{"id":117,"date":"2026-06-08T23:01:02","date_gmt":"2026-06-08T23:01:02","guid":{"rendered":"https:\/\/blog.joezhou.top\/ai-agent-2\/"},"modified":"2026-06-08T23:01:02","modified_gmt":"2026-06-08T23:01:02","slug":"ai-agent-2","status":"publish","type":"post","link":"https:\/\/www.joezhou.top\/?p=117","title":{"rendered":"AI Agent\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u2014\u2014\u6846\u67b6\u67b6\u6784\u4e0e\u5b9e\u6218\u573a\u666f\u6df1\u5ea6\u89e3\u6790"},"content":{"rendered":"

\u4e00\u3001\u5f15\u8a00<\/h2>\n

2024\u5e74\u5e95\u81f3\u4eca\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u7684\u7ade\u4e89\u683c\u5c40\u5df2\u7ecf\u4ece"\u8c01\u7684\u6a21\u578b\u66f4\u5f3a"\u9010\u6e10\u8f6c\u5411"\u8c01\u80fd\u7528\u6a21\u578b\u89e3\u51b3\u771f\u5b9e\u95ee\u9898"\u3002\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0cAI Agent\u2014\u2014\u5c24\u5176\u662f\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\uff08Multi-Agent System\uff0cMAS\uff09\u2014\u2014\u6210\u4e3a\u6700\u53d7\u77a9\u76ee\u7684\u6280\u672f\u65b9\u5411\u3002\u5355\u4e00Agent\u7684\u80fd\u529b\u518d\u5f3a\uff0c\u9762\u5bf9\u590d\u6742\u4e1a\u52a1\u6d41\u7a0b\u65f6\u4e5f\u6709\u5176\u5929\u7136\u5c40\u9650\uff1a\u4fe1\u606f\u83b7\u53d6\u6e20\u9053\u5355\u4e00\u3001\u51b3\u7b56\u7f3a\u4e4f\u591a\u89d2\u5ea6\u6821\u51c6\u3001\u65e0\u6cd5\u5904\u7406\u9700\u8981\u591a\u4eba\u534f\u4f5c\u7684\u957f\u5468\u671f\u4efb\u52a1\u3002\u800c\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u6b63\u597d\u5f25\u8865\u4e86\u8fd9\u4e9b\u4e0d\u8db3\u3002<\/p>\n

\u672c\u6587\u5c06\u4ece\u67b6\u6784\u8bbe\u8ba1\u7684\u89d2\u5ea6\uff0c\u7cfb\u7edf\u68b3\u7406\u5f53\u524d\u4e3b\u6d41\u7684\u591aAgent\u6846\u67b6\uff08LangGraph\u3001AutoGen\u3001CrewAI\uff09\u7684\u6280\u672f\u8def\u7ebf\u5dee\u5f02\uff0c\u7136\u540e\u57fa\u4e8e\u771f\u5b9e\u4e1a\u52a1\u573a\u666f\u5206\u6790\u591aAgent\u7cfb\u7edf\u7684\u843d\u5730\u5b9e\u8df5\uff0c\u6700\u540e\u63a2\u8ba8\u5f53\u524d\u7684\u6280\u672f\u74f6\u9888\u4e0e\u672a\u6765\u8d8b\u52bf\u3002<\/p>\n

\u4e8c\u3001\u4e3a\u4ec0\u4e48\u9700\u8981\u591a\u667a\u80fd\u4f53\u534f\u4f5c<\/h2>\n

\u5728\u8ba8\u8bba\u6846\u67b6\u4e4b\u524d\uff0c\u5148\u60f3\u6e05\u695a\u4e00\u4e2a\u95ee\u9898\uff1a\u4e3a\u4ec0\u4e48\u4e00\u4e2aAgent\u4e0d\u884c\uff1f<\/p>\n

2.1 \u5355Agent\u7684\u5c40\u9650<\/h3>\n

\u4e00\u4e2a\u5355Agent\u7cfb\u7edf\u901a\u5e38\u7531"\u5927\u6a21\u578b+\u5de5\u5177\u8c03\u7528+\u8bb0\u5fc6\u7ba1\u7406"\u7ec4\u6210\u3002\u5728\u9762\u5bf9\u7b80\u5355\u4efb\u52a1\uff08\u5982"\u7ffb\u8bd1\u4e00\u6bb5\u6587\u5b57"\u6216"\u67e5\u4e00\u4e0b\u5929\u6c14"\uff09\u65f6\uff0c\u5355Agent\u5b8c\u5168\u80dc\u4efb\u3002\u4f46\u5728\u4ee5\u4e0b\u573a\u666f\u4e2d\uff0c\u5355Agent\u5f00\u59cb\u529b\u4e0d\u4ece\u5fc3\uff1a<\/p>\n

