{"id":20762,"date":"2024-06-24T09:58:55","date_gmt":"2024-06-24T01:58:55","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=20762"},"modified":"2024-06-24T10:01:54","modified_gmt":"2024-06-24T02:01:54","slug":"%e4%b8%80%e6%96%87%e8%af%bb%e6%87%82%e4%b8%ba%e4%bb%80%e4%b9%88%e9%9c%80%e8%a6%81-agentic-rag-%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/06\/24\/20762\/","title":{"rendered":"\u4e00\u6587\u8bfb\u61c2\u4e3a\u4ec0\u4e48\u9700\u8981 Agentic RAG \uff1f"},"content":{"rendered":"
\u5f15\u5165 Agentic RAG \uff08\u57fa\u4e8e\u667a\u80fd\u4ee3\u7406\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u6280\u672f\u7684\u4e3b\u8981\u539f\u56e0\u5728\u4e8e\u5e94\u5bf9\u4f20\u7edf\u8bed\u8a00\u6a21\u578b\u548c\u4fe1\u606f\u68c0\u7d22\u7cfb\u7edf\u5728\u89e3\u51b3\u590d\u6742\u95ee\u9898\u65f6\u6240\u9762\u4e34\u7684\u8bf8\u591a\u6311\u6218\u548c\u5c40\u9650\u6027\u3002<\/div>\n
\n
\n

Hello folks\uff0c\u6211\u662f Luga\uff0c\u4eca\u5929\u6211\u4eec\u6765\u804a\u4e00\u4e0b\u4eba\u5de5\u667a\u80fd(AI)\u751f\u6001\u9886\u57df\u76f8\u5173\u7684\u6280\u672f – \u57fa\u4e8e\u4ee3\u7406\u7684 RAG \u5b9e\u73b0- Agentic RAG \u3002<\/p>\n

\u4f17\u6240\u5468\u77e5\uff0cLLM (\u5927\u578b\u8bed\u8a00\u6a21\u578b)\u7684\u51fa\u73b0\u5f7b\u5e95\u6539\u53d8\u4e86\u6211\u4eec\u4e0e\u4fe1\u606f\u4e92\u52a8\u7684\u4f20\u7edf\u65b9\u5f0f\uff0c\u4e3a\u4fe1\u606f\u83b7\u53d6\u548c\u77e5\u8bc6\u5b66\u4e60\u5e26\u6765\u4e86\u5168\u65b0\u7684\u9014\u5f84\u3002\u7136\u800c\uff0c\u7eb5\u4f7f\u8fd9\u4e9b\u8bed\u8a00\u6a21\u578b\u62e5\u6709\u60ca\u4eba\u7684\u77e5\u8bc6\u5bb9\u91cf\uff0c\u4f46\u5176\u5185\u90e8\u77e5\u8bc6\u5e93\u7684\u6709\u9650\u6027\u4ecd\u53ef\u80fd\u5bfc\u81f4\u5b83\u4eec\u5728\u56de\u7b54\u67d0\u4e9b\u590d\u6742\u95ee\u9898\u65f6\u5b58\u5728\u51c6\u786e\u6027\u548c\u6df1\u5ea6\u4e0d\u8db3\u7684\u5c40\u9650\u3002\u8fd9\u4fbf\u662f RAG(Retrieval Augmented Generation\uff0c\u68c0\u7d22\u589e\u5f3a\u751f\u6210)\u6280\u672f\u5e94\u8fd0\u800c\u751f\u7684\u539f\u56e0\u3002<\/p>\n

<\/p>\n

\u4e00\u3001\u6807\u51c6 RAG \u53d1\u5c55\u5386\u53f2\u89e3\u6790<\/h3>\n

\u901a\u5e38\u800c\u8a00\uff0cRAG \u8d4b\u4e88\u4e86\u8bed\u8a00\u6a21\u578b\u83b7\u53d6\u548c\u5904\u7406\u5916\u90e8\u4fe1\u606f\u7684\u80fd\u529b\uff0c\u4f7f\u5176\u4e0d\u518d\u88ab\u9650\u5236\u5728\u56fa\u6709\u7684\u77e5\u8bc6\u8303\u7574\u5185\u3002\u901a\u8fc7\u5c06\u8bed\u8a00\u6a21\u578b\u4e0e\u4fe1\u606f\u68c0\u7d22\u7cfb\u7edf\u7ed3\u5408\uff0cRAG \u5141\u8bb8\u6a21\u578b\u52a8\u6001\u5730\u4ece\u4e92\u8054\u7f51\u3001\u77e5\u8bc6\u5e93\u6216\u5176\u4ed6\u5916\u90e8\u6765\u6e90\u68c0\u7d22\u76f8\u5173\u5185\u5bb9\uff0c\u5e76\u5c06\u8fd9\u4e9b\u5185\u5bb9\u878d\u5408\u5230\u751f\u6210\u7684\u54cd\u5e94\u4e2d\u3002\u8fd9\u4e00\u673a\u5236\u786e\u4fdd\u4e86\u751f\u6210\u7684\u7b54\u590d\u4e0d\u4ec5\u8d34\u8fd1\u771f\u5b9e\u4e16\u754c\uff0c\u5185\u5bb9\u66f4\u52a0\u7fd4\u5b9e\u53ef\u4fe1\uff0c\u4ece\u800c\u663e\u8457\u63d0\u5347\u4e86\u8bed\u8a00\u6a21\u578b\u5728\u5904\u7406\u590d\u6742\u95ee\u9898\u65f6\u7684\u8868\u73b0\u3002<\/p>\n

