{"id":19988,"date":"2026-01-12T10:32:33","date_gmt":"2026-01-12T02:32:33","guid":{"rendered":"https:\/\/92it.top\/?p=19988"},"modified":"2026-01-12T10:32:33","modified_gmt":"2026-01-12T02:32:33","slug":"%e4%b8%80%e5%9b%be%e7%9c%8b%e6%87%82%e4%bc%a0%e7%bb%9f-rag-%e4%b8%8e-agentic-rag-%e5%ae%9e%e6%88%98%e5%b7%ae%e5%bc%82%ef%bc%9a%e5%93%aa%e4%b8%aa%e6%9b%b4%e9%80%82%e5%90%88%e4%bd%a0%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/92it.top\/?p=19988","title":{"rendered":"\u4e00\u56fe\u770b\u61c2\u4f20\u7edf RAG \u4e0e Agentic RAG \u5b9e\u6218\u5dee\u5f02\uff1a\u54ea\u4e2a\u66f4\u9002\u5408\u4f60\uff1f"},"content":{"rendered":"\n

\u8f6c\u8f7d\uff1ahttps:\/\/blog.csdn.net\/2401_84204207\/article\/details\/150614914<\/a><\/p>\n\n\n\n

\u524d\u8a00\ud83d\udd16<\/strong><\/p>\n\n\n\n

\n\n\n\n

\u5728\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u65e5\u76ca\u666e\u53ca\u7684\u4eca\u5929\uff0c\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08Retrieval-Augmented Generation\uff0cRAG\uff09\u5df2\u6210\u4e3a\u63d0\u5347 LLM \u77e5\u8bc6\u51c6\u786e\u6027\u548c\u65f6\u6548\u6027\u7684\u5173\u952e\u6280\u672f\u3002\u5b83\u901a\u8fc7\u5c06 LLM \u4e0e\u5916\u90e8\u77e5\u8bc6\u5e93\u76f8\u7ed3\u5408\uff0c\u6709\u6548\u89e3\u51b3\u4e86 LLM \u77e5\u8bc6\u6ede\u540e\u548c\u201c\u5e7b\u89c9\u201d\u7b49\u95ee\u9898\u3002<\/p>\n\n\n\n

\u7136\u800c\uff0cRAG \u6280\u672f\u672c\u8eab\u4e5f\u5728\u4e0d\u65ad\u6f14\u8fdb\u3002\u4ece\u6700\u521d\u7684\u4f20\u7edf RAG \u7ed3\u6784\uff0c\u5230\u5982\u4eca\u5907\u53d7\u5173\u6ce8\u7684 Agentic RAG\uff08\u667a\u80fd\u4f53\u5f0f RAG\uff09\uff0cRAG \u7cfb\u7edf\u6b63\u53d8\u5f97\u8d8a\u6765\u8d8a\u667a\u80fd\u3001\u7075\u6d3b\u548c\u5f3a\u5927\u3002\u672c\u6587\u5c06\u6df1\u5165\u5bf9\u6bd4\u8fd9\u4e24\u79cd RAG \u8303\u5f0f\uff0c\u63ed\u793a Agentic RAG \u5982\u4f55\u901a\u8fc7\u5f15\u5165\u201c\u667a\u80fd\u4f53\u201d\u7684\u6982\u5ff5\uff0c\u5c06 RAG \u7cfb\u7edf\u63a8\u5411\u4e00\u4e2a\u5168\u65b0\u7684\u9ad8\u5ea6\u3002<\/p>\n\n\n\n

\u3000\u3000<\/p>\n\n\n\n

\u4f20\u7edf RAG\ud83d\udd16<\/strong><\/p>\n\n\n\n

\n\n\n\n

\ud83d\udd39\u4f20\u7edf RAG \u7ed3\u6784\uff1a\u7b80\u6d01\u4e0e\u6548\u7387<\/strong><\/p>\n\n\n

\n
\"\"<\/figure><\/div>\n\n\n

\u8ba9\u6211\u4eec\u9996\u5148\u56de\u987e\u4e00\u4e0b\u4f20\u7edf\u7684 RAG \u7ed3\u6784\u3002\u5982\u56fe\u6240\u793a\uff0c\u4f20\u7edf RAG \u7684\u6838\u5fc3\u5728\u4e8e\u5176\u7ebf\u6027\u3001\u9ad8\u6548\u7684 \u201c\u68c0\u7d22-\u751f\u6210\u201d\u6d41\u7a0b\u3002<\/p>\n\n\n\n

