{"id":98097,"date":"2026-08-31T06:49:14","date_gmt":"2026-08-30T22:49:14","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/98097.html"},"modified":"2026-08-31T06:49:14","modified_gmt":"2026-08-30T22:49:14","slug":"%e7%94%a8%e6%88%b7%e8%ae%b0%e5%bf%86%e4%b8%8e%e7%9f%a5%e8%af%86%e5%ba%93%e7%9a%84%e5%b7%a5%e7%a8%8b%e5%ae%9e%e8%b7%b5%ef%bc%9a%e4%bb%8e-rag-%e5%88%b0%e6%99%ba%e8%83%bd%e4%bd%93%e5%8c%96%e6%a3%80","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/98097.html","title":{"rendered":"\u7528\u6237\u8bb0\u5fc6\u4e0e\u77e5\u8bc6\u5e93\u7684\u5de5\u7a0b\u5b9e\u8df5\uff1a\u4ece RAG \u5230\u667a\u80fd\u4f53\u5316\u68c0\u7d22\u7684\u6280\u672f\u4f53\u7cfb"},"content":{"rendered":"<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260830224910-6a94b36642059.jpg\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h2>\u7528\u6237\u8bb0\u5fc6\u4e0e\u77e5\u8bc6\u5e93\u7684\u5de5\u7a0b\u5b9e\u8df5&#xff1a;\u4ece RAG \u5230\u667a\u80fd\u4f53\u5316\u68c0\u7d22\u7684\u6280\u672f\u4f53\u7cfb<\/h2>\n<p>\u672c\u6587\u57fa\u4e8e\u5f00\u6e90\u6280\u672f\u4e66\u300a\u6df1\u5165\u7406\u89e3 AI Agent\u300b\u7b2c\u4e09\u7ae0&#xff0c;\u7cfb\u7edf\u68b3\u7406 Agent \u8de8\u4f1a\u8bdd\u7684\u6301\u4e45\u5316\u77e5\u8bc6\u4f53\u7cfb\u3002\u8be5\u7ae0\u5c06\u4e0a\u4e0b\u6587\u7ba1\u7406\u4ece\u5355\u6b21\u4f1a\u8bdd\u6269\u5c55\u5230\u8de8\u4f1a\u8bdd\u573a\u666f&#xff0c;\u6db5\u76d6\u7528\u6237\u8bb0\u5fc6\u7cfb\u7edf\u7684\u56db\u79cd\u5b58\u50a8\u683c\u5f0f\u3001RAG \u5b8c\u6574\u6280\u672f\u6808\u3001\u7ed3\u6784\u5316\u7d22\u5f15\u65b9\u6cd5\u3001\u667a\u80fd\u4f53\u5316 RAG&#xff0c;\u4ee5\u53ca\u77e5\u8bc6\u66f4\u65b0\u7684\u5b89\u5168\u673a\u5236\u3002\u4e24\u4e2a\u5c3a\u5ea6\u2014\u2014\u9762\u5411\u4e2a\u4eba\u7684\u7528\u6237\u8bb0\u5fc6\u548c\u9762\u5411\u7fa4\u4f53\u7684\u5171\u4eab\u77e5\u8bc6\u5e93\u2014\u2014\u5171\u7528\u8bb8\u591a\u5e95\u5c42\u6280\u672f&#xff0c;\u4e5f\u9762\u4e34\u540c\u6837\u7684\u5de5\u7a0b\u6311\u6218\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260830224911-6a94b3674c951.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>\u7528\u6237\u8bb0\u5fc6\u7cfb\u7edf&#xff1a;\u4ece\u8f68\u8ff9\u5230\u957f\u671f\u8bb0\u5fc6<\/h3>\n<p>Agent \u8981\u8de8\u4f1a\u8bdd\u63d0\u4f9b\u4e2a\u6027\u5316\u670d\u52a1&#xff0c;\u9700\u8981\u4e00\u5c42\u6301\u4e45\u7684\u7528\u6237\u8bb0\u5fc6\u3002\u8fd9\u5c42\u8bb0\u5fc6\u4e0d\u4fdd\u5b58\u6bcf\u53e5\u5bf9\u8bdd&#xff0c;\u800c\u662f\u7528\u989d\u5916\u7684 LLM \u8c03\u7528\u63d0\u53d6\u3001\u538b\u7f29\u5e76\u5ba1\u67e5\u5bf9\u672a\u6765\u6709\u7528\u7684\u4e8b\u5b9e\u3002<\/p>\n<h4>\u8bb0\u5fc6\u7684\u5c42\u6b21\u7ed3\u6784<\/h4>\n<p>\u8bb0\u5fc6\u7cfb\u7edf\u6309\u65f6\u95f4\u5c3a\u5ea6\u5206\u4e3a\u4e0d\u540c\u5c42\u6b21&#xff1a;\u8f68\u8ff9\u662f\u4e00\u6b21 Agent \u8fd0\u884c\u8fc7\u7a0b\u4e2d\u7684\u5b8c\u6574\u5386\u53f2\u8bb0\u5f55&#xff0c;\u6309\u65f6\u95f4\u987a\u5e8f\u6392\u5217\u3001\u53ea\u589e\u4e0d\u6539&#xff0c;\u4e3a Agent \u51b3\u7b56\u63d0\u4f9b\u5373\u65f6\u4e0a\u4e0b\u6587\u3002\u7528\u6237\u957f\u671f\u8bb0\u5fc6\u5219\u662f\u8de8\u4f1a\u8bdd\u3001\u8de8\u5b9e\u4f8b\u7684\u6301\u4e45\u5316\u5b58\u50a8&#xff0c;\u4ee5\u952e\u503c\u5bf9\u5f62\u5f0f\u4e0e\u7279\u5b9a\u7528\u6237 ID \u7ed1\u5b9a&#xff0c;\u4f1a\u88ab\u53cd\u590d\u6539\u5199\u3001\u5408\u5e76\u3001\u6dd8\u6c70\u3002\u524d\u8005\u662f\u6d41\u6c34\u8d26&#xff0c;\u540e\u8005\u662f\u6863\u6848\u3002<\/p>\n<h4>\u56db\u79cd\u6e10\u8fdb\u5f0f\u5b58\u50a8\u683c\u5f0f<\/h4>\n<p>\u540c\u4e00\u6761\u7528\u6237\u4fe1\u606f&#xff0c;\u53ef\u4ee5\u7528\u4e0d\u540c\u7c92\u5ea6\u548c\u7ed3\u6784\u6765\u8868\u793a\u3002\u8be5\u7ae0\u4ecb\u7ecd\u4e86\u56db\u79cd\u6e10\u8fdb\u5f0f\u7684\u5b58\u50a8\u683c\u5f0f&#xff1a;<br \/>\n<img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260830224911-6a94b367917cd.