\u9664\u4e86\u51c6\u786e\u6027\u548c\u6df1\u5ea6\u7684\u63d0\u5347\uff0cRAG \u6280\u672f\u8fd8\u4e3a\u8bed\u8a00\u6a21\u578b\u5e26\u6765\u4e86\u66f4\u5f3a\u7684\u6cdb\u5316\u80fd\u529b\u548c\u77e5\u8bc6\u6269\u5c55\u6027\u3002\u7531\u4e8e\u4e0d\u518d\u5b8c\u5168\u4f9d\u8d56\u5185\u90e8\u77e5\u8bc6\uff0c\u6a21\u578b\u53ef\u4ee5\u7075\u6d3b\u5730\u5b66\u4e60\u548c\u7efc\u5408\u65b0\u7684\u4fe1\u606f\uff0c\u4ece\u800c\u9002\u5e94\u4e0d\u65ad\u53d8\u5316\u7684\u73b0\u5b9e\u4e16\u754c\u3002\u8fd9\u4e00\u4f18\u52bf\u5c24\u5176\u9002\u7528\u4e8e\u90a3\u4e9b\u77e5\u8bc6\u66f4\u65b0\u8fc5\u901f\u6216\u9700\u6c42\u591a\u53d8\u7684\u9886\u57df\uff0c\u4f7f\u8bed\u8a00\u6a21\u578b\u7684\u5e94\u7528\u573a\u666f\u66f4\u52a0\u5e7f\u9614\u3002<\/p>\n

\u5c3d\u7ba1\u6807\u51c6 RAG(\u68c0\u7d22\u589e\u5f3a\u751f\u6210)\u6280\u672f\u5df2\u7ecf\u8bc1\u660e\u4e86\u5176\u5728\u7b80\u5355\u67e5\u8be2\u4efb\u52a1\u4e2d\u7684\u5353\u8d8a\u8868\u73b0\uff0c\u4f46\u9762\u5bf9\u66f4\u52a0\u590d\u6742\u7684\u4fe1\u606f\u5904\u7406\u9700\u6c42\u65f6\uff0c\u4ecd\u53ef\u80fd\u53d7\u5230\u5c40\u9650\u6027\u7684\u5236\u7ea6\u3002\u8fd9\u6b63\u662f Agentic RAG \u5e94\u8fd0\u800c\u751f\u7684\u539f\u56e0\u3002Agentic RAG \u901a\u8fc7\u5f15\u5165\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u7684\u6982\u5ff5\uff0c\u4e3a\u8bed\u8a00\u6a21\u578b\u8d4b\u4e88\u4e86\u66f4\u9ad8\u5c42\u6b21\u7684\u667a\u80fd\u548c\u81ea\u4e3b\u6027\uff0c\u4ece\u800c\u4f7f\u5176\u6210\u4e3a\u56de\u7b54\u590d\u6742\u95ee\u9898\u7684\u6709\u529b\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n

\"\"<\/p>\n

\"\"<\/p>\n

\u5728 Agentic RAG \u4f53\u7cfb\u7ed3\u6784\u4e2d\uff0c\u4e0d\u518d\u88ab\u52a8\u5730\u54cd\u5e94\u67e5\u8be2\u8bf7\u6c42,\u800c\u662f\u4e3b\u52a8\u5730\u5206\u6790\u521d\u6b65\u68c0\u7d22\u5230\u7684\u4fe1\u606f\uff0c\u5e76\u57fa\u4e8e\u5bf9\u4efb\u52a1\u590d\u6742\u6027\u7684\u8bc4\u4f30\uff0c\u6218\u7565\u6027\u5730\u9009\u62e9\u6700\u4e3a\u5408\u9002\u7684\u5de5\u5177\u548c\u65b9\u6cd5\u8fdb\u884c\u8fdb\u4e00\u6b65\u7684\u6570\u636e\u68c0\u7d22\u548c\u5904\u7406\u3002\u8fd9\u79cd\u591a\u6b65\u9aa4\u63a8\u7406\u548c\u51b3\u7b56\u7684\u80fd\u529b\u4f7f\u5f97 Agentic RAG \u53ef\u4ee5\u9ad8\u6548\u5730\u5904\u7406\u590d\u6742\u7684\u7814\u7a76\u4efb\u52a1\uff0c\u5982\u603b\u7ed3\u548c\u6bd4\u8f83\u591a\u4e2a\u6587\u6863\u4e2d\u7684\u4fe1\u606f\u3001\u5236\u5b9a\u540e\u7eed\u7684\u7cbe\u5fc3\u7b56\u5212\u7684\u95ee\u9898\u7b49\u3002<\/p>\n

