{"id":3223,"date":"2026-01-27T02:33:54","date_gmt":"2026-01-27T02:33:54","guid":{"rendered":"https:\/\/umaax.com\/aiagentstujiezhinanquanjingjishubaogaopdfwenjian\/"},"modified":"2026-01-27T02:33:54","modified_gmt":"2026-01-27T02:33:54","slug":"aiagentstujiezhinanquanjingjishubaogaopdfwenjian","status":"publish","type":"post","link":"https:\/\/umaax.com\/en\/aiagentstujiezhinanquanjingjishubaogaopdfwenjian\/","title":{"rendered":"\u300aAI Agents\u56fe\u89e3\u6307\u5357\u300b\u5168\u666f\u6280\u672f\u62a5\u544a\uff08PDF\u6587\u4ef6\uff09"},"content":{"rendered":"

\u300aAI Agents\u56fe\u89e3\u6307\u5357\u300b\u662fAvi Chawla\u548cAkshay Pachaar\u7f16\u5199\u7684\uff0c\u80fd\u5e2e\u52a9\u8bfb\u8005\u7406\u89e3\u548c\u6784\u5efaAI Agents\u3002\u8be6\u7ec6\u4ecb\u7ecdAI Agents\u7684\u5b9a\u4e49\u3001\u4e0eLLM\u548cRAG\u7684\u533a\u522b\uff0c\u53ca\u6784\u5efaAI Agents\u7684\u516d\u4e2a\u57fa\u672c\u8981\u7d20\uff08\u89d2\u8272\u626e\u6f14\u3001\u4e13\u6ce8\u4efb\u52a1\u3001\u5de5\u5177\u4f7f\u7528\u3001\u5408\u4f5c\u3001\u62a4\u680f\u548c\u8bb0\u5fc6\uff09\u3002\u63a2\u8ba8\u4e86AI Agents\u7684\u4e94\u4e2a\u8bbe\u8ba1\u6a21\u5f0f\u548c\u4e94\u4e2a\u5c42\u6b21\uff0c\u63d0\u4f9b\u591a\u4e2a\u5b9e\u9645\u9879\u76ee\u6848\u4f8b\uff0c\u5982Agentic RAG\u3001\u8bed\u97f3RAG Agent\u3001\u591aAgent\u822a\u73ed\u641c\u7d22\u7b49\uff0c\u6db5\u76d6\u6280\u672f\u6808\u3001\u5de5\u4f5c\u6d41\u7a0b\u548c\u4ee3\u7801\u793a\u4f8b\u3002\u672c\u6307\u5357\u662fAI\u9886\u57df\u4ece\u4e1a\u8005\u7684\u5b9e\u7528\u624b\u518c\uff0c\u9002\u5408\u5e0c\u671b\u6df1\u5165\u4e86\u89e3\u548c\u5e94\u7528AI Agents\u7684\u8bfb\u8005\u3002<\/p>\n

\"\" \"\" <\/p>\n

\u83b7\u53d6\u300aAI Agents\u56fe\u89e3\u6307\u5357<\/strong>\u300b\u62a5\u544aPDF\u539f\u6587\u4ef6 \u626b\u7801\u5173\u6ce8\u56de\u590d\uff1a 20250914<\/span><\/strong><\/p>\n