\u3000\u3000<\/p>\n\n\n\n

\ud83d\udd39\u4f20\u7edf RAG \u7684\u5de5\u4f5c\u6d41\u7a0b\uff1a<\/strong><\/p>\n\n\n\n

    \n
  • \u77e5\u8bc6\u5e93\u7f16\u7801\u4e0e\u7d22\u5f15\uff08\u6b65\u9aa4 1 & 2\uff09\uff1a\n
      \n
    • \u989d\u5916\u6587\u6863\uff08Additional documents\uff09\u9996\u5148\u901a\u8fc7\u5d4c\u5165\u6a21\u578b\uff08Embedding model\uff09\u8fdb\u884c\u7f16\u7801\uff08Encode\uff09\uff0c\u5c06\u5176\u5185\u5bb9\u8f6c\u5316\u4e3a\u9ad8\u7ef4\u5411\u91cf\u3002\u8fd9\u4e9b\u5411\u91cf\u968f\u540e\u88ab\u7d22\u5f15\uff08Index\uff09\u5e76\u5b58\u50a8\u5230\u5411\u91cf\u6570\u636e\u5e93\uff08Vector database\uff09\u4e2d\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u901a\u5e38\u662f\u79bb\u7ebf\u5b8c\u6210\u7684\uff0c\u4e3a\u540e\u7eed\u7684\u68c0\u7d22\u505a\u597d\u51c6\u5907\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n
    • \u67e5\u8be2\u7f16\u7801\uff08\u6b65\u9aa4 3\uff09\uff1a\n
        \n
      • \u5f53\u7528\u6237\u8f93\u5165\u4e00\u4e2a\u67e5\u8be2\uff08Query\uff09\u65f6\uff0c\u8fd9\u4e2a\u67e5\u8be2\u4e5f\u4f1a\u901a\u8fc7\u76f8\u540c\u7684\u5d4c\u5165\u6a21\u578b\u8fdb\u884c\u7f16\u7801\uff08Encode\uff09\uff0c\u751f\u6210\u5176\u5bf9\u5e94\u7684\u67e5\u8be2\u5411\u91cf\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n
      • \u76f8\u4f3c\u6027\u641c\u7d22\uff08\u6b65\u9aa4 4 & 5\uff09\uff1a\n
          \n
        • \u67e5\u8be2\u5411\u91cf\u88ab\u7528\u6765\u5728\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u8fdb\u884c\u76f8\u4f3c\u6027\u641c\u7d22\uff08Similarity search\uff09\uff0c\u4ee5\u627e\u5230\u4e0e\u67e5\u8be2\u8bed\u4e49\u6700\u63a5\u8fd1\u7684\u76f8\u4f3c\u6587\u6863\uff08Similar documents\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n
        • \u63d0\u793a\u6784\u5efa\u4e0e\u751f\u6210\uff08\u6b65\u9aa4 6 & 7\uff09\uff1a\n
            \n
          • \u68c0\u7d22\u5230\u7684\u76f8\u4f3c\u6587\u6863\u4f5c\u4e3a\u4e0a\u4e0b\u6587\uff08Context\uff09\uff0c\u4e0e\u539f\u59cb\u67e5\u8be2\u4e00\u8d77\uff0c\u88ab\u6574\u5408\u4e3a\u4e00\u4e2a\u63d0\u793a\uff08Prompt\uff09\u3002<\/li>\n\n\n\n
          • \u8fd9\u4e2a\u63d0\u793a\u88ab\u53d1\u9001\u7ed9\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u3002<\/li>\n\n\n\n
          • LLM \u57fa\u4e8e\u63d0\u4f9b\u7684\u4e0a\u4e0b\u6587\u548c\u67e5\u8be2\u751f\u6210\u6700\u7ec8\u7684\u54cd\u5e94\uff08Response\uff09\u3002
            <\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n