\u4e0e\u6b64\u540c\u65f6\uff0cAgentic RAG \u8fd8\u5177\u5907\u4e86\u52a8\u6001\u89c4\u5212\u548c\u81ea\u6211\u4fee\u6b63\u7684\u80fd\u529b\u3002\u5b83\u4eec\u53ef\u4ee5\u6839\u636e\u4efb\u52a1\u8fdb\u5c55\u60c5\u51b5\uff0c\u7075\u6d3b\u8c03\u6574\u7b56\u7565\u548c\u65b9\u5411\uff0c\u786e\u4fdd\u4fe1\u606f\u68c0\u7d22\u548c\u5904\u7406\u7684\u9ad8\u6548\u6027\u548c\u51c6\u786e\u6027\u3002\u8fd9\u4e00\u8fc7\u7a0b\u8d2f\u7a7f\u59cb\u7ec8\uff0c\u76f4\u5230\u4ee3\u7406\u8ba4\u4e3a\u5df2\u7ecf\u83b7\u53d6\u4e86\u8db3\u591f\u7684\u4fe1\u606f\u6765\u7ed9\u51fa\u5168\u9762\u3001\u5408\u7406\u7684\u7b54\u590d\u3002\u901a\u8fc7\u8fd9\u79cd\u4e3b\u52a8\u3001\u81ea\u4e3b\u7684\u65b9\u5f0f\uff0cAgentic RAG \u5c06\u8bed\u8a00\u6a21\u578b\u4ece\u88ab\u52a8\u7684\u54cd\u5e94\u8005\u8f6c\u53d8\u4e3a\u4e3b\u52a8\u7684\u8c03\u67e5\u5458\uff0c\u8d4b\u4e88\u4e86\u5b83\u4eec\u6df1\u5165\u6316\u6398\u548c\u63a2\u7d22\u590d\u6742\u4fe1\u606f\u7684\u80fd\u529b\u3002<\/p>\n

Agentic RAG \u5728\u5404\u79cd\u9700\u8981\u6df1\u5ea6\u7406\u89e3\u548c\u6d1e\u89c1\u7684\u5e94\u7528\u9886\u57df\u90fd\u5177\u6709\u5de8\u5927\u7684\u6f5c\u529b\u3002\u65e0\u8bba\u662f\u5e2e\u52a9\u7528\u6237\u5168\u9762\u7406\u89e3\u590d\u6742\u7684\u4e13\u4e1a\u4e3b\u9898\u3001\u63d0\u4f9b\u6df1\u523b\u7684\u89c1\u89e3\u548c\u5efa\u8bae\uff0c\u8fd8\u662f\u652f\u6301\u4e13\u5bb6\u4eec\u505a\u51fa\u660e\u667a\u7684\u51b3\u7b56\uff0cAgentic RAG \u90fd\u80fd\u53d1\u6325\u5173\u952e\u4f5c\u7528\u3002\u5176\u6807\u5fd7\u7740\u8bed\u8a00\u6a21\u578b\u548c\u4fe1\u606f\u68c0\u7d22\u6280\u672f\u7684\u53c8\u4e00\u6b21\u98de\u8dc3\uff0c\u4e3a\u4eba\u5de5\u667a\u80fd\u5728\u77e5\u8bc6\u83b7\u53d6\u548c\u51b3\u7b56\u652f\u6301\u9886\u57df\u7684\u5e94\u7528\u5960\u5b9a\u4e86\u575a\u5b9e\u7684\u57fa\u7840\u3002<\/p>\n

\u5728\u4fe1\u606f\u68c0\u7d22\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u65b9\u9762\uff0cLLM \u548c RAG \u7684\u5f53\u524d\u53d1\u5c55\u8fce\u6765\u4e86\u6548\u7387\u548c\u590d\u6742\u7684\u65b0\u65f6\u4ee3\u3002\u5728 LLM \u548c RAG \u7684\u6700\u65b0\u53d1\u5c55\u4e2d\uff0c\u5728\u56db\u4e2a\u5173\u952e\u9886\u57df\u53d6\u5f97\u4e86\u91cd\u5927\u8fdb\u5c55\uff1a<\/p>\n