\u4fe1\u606f\u8fc7\u8f7d\u4e0e\u6ce8\u610f\u529b\u6f02\u79fb\uff1a<\/strong> \u7ed9\u5355Agent\u4e00\u4e2a\u5305\u542b20\u4e2a\u7ea6\u675f\u6761\u4ef6\u7684\u590d\u6742\u4efb\u52a1\uff0c\u5b83\u5728\u957f\u65f6\u95f4\u63a8\u7406\u8fc7\u7a0b\u4e2d\u5bb9\u6613"\u5fd8\u8bb0"\u65e9\u671f\u7684\u7ea6\u675f\u2014\u2014\u7c7b\u4f3c\u4e8e\u4eba\u7c7b\u5728\u8d85\u957f\u9605\u8bfb\u4e2d\u7684\u6ce8\u610f\u529b\u8870\u51cf\u3002<\/p>\n

\u89d2\u8272\u51b2\u7a81\uff1a<\/strong> \u5f53\u540c\u4e00\u4e2aAgent\u65e2\u8981\u626e\u6f14"\u4e25\u683c\u7684\u8d28\u91cf\u68c0\u9a8c\u5458"\u53c8\u8981\u626e\u6f14"\u7075\u6d3b\u7684\u521b\u610f\u7b56\u5212\u5e08"\u65f6\uff0c\u5b83\u7684\u884c\u4e3a\u6a21\u5f0f\u5f80\u5f80\u5de6\u53f3\u4e3a\u96be\u2014\u2014\u4e25\u683c\u6a21\u5f0f\u4e0b\u4e27\u5931\u521b\u9020\u529b\uff0c\u7075\u6d3b\u6a21\u5f0f\u4e0b\u5ffd\u89c6\u8d28\u91cf\u3002<\/p>\n

\u5de5\u5177\u8c03\u7528\u7684\u7ade\u4e89\uff1a<\/strong> \u5355Agent\u5728\u540c\u65f6\u5904\u7406\u591a\u4e2a\u5b50\u4efb\u52a1\u65f6\uff0c\u5de5\u5177\u8c03\u7528\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u5f88\u5feb\u5c31\u4f1a\u6491\u6ee1\u2014\u2014\u4e0d\u65ad\u7684\u4e2d\u95f4\u7ed3\u679c\u5bfc\u81f4token\u6d88\u8017\u5448\u6307\u6570\u7ea7\u589e\u957f\u3002<\/p>\n

2.2 \u591aAgent\u7684\u6838\u5fc3\u4f18\u52bf<\/h3>\n

\u591aAgent\u7cfb\u7edf\u901a\u8fc7"\u5206\u800c\u6cbb\u4e4b"\u7684\u7b56\u7565\u89e3\u51b3\u4e86\u4e0a\u8ff0\u95ee\u9898\uff1a<\/p>\n

    \n
  • \u4e13\u4e1a\u5316\u5206\u5de5\uff1a<\/strong> \u6bcf\u4e2aAgent\u8d1f\u8d23\u4e00\u4e2a\u660e\u786e\u7684\u89d2\u8272\uff0cPrompt\u8bbe\u8ba1\u66f4\u52a0\u805a\u7126\uff0c\u907f\u514d\u4e86\u89d2\u8272\u51b2\u7a81<\/li>\n
  • \u5e76\u884c\u5904\u7406\uff1a<\/strong> \u4e0d\u540cAgent\u53ef\u4ee5\u5e76\u884c\u6267\u884c\u72ec\u7acb\u5b50\u4efb\u52a1\uff0c\u5927\u5e45\u7f29\u77ed\u6574\u4f53\u5b8c\u6210\u65f6\u95f4<\/li>\n
  • \u8fa9\u8bba\u4e0e\u6821\u51c6\uff1a<\/strong> \u591a\u4e2aAgent\u5728\u51b3\u7b56\u70b9\u4e0a\u53ef\u4ee5\u4e92\u76f8\u8fa9\u8bba\u548c\u8d28\u7591\uff0c\u63d0\u5347\u6700\u7ec8\u8f93\u51fa\u7684\u51c6\u786e\u6027\u548c\u8986\u76d6\u9762<\/li>\n
  • \u53ef\u89c2\u6d4b\u6027\uff1a<\/strong> \u6bcf\u4e2aAgent\u7684\u884c\u4e3a\u53ef\u4ee5\u88ab\u5355\u72ec\u8ffd\u8e2a\u548c\u5ba1\u67e5\uff0c\u4fbf\u4e8e\u8c03\u8bd5\u548c\u4f18\u5316<\/li>\n<\/ul>\n