            \u3000\u3000<\/p>\n\n\n\n

            \ud83d\udd39\u4f20\u7edf RAG \u7684\u7279\u70b9\uff1a<\/strong><\/p>\n\n\n\n

              \n
            • \u4f18\u70b9\uff1a \u7ed3\u6784\u7b80\u5355\u3001\u6d41\u7a0b\u6e05\u6670\u3001\u6613\u4e8e\u5b9e\u73b0\uff0c\u5728\u5904\u7406\u76f4\u63a5\u3001\u5355\u8df3\u7684\u95ee\u7b54\u4efb\u52a1\u65f6\u6548\u7387\u9ad8\u3002<\/li>\n\n\n\n
            • \u5c40\u9650\u6027\uff1a \u7ebf\u6027\u6d41\u7a0b\u4f7f\u5176\u5728\u5904\u7406\u590d\u6742\u3001\u6a21\u7cca\u6216\u9700\u8981\u591a\u6b65\u63a8\u7406\u7684\u67e5\u8be2\u65f6\u663e\u5f97\u529b\u4e0d\u4ece\u5fc3\u3002\u5b83\u7f3a\u4e4f\u81ea\u6211\u8bc4\u4f30\u548c\u4e3b\u52a8\u89c4\u5212\u7684\u80fd\u529b\uff0c\u5bb9\u6613\u53d7\u5230\u68c0\u7d22\u7ed3\u679c\u8d28\u91cf\u7684\u76f4\u63a5\u5f71\u54cd\uff0c\u53ef\u80fd\u5bfc\u81f4\u201c\u5e7b\u89c9\u201d\u6216\u4e0d\u51c6\u786e\u7684\u56de\u7b54\u3002
              <\/li>\n<\/ul>\n\n\n\n

              \u3000\u3000<\/p>\n\n\n\n

              \ud83d\udd39\u4f20\u7edfRAG\u7684\u7f3a\u70b9<\/strong><\/p>\n\n\n\n

              RAG\u867d\u7136\u662f\u6700\u7b80\u5355\u7684AI\u6846\u67b6\uff0c\u4f46\u662f\u6ca1\u6709\u4eba\u53ef\u4ee5A\u9886\u57df\u8c03\u8bd5\u540e\u5728B\u9886\u57df\u5927\u8303\u56f4\u63a8\u5e7f\u5e94\u7528\uff0c100\u591a\u4e2a\u53c2\u6570\u6ca1\u6709\u591a\u5c11\u4eba\u8bf4\u7684\u6e05\u695a\u600e\u600e\u4e48\u7528\u3002\u9664\u6b64\u4e4b\u5916\u5b83\u8fd8\u6709\u5f88\u591a\u7f3a\u70b9\uff1a<\/p>\n\n\n\n

                \n
              • 1\uff09\u68c0\u7d22\u4e00\u6b21\uff0c\u751f\u6210\u4e00\u6b21\u3002\n
                  \n
                • \u8fd9\u610f\u5473\u7740\u5982\u679c\u68c0\u7d22\u5230\u7684\u4e0a\u4e0b\u6587\u4e0d\u591f\u6216\u4e0d\u6b63\u786e\uff0cLLM \u5c31\u65e0\u6cd5\u52a8\u6001\u641c\u7d22\u66f4\u591a\u4fe1\u606f\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n
                • 2\uff09\u65e0\u6cd5\u901a\u8fc7\u590d\u6742\u7684\u67e5\u8be2\u8fdb\u884c\u63a8\u7406\u3002\n
                    \n
                  • \u5982\u679c\u67e5\u8be2\u9700\u8981\u591a\u4e2a\u68c0\u7d22\u6b65\u9aa4\u6216 CoT\uff08\u601d\u8def\u94fe\uff09\uff0c\u4f20\u7edf\u7684 RAG \u5c31\u4e0d\u591f\u4e86\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n
                  • 3\uff09\u9002\u5e94\u6027\u6709\u9650\n
                      \n
                    • \u7cfb\u7edf\u65e0\u6cd5\u6839\u636e\u5f53\u524d\u95ee\u9898\u4fee\u6539\u5176\u7b56\u7565\u3002\u4f8b\u5982\uff0c\u662f\u5426\u8fdb\u884c\u5411\u91cf\u641c\u7d22\u3001\u7f51\u9875\u641c\u7d22\u6216\u8c03\u7528 API\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n