1.RAG -\u589e\u5f3a\u68c0\u7d22<\/h4>\n

\u6b64\u6280\u672f\u7684\u4f18\u5316\u5bf9\u4e8e RAG \u7cfb\u7edf\u7684\u9ad8\u6548\u8868\u73b0\u81f3\u5173\u91cd\u8981\u3002\u6700\u65b0\u7684\u8fdb\u5c55\u4fa7\u91cd\u4e8e\u91cd\u65b0\u6392\u540d\u7b97\u6cd5\u548c\u6df7\u5408\u641c\u7d22\u65b9\u6cd5\uff0c\u65e8\u5728\u7cbe\u51c6\u5b8c\u5584\u641c\u7d22\u7ed3\u679c\u7684\u8d28\u91cf\u548c\u76f8\u5173\u6027\u3002\u5176\u4e2d\uff0c\u901a\u8fc7\u4e3a\u6bcf\u4e2a\u6587\u6863\u6784\u5efa\u591a\u4e2a\u77e2\u91cf\u8868\u793a\uff0c\u53ef\u4ee5\u5b9e\u73b0\u66f4\u52a0\u7ec6\u7c92\u5ea6\u7684\u5185\u5bb9\u8868\u5f81\uff0c\u4ece\u800c\u589e\u5f3a\u76f8\u5173\u6027\u8bc6\u522b\u7684\u51c6\u786e\u6027\uff0c\u786e\u4fdd\u68c0\u7d22\u5230\u7684\u4fe1\u606f\u4e0e\u67e5\u8be2\u9700\u6c42\u9ad8\u5ea6\u8d34\u5408\u3002<\/p>\n

2.\u8bed\u4e49\u7f13\u5b58(Semantic Caching)<\/h4>\n

\u8bed\u4e49\u7f13\u5b58(Semantic Caching)\u7684\u5f15\u5165\u6210\u4e3a\u964d\u4f4e\u8ba1\u7b97\u6210\u672c\u3001\u786e\u4fdd\u54cd\u5e94\u4e00\u81f4\u6027\u7684\u5173\u952e\u7b56\u7565\u3002\u901a\u8fc7\u5c06\u6700\u8fd1\u67e5\u8be2\u7684\u7b54\u6848\u4e0e\u5176\u8bed\u4e49\u4e0a\u4e0b\u6587\u4e00\u5e76\u5b58\u50a8\uff0cRAG \u7cfb\u7edf\u53ef\u4ee5\u9ad8\u6548\u5730\u89e3\u51b3\u7c7b\u4f3c\u7684\u8bf7\u6c42\uff0c\u800c\u65e0\u9700\u91cd\u590d\u8fdb\u884c\u8ba1\u7b97\u5bc6\u96c6\u578b\u7684 LLM \u8c03\u7528\uff0c\u4ece\u800c\u5927\u5e45\u63d0\u5347\u54cd\u5e94\u65f6\u95f4\uff0c\u5e76\u786e\u4fdd\u4fe1\u606f\u4f20\u9012\u7684\u4e00\u81f4\u6027\u3002<\/p>\n

3.\u591a\u6a21\u6001\u96c6\u6210(Multimodal Integration)<\/h4>\n

\u591a\u6a21\u6001\u96c6\u6210(Multimodal Integration)\u6280\u672f\u5c06 LLM \u548c RAG \u7684\u80fd\u529b\u62d3\u5c55\u5230\u4e86\u6587\u672c\u4e4b\u5916\u7684\u66f4\u5e7f\u9614\u9886\u57df\u3002\u901a\u8fc7\u96c6\u6210\u56fe\u50cf\u3001\u89c6\u9891\u7b49\u5176\u4ed6\u6a21\u6001\u6570\u636e\uff0cRAG \u7cfb\u7edf\u53ef\u4ee5\u8bbf\u95ee\u66f4\u52a0\u5e7f\u6cdb\u7684\u6e90\u6750\u6599\uff0c\u5b9e\u73b0\u6587\u672c\u548c\u89c6\u89c9\u6570\u636e\u4e4b\u95f4\u7684\u65e0\u7f1d\u4ea4\u4e92\u3002\u8fd9\u4e0d\u4ec5\u6709\u52a9\u4e8e\u7cfb\u7edf\u4ea7\u751f\u66f4\u52a0\u5f7b\u5e95\u548c\u7ec6\u81f4\u7684\u54cd\u5e94\uff0c\u8fd8\u4e3a\u672a\u6765\u5b9e\u73b0\u591a\u6a21\u6001\u4fe1\u606f\u5904\u7406\u53ca\u8de8\u6a21\u6001\u63a8\u7406\u5960\u5b9a\u4e86\u575a\u5b9e\u57fa\u7840\u3002<\/p>\n

4.Agentic Enhancement(\u4ee3\u7406\u589e\u5f3a\u6280\u672f)<\/h4>\n

Agentic Enhancement(\u4ee3\u7406\u589e\u5f3a\u6280\u672f)\u7684\u5e94\u7528\u8d4b\u4e88\u4e86 LLM \u548c RAG \u524d\u6240\u672a\u6709\u7684\u667a\u80fd\u5316\u80fd\u529b\u3002\u901a\u8fc7\u5f15\u5165\u57fa\u4e8e\u4eba\u5de5\u667a\u80fd\u7684\u667a\u80fd\u4ee3\u7406\uff0c\u8fd9\u4e9b\u7cfb\u7edf\u4e0d\u518d\u662f\u88ab\u52a8\u54cd\u5e94\u67e5\u8be2\u8bf7\u6c42\uff0c\u800c\u662f\u80fd\u591f\u4e3b\u52a8\u5206\u6790\u4efb\u52a1\u590d\u6742\u6027\u3001\u8bc4\u4f30\u5f53\u524d\u4fe1\u606f\u72b6\u6001\uff0c\u5e76\u6218\u7565\u6027\u5730\u9009\u62e9\u6700\u6709\u6548\u7684\u5de5\u5177\u548c\u65b9\u6cd5\u8fdb\u884c\u591a\u6b65\u9aa4\u7684\u6570\u636e\u68c0\u7d22\u548c\u5904\u7406\u3002<\/p>\n