AI Agents\u7b80\u4ecb<\/h2>\n
    \n
  • \n
    \u5b9a\u4e49<\/strong>\uff1aAI Agents\u662f\u80fd\u81ea\u4e3b\u63a8\u7406\u3001\u601d\u8003\u3001\u89c4\u5212\u3001\u4ece\u76f8\u5173\u6765\u6e90\u63d0\u53d6\u4fe1\u606f\u3001\u91c7\u53d6\u884c\u52a8\uff0c\u5728\u5fc5\u8981\u65f6\u81ea\u6211\u7ea0\u6b63\u7684\u81ea\u4e3b\u7cfb\u7edf\u3002<\/div>\n<\/li>\n
  • \n
    \u4e0eLLM\uff08\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff09\u548cRAG\uff08\u68c0\u7d22\u589e\u5f3a\u578b\u751f\u6210\uff09\u7684\u533a\u522b<\/strong>\uff1a<\/div>\n
      \n
    • \n
      LLM<\/strong>\uff1a\u50cfGPT-4\u8fd9\u6837\u7684\u6a21\u578b\uff0c\u57fa\u4e8e\u5927\u91cf\u6587\u672c\u6570\u636e\u8bad\u7ec3\uff0c\u80fd\u591f\u63a8\u7406\u3001\u751f\u6210\u548c\u603b\u7ed3\uff0c\u4f46\u4ec5\u9650\u4e8e\u5176\u8bad\u7ec3\u6570\u636e\u3002<\/div>\n<\/li>\n
    • \n
      RAG<\/strong>\uff1a\u901a\u8fc7\u68c0\u7d22\u5916\u90e8\u6587\u6863\uff08\u5982\u5411\u91cf\u6570\u636e\u5e93\u3001\u641c\u7d22\u5f15\u64ce\u7b49\uff09\uff0c\u5c06\u5b83\u4eec\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u8f93\u5165\u5230LLM\u4e2d\uff0c\u589e\u5f3aLLM\u7684\u80fd\u529b\u3002<\/div>\n<\/li>\n
    • \n
      AI Agents<\/strong>\uff1a\u5728LLM\u7684\u57fa\u7840\u4e0a\u589e\u52a0\u81ea\u4e3b\u6027\uff0c\u51b3\u5b9a\u91c7\u53d6\u54ea\u4e9b\u6b65\u9aa4\uff0c\u4f8b\u5982\u8c03\u7528\u5de5\u5177\u3001\u641c\u7d22\u7f51\u7edc\u3001\u603b\u7ed3\u6216\u5b58\u50a8\u4fe1\u606f\u3002<\/div>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n

      \"\" <\/p>\n

      \u6784\u5efaAI Agents\u7684\u516d\u4e2a\u57fa\u672c\u8981\u7d20<\/h2>\n
        \n
      • \n
        \u89d2\u8272\u626e\u6f14\uff08Role-playing\uff09<\/strong>\uff1a\u4e3aAI Agents\u5206\u914d\u6e05\u6670\u3001\u5177\u4f53\u7684\u89d2\u8272\uff0c\u63d0\u9ad8\u5176\u6027\u80fd\u3002\u4f8b\u5982\uff0c\u5c06AI\u5b9a\u4e49\u4e3a\u201c\u9ad8\u7ea7\u5408\u540c\u5f8b\u5e08\u201d\u4f7f\u5176\u56de\u7b54\u66f4\u5177\u6cd5\u5f8b\u7cbe\u786e\u6027\u3002<\/div>\n<\/li>\n
      • \n
        \u4e13\u6ce8\/\u4efb\u52a1\uff08Focus\/Tasks\uff09<\/strong>\uff1a\u4e13\u6ce8\u4e8e\u7279\u5b9a\u4efb\u52a1\u53ef\u4ee5\u51cf\u5c11\u5e7b\u89c9\uff08hallucinations\uff09\u63d0\u9ad8\u6027\u80fd\u3002\u4f7f\u7528\u591a\u4e2a\u4e13\u95e8\u7684Agent\uff0c\u907f\u514d\u8ba9\u4e00\u4e2aAI Agent\u505a\u592a\u591a\u4e8b\u60c5\uff0c\u3002<\/div>\n<\/li>\n
      • \n
        \u5de5\u5177\uff08Tools\uff09<\/strong>\uff1aAI Agents\u901a\u8fc7\u4f7f\u7528\u5de5\u5177\u53d8\u5f97\u66f4\u667a\u80fd\u3002\u5de5\u5177\u652f\u6301Agent\u641c\u7d22\u7f51\u7edc\u3001\u4eceAPI\u548c\u6570\u636e\u5e93\u4e2d\u68c0\u7d22\u7ed3\u6784\u5316\u4fe1\u606f\u3001\u6267\u884c\u4ee3\u7801\u7b49\u3002<\/div>\n<\/li>\n
      • \n
        \u5408\u4f5c\uff08Cooperation\uff09<\/strong>\uff1a\u591aAgent\u7cfb\u7edf\u901a\u8fc7\u5408\u4f5c\u548c\u4ea4\u6362\u53cd\u9988\u6548\u679c\u6700\u597d\u3002\u4f8b\u5982\uff0c\u5728\u91d1\u878d\u5206\u6790\u7cfb\u7edf\u4e2d\uff0c\u4e00\u4e2aAgent\u6536\u96c6\u6570\u636e\uff0c\u53e6\u4e00\u4e2a\u8bc4\u4f30\u98ce\u9669\uff0c\u7b2c\u4e09\u4e2a\u5236\u5b9a\u7b56\u7565\uff0c\u7b2c\u56db\u4e2a\u64b0\u5199\u62a5\u544a\u3002<\/div>\n<\/li>\n
      • \n
        \u62a4\u680f\uff08Guardrails\uff09<\/strong>\uff1a\u9650\u5236Agent\u7684\u884c\u4e3a\uff0c\u786e\u4fdd\u4fdd\u6301\u5728\u6b63\u786e\u7684\u8f68\u9053\u4e0a\u3002\u4f8b\u5982\uff0c\u9650\u5236\u5de5\u5177\u4f7f\u7528\u3001\u8bbe\u7f6e\u9a8c\u8bc1\u68c0\u67e5\u70b9\u3001\u5efa\u7acb\u56de\u9000\u673a\u5236\u7b49\u3002<\/div>\n<\/li>\n
      • \n
        \u8bb0\u5fc6\uff08Memory\uff09<\/strong>\uff1a\u8bb0\u5fc6\u662fAI Agents\u7684\u5173\u952e\u7ec4\u6210\u90e8\u5206\uff0c\u652f\u6301Agent\u8bb0\u4f4f\u8fc7\u53bb\u7684\u4e92\u52a8\uff0c\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u6539\u8fdb\uff0c\u521b\u5efa\u66f4\u8fde\u8d2f\u7684\u5bf9\u8bdd\u3002<\/div>\n<\/li>\n<\/ul>\n