    \u4e09\u3001\u4e3b\u6d41\u591aAgent\u6846\u67b6\u5bf9\u6bd4<\/h2>\n

    \u76ee\u524d\u884c\u4e1a\u4e2d\u6700\u53d7\u5173\u6ce8\u7684\u591aAgent\u6846\u67b6\u6709LangGraph\u3001AutoGen\u548cCrewAI\u3002\u5b83\u4eec\u5404\u6709\u4fa7\u91cd\uff0c\u9002\u7528\u4e8e\u4e0d\u540c\u7684\u573a\u666f\u548c\u56e2\u961f\u80cc\u666f\u3002<\/p>\n

    3.1 LangGraph\u2014\u2014\u6700\u7075\u6d3b\u7684\u56fe\u7f16\u6392\u5f15\u64ce<\/h3>\n

    LangGraph\u7531LangChain\u56e2\u961f\u5f00\u53d1\uff0c\u5b83\u7684\u6838\u5fc3\u8bbe\u8ba1\u54f2\u5b66\u662f\uff1a\u591aAgent\u534f\u4f5c\u662f\u4e00\u4e2a\u6709\u5411\u56fe\uff08Graph\uff09\u3002<\/p>\n

    \u6838\u5fc3\u6982\u5ff5\uff1a<\/strong><\/p>\n

      \n
    • \u8282\u70b9\uff08Node\uff09\uff1a<\/strong> \u6bcf\u4e2aAgent\u6216\u5de5\u5177\u8c03\u7528\u662f\u4e00\u4e2a\u8282\u70b9<\/li>\n
    • \u8fb9\uff08Edge\uff09\uff1a<\/strong> \u5b9a\u4e49\u4e86Agent\u4e4b\u95f4\u7684\u6d88\u606f\u4f20\u9012\u548c\u8c03\u7528\u987a\u5e8f<\/li>\n
    • \u6761\u4ef6\u8fb9\uff08Conditional Edge\uff09\uff1a<\/strong> Agent\u53ef\u4ee5\u6839\u636e\u8f93\u51fa\u7ed3\u679c\u52a8\u6001\u9009\u62e9\u4e0b\u4e00\u6b65\u8d70\u54ea\u6761\u8def\u5f84<\/li>\n<\/ul>\n

      \u67b6\u6784\u4f18\u52bf\uff1a<\/strong><\/p>\n

        \n
      1. \n

        \u6700\u7075\u6d3b\u7684\u7f16\u6392\u80fd\u529b\uff1a<\/strong> \u76f8\u6bd4\u5176\u4ed6\u6846\u67b6\u7684\u7ebf\u6027\u6216\u661f\u5f62\u7ed3\u6784\uff0cLangGraph\u652f\u6301\u4efb\u610f\u590d\u6742\u7684\u56fe\u7ed3\u6784\u2014\u2014\u5faa\u73af\u3001\u5206\u652f\u3001\u5e76\u884c\u3001\u5d4c\u5957\u5b50\u56fe\uff0c\u9002\u5408\u9700\u8981\u590d\u6742\u72b6\u6001\u7ba1\u7406\u7684\u573a\u666f<\/p>\n<\/li>\n

      2. \n

        \u72b6\u6001\u6301\u4e45\u5316\uff1a<\/strong> \u5185\u7f6e\u72b6\u6001\u7ba1\u7406\u673a\u5236\uff0cAgent\u4e4b\u95f4\u7684\u5171\u4eab\u72b6\u6001\u53ef\u4ee5\u81ea\u52a8\u6301\u4e45\u5316\u5230\u6570\u636e\u5e93\uff0c\u5373\u4f7fAgent\u6267\u884c\u4e2d\u65ad\u4e5f\u80fd\u6062\u590d<\/p>\n<\/li>\n

      3. \n

        \u6d41\u5f0f\uff08Streaming\uff09\u652f\u6301\uff1a<\/strong> \u652f\u6301\u9010\u4e2atoken\u6216\u9010\u6761\u6d88\u606f\u7684\u6d41\u5f0f\u8f93\u51fa\uff0c\u7528\u6237\u4f53\u9a8c\u8fdc\u597d\u4e8e\u4e00\u6b21\u6027\u7b49\u5f85\u5168\u90e8Agent\u6267\u884c\u5b8c\u6bd5<\/p>\n<\/li>\n<\/ol>\n