\u4e8c\u3001\u4ec0\u4e48\u662f Agentic RAG ?<\/h3>\n

\u901a\u5e38\u6765\u8bb2\uff0c\u6211\u4eec\u53ef\u4ee5\u4e00\u53e5\u8bdd\u5bf9\u5176\u8fdb\u884c\u6982\u62ec\uff0cAgentic RAG\uff0c\u5373\u201c\u57fa\u4e8e\u4ee3\u7406\u201c\u7684 RAG \u5b9e\u73b0\u3002<\/p>\n

\u57fa\u4e8e\u4ee3\u7406\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210(Agentic RAG)\u6280\u672f\u901a\u8fc7\u5f15\u5165\u521b\u65b0\u7684\u4ee3\u7406\u6846\u67b6\uff0c\u5f7b\u5e95\u6539\u53d8\u4e86\u6211\u4eec\u56de\u7b54\u590d\u6742\u95ee\u9898\u7684\u65b9\u5f0f\u3002\u4e0e\u4f20\u7edf\u4e0a\u5b8c\u5168\u4f9d\u8d56 LLM(\u5927\u578b\u8bed\u8a00\u6a21\u578b)\u7684\u65b9\u6cd5\u4e0d\u540c\uff0cAgentic RAG \u5229\u7528\u667a\u80fd\u5316\u4ee3\u7406\u6765\u9ad8\u6548\u89e3\u51b3\u90a3\u4e9b\u9700\u8981\u590d\u6742\u89c4\u5212\u3001\u591a\u6b65\u9aa4\u63a8\u7406\u548c\u5229\u7528\u5916\u90e8\u5de5\u5177\u7684\u68d8\u624b\u95ee\u9898\u3002<\/p>\n

\u5728 Agentic RAG \u4f53\u7cfb\u7ed3\u6784\u4e2d\uff0c\u667a\u80fd\u4ee3\u7406\u626e\u6f14\u7740\u5173\u952e\u89d2\u8272\u3002\u5982\u540c\u719f\u7ec3\u7684\u7814\u7a76\u5458\uff0c\u5584\u4e8e\u7075\u6d3b\u8fd0\u7528\u5404\u79cd\u7b56\u7565\u548c\u5de5\u5177\u6765\u5168\u9762\u63a2\u7d22\u5e76\u6df1\u5165\u6316\u6398\u4fe1\u606f\u3002\u4ee3\u7406\u4eec\u9996\u5148\u5ba1\u89c6\u95ee\u9898\u7684\u590d\u6742\u6027\uff0c\u8bc4\u4f30\u5f53\u524d\u4fe1\u606f\u72b6\u6001\uff0c\u7136\u540e\u6218\u7565\u6027\u5730\u9009\u62e9\u6700\u6709\u6548\u7684\u5de5\u5177\u548c\u65b9\u6cd5\uff0c\u5982\u6d4f\u89c8\u591a\u4e2a\u6587\u6863\u6e90\u3001\u5bf9\u6bd4\u5206\u6790\u4e0d\u540c\u4fe1\u606f\u3001\u751f\u6210\u603b\u7ed3\u6027\u6458\u8981\u7b49\uff0c\u4ece\u800c\u9010\u6b65\u7d2f\u79ef\u77e5\u8bc6\uff0c\u6700\u7ec8\u7ed9\u51fa\u5168\u9762\u800c\u51c6\u786e\u7684\u89e3\u7b54\u3002<\/p>\n

\u4e0e\u4f20\u7edf\u65b9\u6cd5\u76f8\u6bd4\uff0cAgentic RAG \u7684\u6838\u5fc3\u4f18\u52bf\u5728\u4e8e\u5176\u521b\u65b0\u7684\u4ee3\u7406\u6846\u67b6\u8d4b\u4e88\u4e86\u7cfb\u7edf\u524d\u6240\u672a\u6709\u7684\u667a\u80fd\u5316\u80fd\u529b\u3002\u4ee3\u7406\u4eec\u4e0d\u518d\u662f\u88ab\u52a8\u54cd\u5e94\u8005\uff0c\u800c\u662f\u4e3b\u52a8\u7684\u8c03\u67e5\u5458\u548c\u51b3\u7b56\u8005\uff0c\u80fd\u591f\u81ea\u4e3b\u89c4\u5212\u884c\u52a8\u8def\u7ebf\uff0c\u8fdb\u884c\u591a\u6b65\u9aa4\u63a8\u7406\uff0c\u5e76\u6839\u636e\u4efb\u52a1\u8fdb\u5c55\u60c5\u51b5\u7075\u6d3b\u8c03\u6574\u7b56\u7565\uff0c\u786e\u4fdd\u4fe1\u606f\u68c0\u7d22\u548c\u5904\u7406\u7684\u9ad8\u6548\u6027\u3002<\/p>\n