                      \u3000\u3000<\/p>\n\n\n\n

                      Agentic RAG\u00a0\ud83d\udd16<\/strong><\/p>\n\n\n\n

                      \n\n\n\n

                       \u667a\u80fd\u4f53\u9a71\u52a8\u7684\u672a\u6765\uff1a\u5faa\u73af\u3001\u51b3\u7b56\u548c\u5de5\u5177\u4f7f\u7528\u7684\u7279\u6027<\/p>\n\n\n

                      \n
                      \"\"<\/figure><\/div>\n\n\n

                      \u76f8\u8f83\u4e8e\u4f20\u7edf RAG \u7684\u7ebf\u6027\u6d41\u7a0b\uff0cAgentic RAG<\/strong>\u00a0\u5f15\u5165\u4e86\u201c\u667a\u80fd\u4f53\u201d\uff08Agent\uff09\u7684\u6982\u5ff5\uff0c\u8d4b\u4e88 LLM \u66f4\u9ad8\u7684\u81ea\u4e3b\u6027\u548c\u51b3\u7b56\u80fd\u529b\u3002\u5982\u56fe\u6240\u793a\uff0cAgentic RAG \u7684\u6838\u5fc3\u5728\u4e8e\u5176\u5faa\u73af\u3001\u51b3\u7b56\u548c\u5de5\u5177\u4f7f\u7528<\/strong>\u7684\u7279\u6027\u3002<\/p>\n\n\n\n

                      Agentic RAG \u89e3\u51b3\u4e86\u8fd9\u4e9b\u95ee\u9898\u3002 \u6838\u5fc3\u601d\u60f3\u662f\u5728RAG\u7684\u6bcf\u4e2a\u9636\u6bb5\u5f15\u5165\u4ee3\u7406\u884c\u4e3a\u3002 \u4ee3\u7406\u53ef\u4ee5\u79ef\u6781\u601d\u8003\u4efb\u52a1\u2014\u2014\u89c4\u5212\u3001\u8c03\u6574\u548c\u8fed\u4ee3\u4ee5\u627e\u5230\u6700\u4f73\u89e3\u51b3\u65b9\u6848\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u9075\u5faa\u4e00\u7ec4\u6307\u4ee4\uff0c\u800c LLM \u53ef\u4ee5\u5b9e\u73b0\u8fd9\u4e00\u70b9\u3002<\/p>\n\n\n\n

                        \n
                      • \u6b65\u9aa41-2)\u7528\u6237\u8f93\u5165\u67e5\u8be2\uff0c\u4ee3\u7406\u5bf9\u5176\u8fdb\u884c\u7ec6\u5316\uff08\u7ea0\u6b63\u62fc\u5199\u3001\u7b80\u5316\u5d4c\u5165\u7b49\uff09<\/li>\n\n\n\n
                      • \u6b65\u9aa43\uff09\u53e6\u4e00\u4e2a\u4ee3\u7406\u51b3\u5b9a\u662f\u5426\u9700\u8981\u66f4\u591a\u8be6\u7ec6\u4fe1\u606f\u3002<\/li>\n\n\n\n
                      • \u6b65\u9aa4 4\uff09\u5982\u679c\u4e0d\u662f\uff0c\u5219\u5c06\u7ec6\u5316\u67e5\u8be2\u53d1\u9001\u5230 LLM\u3002<\/li>\n\n\n\n
                      • \u6b65\u9aa45-8)\u5982\u679c\u662f\uff0c\u4ee3\u7406\u9009\u62e9\u76f8\u5173\u6765\u6e90\uff08\u77e2\u91cf\u6570\u636e\u5e93\u3001\u5de5\u5177\/API\u3001\u4e92\u8054\u7f51\uff09\uff0c\u68c0\u7d22\u4e0a\u4e0b\u6587\uff0c\u5e76\u5c06\u5176\u53d1\u9001\u7ed9 LLM\u3002<\/li>\n\n\n\n
                      • \u6b65\u9aa49\uff09\u751f\u6210\u54cd\u5e94\u3002<\/li>\n\n\n\n
                      • \u6b65\u9aa4 10\uff09\u6700\u540e\u4e00\u4e2a\u4ee3\u7406\u68c0\u67e5\u7b54\u6848\u662f\u5426\u76f8\u5173\u3002<\/li>\n\n\n\n
                      • \u6b65\u9aa4 11\uff09\u5982\u679c\u662f\uff0c\u5219\u8fd4\u56de\u54cd\u5e94\u3002<\/li>\n\n\n\n
                      • \u6b65\u9aa4 12\uff09\u5982\u679c\u6ca1\u6709\uff0c\u5219\u4ece\u6b65\u9aa4 1 \u91cd\u65b0\u5f00\u59cb\u3002<\/li>\n<\/ul>\n\n\n\n