        \u5178\u578b\u7528\u6cd5\uff1a<\/strong><\/p>\n

        # \u6784\u5efa\u4e00\u4e2a"\u7814\u7a76-\u5199\u7a3f-\u5ba1\u6838"\u7684\u4e09Agent\u5de5\u4f5c\u6d41\ngraph = StateGraph(AgentState)\ngraph.add_node("researcher", research_agent)\ngraph.add_node("writer", write_agent)\ngraph.add_node("reviewer", review_agent)\ngraph.add_edge("researcher", "writer")\ngraph.add_conditional_edges("writer", review_decider, {\n    "approve": END,\n    "revise": "reviewer"\n})\ngraph.add_edge("reviewer", "writer")\n<\/code><\/pre>\n
        \u9002\u7528\u573a\u666f\uff1a<\/strong> \u590d\u6742\u7684\u4e1a\u52a1\u6d41\u7a0b\u81ea\u52a8\u5316\u3001\u9700\u8981\u7cbe\u7ec6\u72b6\u6001\u63a7\u5236\u7684\u4f01\u4e1a\u7ea7\u5e94\u7528\u3001\u6709\u56fe\u7ed3\u6784\u5f00\u53d1\u7ecf\u9a8c\u7684\u56e2\u961f\u3002<\/p>\n
        3.2 AutoGen\u2014\u2014\u5fae\u8f6f\u7684\u5f00\u6e90\u591aAgent\u5bf9\u8bdd\u6846\u67b6<\/h3>\n
        AutoGen\u7531\u5fae\u8f6f\u7814\u7a76\u9662\u63a8\u51fa\uff0c\u5b83\u7684\u8bbe\u8ba1\u54f2\u5b66\u662f\uff1aAgent\u4e4b\u95f4\u901a\u8fc7\u5bf9\u8bdd\u6765\u534f\u4f5c\u3002<\/p>\n
        \u6838\u5fc3\u6982\u5ff5\uff1a<\/strong><\/p>\n
          \n
        • AssistantAgent\uff1a<\/strong> \u5177\u6709\u5927\u6a21\u578b\u63a8\u7406\u80fd\u529b\u7684Agent\uff0c\u53ef\u4ee5\u8c03\u7528\u5de5\u5177\u548c\u751f\u6210\u56de\u590d<\/li>\n
        • UserProxyAgent\uff1a<\/strong> \u4ee3\u7406\u7528\u6237\u610f\u56fe\u7684Agent\uff0c\u8d1f\u8d23\u6267\u884c\u4ee3\u7801\u3001\u8fd4\u56de\u6267\u884c\u7ed3\u679c<\/li>\n
        • GroupChat\uff1a<\/strong> \u901a\u8fc7\u4e00\u4e2a\u804a\u5929\u7ba1\u7406\u5668\u8ba9\u591a\u4e2aAgent\u5728\u4e00\u4e2a\u7fa4\u804a\u4e2d\u534f\u4f5c<\/li>\n<\/ul>\n
          \u67b6\u6784\u4f18\u52bf\uff1a<\/strong><\/p>\n
            \n
          1. \n
            \u5bf9\u8bdd\u5f0f\u534f\u4f5c\u6700\u81ea\u7136\uff1a<\/strong> \u5f00\u53d1\u8005\u53ea\u9700\u8981\u5b9a\u4e49Agent\u7684System Prompt\uff0c\u6846\u67b6\u81ea\u52a8\u7ba1\u7406Agent\u4e4b\u95f4\u7684\u5bf9\u8bdd\u6d41\u8f6c\u2014\u2014\u4e0d\u9700\u8981\u624b\u52a8\u7f16\u5199\u56fe\u7684\u8fb9\u548c\u72b6\u6001\u8f6c\u6362\u903b\u8f91<\/p>\n<\/li>\n
          2. \n
            \u4ee3\u7801\u6267\u884c\u80fd\u529b\u5f3a\uff1a<\/strong> UserProxyAgent\u53ef\u4ee5\u81ea\u52a8\u6267\u884cPython\u4ee3\u7801\u5e76\u8fd4\u56de\u7ed3\u679c\uff0c\u5bf9\u4e8e\u9700\u8981"\u8fb9\u5199\u4ee3\u7801\u8fb9\u8fd0\u884c"\u7684\u6570\u636e\u5206\u6790\u573a\u666f\u975e\u5e38\u65b9\u4fbf<\/p>\n<\/li>\n
          3. \n
            \u7fa4\u804a\u7ba1\u7406\u5668\uff08GroupChatManager\uff09\uff1a<\/strong> \u652f\u6301\u53d1\u8a00\u8f6e\u8f6c\u3001Speaker\u9009\u62e9\u3001\u5bf9\u8bdd\u7ec8\u6b62\u6761\u4ef6\u7b49\u5185\u7f6e\u673a\u5236<\/p>\n<\/li>\n<\/ol>\n