\u53e6\u4e00\u4e2a\u5173\u952e\u4f18\u52bf\u662f Agentic RAG \u5177\u5907\u51fa\u8272\u7684\u53ef\u6269\u5c55\u6027\u3002\u5728\u8be5\u6846\u67b6\u4e0b\uff0c\u6bcf\u4e2a\u65b0\u7684\u6587\u6863\u96c6\u5408\u90fd\u7531\u4e00\u4e2a\u4e13\u95e8\u7684\u5b50\u4ee3\u7406\u8d1f\u8d23\u7ba1\u7406\uff0c\u4ece\u800c\u786e\u4fdd\u4e86\u5bf9\u5927\u89c4\u6a21\u5f02\u6784\u4fe1\u606f\u6e90\u7684\u9ad8\u6548\u6574\u5408\u548c\u5229\u7528\u3002\u65e0\u8bba\u662f\u589e\u52a0\u65b0\u7684\u6570\u636e\u96c6\u3001\u77e5\u8bc6\u5e93,\u8fd8\u662f\u96c6\u6210\u5176\u4ed6\u5916\u90e8\u5de5\u5177\uff0cAgentic RAG \u90fd\u80fd\u591f\u7075\u6d3b\u5e94\u5bf9\uff0c\u5b9e\u73b0\u65e0\u7f1d\u96c6\u6210\u3002<\/p>\n

\u901a\u8fc7\u667a\u80fd\u4ee3\u7406\u7684\u5f3a\u5927\u80fd\u529b\u548c\u7075\u6d3b\u7684\u53ef\u6269\u5c55\u6027\uff0cAgentic RAG \u7cfb\u7edf\u6b63\u5728\u4e3a\u590d\u6742\u95ee\u9898\u7684\u89e3\u7b54\u5f00\u8f9f\u51fa\u5168\u65b0\u7684\u9053\u8def\u3002\u5b83\u7a81\u7834\u4e86\u4f20\u7edf\u65b9\u6cd5\u7684\u5c40\u9650\u6027\uff0c\u8d4b\u4e88\u4e86\u8bed\u8a00\u6a21\u578b\u524d\u6240\u672a\u6709\u7684\u667a\u80fd\u5316\u548c\u81ea\u4e3b\u6027\uff0c\u4f7f\u5176\u80fd\u591f\u4e3b\u52a8\u3001\u9ad8\u6548\u5730\u68c0\u7d22\u548c\u5904\u7406\u6d77\u91cf\u5f02\u6784\u4fe1\u606f\uff0c\u4ece\u800c\u4ea7\u751f\u9ad8\u8d28\u91cf\u3001\u6df1\u523b\u7684\u89c1\u89e3\u548c\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n

\u4e09\u3001Agentic RAG \u7684\u72ec\u7279\u4e4b\u5904\u5728\u54ea ?<\/h3>\n

\u5f15\u5165 Agentic RAG (\u57fa\u4e8e\u667a\u80fd\u4ee3\u7406\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210)\u6280\u672f\u7684\u4e3b\u8981\u539f\u56e0\u5728\u4e8e\u5e94\u5bf9\u4f20\u7edf\u8bed\u8a00\u6a21\u578b\u548c\u4fe1\u606f\u68c0\u7d22\u7cfb\u7edf\u5728\u89e3\u51b3\u590d\u6742\u95ee\u9898\u65f6\u6240\u9762\u4e34\u7684\u8bf8\u591a\u6311\u6218\u548c\u5c40\u9650\u6027\u3002\u4ee5\u4e0b\u4e3a\u9700\u8981 Agentic RAG \u7684\u51e0\u4e2a\u5173\u952e\u539f\u56e0\uff0c\u4ec5\u4f9b\u53c2\u8003:<\/p>\n

1.\u5904\u7406\u590d\u6742\u95ee\u9898\u7684\u9700\u6c42<\/h4>\n

\u590d\u6742\u95ee\u9898\u5f80\u5f80\u9700\u8981\u7efc\u5408\u591a\u4e2a\u4fe1\u606f\u6e90\u3001\u8fdb\u884c\u591a\u6b65\u9aa4\u63a8\u7406\u3001\u751a\u81f3\u5229\u7528\u5916\u90e8\u5de5\u5177\u624d\u80fd\u5f97\u5230\u5168\u9762\u89e3\u7b54\u3002\u7136\u800c\uff0c\u4f20\u7edf\u7684\u8bed\u8a00\u6a21\u578b\u548c\u68c0\u7d22\u7cfb\u7edf\u901a\u5e38\u4ec5\u80fd\u57fa\u4e8e\u5176\u5185\u90e8\u77e5\u8bc6\u5e93\u7ed9\u51fa\u521d\u6b65\u56de\u5e94\uff0c\u7f3a\u4e4f\u5bf9\u590d\u6742\u4efb\u52a1\u7684\u89e3\u51b3\u80fd\u529b\u3002Agentic RAG \u901a\u8fc7\u5f15\u5165\u667a\u80fd\u4ee3\u7406\uff0c\u8d4b\u4e88\u7cfb\u7edf\u89c4\u5212\u3001\u51b3\u7b56\u548c\u5229\u7528\u5916\u90e8\u8d44\u6e90\u7684\u80fd\u529b\uff0c\u4ece\u800c\u53ef\u4ee5\u9ad8\u6548\u5730\u5904\u7406\u6b64\u7c7b\u590d\u6742\u95ee\u9898\u3002<\/p>\n