                        \u6b64\u8fc7\u7a0b\u91cd\u590d\uff0c\u76f4\u5230\u7cfb\u7edf\u63d0\u4f9b\u53ef\u63a5\u53d7\u7684\u7b54\u6848\u6216\u627f\u8ba4\u5b83\u65e0\u6cd5\u54cd\u5e94\u3002 \u8fd9\u4f7f\u5f97 RAG \u66f4\u52a0\u52a8\u6001\u548c\u7a33\u5065\u3002 \u7136\u800c\uff0c\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u6784\u5efa RAG \u7cfb\u7edf\u901a\u5e38\u53d6\u51b3\u4e8e\u8bbe\u8ba1\u504f\u597d\u548c\u9009\u62e9\u3002 \u7528\u6237\u53ef\u4ee5\u52a8\u6001\u8c03\u6574\uff0c\u4f7f\u7528\u5177\u4f53\u9886\u57dfcase\u3002<\/p>\n\n\n\n

                        \u3000\u3000<\/p>\n\n\n\n

                        \ud83d\udd39Agentic RAG \u7684\u5de5\u4f5c\u6d41\u7a0b\uff1a<\/strong><\/p>\n\n\n\n

                          \n
                        • \u667a\u80fd\u4f53\u4e3b\u5bfc\u7684\u67e5\u8be2\u5904\u7406\uff08\u6b65\u9aa4 1-3\uff09\uff1a\n
                            \n
                          • \u67e5\u8be2\u91cd\u5199\u4e0e\u601d\u8003\uff1a \u521d\u59cb\u67e5\u8be2\u4e0d\u518d\u76f4\u63a5\u8fdb\u5165\u68c0\u7d22\uff0c\u800c\u662f\u9996\u5148\u7531 LLM \u667a\u80fd\u4f53\uff08LLM Agent\uff09\u8fdb\u884c\u91cd\u5199\uff0c\u5c06\u5176\u8f6c\u5316\u4e3a\u66f4\u7cbe\u786e\u7684\u67e5\u8be2\u3002\u968f\u540e\uff0c\u667a\u80fd\u4f53\u8fdb\u884c\u81ea\u6211\u8bc4\u4f30\uff0c\u5224\u65ad\u662f\u5426\u9700\u8981\u66f4\u591a\u4fe1\u606f\u3002\u8fd9\u662f\u667a\u80fd\u4f53\u4e3b\u52a8\u601d\u8003\u7684\u4f53\u73b0\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n
                          • \u4e3b\u52a8\u89c4\u5212\u4e0e\u5de5\u5177\u9009\u62e9\uff08\u6b65\u9aa4 4-6\uff09\uff1a\n
                              \n
                            • \u5982\u679c\u667a\u80fd\u4f53\u5224\u65ad\u9700\u8981\u66f4\u591a\u4fe1\u606f\uff0c\u5b83\u4f1a\u8fdb\u4e00\u6b65\u601d\u8003\u201c\u54ea\u4e00\u4e2a\u6e90\u5934\u80fd\u5e2e\u6211\uff1f\u201d\uff0c\u5e76\u4e3b\u52a8\u9009\u62e9\u5e76\u8c03\u7528\u4e0d\u540c\u7684\u5de5\u5177\uff08Tools & APIs\uff09\u3002\u8fd9\u4e9b\u5de5\u5177\u4e0d\u518d\u5c40\u9650\u4e8e\u5411\u91cf\u6570\u636e\u5e93\uff0c\u8fd8\u53ef\u4ee5\u5305\u62ec\u4e92\u8054\u7f51\u641c\u7d22\u3001\u7ed3\u6784\u5316\u6570\u636e\u5e93\u6216\u5176\u4ed6\u81ea\u5b9a\u4e49 API\u3002\u8fd9\u79cd\u5de5\u5177\u4f7f\u7528\u80fd\u529b\u662f Agentic RAG \u7684\u91cd\u8981\u7279\u5f81\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n
