f7f\u7528\u4e00\u81f4\u7684\u8853\u8a9e\uff0c\u4e26\u5728\u6bcf\u500b\u7ae0\u7bc0\u958b\u982d\u6dfb\u52a0\u7c21\u77ed\u7684\u6458\u8981\u3002.<\/li>\n<li><strong>\u5e73\u5eb8\u4e4b\u8a9e\u6703\u8b93\u4f60\u4e0d\u77e5\u6240\u63aa\u3002.<\/strong> \u201c\u50c5\u201dMetricool\u201d\u4e00\u8a5e\u5728\u4e00\u500b\u6587\u4ef6\u4e2d\u5339\u914d\u4e86237\u884c\uff0c\u5728\u53e6\u4e00\u500b\u6587\u4ef6\u4e2d\u5339\u914d\u4e861217\u884c\u3002\u4ee3\u7406\u9700\u8981\u7e2e\u5c0f\u5339\u914d\u7bc4\u570d\uff0c\u800c\u6bcf\u6b21\u7e2e\u5c0f\u7bc4\u570d\u90fd\u9700\u8981\u547c\u53eb\u4e00\u6b21\u6a21\u578b\u3002.<\/li>\n<li><strong>\u6587\u4ef6\u5927\u5c0f\u6c92\u6709\u4e0a\u9650\u3002.<\/strong> 9\u6708\u4e2d\u65ec\u6642MEMORY.md\u6a94\u6848\u5927\u7d040.7MB\uff0c\u73fe\u5728\u5df2\u7d932.0MB\u4e86\u3002\u666e\u901a\u6a94\u6848\u4e0d\u6703\u81ea\u52d5\u5efa\u7acb\u7d22\u5f15\uff0c\u4e5f\u4e0d\u6703\u81ea\u52d5\u6e05\u7406\u3002\u58d3\u7e2e\u6587\u4ef6\u5df2\u7d93\u5217\u5165\u5f85\u8fa6\u4e8b\u9805\uff0c\u9019\u76f8\u7576\u65bc\u6211\u6240\u8aaa\u7684\u7dad\u8b77\u8cbb\u7528\u3002.<\/li>\n<\/ul>\n\n<p>\u6240\u4ee5\u9019\u4e9b\u4ee3\u7406\u5546\u4e26\u975e\u53cd\u5c0d RAG\u3002\u4ed6\u5011\u53ea\u662f\u63a1\u7528\u4e86\u9069\u5408\u7684\u6aa2\u7d22\u65b9\u6cd5\u3002 <em>\u4ed6\u5011\u7684<\/em> \u7d50\u69cb\uff1a\u4e00\u500b\u667a\u80fd\u9ad4\u95b1\u8b80\u5668\u3001\u7cbe\u78ba\u7684\u6280\u8853\u6587\u672c\u3001\u6301\u7e8c\u7684\u5beb\u4f5c\u4efb\u52d9\uff0c\u4ee5\u53ca\u667a\u80fd\u9ad4\u81ea\u884c\u7de8\u5beb\u7684\u8a9e\u6599\u5eab\u3002\u5982\u679c\u5176\u4e2d\u4efb\u4f55\u4e00\u9805\u767c\u751f\u6539\u8b8a\uff08\u4f8b\u5982\uff0c\u4e00\u500b\u9762\u5411\u5ba2\u6236\u7684\u6a5f\u5668\u4eba\u9700\u8981\u95b1\u8b80\u8d85\u904e 5000 \u7bc7\u4eba\u5de5\u64b0\u5beb\u7684\u5e6b\u52a9\u6587\u7ae0\uff09\uff0c\u6211\u6703\u6beb\u4e0d\u7336\u8c6b\u5730\u6839\u64da\u524d\u9762\u7684\u7ae0\u7bc0\u69cb\u5efa\u6df7\u5408 RAG \u6d41\u6c34\u7dda\u3002\u5982\u679c\u60a8\u662f\u5f9e\u7121\u7a0b\u5f0f\u78bc\u958b\u767c\u7684\u89d2\u5ea6\u51fa\u767c\uff0c, <a href=\"https:\/\/jonjones.ai\/zh\/%e8%87%aa%e5%8b%95%e5%8c%96\/flowise-ai\/\">Flowise\u9077\u79fb\u8def\u5f91<\/a> \u5c55\u793a\u5982\u4f55\u5c07\u53ef\u8996\u5316\u7684 RAG \u6d41\u7a0b\u5716\u8f49\u63db\u70ba\u57fa\u65bc\u7a0b\u5f0f\u78bc\u7684\u4ee3\u7406\u7a0b\u5f0f\u3002.