        \"\" <\/p>\n

        AI Agents\u7684\u4e94\u4e2a\u8bbe\u8ba1\u6a21\u5f0f<\/h2>\n
          \n
        • \n
          \u53cd\u601d\u6a21\u5f0f\uff08Reflection Pattern\uff09<\/strong>\uff1aAI\u5ba1\u67e5\u81ea\u5df1\u7684\u5de5\u4f5c\uff0c\u53d1\u73b0\u9519\u8bef\u5e76\u8fed\u4ee3\uff0c\u76f4\u5230\u4ea7\u751f\u6700\u7ec8\u54cd\u5e94\u3002<\/div>\n<\/li>\n
        • \n
          \u5de5\u5177\u4f7f\u7528\u6a21\u5f0f\uff08Tool Use Pattern\uff09<\/strong>\uff1aAI\u901a\u8fc7\u67e5\u8be2\u5411\u91cf\u6570\u636e\u5e93\u3001\u6267\u884cPython\u811a\u672c\u3001\u8c03\u7528API\u7b49\u65b9\u5f0f\u83b7\u53d6\u66f4\u591a\u4fe1\u606f\u3002<\/div>\n<\/li>\n
        • \n
          ReAct\uff08Reason and Act\uff09\u6a21\u5f0f<\/strong>\uff1aAgent\u5728\u751f\u6210\u8f93\u51fa\u540e\u8fdb\u884c\u53cd\u601d\uff0c\u5e76\u4f7f\u7528\u5de5\u5177\u4e0e\u4e16\u754c\u4e92\u52a8\u3002\u5b83\u5728\u601d\u8003\u3001\u884c\u52a8\u548c\u89c2\u5bdf\u4e4b\u95f4\u5faa\u73af\uff0c\u76f4\u5230\u627e\u5230\u89e3\u51b3\u65b9\u6848\u3002<\/div>\n<\/li>\n
        • \n
          \u89c4\u5212\u6a21\u5f0f\uff08Planning Pattern\uff09<\/strong>\uff1aAI\u521b\u5efa\u8def\u7ebf\u56fe\uff0c\u7ec6\u5206\u4efb\u52a1\u5e76\u6982\u8ff0\u76ee\u6807\uff0c\u66f4\u6709\u6548\u5730\u89e3\u51b3\u95ee\u9898\u3002<\/div>\n<\/li>\n
        • \n
          \u591aAgent\u6a21\u5f0f\uff08Multi-Agent Pattern\uff09<\/strong>\uff1a\u591a\u4e2aAgent\u534f\u540c\u5de5\u4f5c\uff0c\u6bcf\u4e2aAgent\u90fd\u6709\u7279\u5b9a\u7684\u89d2\u8272\u548c\u4efb\u52a1\uff0c\u5171\u540c\u5b8c\u6210\u6700\u7ec8\u7ed3\u679c\u3002<\/div>\n<\/li>\n<\/ul>\n