                            • \u68c0\u7d22\u4e0e\u751f\u6210\uff08\u6b65\u9aa4 7-9\uff09\uff1a\n
                                \n
                              • \u68c0\u7d22\u4e0e\u4e0a\u4e0b\u6587\u6784\u5efa\uff08\u6b65\u9aa4 7\uff09\uff1a \u7cfb\u7edf\u4f1a\u5229\u7528\u667a\u80fd\u4f53\u9009\u62e9\u7684\u5de5\u5177\u8fdb\u884c\u68c0\u7d22\uff0c\u5e76\u5f97\u5230\u76f8\u5173\u7684\u68c0\u7d22\u5230\u7684\u4e0a\u4e0b\u6587\uff08Retrieved context\uff09\u3002\u8fd9\u4e2a\u4e0a\u4e0b\u6587\u4f1a\u4e0e\u66f4\u65b0\u540e\u7684\u67e5\u8be2\u4e00\u8d77\uff0c\u4e3a\u751f\u6210\u7b54\u6848\u505a\u51c6\u5907\u3002<\/li>\n\n\n\n
                              • \u751f\u6210\u521d\u6b65\u54cd\u5e94\uff08\u6b65\u9aa4 8 & 9\uff09\uff1a \u7cfb\u7edf\u5c06\u68c0\u7d22\u5230\u7684\u4e0a\u4e0b\u6587\u548c\u66f4\u65b0\u540e\u7684\u67e5\u8be2\u6253\u5305\u6210\u4e00\u4e2a\u63d0\u793a\uff08Prompt\uff09\uff0c\u53d1\u9001\u7ed9\u4e00\u4e2a\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u3002LLM \u57fa\u4e8e\u8fd9\u4e2a\u63d0\u793a\u751f\u6210\u4e00\u4e2a\u521d\u6b65\u54cd\u5e94\uff08Response\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n
                              • \u5faa\u73af\u8fed\u4ee3\u4e0e\u81ea\u6211\u8bc4\u4f30\uff08\u6b65\u9aa4 10-12\uff09\uff1a\n
                                  \n
                                • \u81ea\u6211\u8bc4\u4f30\uff1a \u62ff\u5230\u521d\u6b65\u54cd\u5e94\u540e\uff0cLLM \u667a\u80fd\u4f53\u4e0d\u4f1a\u76f4\u63a5\u8fd4\u56de\u7b54\u6848\uff0c\u800c\u662f\u4f1a\u8fdb\u884c\u81ea\u6211\u8bc4\u4f30\uff1a\u201c\u8fd9\u4e2a\u7b54\u6848\u76f8\u5173\u5417\uff1f\u201d\u3002<\/li>\n\n\n\n
                                • \u53cd\u9988\u5faa\u73af\uff1a \u5982\u679c\u667a\u80fd\u4f53\u5224\u65ad\u7b54\u6848\u4e0d\u76f8\u5173\uff0c\u5b83\u53ef\u4ee5\u5faa\u73af\u56de\u5230\u521d\u59cb\u67e5\u8be2\u6216\u4e4b\u524d\u7684\u6b65\u9aa4\uff0c\u91cd\u65b0\u89c4\u5212\u3001\u91cd\u65b0\u68c0\u7d22\uff0c\u76f4\u5230\u627e\u5230\u6ee1\u610f\u7684\u7b54\u6848\u3002\u8fd9\u79cd\u53cd\u9988\u5faa\u73af\u548c\u81ea\u6211\u4fee\u6b63\u80fd\u529b\u662f Agentic RAG \u89e3\u51b3\u590d\u6742\u95ee\u9898\u7684\u5173\u952e\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n