            \u5178\u578b\u6d41\u7a0b\uff1a<\/strong><\/p>\n
            User\u53d1\u9001\u9700\u6c42 \u2192 Manager\u5206\u914d\u5230\u4ea7\u54c1Agent \u2192 \n\u4ea7\u54c1Agent\u8f93\u51fa\u9700\u6c42\u6587\u6863 \u2192 Manager\u5206\u914d\u5230\u5f00\u53d1Agent \u2192 \n\u5f00\u53d1Agent\u7f16\u5199\u4ee3\u7801 \u2192 UserProxyAgent\u6267\u884c\u5e76\u8fd4\u56de\u7ed3\u679c \u2192 \n\u5f00\u53d1Agent\u4fee\u6539\u4ee3\u7801 \u2192 \u6d4b\u8bd5Agent\u52a0\u5165\u8bc4\u5ba1\n<\/code><\/pre>\n
            \u9002\u7528\u573a\u666f\uff1a<\/strong> \u5feb\u901f\u539f\u578b\u9a8c\u8bc1\u3001\u5bf9\u8bdd\u5f0f\u534f\u4f5c\u573a\u666f\u3001\u5bf9\u4ee3\u7801\u6267\u884c\u80fd\u529b\u6709\u8981\u6c42\u7684\u7814\u53d1\u4efb\u52a1\u3001\u4e2d\u5c0f\u56e2\u961f\u3002<\/p>\n
            3.3 CrewAI\u2014\u2014\u6781\u7b80\u7684\u591aAgent\u7f16\u6392\u6846\u67b6<\/h3>\n
            CrewAI\u7684\u8bbe\u8ba1\u54f2\u5b66\u662f"\u7528\u6700\u5c11\u7684\u4ee3\u7801\u5b9e\u73b0\u591aAgent\u534f\u4f5c"\uff0c\u5b83\u7684\u6838\u5fc3\u7406\u5ff5\u6765\u81ea\u9879\u76ee\u7ba1\u7406\u4e2d\u7684"\u56e2\u961f(Crew)"\u6982\u5ff5\u3002<\/p>\n
            \u6838\u5fc3\u6982\u5ff5\uff1a<\/strong><\/p>\n
              \n
            • Agent\uff1a<\/strong> \u5b9a\u4e49\u89d2\u8272\u3001\u76ee\u6807\u3001\u80cc\u666f\u6545\u4e8b\u3001\u53ef\u7528\u5de5\u5177<\/li>\n
            • Task\uff1a<\/strong> \u5206\u914d\u7ed9Agent\u7684\u660e\u786e\u4efb\u52a1\uff0c\u53ef\u4ee5\u6307\u5b9a\u4f9d\u8d56\u5173\u7cfb\u548c\u8f93\u51fa\u683c\u5f0f<\/li>\n
            • Crew\uff1a<\/strong> Agent\u548cTask\u7684\u96c6\u5408\uff0c\u5b9a\u4e49\u6574\u4f53\u7684\u6267\u884c\u6d41\u7a0b<\/li>\n
            • Process\uff1a<\/strong> \u6267\u884c\u6a21\u5f0f\u2014\u2014sequential\uff08\u987a\u5e8f\u6267\u884c\uff09\u3001hierarchical\uff08\u5c42\u7ea7\u6267\u884c\uff09<\/li>\n<\/ul>\n
              \u67b6\u6784\u4f18\u52bf\uff1a<\/strong><\/p>\n
                \n
              1. \n
                \u6781\u4f4e\u7684\u4e0a\u624b\u95e8\u69db\uff1a<\/strong> \u7528\u6700\u5c11\u7684\u4ee3\u7801\u91cf\u5b8c\u6210\u591aAgent\u7cfb\u7edf\u7684\u5b9a\u4e49\u548c\u6267\u884c\u3002\u4e00\u4e2a\u5b8c\u6574\u7684CrewAI\u5e94\u7528\u53ef\u80fd\u53ea\u9700\u898150\u884c\u4ee3\u7801<\/p>\n<\/li>\n
              2. \n
                \u5185\u7f6e\u5c42\u7ea7\u7ba1\u7406\uff1a<\/strong> Process.hierarchical\u6a21\u5f0f\u81ea\u52a8\u5f15\u5165\u4e00\u4e2aManager Agent\u6765\u534f\u8c03\u5b50Agent\u7684\u5de5\u4f5c\uff0c\u4e0d\u9700\u8981\u5f00\u53d1\u8005\u624b\u52a8\u5b9e\u73b0<\/p>\n<\/li>\n
              3. \n