          \"\" <\/p>\n

          \u4e94\u7ea7\u667a\u80fd\u4f53\u7cfb\u7edf<\/h2>\n
            \n
          • \n
            \u57fa\u672c\u54cd\u5e94\u8005\uff08Basic Responder\uff09<\/strong>\uff1a\u4eba\u7c7b\u6307\u5bfc\u6574\u4e2a\u6d41\u7a0b\uff0cLLM\u53ea\u662f\u63a5\u6536\u8f93\u5165\u5e76\u4ea7\u751f\u8f93\u51fa\u7684\u901a\u7528\u54cd\u5e94\u8005\u3002<\/div>\n<\/li>\n
          • \n
            \u8def\u7531\u5668\u6a21\u5f0f\uff08Router Pattern\uff09<\/strong>\uff1a\u4eba\u7c7b\u5b9a\u4e49\u6d41\u7a0b\u4e2d\u5b58\u5728\u7684\u8def\u5f84\/\u51fd\u6570\uff0cLLM\u51b3\u5b9a\u80fd\u91c7\u53d6\u54ea\u6761\u8def\u5f84\u3002<\/div>\n<\/li>\n
          • \n
            \u5de5\u5177\u8c03\u7528\uff08Tool Calling\uff09<\/strong>\uff1a\u4eba\u7c7b\u5b9a\u4e49LLM\u53ef\u4ee5\u8bbf\u95ee\u7684\u5de5\u5177\u96c6\uff0cLLM\u51b3\u5b9a\u4f55\u65f6\u4f7f\u7528\u5b83\u4eec\u53ca\u4f7f\u7528\u54ea\u4e9b\u53c2\u6570\u3002<\/div>\n<\/li>\n
          • \n
            \u591aAgent\u6a21\u5f0f\uff08Multi-Agent Pattern\uff09<\/strong>\uff1a\u7ba1\u7406Agent\u534f\u8c03\u591a\u4e2a\u5b50Agent\uff0c\u51b3\u5b9a\u4e0b\u4e00\u6b65\u884c\u52a8\u3002<\/div>\n<\/li>\n
          • \n
            \u81ea\u4e3b\u6a21\u5f0f\uff08Autonomous Pattern\uff09<\/strong>\uff1aLLM\u72ec\u7acb\u751f\u6210\u548c\u6267\u884c\u65b0\u4ee3\u7801\uff0c\u6709\u6548\u5730\u4f5c\u4e3a\u4e00\u4e2a\u72ec\u7acb\u7684AI\u5f00\u53d1\u8005\u3002<\/div>\n<\/li>\n<\/ul>\n