<\/p>\n\n<h2>\u5982\u4f55\u5728\u4fe1\u4efb RAG \u7ba1\u7dda\u4e4b\u524d\u9032\u884c\u6e2c\u8a66<\/h2>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/jonjones.ai\/wp-content\/uploads\/2026\/10\/rag-pipeline-testing.jpg\" alt=\"\u4f7f\u7528\u5305\u542b 20 \u984c\u76ee\u7684\u8a55\u4f30\u96c6\u6e2c\u8a66 RAG \u6d41\u7a0b\" \/><\/figure>\n\n<p>\u5927\u591a\u6578 RAG \u6d41\u6c34\u7dda\u90fd\u662f\u6191\u611f\u89ba\u767c\u5e03\u7684\uff1a\u6709\u4eba\u554f\u4e86\u4e94\u500b\u554f\u984c\uff0c\u7b54\u6848\u770b\u8d77\u4f86\u4e0d\u932f\uff0c\u5c31\u767c\u5e03\u4e86\u3002\u7136\u5f8c\u7b2c\u516d\u500b\u554f\u984c\u5c31\u5192\u51fa\u4f86\u500b\u6298\u6263\u3002\u9019\u5c31\u662f\u6700\u5c0f\u53ef\u884c\u6e2c\u8a66\uff0c\u800c\u4e14\u9084\u8981\u82b1\u4e00\u500b\u4e0b\u5348\u7684\u6642\u9593\u3002.<\/p>\n\n<h3>\u5efa\u69cb\u4e00\u500b\u5305\u542b 20 \u500b\u554f\u984c\u7684\u9ec3\u91d1\u984c\u96c6<\/h3>\n\n<p>\u5beb\u4e0b 20 \u4f4d\u4f7f\u7528\u8005\u5be6\u969b\u63d0\u51fa\u7684\u771f\u5be6\u554f\u984c\uff08\u9019\u4e9b\u554f\u984c\u61c9\u4f86\u81ea\u60a8\u7684\u6536\u4ef6\u5323\u6216\u5ba2\u670d\u7cfb\u7d71\uff0c\u800c\u4e0d\u662f\u6191\u7a7a\u60f3\u50cf\uff09\u3002\u91dd\u5c0d\u6bcf\u500b\u554f\u984c\uff0c\u8a18\u9304\u4ee5\u4e0b\u5169\u9805\u5167\u5bb9\uff1a <strong>\u54ea\u500b\u6587\u4ef6\u53ef\u4ee5\u56de\u7b54\u9019\u500b\u554f\u984c\uff1f<\/strong> \u548c <strong>\u6b63\u78ba\u7b54\u6848\u662f\u4ec0\u9ebc\uff1f<\/strong>. \u81f3\u5c11\u5305\u62ec\uff1a<\/p>\n\n<ul>\n<li>5 \u500b\u7cbe\u78ba\u67e5\u627e\u554f\u984c\uff08\u50f9\u683c\u3001\u4ee3\u78bc\u3001\u65e5\u671f\uff09\u3002.<\/li>\n<li>5 \u500b\u6539\u5beb\u5f8c\u7684\u554f\u984c\uff0c\u4f7f\u7528\u4e86\u8207\u6587\u4ef6\u4e2d\u4e0d\u540c\u7684\u5b57\u8a5e\u3002.<\/li>\n<li>5 \u500b\u591a\u90e8\u5206\u554f\u984c\uff0c\u9700\u8981\u5169\u4efd\u6587\u4ef6\u3002.<\/li>\n<li>\u4f60\u7684\u6587\u4ef6\u4e2d\u7684 5 \u500b\u554f\u984c <em>\u4e0d\u80fd<\/em> \u7b54\u6848\u3002\u9019\u4e9b\u6e2c\u8a66\u7cfb\u7d71\u662f\u5426\u6703\u56de\u7b54\u300c\u6211\u4e0d\u77e5\u9053\u300d\u3002\u201c<\/li>\n<\/ul>\n\n<h3>\u5206\u5225\u9032\u884c\u5206\u6578\u6aa2\u7d22\u548c\u7522\u751f\u3002<\/h3>\n\n<p>\u9019\u662f\u5927\u591a\u6578\u5718\u968a\u90fd\u6703\u5ffd\u7565\u7684\u6b65\u9a5f\uff0c\u4e5f\u662f\u4ed6\u5011\u7121\u6cd5\u89e3\u6c7a\u4efb\u4f55\u554f\u984c\u7684\u539f\u56e0\u3002\u5c0d\u65bc\u6bcf\u500b\u554f\u984c\uff0c\u8acb\u5206\u5225\u6aa2\u67e5\u4ee5\u4e0b\u5169\u9805\uff1a<\/p>\n\n<ol>\n<li><strong>\u6aa2\u7d22\u7d50\u679c\uff1a<\/strong> \u4ea4\u7d66\u6a21\u578b\u7684\u6587\u4ef6\u5340\u584a\u4e2d\uff0c\u6709\u6c92\u6709\u6b63\u78ba\u7684\u90a3\u4e00\u4efd\uff1f\u662f\u6216\u5426\u3002.