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<ul>\n<li>Simple Notes&#xff1a;\u6bcf\u6761\u8bb0\u5fc6\u662f\u4e00\u4e2a\u6700\u5c0f\u4e0d\u53ef\u518d\u5206\u7684\u4e8b\u5b9e&#xff08;\u5982&#034;\u7528\u6237\u90ae\u7bb1&#xff1a;john&#064;example.com&#034;&#xff09;&#xff0c;\u5f00\u9500\u6781\u4f4e\u4f46\u4fe1\u606f\u5173\u8054\u6027\u5b8c\u5168\u4e22\u5931\u3002<\/li>\n<li>Enhanced Notes&#xff1a;\u5c06\u6bcf\u6761\u8bb0\u5fc6\u4fdd\u5b58\u4e3a\u5305\u542b\u5b8c\u6574\u4e0a\u4e0b\u6587\u7684\u6bb5\u843d&#xff0c;\u4fdd\u7559\u53d9\u4e8b\u7ed3\u6784\u548c\u8bed\u4e49\u5b8c\u6574\u6027&#xff0c;\u4f46\u5b58\u5728\u5b58\u50a8\u5197\u4f59\u548c\u66f4\u65b0\u590d\u6742\u95ee\u9898\u3002<\/li>\n<li>JSON Cards&#xff1a;\u4e09\u5c42\u5d4c\u5957\u7ed3\u6784&#xff08;\u7c7b\u522b-\u5b50\u7c7b\u522b-\u952e\u503c\u5bf9&#xff09;&#xff0c;\u652f\u6301\u90e8\u5206\u66f4\u65b0&#xff0c;\u4f46\u521a\u6027\u7ed3\u6784\u5047\u8bbe\u4fe1\u606f\u53ef\u6e05\u6670\u5206\u7c7b\u3002<\/li>\n<li>Advanced JSON Cards&#xff1a;\u52a0\u5165\u6765\u6e90\u53d9\u4e8b\u80cc\u666f&#xff08;backstory&#xff09;\u3001\u4e3b\u4f53\u8eab\u4efd&#xff08;person&#xff09;\u3001\u4e0e\u7528\u6237\u5173\u7cfb&#xff08;relationship&#xff09;\u548c\u65f6\u95f4\u6233&#xff0c;\u89e3\u51b3\u4e86\u6d88\u6b67\u95ee\u9898\u3002<\/li>\n<\/ul>\n<p>\u5b9e\u8df5\u4e2d\u7684\u9009\u62e9\u6807\u51c6\u662f&#xff1a;\u5173\u952e\u4e14\u5c11\u91cf\u7684\u6570\u636e\u7528 Advanced JSON Cards \u4ee5\u4fdd\u8bc1\u53ef\u68c0\u7d22\u6027&#xff1b;\u5927\u91cf\u4e14\u975e\u5173\u952e\u7684\u5bf9\u8bdd\u4e8b\u5b9e\u7528 Simple Notes \u4ee5\u964d\u4f4e\u6210\u672c&#xff1b;\u591a\u6570\u751f\u4ea7\u7cfb\u7edf\u91c7\u7528\u6df7\u5408\u6a21\u5f0f\u3002<\/p>\n<h4>\u8bb0\u5fc6\u80fd\u529b\u7684\u4e09\u5c42\u6b21\u8bc4\u4f30\u6846\u67b6<\/h4>\n<p>\u8be5\u7ae0\u5efa\u7acb\u4e86\u8861\u91cf\u8bb0\u5fc6\u7cfb\u7edf\u80fd\u529b\u7684\u4e09\u5c42\u6b21\u6846\u67b6&#xff1a;<\/p>\n<ul>\n<li>\u7b2c\u4e00\u5c42&#xff08;\u57fa\u7840\u56de\u5fc6&#xff09;&#xff1a;\u51c6\u786e\u5b58\u50a8\u548c\u68c0\u7d22\u7528\u6237\u76f4\u63a5\u63d0\u4f9b\u7684\u3001\u7ed3\u6784\u5316\u7684\u3001\u65e0\u6b67\u4e49\u7684\u4fe1\u606f<\/li>\n<li>\u7b2c\u4e8c\u5c42&#xff08;\u591a\u4f1a\u8bdd\u68c0\u7d22&#xff09;&#xff1a;\u5728\u591a\u6bb5\u4f1a\u8bdd\u4e2d\u68c0\u7d22\u6240\u6709\u76f8\u5173\u4fe1\u606f\u5e76\u63a8\u7406\u5224\u65ad&#xff08;\u5982\u4e24\u8f86\u8f66\u7684\u7528\u6237\u8981\u9884\u7ea6\u4fdd\u517b\u65f6\u4e3b\u52a8\u8be2\u95ee\u662f\u54ea\u8f86&#xff09;<\/li>\n<li>\u7b2c\u4e09\u5c42&#xff08;\u4e3b\u52a8\u670d\u52a1&#xff09;&#xff1a;\u7efc\u5408\u6765\u81ea\u591a\u4e2a\u4f1a\u8bdd\u7684\u4fe1\u606f&#xff0c;\u63d0\u4f9b\u5177\u6709\u9884\u89c1\u6027\u7684\u4e3b\u52a8\u5e2e\u52a9&#xff08;\u5982\u53d1\u73b0\u62a4\u7167\u5373\u5c06\u8fc7\u671f\u5e76\u53d1\u51fa\u9884\u8b66&#xff09;<\/li>\n<\/ul>\n<p>\u8fd9\u4e2a\u6846\u67b6\u8d2f\u7a7f\u5168\u7ae0\u2014\u2014\u540e\u6587\u7684\u5b9e\u9a8c\u90fd\u7528\u5b83\u6765\u8861\u91cf\u68c0\u7d22\u6280\u672f\u5bf9\u8bb0\u5fc6\u80fd\u529b\u7684\u63d0\u5347\u3002<\/p>\n<h4>\u8bb0\u5fc6\u6846\u67b6\u6848\u4f8b&#xff1a;Mem0 \u4e0e Memobase<\/h4>\n<p>\u5f00\u6e90\u793e\u533a\u5df2\u51fa\u73b0\u591a\u4e2a\u4e13\u95e8\u7684\u8bb0\u5fc6\u7ba1\u7406\u6846\u67b6\u3002Mem0 \u7ecf\u5386\u4e86\u4ece&#034;\u5199\u5165\u65f6\u6d88\u6b67&#034;\u5230&#034;\u68c0\u7d22\u65f6\u63a8\u7406&#034;\u7684\u6f14\u8fdb&#xff1a;2025 \u5e74\u7248\u672c\u628a\u51b2\u7a81\u5904\u7406\u653e\u5728\u5199\u5165\u9636\u6bb5&#xff08;ADD\/UPDATE\/DELETE\/NOOP&#xff09;&#xff0c;2026 \u5e74 v3 \u6539\u4e3a\u4ec5\u505a ADD\u3001\u5728\u68c0\u7d22\u65f6\u878d\u5408\u8bed\u4e49\u76f8\u4f3c\u5ea6\u3001BM25 \u548c\u5b9e\u4f53\u5339\u914d\u5e76\u6309\u65f6\u95f4\u6392\u5e8f\u3002Memobase \u5219\u805a\u7126&#034;\u7528\u6237\u753b\u50cf&#034;\u5f62\u6001&#xff0c;\u628a\u7528\u6237\u8bb0\u5fc6\u5206\u4e3a\u53ef\u914d\u7f6e\u69fd\u4f4d\u7684\u7528\u6237\u753b\u50cf\u548c\u6309\u65f6\u95f4\u7ebf\u8bb0\u5f55\u7684\u4e8b\u4ef6\u8bb0\u5fc6&#xff0c;\u91c7\u7528\u7f13\u51b2\u6279\u5904\u7406\u7b56\u7565\u644a\u8584 LLM \u8c03\u7528\u6210\u672c\u3002<\/p>\n<h4>\u8ba4\u77e5\u79d1\u5b66\u57fa\u7840<\/h4>\n<p>\u8be5\u7ae0\u4ece\u8ba4\u77e5\u79d1\u5b66\u89c6\u89d2\u8865\u5145\u4e86\u8bb0\u5fc6\u5185\u5bb9\u7c7b\u578b\u7684\u7406\u89e3&#xff1a;\u60c5\u666f\u8bb0\u5fc6&#xff08;\u5177\u4f53\u4e8b\u4ef6&#xff09;\u3001\u8bed\u4e49\u8bb0\u5fc6&#xff08;\u4e00\u822c\u6027\u77e5\u8bc6&#xff09;\u548c\u7a0b\u5e8f\u8bb0\u5fc6&#xff08;\u884c\u4e3a\u6d41\u7a0b&#xff09;&#xff0c;\u5206\u522b\u5bf9\u5e94 Agent \u4e2d\u7684\u4e8b\u4ef6\u8bb0\u5f55\u3001\u7528\u6237\u504f\u597d\u548c\u64cd\u4f5c\u6d41\u7a0b\u3002\u4e09\u5957\u5206\u7c7b\u4f53\u7cfb&#xff08;\u8bb0\u5fc6\u5c42\u6b21\u3001\u5b58\u50a8\u683c\u5f0f\u3001\u8ba4\u77e5\u7c7b\u578b&#xff09;\u662f\u6b63\u4ea4\u7ef4\u5ea6&#xff0c;\u53ef\u4ee5\u81ea\u7531\u7ec4\u5408\u3002<\/p>\n<h3>RAG \u57fa\u7840&#xff1a;\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u7684\u6280\u672f\u6808<\/h3>\n<p>RAG \u7684\u6838\u5fc3\u601d\u60f3\u662f\u5c06 LLM \u7684\u751f\u6210\u80fd\u529b\u4e0e\u5916\u90e8\u77e5\u8bc6\u5e93\u7684\u5e7f\u5ea6\u548c\u65f6\u6548\u6027\u76f8\u7ed3\u5408\u3002\u6838\u5fc3\u6d41\u7a0b\u662f&#xff1a;\u68c0\u7d22\u76f8\u5173\u7247\u6bb5 &#8211; \u6ce8\u5165\u4e0a\u4e0b\u6587 &#8211; LLM \u57fa\u4e8e\u4e0a\u4e0b\u6587\u751f\u6210\u7b54\u6848\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260830224911-6a94b367d9fd3.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h4>\u6587\u6863\u5206\u5757<\/h4>\n<p>\u5728\u80fd\u591f\u68c0\u7d22\u4e4b\u524d&#xff0c;\u9700\u8981\u628a\u957f\u6587\u6863\u5207\u6210\u9002\u5408\u72ec\u7acb\u68c0\u7d22\u7684\u7247\u6bb5\u3002\u5e38\u89c1\u7b56\u7565\u6709\u4e09\u7c7b&#xff1a;\u56fa\u5b9a\u5927\u5c0f\u5207\u5206&#xff08;\u7b80\u5355\u4f46\u65e0\u89c6\u6587\u6863\u7ed3\u6784&#xff09;\u3001\u9012\u5f52\/\u7ed3\u6784\u611f\u77e5\u5207\u5206&#xff08;\u6309\u81ea\u7136\u8fb9\u754c\u9012\u5f52\u5207\u5206&#xff0c;\u662f\u751f\u4ea7\u7cfb\u7edf\u9ed8\u8ba4\u9009\u62e9&#xff09;\u548c\u8bed\u4e49\u5207\u5206&#xff08;\u5728\u8bed\u4e49&#034;\u65ad\u5d16&#034;\u5904\u4e0b\u5200&#xff0c;\u8d28\u91cf\u66f4\u9ad8\u4f46\u9700\u989d\u5916\u5d4c\u5165