            \"\" <\/p>\n

            12\u4e2aAI Agents\u9879\u76ee\u6848\u4f8b<\/h2>\n
              \n
            • \n
              Agentic RAG<\/strong>\uff1a\u6784\u5efa\u5177\u6709\u52a8\u6001\u4ece\u4e0d\u540c\u6765\u6e90\u83b7\u53d6\u4e0a\u4e0b\u6587\u80fd\u529b\u7684RAG\u7ba1\u9053\u3002<\/div>\n<\/li>\n
            • \n
              \u8bed\u97f3RAG Agent<\/strong>\uff1a\u6784\u5efa\u4e00\u4e2a\u5b9e\u65f6\u8bed\u97f3\u4ea4\u4e92\u7684AI\u5e94\u7528\u3002<\/div>\n<\/li>\n
            • \n
              \u591aAgent\u822a\u73ed\u641c\u7d22<\/strong>\uff1a\u89e3\u6790\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u5e76\u4eceKayak\u83b7\u53d6\u5b9e\u65f6\u7ed3\u679c\u7684\u822a\u73ed\u641c\u7d22\u7ba1\u9053\u3002<\/div>\n<\/li>\n
            • \n
              \u91d1\u878d\u5206\u6790\u5e08<\/strong>\uff1a\u4eceCursor\u6216Claude\u83b7\u53d6\u3001\u5206\u6790\u5e76\u751f\u6210\u80a1\u7968\u5e02\u573a\u8d8b\u52bf\u6d1e\u5bdf\u7684AI Agent\u3002<\/div>\n<\/li>\n
            • \n
              \u54c1\u724c\u76d1\u63a7\u7cfb\u7edf<\/strong>\uff1a\u6293\u53d6\u7f51\u7edc\u63d0\u53ca\u5e76\u4ea7\u751f\u5173\u4e8e\u516c\u53f8\u7684\u6d1e\u5bdf\u7684\u591aAgent\u54c1\u724c\u76d1\u63a7\u5e94\u7528\u3002<\/div>\n<\/li>\n
            • \n
              \u591aAgent\u9152\u5e97\u67e5\u627e\u5668<\/strong>\uff1a\u89e3\u6790\u65c5\u884c\u67e5\u8be2\uff0c\u4eceKayak\u83b7\u53d6\u5b9e\u65f6\u822a\u73ed\u548c\u9152\u5e97\u6570\u636e\uff0c\u5e76\u603b\u7ed3\u6700\u4f73\u9009\u9879\u3002<\/div>\n<\/li>\n
            • \n
              \u591aAgent\u6df1\u5ea6\u7814\u7a76\u8005<\/strong>\uff1a\u6784\u5efa\u4e00\u4e2a100%\u672c\u5730\u5316\u7684ChatGPT\u6df1\u5ea6\u7814\u7a76\u529f\u80fd\u66ff\u4ee3\u54c1\u3002<\/div>\n<\/li>\n
            • \n
              \u5177\u6709\u4eba\u7c7b\u8bb0\u5fc6\u7684AI Agent<\/strong>\uff1a\u6784\u5efa\u5177\u6709\u4eba\u7c7b\u8bb0\u5fc6\u7684AI Agent\uff0c\u4ee5\u89e3\u51b3\u751f\u4ea7\u4e2d\u7684\u95ee\u9898\u3002<\/div>\n<\/li>\n
            • \n
              \u591aAgent\u4e66\u7c4d\u64b0\u5199\u8005<\/strong>\uff1a\u6784\u5efa\u4e00\u4e2a\u4ece3-5\u4e2a\u5355\u8bcd\u7684\u4e66\u7c4d\u4e3b\u9898\u751f\u621020,000\u5b57\u4e66\u7c4d\u7684Agentic\u5de5\u4f5c\u6d41\u3002<\/div>\n<\/li>\n
            • \n
              \u591aAgent\u5185\u5bb9\u521b\u4f5c\u7cfb\u7edf<\/strong>\uff1a\u6784\u5efa\u4e00\u4e2a\u5c06\u4efb\u4f55URL\u8f6c\u6362\u4e3a\u793e\u4ea4\u5a92\u4f53\u5e16\u5b50\u5e76\u901a\u8fc7Typefully\u81ea\u52a8\u5b89\u6392\u7684Agentic\u5de5\u4f5c\u6d41\u3002<\/div>\n<\/li>\n
            • \n
              \u6587\u6863\u64b0\u5199\u6d41\u7a0b<\/strong>\uff1a\u6784\u5efa\u4e00\u4e2a\u4eceGitHub\u4ed3\u5e93URL\u751f\u6210\u5b8c\u6574\u9879\u76ee\u6587\u6863\u7684Agentic\u5de5\u4f5c\u6d41\u3002<\/div>\n<\/li>\n
            • \n
              \u65b0\u95fb\u751f\u6210\u5668<\/strong>\uff1a\u6784\u5efa\u4e00\u4e2a\u5c06\u7528\u6237\u67e5\u8be2\u8f6c\u6362\u4e3a\u7cbe\u5fc3\u64b0\u5199\u7684\u65b0\u95fb\u6587\u7ae0\u7684AI\u65b0\u95fb\u751f\u6210\u5668\u3002<\/div>\n<\/li>\n<\/ul>\n

              \"\" \"\" <\/p>\n

              \u83b7\u53d6\u300aAI Agents\u56fe\u89e3\u6307\u5357<\/strong>\u300b\u62a5\u544aPDF\u539f\u6587\u4ef6 \u626b\u7801\u5173\u6ce8\u56de\u590d\uff1a 20250914<\/span><\/strong><\/p>","protected":false},"excerpt":{"rendered":"

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