2.\u63d0\u9ad8\u4fe1\u606f\u68c0\u7d22\u548c\u5904\u7406\u7684\u6548\u7387<\/h4>\n

\u4f20\u7edf\u4fe1\u606f\u68c0\u7d22\u7cfb\u7edf\u5e38\u5e38\u9762\u4e34\u7740\u4fe1\u606f\u8fc7\u8f7d\u7684\u56f0\u6270\uff0c\u9700\u8981\u4eba\u5de5\u7b5b\u9009\u5927\u91cf\u65e0\u5173\u5185\u5bb9\u3002\u800c Agentic RAG \u7684\u667a\u80fd\u4ee3\u7406\u80fd\u591f\u4e3b\u52a8\u5206\u6790\u4efb\u52a1\u9700\u6c42\uff0c\u5236\u5b9a\u68c0\u7d22\u7b56\u7565\uff0c\u7cbe\u51c6\u83b7\u53d6\u76f8\u5173\u4fe1\u606f\uff0c\u4ece\u800c\u663e\u8457\u63d0\u9ad8\u4e86\u4fe1\u606f\u68c0\u7d22\u548c\u5904\u7406\u7684\u6548\u7387\u3002<\/p>\n

3.\u589e\u5f3a\u7cfb\u7edf\u7684\u53ef\u89e3\u91ca\u6027\u548c\u53ef\u63a7\u6027<\/h4>\n

Agentic RAG \u901a\u8fc7\u5176\u9010\u6b65\u89c4\u5212\u548c\u51b3\u7b56\u8fc7\u7a0b\uff0c\u4e3a\u7cfb\u7edf\u7684\u8fd0\u4f5c\u589e\u52a0\u4e86\u53ef\u89e3\u91ca\u6027\u548c\u900f\u660e\u5ea6\u3002\u7528\u6237\u53ef\u4ee5\u8ffd\u6eaf\u4ee3\u7406\u7684\u63a8\u7406\u8def\u5f84\uff0c\u4e86\u89e3\u7cfb\u7edf\u662f\u5982\u4f55\u5f97\u51fa\u6700\u7ec8\u7ed3\u8bba\u7684\u3002\u4ece\u800c\u4e0d\u4ec5\u63d0\u9ad8\u4e86\u53ef\u4fe1\u5ea6\uff0c\u4e5f\u4e3a\u5bf9\u7cfb\u7edf\u884c\u4e3a\u7684\u63a7\u5236\u63d0\u4f9b\u4e86\u652f\u6301\u3002<\/p>\n

4.\u5b9e\u73b0\u77e5\u8bc6\u7684\u52a8\u6001\u66f4\u65b0\u548c\u6269\u5c55<\/h4>\n

\u4f20\u7edf\u7cfb\u7edf\u901a\u5e38\u53d7\u9650\u4e8e\u5176\u56fa\u6709\u7684\u77e5\u8bc6\u5e93\uff0c\u96be\u4ee5\u5b9e\u65f6\u5438\u6536\u65b0\u77e5\u8bc6\u3002\u800c Agentic RAG \u5219\u53ef\u4ee5\u7075\u6d3b\u5730\u8bbf\u95ee\u5916\u90e8\u4fe1\u606f\u6e90\uff0c\u52a8\u6001\u66f4\u65b0\u548c\u6269\u5c55\u77e5\u8bc6\u5e93\uff0c\u786e\u4fdd\u77e5\u8bc6\u7684\u65f6\u6548\u6027\u548c\u5168\u9762\u6027\u3002<\/p>\n

5.\u652f\u6301\u5f02\u6784\u4fe1\u606f\u6e90\u7684\u96c6\u6210<\/h4>\n

Agentic RAG \u67b6\u6784\u652f\u6301\u5404\u79cd\u5f02\u6784\u4fe1\u606f\u6e90\u7684\u96c6\u6210\uff0c\u65e0\u8bba\u662f\u6587\u672c\u3001\u56fe\u50cf\u3001\u89c6\u9891\u7b49\u4e0d\u540c\u6a21\u6001\u6570\u636e\uff0c\u8fd8\u662f\u4e13\u6709\u6570\u636e\u5e93\u3001APIs \u7b49\u5916\u90e8\u5de5\u5177\uff0c\u90fd\u53ef\u4ee5\u88ab\u667a\u80fd\u4ee3\u7406\u9ad8\u6548\u5229\u7528\uff0c\u4ece\u800c\u5b9e\u73b0\u5168\u65b9\u4f4d\u7684\u4fe1\u606f\u6316\u6398\u548c\u7efc\u5408\u3002<\/p>\n