\u8ba1\u7b97&#xff09;\u3002<\/p>\n<p>\u5757\u5927\u5c0f\u4e0e\u91cd\u53e0\u91cf\u7684\u9009\u62e9\u662f\u4e00\u5bf9\u5178\u578b\u6743\u8861&#xff1a;\u592a\u5c0f\u8bed\u4e49\u6a21\u7cca&#xff0c;\u592a\u5927\u7a00\u91ca\u68c0\u7d22\u7cbe\u5ea6\u3002\u8be5\u7ae0\u8fd8\u57cb\u4e0b\u4e00\u4e2a\u4f0f\u7b14\u2014\u2014\u5206\u5757\u4f1a\u5207\u65ad\u7247\u6bb5\u4e0e\u539f\u59cb\u4e0a\u4e0b\u6587\u7684\u8054\u7cfb&#xff0c;&#034;\u8be5\u516c\u53f8&#034;\u6307\u4ee3\u8c01\u8fd9\u7c7b\u4fe1\u606f\u7559\u5728\u4e86\u5757\u5916\u9762&#xff0c;\u540e\u6587&#034;\u4e0a\u4e0b\u6587\u611f\u77e5\u68c0\u7d22&#034;\u4e00\u8282\u5c06\u6b63\u9762\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u3002<\/p>\n<h4>\u7a20\u5bc6\u5d4c\u5165&#xff1a;\u8bed\u4e49\u7406\u89e3<\/h4>\n<p>\u7a20\u5bc6\u5d4c\u5165\u7528\u6df1\u5ea6\u5b66\u4e60\u628a\u6587\u672c\u6620\u5c04\u5230\u5411\u91cf\u7a7a\u95f4&#xff0c;\u8bed\u4e49\u76f8\u8fd1\u7684\u5185\u5bb9\u5411\u91cf\u8ddd\u79bb\u4e5f\u8fd1\u3002\u4ece Word2Vec&#xff08;\u53ea\u80fd\u6355\u6349\u8bcd\u6c47\u5171\u73b0\u5173\u7cfb&#xff09;\u5230 BERT\u3001BGE-M3&#xff08;\u4e0a\u4e0b\u6587\u611f\u77e5&#xff0c;\u540c\u4e00\u8bcd\u5728\u4e0d\u540c\u8bed\u5883\u6709\u4e0d\u540c\u5411\u91cf&#xff09;&#xff0c;\u5b9e\u73b0\u4e86\u4ece&#034;\u8bcd\u6c47\u7ea7&#034;\u5230&#034;\u8bed\u5883\u7ea7&#034;\u8bed\u4e49\u7684\u98de\u8dc3\u3002\u8861\u91cf\u5411\u91cf\u76f8\u4f3c\u5ea6\u7684\u5e38\u7528\u65b9\u6cd5\u662f\u4f59\u5f26\u76f8\u4f3c\u5ea6\u2014\u2014\u5173\u5fc3\u65b9\u5411\u662f\u5426\u4e00\u81f4\u800c\u975e\u957f\u5ea6\u5927\u5c0f\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260830224912-6a94b3683433a.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h4>\u7a00\u758f\u5d4c\u5165&#xff1a;\u7cbe\u786e\u5339\u914d<\/h4>\n<p>\u7a00\u758f\u5d4c\u5165\u6839\u690d\u4e8e\u4f20\u7edf\u4fe1\u606f\u68c0\u7d22&#xff0c;\u6838\u5fc3\u662f\u7cbe\u786e\u7684\u5173\u952e\u8bcd\u5339\u914d\u3002\u4ece TF-IDF \u5230 BM25 \u7684\u6f14\u8fdb&#xff0c;\u6838\u5fc3\u6539\u8fdb\u662f\u5f15\u5165\u8bcd\u9891\u9971\u548c&#xff08;\u91cd\u590d\u51fa\u73b0\u7684\u8fb9\u9645\u8d21\u732e\u9010\u6e10\u964d\u4f4e&#xff09;\u548c\u957f\u5ea6\u5f52\u4e00\u5316&#xff08;\u4f7f\u4e0d\u540c\u957f\u5ea6\u6587\u6863\u66f4\u516c\u5e73\u6bd4\u8f83&#xff09;\u3002BM25 \u5728\u6280\u672f\u4ee3\u7801\u3001\u4eba\u540d\u7b49\u7cbe\u786e\u5339\u914d\u67e5\u8be2\u4e0a\u8868\u73b0\u6781\u4f73&#xff0c;\u5374\u8bfb\u4e0d\u61c2\u540c\u4e49\u8868\u8fbe\u3002<\/p>\n<h4>\u6df7\u5408\u68c0\u7d22&#xff1a;\u4e24\u8def\u878d\u5408\u4e0e\u91cd\u6392\u5e8f<\/h4>\n<p>\u4e24\u79cd\u65b9\u6cd5\u5404\u6709\u76f2\u533a\u3002\u6df7\u5408\u68c0\u7d22\u7684\u601d\u8def\u662f\u4e24\u4e2a\u5f15\u64ce\u90fd\u8dd1&#xff0c;\u7ed3\u679c\u5408\u5e76\u3002\u96be\u70b9\u5728\u4e8e\u4e24\u8def\u5f97\u5206\u4e0d\u53ef\u76f4\u63a5\u6bd4\u8f83&#xff08;\u4f59\u5f26\u76f8\u4f3c\u5ea6\u662f 0-1&#xff0c;BM25 \u53ef\u80fd\u662f 0 \u5230\u51e0\u5341\u7684\u4efb\u610f\u503c&#xff09;\u3002\u5e38\u7528\u878d\u5408\u65b9\u6cd5\u662f\u5012\u6570\u6392\u540d\u878d\u5408&#xff08;RRF&#xff09;&#xff0c;\u5b8c\u5168\u629b\u5f00\u539f\u59cb\u5f97\u5206\u3001\u53ea\u770b\u6392\u540d\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260830224912-6a94b3686e1c3.