<\/li>\n<li><strong>\u7b54\u6848\u6b63\u78ba\u6027\uff1a<\/strong> \u6700\u7d42\u7b54\u6848\u662f\u5426\u6b63\u78ba\uff1f\u5f15\u7528\u7684\u4f86\u6e90\u662f\u5426\u6b63\u78ba\uff1f<\/li>\n<\/ol>\n\n<p>\u7136\u5f8c\u5206\u6790\u6a21\u5f0f\u3002\u5982\u679c\u6aa2\u7d22\u5931\u6557\u4e14\u7b54\u6848\u932f\u8aa4\uff0c\u5247\u8868\u793a\u641c\u5c0b\u6709\u554f\u984c\uff0c\u9700\u8981\u4fee\u5fa9\u5206\u584a\u3001\u5143\u8cc7\u6599\u3001\u6df7\u5408\u641c\u5c0b\u6216\u91cd\u65b0\u6392\u540d\u7b49\u554f\u984c\u3002\u5982\u679c\u6aa2\u7d22\u6210\u529f\u4f46\u7b54\u6848\u932f\u8aa4\uff0c\u5247\u8868\u793a\u7522\u751f\u6709\u554f\u984c\uff0c\u9700\u8981\u4fee\u5fa9\u63d0\u793a\u8cc7\u8a0a\u3001\u6e1b\u5c11\u5206\u584a\u6578\u91cf\u6216\u5f37\u5236\u5f15\u7528\u3002\u5982\u679c\u4e94\u500b\u7121\u6cd5\u56de\u7b54\u7684\u554f\u984c\u4e2d\u6709\u4e00\u500b\u6709\u5b89\u5168\u554f\u984c\uff0c\u5247\u8868\u793a\u6709\u5b89\u5168\u554f\u984c\uff0c\u5fc5\u9808\u4fee\u5fa9\u5f8c\u624d\u80fd\u767c\u5e03\u3002.<\/p>\n\n<h3>\u6bcf\u6b21\u66f4\u6539\u5f8c\u90fd\u8981\u91cd\u65b0\u904b\u884c\u3002<\/h3>\n\n<p>\u65b0\u6587\u4ef6\u3001\u65b0\u8cc7\u6599\u584a\u5927\u5c0f\u3001\u65b0\u5d4c\u5165\u6a21\u578b\u3001\u65b0\u63d0\u793a\uff1a\u91cd\u65b0\u904b\u884c 20 \u6b21\u3002\u8173\u672c\u7de8\u5beb\u5b8c\u6210\u5f8c\u53ea\u9700\u5e7e\u5206\u9418\uff0c\u800c\u4e14\u9019\u662f\u4f60\u552f\u4e00\u80fd\u7528\u4f86\u9810\u8b66\u504f\u5dee\u7684\u65e9\u671f\u9810\u8b66\u7cfb\u7d71\u3002\u6211\u7684\u53e2\u96c6\u57f7\u884c\u7684\u662f\u4ee3\u7406\u7684\u985e\u4f3c\u64cd\u4f5c\u3002\u6bcf\u6b21\u904b\u884c\u90fd\u5fc5\u9808\u4ee5\u6a5f\u5668\u53ef\u8b80\u7684\u7d50\u679c\u884c\u7d50\u675f\uff0c\u4e26\u4e14\u6bcf\u665a\u90fd\u6703\u904b\u884c\u4e00\u500b\u76e3\u63a7\u7a0b\u5e8f\u4f86\u6838\u5c0d\u8a08\u5283\u8207\u5be6\u969b\u767c\u751f\u7684\u60c5\u6cc1\u3002\u540c\u6a23\u7684\u539f\u5247\uff1a\u6c38\u9060\u4e0d\u8981\u76f8\u4fe1\u4f60\u6c92\u6709\u6e2c\u91cf\u904e\u7684\u7cfb\u7d71\u3002.