                \u4efb\u52a1\u4f9d\u8d56\u58f0\u660e\u5f0f\uff1a<\/strong> \u901a\u8fc7Task\u7684context\u53c2\u6570\u58f0\u660e\u4f9d\u8d56\u5173\u7cfb\uff0c\u6846\u67b6\u81ea\u52a8\u5904\u7406\u6267\u884c\u987a\u5e8f<\/p>\n<\/li>\n<\/ol>\n
                \u5178\u578b\u4ee3\u7801\uff08\u6781\u7b80\u98ce\u683c\uff09\uff1a<\/strong><\/p>\n
                researcher = Agent(role="\u7814\u7a76\u5458", goal="\u6536\u96c6\u548c\u5206\u6790\u4fe1\u606f")\nwriter = Agent(role="\u4f5c\u5bb6", goal="\u64b0\u5199\u5f15\u4eba\u5165\u80dc\u7684\u6587\u7ae0")\n\nresearch_task = Task(description="\u7814\u7a76AI Agent\u8d8b\u52bf")\nwrite_task = Task(description="\u57fa\u4e8e\u7814\u7a76\u7ed3\u679c\u5199\u6587\u7ae0", context=[research_task])\n\ncrew = Crew(agents=[researcher, writer], tasks=[research_task, write_task])\ncrew.kickoff()\n<\/code><\/pre>\n
                \u9002\u7528\u573a\u666f\uff1a<\/strong> \u5feb\u901f\u539f\u578b\u3001\u5c0f\u89c4\u6a21\u81ea\u52a8\u5316\u4efb\u52a1\u3001\u56e2\u961f\u4e0d\u5177\u5907\u6df1\u5165\u7f16\u7a0b\u7ecf\u9a8c\u7684\u573a\u666f\u3002<\/p>\n
                3.4 \u6846\u67b6\u9009\u578b\u5bf9\u6bd4\u77e9\u9635<\/h3>\n\n\n\n\n\n\n\n\n\n\n\n
                \u7ef4\u5ea6<\/th>\nLangGraph<\/th>\nAutoGen<\/th>\nCrewAI<\/th>\n<\/tr>\n<\/thead>\n
                \u4e0a\u624b\u96be\u5ea6<\/td>\n\u9ad8\uff08\u9700\u7406\u89e3\u56fe\u7ed3\u6784\uff09<\/td>\n\u4e2d\uff08\u5bf9\u8bdd\u6a21\u5f0f\u81ea\u7136\uff09<\/td>\n\u4f4e\uff08\u58f0\u660e\u5f0fAPI\uff09<\/td>\n<\/tr>\n
                \u7f16\u6392\u7075\u6d3b\u6027<\/td>\n\u2b50\u2b50\u2b50\u2b50\u2b50<\/td>\n\u2b50\u2b50\u2b50<\/td>\n\u2b50\u2b50\u2b50<\/td>\n<\/tr>\n
                \u72b6\u6001\u7ba1\u7406<\/td>\n\u5185\u7f6e\u6301\u4e45\u5316<\/td>\n\u5bf9\u8bdd\u5386\u53f2\u7ba1\u7406<\/td>\n\u7b80\u5355\u72b6\u6001<\/td>\n<\/tr>\n
                \u4ee3\u7801\u6267\u884c<\/td>\n\u9700\u81ea\u5efa\u5de5\u5177<\/td>\n\u539f\u751f\u652f\u6301<\/td>\n\u9700\u81ea\u5efa\u5de5\u5177<\/td>\n<\/tr>\n
                \u751f\u4ea7\u7ea7\u80fd\u529b<\/td>\n\u5f3a\uff08\u6d41\u5f0f\u3001\u6301\u4e45\u5316\uff09<\/td>\n\u4e2d<\/td>\n\u4e2d<\/td>\n<\/tr>\n
                \u793e\u533a\u751f\u6001<\/td>\n\u6700\u4e30\u5bcc\uff08LangChain\u751f\u6001\uff09<\/td>\n\u5fae\u8f6f\u80cc\u4e66+\u6d3b\u8dc3<\/td>\n\u589e\u957f\u5feb\u4f46\u8f83\u65b0<\/td>\n<\/tr>\n
                \u9002\u7528\u56e2\u961f<\/td>\n\u6709AI\u5de5\u7a0b\u5316\u7ecf\u9a8c<\/td>\n\u7814\u53d1\u56e2\u961f<\/td>\n\u5feb\u901f\u9a8c\u8bc1\u56e2\u961f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
                \u56db\u3001\u591aAgent\u7cfb\u7edf\u7684\u6838\u5fc3\u6311\u6218\u4e0e\u89e3\u51b3\u65b9\u6848<\/h2>\n
                4.1 Agent\u4e4b\u95f4\u7684\u534f\u8c03\u673a\u5236<\/h3>\n