6.\u63d0\u9ad8\u7cfb\u7edf\u7684\u53ef\u6269\u5c55\u6027\u548c\u7075\u6d3b\u6027<\/h4>\n

Agentic RAG \u6846\u67b6\u5177\u6709\u4f18\u79c0\u7684\u6a21\u5757\u5316\u8bbe\u8ba1\uff0c\u65b0\u7684\u4fe1\u606f\u6e90\u6216\u5de5\u5177\u53ef\u4ee5\u901a\u8fc7\u6dfb\u52a0\u5bf9\u5e94\u7684\u4ee3\u7406\u5b50\u6a21\u5757\u800c\u8f7b\u677e\u96c6\u6210\uff0c\u4ece\u800c\u4f7f\u7cfb\u7edf\u5177\u5907\u51fa\u8272\u7684\u53ef\u6269\u5c55\u6027\u548c\u7075\u6d3b\u6027\u3002<\/p>\n

\u57fa\u4e8e\u7efc\u4e0a\u6240\u8ff0\uff0cAgentic RAG \u7684\u51fa\u73b0\u6b63\u662f\u4e3a\u4e86\u5e94\u5bf9\u4f20\u7edf\u7cfb\u7edf\u5728\u590d\u6742\u95ee\u9898\u89e3\u51b3\u3001\u4fe1\u606f\u68c0\u7d22\u6548\u7387\u3001\u53ef\u89e3\u91ca\u6027\u3001\u77e5\u8bc6\u6269\u5c55\u3001\u5f02\u6784\u96c6\u6210\u548c\u7cfb\u7edf\u7075\u6d3b\u6027\u7b49\u65b9\u9762\u7684\u4e0d\u8db3\uff0c\u4e3a\u8bed\u8a00\u6a21\u578b\u548c\u4fe1\u606f\u68c0\u7d22\u7cfb\u7edf\u8d4b\u80fd\uff0c\u4f7f\u5176\u80fd\u591f\u4ee5\u66f4\u9ad8\u6548\u3001\u667a\u80fd\u548c\u900f\u660e\u7684\u65b9\u5f0f\u670d\u52a1\u4e8e\u4eba\u7c7b\u7684\u4fe1\u606f\u9700\u6c42\u3002<\/p>\n

\u56e0\u6b64\uff0c\u53ef\u4ee5\u9884\u89c1\uff0c\u5728\u4e0d\u8fdc\u7684\u5c06\u6765\uff0c\u57fa\u4e8e Agentic RAG \u6280\u672f\u7684\u667a\u80fd\u7cfb\u7edf\u5c06\u5927\u663e\u8eab\u624b\uff0c\u6210\u4e3a\u4eba\u7c7b\u5728\u6d77\u91cf\u6742\u7cc5\u4fe1\u606f\u4e2d\u63a2\u7d22\u77e5\u8bc6\u3001\u83b7\u53d6\u89c1\u89e3\u7684\u5f97\u529b\u52a9\u624b\u3002\u5b83\u4eec\u5c06\u64c5\u957f\u81ea\u4e3b\u6d4f\u89c8\u5404\u79cd\u590d\u6742\u7684\u4fe1\u606f\u666f\u89c2\uff0c\u6df1\u5165\u6316\u6398\u5185\u5728\u4ef7\u503c\uff0c\u7efc\u5408\u5f02\u6e90\u89c1\u89e3\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u9ad8\u8d28\u91cf\u3001\u7ec6\u81f4\u5165\u5fae\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u52a9\u529b\u4eba\u7c7b\u5728\u77e5\u8bc6\u83b7\u53d6\u548c\u51b3\u7b56\u5236\u5b9a\u7b49\u9886\u57df\u8de8\u8d8a\u65b0\u7684\u5f81\u7a0b\u3002<\/p>\n

Reference \uff1a<\/p>\n

    \n
  • [1] https:\/\/www.marktechpost.com\/2024\/05\/28\/the-rise-of-agentic-retrieval-augmented-generation-rag-in-artificial-intelligence-ai\/<\/li>\n
  • [2] https:\/\/medium.com\/@bijit211987\/agentic-rag-81ed8527212b<\/li>\n<\/ul>\n<\/div>\n<\/div>\n
    <\/div>\n

    <\/g><\/svg><\/i> \"Loading\"<\/p>\n

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

    \u5f15\u5165 Agentic RAG \uff08\u57fa\u4e8e\u667a\u80fd\u4ee3\u7406\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u6280\u672f\u7684\u4e3b\u8981\u539f\u56e0\u5728\u4e8e\u5e94\u5bf9\u4f20\u7edf\u8bed\u8a00\u6a21\u578b\u548c\u4fe1\u606f\u68c0\u7d22\u7cfb\u7edf\u5728 […]<\/p>\n

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