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u6d41\u6c34\u7ebf\u7684\u7b2c\u4e09\u4e2a\u9636\u6bb5\u662f\u795e\u7ecf\u91cd\u6392\u5e8f&#xff0c;\u5b83\u7528\u8de8\u7f16\u7801\u5668\u5bf9\u67e5\u8be2\u548c\u6587\u6863\u505a\u6df1\u5ea6\u4ea4\u4e92\u5339\u914d\u2014\u2014\u5c31\u50cf\u9762\u8bd5\u5b98\u4e0e\u5019\u9009\u4eba\u9010\u5b57\u659f\u914c&#xff0c;\u7cbe\u5ea6\u8fdc\u9ad8\u4e8e\u68c0\u7d22\u9636\u6bb5\u53cc\u7f16\u7801\u5668\u7684\u521d\u7b5b\u3002\u8be5\u7ae0\u5f3a\u8c03&#xff0c;\u91cd\u6392\u5e8f\u4e0d\u662f\u4e3a\u4e86&#034;\u8865\u6551 RRF \u4e22\u6389\u7684\u5f97\u5206&#034;\u624d\u5b58\u5728\u7684&#xff1a;\u65e0\u8bba\u524d\u4e00\u6b65\u7528\u54ea\u79cd\u65b9\u5f0f\u878d\u5408&#xff0c;\u91cd\u6392\u5e8f\u90fd\u503c\u5f97\u52a0&#xff0c;\u56e0\u4e3a\u5b83\u6362\u7528\u4e86\u4e00\u79cd\u66f4\u5f3a\u7684\u5339\u914d\u8303\u5f0f\u3002<\/p>\n<h3>\u8d85\u8d8a\u6241\u5e73\u6587\u672c&#xff1a;\u77e5\u8bc6\u7684\u7ec4\u7ec7\u4e0e\u68c0\u7d22<\/h3>\n<p>\u8be5\u7ae0\u63d0\u51fa\u4e86\u4e00\u4e2a\u6839\u672c\u6027\u95ee\u9898&#xff1a;\u628a\u6587\u6863\u5207\u6210\u4e92\u4e0d\u5173\u8054\u7684\u6241\u5e73\u6587\u672c\u5757&#xff0c;\u4f1a\u4e22\u6389\u77e5\u8bc6\u56fa\u6709\u7684\u5c42\u6b21\u548c\u8de8\u6587\u6863\u5173\u8054\u3002\u4e24\u4e2a\u6848\u4f8b\u8bf4\u660e\u4e86\u8fd9\u4e2a\u95ee\u9898&#xff1a;<\/p>\n<ul>\n<li>\u9ed1\u732b\u767d\u732b\u7684\u8ba1\u6570\u95ee\u9898&#xff1a;100 \u4e2a\u72ec\u7acb\u6848\u4f8b\u6587\u6863\u4e2d&#xff0c;\u53d7\u9650\u4e8e top-k \u5927\u90e8\u5206\u6839\u672c\u4e0d\u4f1a\u88ab\u68c0\u7d22\u5230&#xff0c;\u6a21\u578b\u57fa\u4e8e\u4e0d\u5b8c\u6574\u6837\u672c\u5f97\u51fa\u9519\u8bef\u7ed3\u8bba\u3002<\/li>\n<li>Xfinity \u4f18\u60e0\u8d44\u683c\u7684\u8fb9\u754c\u95ee\u9898&#xff1a;\u51e0\u767e\u6761\u5de5\u5355\u5404\u81ea\u53ea\u8bb0\u5f55\u4e2a\u6848\u7ed3\u8bba&#xff0c;\u6ca1\u6709\u4efb\u4f55\u4e00\u6761\u5199\u7740\u8d44\u683c\u8303\u56f4\u672c\u8eab&#xff0c;\u6a21\u578b\u8fd8\u4f1a\u56e0&#034;\u6700\u8fd1\u90bb\u504f\u7f6e&#034;\u800c\u7ed9\u51fa\u4e0d\u4e00\u81f4\u7684\u7b54\u6848\u3002<\/li>\n<\/ul>\n<p>\u7ed3\u8bba\u662f&#xff1a;\u628a\u539f\u59cb\u6848\u4f8b\u6216\u6587\u6863\u4e0d\u52a0\u5904\u7406\u5730\u76f4\u63a5\u653e\u8fdb\u77e5\u8bc6\u5e93\u662f\u8fdc\u8fdc\u4e0d\u591f\u7684\u3002\u5fc5\u987b\u5728\u7d22\u5f15\u9636\u6bb5\u6295\u5165\u8ba1\u7b97\u8d44\u6e90&#xff0c;\u5bf9\u539f\u59cb\u77e5\u8bc6\u4e3b\u52a8\u63d0\u70bc\u3001\u62bd\u8c61\u548c\u7ed3\u6784\u5316\u3002<\/p>\n<h4>\u7ed3\u6784\u5316\u7d22\u5f15&#xff1a;RAPTOR \u4e0e GraphRAG<\/h4>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260830224912-6a94b368aa39e.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>RAPTOR \u91c7\u7528\u81ea\u4e0b\u800c\u4e0a\u7684\u9012\u5f52\u62bd\u8c61\u3002\u6587\u672c\u5757\u4f5c\u4e3a\u53f6\u5b50\u8282\u70b9&#xff0c;\u901a\u8fc7\u805a\u7c7b\u5206\u7ec4\u540e\u751f\u6210\u66f4\u9ad8\u5c42\u6b21\u7684\u6458\u8981\u4f5c\u4e3a\u7236\u8282\u70b9&#xff0c;\u4e0d\u65ad\u9012\u5f52\u5f62\u6210\u4ece\u7ec6\u8282\u5230\u6982\u62ec\u7684\u77e5\u8bc6\u6811\u3002\u5b83\u9002\u5408&#034;\u4ece\u6982\u5ff5\u9010\u6b65\u94bb\u8fdb\u7ec6\u8282&#034;\u7684\u67e5\u8be2\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260830224912-6a94b368efb8a.