                \u6311\u6218\uff1a<\/strong> \u591a\u4e2aAgent\u540c\u65f6\u8fd0\u884c\u65f6\uff0c\u8c01\u5148\u53d1\u8a00\uff1f\u8c01\u6765\u4ef2\u88c1\uff1f\u5982\u4f55\u907f\u514d"\u89d2\u8272\u6df7\u4e71"\uff1f<\/p>\n
                \u4e3b\u6d41\u65b9\u6848\uff1a<\/strong><\/p>\n
                  \n
                • \u8f6e\u8f6c\u5f0f\uff08Round-Robin\uff09\uff1a<\/strong> \u6240\u6709Agent\u4f9d\u6b21\u53d1\u8a00\uff0c\u7b80\u5355\u4f46\u4e0d\u7075\u6d3b\u3002\u9002\u7528\u4e8e\u6240\u6709Agent\u90fd\u9700\u8981\u53c2\u4e0e\u7684\u8bc4\u5ba1\u573a\u666f<\/li>\n
                • \u6761\u4ef6\u5f0f\uff08Condition-based\uff09\uff1a<\/strong> \u6839\u636e\u4e0a\u4e00\u4e2aAgent\u7684\u8f93\u51fa\u51b3\u5b9a\u4e0b\u4e00\u6b65\u8c03\u7528\u8c01\u3002\u9002\u5408\u6709\u660e\u786e\u6d41\u7a0b\u5206\u53c9\u7684\u573a\u666f<\/li>\n
                • \u4ef2\u88c1\u5f0f\uff08Moderator-based\uff09\uff1a<\/strong> \u4e00\u4e2a\u4e13\u95e8\u7684Manager Agent\u8d1f\u8d23\u542c\u53d6\u5404\u65b9\u610f\u89c1\u540e\u505a\u6700\u7ec8\u51b3\u7b56\u3002\u9002\u5408\u9700\u8981"\u6c11\u4e3b\u96c6\u4e2d"\u7684\u573a\u666f\uff0c\u5982\u8fa9\u8bba\u540e\u6295\u7968<\/li>\n
                • \u5e02\u573a\u5f0f\uff08Market-based\uff09\uff1a<\/strong> Agent\u4e4b\u95f4\u901a\u8fc7"\u51fa\u4ef7"\u7ade\u4e89\u4efb\u52a1\u3002\u9002\u5408\u8d44\u6e90\u5206\u914d\u7684\u52a8\u6001\u573a\u666f<\/li>\n<\/ul>\n
                  4.2 \u4e0a\u4e0b\u6587\u7a97\u53e3\u7ba1\u7406<\/h3>\n
                  \u6311\u6218\uff1a<\/strong> \u591aAgent\u5bf9\u8bdd\u4e2d\uff0c\u6bcf\u4e2aAgent\u7684\u4e0a\u4e0b\u6587\u90fd\u5728\u589e\u957f\uff0ctoken\u6d88\u8017\u5448\u7ebf\u6027\u4e0a\u5347\u3002<\/p>\n
                  \u89e3\u51b3\u65b9\u6848\uff1a<\/strong><\/p>\n
                    \n
                  • \u5171\u4eab\u6458\u8981\uff1a<\/strong> \u6bcf\u4e2aAgent\u5b9a\u671f\u751f\u6210\u5bf9\u8bdd\u6458\u8981\uff0c\u7528\u6458\u8981\u66ff\u4ee3\u539f\u59cb\u5bf9\u8bdd\u5386\u53f2<\/li>\n
                  • \u5206\u5c42\u8bb0\u5fc6\uff1a<\/strong> \u5c06\u8bb0\u5fc6\u5206\u4e3a\u5de5\u4f5c\u8bb0\u5fc6\uff08\u5f53\u524d\u8f6e\u6b21\uff09\u3001\u77ed\u671f\u8bb0\u5fc6\uff08\u6700\u8fd1N\u8f6e\uff09\u3001\u957f\u671f\u8bb0\u5fc6\uff08\u7ecf\u8fc7\u63d0\u70bc\u7684\u5173\u952e\u4fe1\u606f\uff09<\/li>\n
                  • \u526a\u679d\u7b56\u7565\uff1a<\/strong> \u81ea\u52a8\u5220\u9664\u65e0\u5173\u5bf9\u8bdd\u8f6e\u6b21\uff0c\u4fdd\u7559\u5bf9\u5f53\u524d\u51b3\u7b56\u6709\u76f4\u63a5\u5f71\u54cd\u7684\u5185\u5bb9<\/li>\n<\/ul>\n
                    4.3 Agent\u5e7b\u89c9\u4f20\u64ad<\/h3>\n
                    \u6311\u6218\uff1a<\/strong> \u4e00\u4e2aAgent\u4ea7\u751f\u7684\u9519\u8bef\u4fe1\u606f\u53ef\u80fd\u88ab\u5176\u4ed6Agent\u4f5c\u4e3a"\u4e8b\u5b9e"\u63a5\u53d7\u5e76\u4f20\u64ad\uff0c\u5f62\u6210\u9519\u8bef\u7684\u94fe\u5f0f\u653e\u5927\u3002<\/p>\n