<\/p>\n\n<h2>RAG\u7ba1\u9053\u5e38\u898b\u554f\u984c\u89e3\u7b54<\/h2>\n\n<h3>\u73fe\u5728\u4e0a\u4e0b\u6587\u8996\u7a97\u9019\u9ebc\u5927\uff0cRAG \u662f\u5426\u5df2\u7d93\u904e\u6642\u4e86\uff1f<\/h3>\n<p>\u4e0d\uff0c\u4f46\u5b83\u7684\u9810\u8a2d\u72c0\u614b\u662f\u9019\u6a23\u7684\u3002\u8f03\u9577\u7684\u4e0a\u4e0b\u6587\u4f7f\u5f97\u300c\u76f4\u63a5\u8cbc\u4e0a\u300d\u5c0d\u65bc\u5c0f\u578b\u8a9e\u6599\u5eab\u4f86\u8aaa\u662f\u53ef\u884c\u7684\uff0c\u800c\u667a\u6167\u641c\u5c0b\u4f7f\u5f97\u300c\u8b93\u6a21\u578b\u9032\u884c\u641c\u5c0b\u300d\u5c0d\u65bc\u6280\u8853\u8a9e\u6599\u5eab\u4f86\u8aaa\u662f\u53ef\u884c\u7684\u3002\u5c0d\u65bc\u9700\u8981\u4e00\u6b21\u6027\u56de\u7b54\u7684\u5927\u578b\u3001\u6a21\u7cca\u3001\u624b\u52d5\u7de8\u5beb\u7684\u77e5\u8b58\u5eab\uff08\u4f8b\u5982\u5ba2\u6236\u652f\u63f4\uff09\uff0c\u7d93\u5178\u7684 RAG \u6d41\u7a0b\u4ecd\u7136\u662f\u6700\u4f73\u9078\u64c7\u3002.<\/p>\n\n<h3>\u5efa\u69cb RAG \u7ba1\u7dda\u9700\u8981\u5411\u91cf\u8cc7\u6599\u5eab\u55ce\uff1f<\/h3>\n<p>\u4e0d\u4e00\u5b9a\u3002\u5c0d\u65bc\u5c0f\u578b\u8a9e\u6599\u5eab\u800c\u8a00\uff0c, <code>pgvector<\/code> \u5728\u73fe\u6709\u7684 Postgres \u8cc7\u6599\u5eab\u4e2d\u9032\u884c\u641c\u5c0b\u5c31\u8db3\u5920\u4e86\u3002\u5c0d\u65bc\u8655\u7406\u6280\u8853\u6587\u5b57\u7684\u4ee3\u7406\u5de5\u4f5c\u6d41\u7a0b\uff0c\u7d14\u6587\u4ef6\u641c\u5c0b\u7684\u6548\u80fd\u53ef\u80fd\u5b8c\u5168\u512a\u65bc\u5d4c\u5165\u641c\u5c0b\u3002\u53ea\u6709\u7576\u80fd\u5920\u6307\u51fa\u76ee\u524d\u641c\u5c0b\u5931\u6557\u7684\u67e5\u8a62\u6642\uff0c\u624d\u9700\u8981\u65b0\u589e\u5c08\u7528\u7684\u5411\u91cf\u8cc7\u6599\u5eab\u3002.<\/p>\n\n<h3>\u7528 LangChain \u9084\u662f\u81ea\u5df1\u5beb\uff1f<\/h3>\n<p>\u6846\u67b6\u5c0d\u65bc\u539f\u578b\u958b\u767c\u4f86\u8aaa\u901f\u5ea6\u5f88\u5feb\uff0c\u800c\u4e14\u5b83\u63d0\u4f9b\u7684\u62bd\u8c61\u5c64\u6700\u7d42\u6703\u8b93\u4f60\u66f4\u5bb9\u6613\u8abf\u8a66\u3002\u5c0d\u65bc\u751f\u7522\u74b0\u5883\u4e2d\u7684 RAG \u7ba1\u7dda\uff0c\u8a31\u591a\u5718\u968a\u6700\u7d42\u6703\u5728\u5d4c\u5165\u5f0f API\u3001\u8cc7\u6599\u5eab\u548c\u91cd\u6392\u5e8f\u5668\u5468\u570d\u7de8\u5beb\u4e00\u5c64\u8584\u8584\u7684\u81ea\u8a02\u7a0b\u5f0f\u78bc\u3002\u4f7f\u7528\u6700\u5feb\u7684\u6846\u67b6\u9032\u884c\u539f\u578b\u958b\u767c\uff0c\u7136\u5f8c\u53ea\u4fdd\u7559\u4f60\u7406\u89e3\u7684\u90e8\u5206\u3002.<\/p>\n\n<h3>\u5982\u4f55\u963b\u6b62\u6211\u7684 RAG 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