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>GraphRAG \u5c06\u6587\u6863\u77e5\u8bc6\u5efa\u6a21\u4e3a\u7531\u5b9e\u4f53\u548c\u5173\u7cfb\u6784\u6210\u7684\u77e5\u8bc6\u56fe\u8c31\u3002\u5176\u6838\u5fc3\u4f18\u52bf\u662f\u591a\u8df3\u5173\u7cfb\u63a8\u7406&#xff08;\u6cbf\u5173\u7cfb\u8fb9\u904d\u5386&#xff09;\u548c\u5b9e\u4f53\u6d88\u6b67&#xff08;\u540c\u540d\u5b9e\u4f53\u662f\u56fe\u4e2d\u7684\u4e0d\u540c\u8282\u70b9&#xff09;\u3002\u9002\u5408&#034;A \u548c B \u4e4b\u95f4\u662f\u4ec0\u4e48\u5173\u7cfb&#034;\u7684\u67e5\u8be2\u3002<\/p>\n<p>\u7136\u800c&#xff0c;\u77e5\u8bc6\u56fe\u8c31\u4f5c\u4e3a\u901a\u7528\u5b58\u50a8\u65b9\u6848\u9762\u4e34\u56fa\u6709\u5c40\u9650&#xff1a;\u5c06\u81ea\u7136\u8bed\u8a00\u8f6c\u4e3a\u4e09\u5143\u7ec4\u4f1a\u5bfc\u81f4\u8bed\u4e49\u964d\u7ea7\u2014\u2014\u6761\u4ef6\u5224\u65ad\u548c\u65f6\u95f4\u4f9d\u8d56\u7b49\u6838\u5fc3\u903b\u8f91\u5728\u4e09\u5143\u7ec4\u4e2d\u5168\u90e8\u4e22\u5931\u3002\u5b9e\u8df5\u4e2d\u63a8\u8350\u5206\u5c42\u4e92\u8865&#xff1a;\u4ee5\u81ea\u7136\u8bed\u8a00\u4fdd\u5b58\u6838\u5fc3\u4fe1\u606f&#xff0c;\u8f85\u4ee5\u7ed3\u6784\u5316\u5143\u6570\u636e\u7d22\u5f15&#xff0c;\u5728\u9700\u8981\u591a\u8df3\u63a8\u7406\u7684\u5782\u76f4\u573a\u666f\u5c06\u77e5\u8bc6\u56fe\u8c31\u4f5c\u4e3a\u4e13\u9879\u7d22\u5f15\u624b\u6bb5\u3002<\/p>\n<h4>\u6587\u4ef6\u7cfb\u7edf\u8303\u5f0f&#xff1a;OpenViking<\/h4>\n<p>OpenViking \u63d0\u51fa\u4e86\u7b2c\u4e09\u79cd\u54f2\u5b66&#xff1a;\u5c06\u6240\u6709\u4e0a\u4e0b\u6587\u6620\u5c04\u4e3a\u865a\u62df\u6587\u4ef6\u7cfb\u7edf\u4e2d\u7684\u76ee\u5f55\u548c\u6587\u4ef6&#xff0c;\u6bcf\u4e2a\u6761\u76ee\u62e5\u6709\u552f\u4e00 URI\u3002\u6838\u5fc3\u8bbe\u8ba1\u662f L0\/L1\/L2 \u4e09\u5c42\u6309\u9700\u52a0\u8f7d\u2014\u2014L0 \u7ea6 100 tokens \u7684\u6458\u8981\u7528\u4e8e\u5feb\u901f\u5224\u65ad\u76f8\u5173\u6027&#xff0c;L1 \u7ea6 2000 tokens \u7684\u6982\u89c8\u4f9b\u51b3\u7b56&#xff0c;L2 \u4e3a\u5b8c\u6574\u539f\u6587\u4ec5\u6309\u9700\u52a0\u8f7d\u3002\u9009\u62e9 Markdown \u7eaf\u6587\u672c\u800c\u975e\u4e13\u7528\u6570\u636e\u5e93&#xff0c;\u610f\u5473\u7740\u7528\u6237\u53ef\u76f4\u63a5\u9605\u8bfb\u3001\u7f16\u8f91&#xff0c;\u53ef\u901a\u8fc7 Git \u7248\u672c\u63a7\u5236\u3002<\/p>\n<p>\u8be5\u7ae0\u7279\u522b\u5f3a\u8c03\u4e86\u4e00\u4e2a\u5b9e\u8df5\u524d\u63d0&#xff1a;\u6587\u4ef6\u4e4b\u95f4\u5fc5\u987b\u5efa\u7acb\u94fe\u63a5\u4e0e\u7d22\u5f15\u3002\u5982\u679c\u53ea\u662f\u628a\u77e5\u8bc6\u62c6\u6210\u72ec\u7acb\u6587\u4ef6\u5e73\u94fa\u5728\u76ee\u5f55\u91cc&#xff0c;Agent \u51e0\u4e4e\u65e0\u4ece\u5728\u76f8\u5173\u6761\u76ee\u95f4\u5bfc\u822a\u3002\u6b63\u786e\u505a\u6cd5\u662f\u628a\u77e5\u8bc6\u5e93\u7ec4\u7ec7\u5f97\u50cf Wikipedia&#xff0c;\u6bcf\u4e2a\u6761\u76ee\u5728\u63d0\u53ca\u5176\u4ed6\u6761\u76ee\u65f6\u4ee5\u94fe\u63a5\u6307\u5411\u5b83\u3002<\/p>\n<h3>\u667a\u80fd\u4f53\u5316 RAG&#xff1a;\u4ece\u88ab\u52a8\u7ba1\u9053\u5230\u4e3b\u52a8\u63a2\u7d22\u8005<\/h3>\n<p>\u4f20\u7edf RAG \u662f\u4e00\u4e2a\u5355\u5411\u6570\u636e\u6d41&#xff1a;\u67e5\u8be2\u76f4\u63a5\u7528\u4e8e\u68c0\u7d22&#xff0c;\u7ed3\u679c\u76f4\u63a5\u6ce8\u5165\u4e0a\u4e0b\u6587&#xff0c;\u6a21\u578b\u76f4\u63a5\u751f\u6210\u7b54\u6848\u3002\u8fd9\u79cd&#034;\u975e\u667a\u80fd\u4f53\u5316&#034;\u6a21\u5f0f\u9ad8\u6548\u4f46\u80fd\u529b\u4e0a\u9650\u4f4e&#xff0c;\u7f3a\u4e4f\u5bf9\u95ee\u9898\u8fdb\u884c\u6df1\u5ea6\u7406\u89e3\u548c\u8fed\u4ee3\u63a2\u7d22\u7684\u80fd\u529b\u3002<\/p>\n<p>\u667a\u80fd\u4f53\u5316 RAG \u628a RAG \u4ece\u56fa\u5b9a\u6570\u636e\u5904\u7406\u6d41\u7a0b\u5347\u7ea7\u4e3a\u7531 Agent \u4e3b\u5bfc\u7684\u52a8\u6001\u8fed\u4ee3\u63a2\u7d22\u3002Agent \u91c7\u7528 ReAct \u6a21\u5f0f&#xff0c;\u901a\u8fc7&#034;\u601d\u8003-\u884c\u52a8-\u89c2\u5bdf&#034;\u5faa\u73af\u4e3b\u5bfc\u6574\u4e2a\u8fc7\u7a0b&#xff1a;\u81ea\u4e3b\u51b3\u5b9a\u67e5\u8be2\u5173\u952e\u8bcd&#xff0c;\u8c03\u7528\u77e5\u8bc6\u5e93\u641c\u7d22\u5de5\u5177&#xff0c;\u8bc4\u4f30\u4fe1\u606f\u662f\u5426\u5145\u5206&#xff0c;\u4e0d\u591f\u5219\u63d0\u70bc\u66f4\u7cbe\u786e\u7684\u67e5\u8be2\u518d\u6b21\u641c\u7d22\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260830224913-6a94b3693f836.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u8be5\u7ae0\u7684\u5b9e\u9a8c\u7528\u53f8\u6cd5\u95ee\u7b54\u6570\u636e\u96c6\u5bf9\u6bd4\u4e86\u4e24\u79cd\u6a21\u5f0f\u3002\u7b80\u5355\u95ee\u9898\u4e24\u8005\u5dee\u8ddd\u4e0d\u5927&#xff0c;\u4f46\u9762\u5bf9\u590d\u6742\u95ee\u9898&#xff08;\u5982&#034;\u9189\u9152\u8fc7\u5931\u81f4\u4eba\u91cd\u4f24\u4e14\u6709\u76d7\u7a83\u524d\u79d1\u5982\u4f55\u91cf\u5211&#034;&#xff09;&#xff0c;\u975e\u667a\u80fd\u4f53\u5316 RAG \u56e0\u9996\u6b21\u68c0\u7d22\u5173\u952e\u8bcd\u4e0d\u7cbe\u786e\u5e38\u9057\u6f0f\u5173\u952e\u4fe1\u606f&#xff0c;\u800c\u667a\u80fd\u4f53\u5316 RAG \u5c55\u73b0\u51fa\u591a\u8f6e\u8fed\u4ee3\u68c0\u7d22\u80fd\u529b\u2014\u2014\u5148\u5206\u89e3\u95ee\u9898\u5e76\u884c\u641c\u7d22\u591a\u4e2a\u5b50\u95ee\u9898&#xff0c;\u8bc4\u4f30\u540e\u53d1\u73b0\u7f3a\u5c11\u8054\u7cfb\u4fe1\u606f&#xff0c;\u518d\u6784\u9020\u66f4\u7cbe\u786e\u7684\u4e8c\u6b21\u67e5\u8be2&#xff0c;\u6700\u7ec8\u7efc\u5408\u7ed9\u51fa\u6709\u6cd5\u6761\u4f9d\u636e\u7684\u5b8c\u6574\u56de\u7b54\u3002<\/p>\n<h4>RAG \u7684\u5b89\u5168\u8fb9\u754c<\/h4>\n<p>\u628a\u5916\u90e8\u5185\u5bb9\u68c0\u7d22\u8fdb\u4e0a\u4e0b\u6587\u4e5f\u5e26\u6765\u4e86\u5b89\u5168\u98ce\u9669&#xff1a;\u68c0\u7d22\u5230\u7684\u6587\u6863\u662f\u95f4\u63a5\u63d0\u793a\u6ce8\u5165\u6700\u5178\u578b\u7684\u8f7d\u4f53\u3002\u9632\u5fa1\u8981\u5206\u4e24\u5c42\u2014\u2014\u6307\u4ee4\u4e0e\u6570\u636e\u5206\u79bb&#xff08;\u5bf9\u6240\u6709\u68c0\u7d22\u5185\u5bb9\u505a\u6765\u6e90\u6807\u8bb0&#xff09;\u548c\u4e0d\u8ba9\u68c0\u7d22\u5185\u5bb9\u76f4\u63a5\u89e6\u53d1\u9ad8\u98ce\u9669\u64cd\u4f5c&#xff08;\u8f6c\u8d26\u3001\u5220\u9664\u7b49\u52a8\u4f5c\u4e0d\u5e94\u4ec5\u51ed\u68c0\u7d22\u5185\u5bb9\u5c31\u81ea\u52a8\u6267\u884c&#xff09;\u3002<\/p>\n<h3>\u4e0a\u4e0b\u6587\u611f\u77e5\u68c0\u7d22&#xff1a;\u89e3\u51b3\u5206\u5757\u7684\u56fa\u6709\u7f3a\u9677<\/h3>\n<p>\u8be5\u7ae0\u4ecb\u7ecd\u4e86 Anthropic \u63d0\u51fa\u7684\u4e0a\u4e0b\u6587\u611f\u77e5\u68c0\u7d22\u3002\u6838\u5fc3\u601d\u60f3\u662f&#xff1a;\u5728\u5bf9\u6587\u672c\u5757\u8fdb\u884c\u5411\u91cf\u5316\u7d22\u5f15\u4e4b\u524d&#xff0c;\u5148\u5229\u7528 LLM \u4e3a\u5176\u751f\u6210\u5305\u542b\u6838\u5fc3\u4e0a\u4e0b\u6587\u7684&#034;\u524d\u7f00\u6458\u8981&#034;&#xff0c;\u7136\u540e\u62fc\u63a5\u540e\u518d\u7d22\u5f15\u3002<\/p>\n<p>\u4f8b\u5982&#xff0c;\u5b64\u7acb\u7684&#034;\u8be5\u516c\u53f8\u7b2c\u4e8c\u5b63\u5ea6\u7684\u6536\u5165\u589e\u957f\u4e86 3%\u201c\u53d8\u5f97\u6a21\u68f1\u4e24\u53ef&#xff0c;\u52a0\u4e0a\u524d\u7f00\u201d[\u672c\u6bb5\u5185\u5bb9\u8282\u9009\u81ea ACME \u516c\u53f8 2025 \u5e74 Q2 \u8d22\u52a1\u62a5\u544a]&#034;\u540e\u5c31\u91cd\u65b0\u951a\u5b9a\u5728\u4e86\u539f\u59cb\u8bed\u4e49\u73af\u5883\u4e2d\u3002\u8fd9\u79cd\u65b9\u6cd5\u540c\u65f6\u589e\u5f3a\u4e86\u7a00\u758f\u68c0\u7d22&#xff08;\u589e\u52a0\u53ef\u7cbe\u786e\u5339\u914d\u7684\u5173\u952e\u8bcd&#xff09;\u548c\u7a20\u5bc6\u68c0\u7d22&#xff08;\u6ce8\u5165\u5173\u952e\u8bed\u4e49\u80cc\u666f&#xff09;\u3002\u636e Anthropic \u6570\u636e&#xff0c;\u6b64\u6280\u672f\u7ed3\u5408 BM25 \u53ef\u5c06\u68c0\u7d22\u5931\u8d25\u7387\u964d\u4f4e 49%&#xff0c;\u518d\u7ed3\u5408\u91cd\u6392\u5e8f\u5668\u964d\u5e45\u8fbe 67%\u3002<\/p>\n<h4>\u53cc\u5c42\u8bb0\u5fc6\u67b6\u6784&#xff1a;\u5c06\u77e5\u8bc6\u5e93\u6280\u672f\u5e94\u7528\u4e8e\u7528\u6237\u8bb0\u5fc6<\/h4>\n<p>\u8be5\u7ae0\u6700\u540e\u628a\u77e5\u8bc6\u5e93\u6280\u672f\u53cd\u8fc7\u6765\u5e94\u7528\u5230\u7528\u6237\u8bb0\u5fc6\u573a\u666f&#xff0c;\u5f62\u6210\u4e86\u53cc\u5c42\u8bb0\u5fc6\u67b6\u6784&#xff1a;\u7528 Advanced JSON Cards \u628a\u5c11\u91cf\u5173\u952e\u4e8b\u5b9e\u7ed3\u6784\u5316\u540e\u5e38\u9a7b\u4e0a\u4e0b\u6587&#xff0c;\u63d0\u4f9b&#034;\u6982\u89c8&#034;&#xff1b;\u7528\u4e0a\u4e0b\u6587\u611f\u77e5\u68c0\u7d22\u6309\u9700\u4ece\u6d77\u91cf\u539f\u59cb\u5bf9\u8bdd\u4e2d\u53d6\u56de&#034;\u7ec6\u8282&#034;\u3002<\/p>\n<p>\u56de\u770b\u4e09\u5c42\u6b21\u8bc4\u4f30\u6846\u67b6&#xff1a;\u57fa\u7840\u56de\u5fc6\u9760\u53ef\u9760\u5b58\u53d6\u5373\u53ef\u6ee1\u8db3&#xff0c;\u591a\u4f1a\u8bdd\u68c0\u7d22\u9760\u68c0\u7d22\u6280\u672f\u8865\u9f50&#xff0c;\u800c\u4e3b\u52a8\u670d\u52a1\u4e4b\u6240\u4ee5\u6700\u96be&#xff0c;\u6b63\u56e0\u4e3a\u5b83\u8981\u6c42\u7cfb\u7edf\u540c\u65f6\u63e1\u6709&#034;\u5168\u5c40\u6982\u89c8&#034;\u548c&#034;\u7cbe\u786e\u7ec6\u8282&#034;\u4e24\u79cd\u89c6\u89d2\u3002\u53cc\u5c42\u67b6\u6784\u5c06\u4e24\u8005\u7ed3\u5408&#xff0c;\u624d\u8ba9&#034;\u4e3b\u52a8\u670d\u52a1&#034;\u9996\u6b21\u5728\u5de5\u7a0b\u4e0a\u843d\u5730\u3002<\/p>\n<h3>\u77e5\u8bc6\u66f4\u65b0\u673a\u5236&#xff1a;\u589e\u91cf\u66f4\u65b0\u4e0e\u5b9a\u671f\u6574\u7406<\/h3>\n<p>\u4e00\u4e2a\u4e0a\u7ebf\u8fd0\u884c\u7684\u77e5\u8bc6\u5e93\u4f1a\u6301\u7eed\u6536\u5230\u65b0\u4fe1\u606f\u3002\u5b8c\u6574\u7684\u66f4\u65b0\u673a\u5236\u5fc5\u987b\u5305\u542b\u4e24\u6761\u8def\u5f84\u3002<\/p>\n<h4>\u589e\u91cf\u66f4\u65b0&#xff1a;\u628a\u77e5\u8bc6\u5e93\u5f53\u4ee3\u7801\u5e93<\/h4>\n<p>\u6700\u7a33\u59a5\u7684\u5de5\u7a0b\u7b54\u6848\u662f\u628a\u77e5\u8bc6\u5e93\u5f53\u6210\u4ee3\u7801\u5e93&#xff0c;\u628a\u6bcf\u6b21\u77e5\u8bc6\u53d8\u66f4\u5f53\u6210\u4e00\u4e2a Pull Request\u3002\u91c7\u7528\u63d0\u8bae\u8005-\u5ba1\u6838\u8005\u6a21\u5f0f&#xff1a;Proposer Agent \u5728\u5de5\u4f5c\u5206\u652f\u4e0a\u63d0\u51fa\u6700\u5c0f\u800c\u5b8c\u6574\u7684 diff&#xff0c;Reviewer Agent \u72ec\u7acb\u5ba1\u6838\u6bcf\u4e2a\u65b0\u65ad\u8a00\u662f\u5426\u80fd\u88ab\u8bc1\u636e\u652f\u6301\u3002\u4e24\u4e2a Agent \u5e94\u4f18\u5148\u4f7f\u7528\u80fd\u529b\u76f8\u8fd1\u4f46\u6765\u81ea\u4e0d\u540c\u5bb6\u65cf\u7684\u6a21\u578b\u4ee5\u964d\u4f4e\u540c\u7c7b\u9519\u8bef\u6982\u7387\u3002<\/p>\n<p>\u6d41\u6c34\u7ebf\u5e94\u660e\u786e\u5206\u5f00\u4e09\u5c42&#xff1a;\u539f\u59cb\u8bc1\u636e\u5c42&#xff08;\u53ea\u589e\u4e0d\u6539\u7684\u5bf9\u8bdd\u548c\u6587\u6863&#xff09;\u3001\u77e5\u8bc6\u5c42&#xff08;\u7ecf\u8fc7\u63d0\u70bc\u53ef\u6301\u7eed\u4fee\u8ba2\u7684 Markdown 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