                                  \u3000\u3000<\/p>\n\n\n\n

                                  \ud83d\udd39Agentic RAG \u7684\u7279\u70b9\uff1a<\/strong><\/p>\n\n\n\n

                                    \n
                                  • \u4f18\u70b9\uff1a\n
                                      \n
                                    • \u66f4\u5f3a\u7684\u63a8\u7406\u80fd\u529b\uff1a \u80fd\u591f\u5904\u7406\u591a\u8df3\u67e5\u8be2\u548c\u590d\u6742\u903b\u8f91\u63a8\u7406\u3002<\/li>\n\n\n\n
                                    • \u66f4\u9ad8\u7684\u51c6\u786e\u6027\uff1a \u901a\u8fc7\u81ea\u6211\u8bc4\u4f30\u548c\u8fed\u4ee3\uff0c\u51cf\u5c11\u201c\u5e7b\u89c9\u201d\u548c\u4e0d\u51c6\u786e\u7684\u56de\u7b54\u3002<\/li>\n\n\n\n
                                    • \u66f4\u5f3a\u7684\u9002\u5e94\u6027\uff1a \u80fd\u591f\u6839\u636e\u4efb\u52a1\u9700\u6c42\uff0c\u7075\u6d3b\u9009\u62e9\u548c\u4f7f\u7528\u4e0d\u540c\u7684\u5916\u90e8\u5de5\u5177\u3002<\/li>\n\n\n\n
                                    • \u66f4\u597d\u7684\u53ef\u89e3\u91ca\u6027\uff1a \u667a\u80fd\u4f53\u7684\u201c\u601d\u8003\u201d\u8fc7\u7a0b\uff08\u5982\u67e5\u8be2\u91cd\u5199\u3001\u5de5\u5177\u9009\u62e9\uff09\u53ef\u4ee5\u88ab\u8bb0\u5f55\u548c\u8ffd\u8e2a\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n
                                    • \u5c40\u9650\u6027\uff1a\n
                                        \n
                                      • \u66f4\u9ad8\u7684\u590d\u6742\u6027\uff1a \u5f15\u5165\u4e86\u66f4\u591a\u7684\u51b3\u7b56\u548c\u5faa\u73af\uff0c\u7cfb\u7edf\u8bbe\u8ba1\u548c\u8c03\u8bd5\u96be\u5ea6\u589e\u52a0\u3002<\/li>\n\n\n\n
                                      • \u6f5c\u5728\u7684\u5ef6\u8fdf\uff1a \u591a\u6b21\u8fed\u4ee3\u548c\u5de5\u5177\u8c03\u7528\u53ef\u80fd\u5bfc\u81f4\u66f4\u9ad8\u7684\u54cd\u5e94\u5ef6\u8fdf\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n

                                        \u5f53\u7136\u7f3a\u70b9\u4e5f\u5f88\u660e\u663e\uff0c\u6bcf\u4e2a\u9636\u6bb5\u90fd\u8c03\u7528\u5927\u6a21\u578b\uff08\u4e5f\u8bb8\u662f\u5f88\u5c0f\u7684\u6a21\u578b\uff0c\u4f46\u662f\u5f97\u4e13\u95e8\u8bad\u7ec3\uff09\uff0c\u8017\u65f6\u8d44\u6e90\u90e8\u7f72\u53ef\u80fd\u5b58\u5728\u98ce\u9669\u3002\u7684\u5386\u53f2\u90fd\u662f\u66f2\u6298\u524d\u8fdb\u7684\uff0c\u5148\u89e3\u51b3\u6709\u65e0\uff0c\u5728\u63d0\u9ad8\u6548\u7387\u3002<\/p>\n\n\n\n

                                        \u3000\u3000<\/p>\n\n\n\n

                                        \ud83d\udd39\u6c47\u603b\u5206\u6790<\/strong><\/p>\n\n\n\n

                                        \u4f20\u7edf RAG \u548c Agentic RAG \u4e4b\u95f4\u7684\u4e3b\u8981\u533a\u522b:<\/p>\n\n\n

                                        \n
                                        \"\"<\/figure><\/div>","protected":false},"excerpt":{"rendered":"

                                        \u8f6c\u8f7d\uff1ahttps:\/\/blog.csdn.net\/2401_84204207\/article\/details\/ […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[48],"tags":[],"_links":{"self":[{"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/posts\/19988"}],"collection":[{"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/92it.top\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=19988"}],"version-history":[{"count":5,"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/posts\/19988\/revisions"}],"predecessor-version":[{"id":19996,"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/posts\/19988\/revisions\/19996"}],"wp:attachment":[{"href":"https:\/\/92it.top\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=19988"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/92it.top\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=19988"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/92it.top\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=19988"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}