                    \u89e3\u51b3\u65b9\u6848\uff1a<\/strong><\/p>\n
                      \n
                    • \u8bc1\u636e\u56de\u6eaf\uff1a<\/strong> \u6bcf\u4e2aAgent\u5728\u5f15\u7528\u5176\u4ed6Agent\u7684\u4fe1\u606f\u65f6\uff0c\u5fc5\u987b\u9644\u5e26\u539f\u59cb\u5f15\u7528<\/li>\n
                    • \u4e8b\u5b9e\u6838\u67e5Agent\uff1a<\/strong> \u4e00\u4e2a\u4e13\u95e8\u7684Agent\u8d1f\u8d23\u9a8c\u8bc1\u5173\u952e\u4fe1\u606f\uff0c\u4e0e\u5916\u90e8\u77e5\u8bc6\u5e93\u4ea4\u53c9\u6bd4\u5bf9<\/li>\n
                    • \u7f6e\u4fe1\u5ea6\u6807\u6ce8\uff1a<\/strong> Agent\u5728\u8f93\u51fa\u4fe1\u606f\u65f6\u9644\u52a0\u7f6e\u4fe1\u5ea6\u8bc4\u5206\uff0c\u4ef2\u88c1\u8005\u636e\u6b64\u6743\u8861\u4e0d\u540c\u4fe1\u606f\u6e90<\/li>\n<\/ul>\n
                      \u4e94\u3001\u5b9e\u6218\u573a\u666f\u6df1\u5ea6\u89e3\u6790<\/h2>\n
                      \u573a\u666f\u4e00\uff1a\u4f01\u4e1a\u667a\u80fd\u5ba2\u670d\u5347\u7ea7<\/h3>\n
                      \u4f20\u7edf\u5ba2\u670d\u7cfb\u7edf\u9762\u4e34\u7684\u95ee\u9898\u662f\uff1a\u7b80\u5355\u95ee\u7b54 chatbots \u80fd\u5904\u740670%\u7684\u5e38\u89c1\u95ee\u9898\uff0c\u4f46\u5269\u4e0b\u768430%\u590d\u6742\u95ee\u9898\uff08\u6d89\u53ca\u9000\u6362\u8d27\u6d41\u7a0b\u3001\u591a\u4ea7\u54c1\u5173\u8054\u95ee\u9898\u3001\u7279\u6b8a\u653f\u7b56\u89e3\u8bfb\uff09\u9700\u8981\u8f6c\u4eba\u5de5\u3002\u591aAgent\u7cfb\u7edf\u53ef\u4ee5\u663e\u8457\u63d0\u5347\u81ea\u52a8\u5316\u5904\u7406\u7684\u8986\u76d6\u7387\u3002<\/p>\n
                      \u67b6\u6784\u8bbe\u8ba1\uff1a<\/strong><\/p>\n
                        \n
                      • \u8def\u7531Agent\uff08Router\uff09\uff1a<\/strong> \u5206\u6790\u7528\u6237\u610f\u56fe\uff0c\u5c06\u95ee\u9898\u5206\u6d3e\u7ed9\u5bf9\u5e94Agent<\/li>\n
                      • \u8ba2\u5355Agent\uff1a<\/strong> \u8d1f\u8d23\u67e5\u8be2\u8ba2\u5355\u72b6\u6001\u3001\u7269\u6d41\u4fe1\u606f\u3001\u9000\u6362\u8d27\u653f\u7b56<\/li>\n
                      • \u4ea7\u54c1Agent\uff1a<\/strong> \u8d1f\u8d23\u4ea7\u54c1\u53c2\u6570\u3001\u5e93\u5b58\u67e5\u8be2\u3001\u4f7f\u7528\u5efa\u8bae<\/li>\n
                      • \u552e\u540eAgent\uff1a<\/strong> \u8d1f\u8d23\u5904\u7406\u6295\u8bc9\u3001\u7d22\u8d54\u3001\u9000\u6b3e\u5ba1\u6279\u6d41\u7a0b<\/li>\n
                      • \u5ba1\u6838Agent\uff08Reviewer\uff09\uff1a<\/strong> \u590d\u6838\u5173\u952e\u64cd\u4f5c\uff08\u5c24\u5176\u662f\u6d89\u53ca\u8d54\u507f\u548c\u9000\u6b3e\u65f6\uff09\uff0c\u964d\u4f4e\u8bef\u64cd\u4f5c\u98ce\u9669<\/li>\n<\/ul>\n
                        \u5b9e\u9645\u6548\u679c\uff1a<\/strong> \u5934\u90e8\u7535\u5546\u4f01\u4e1a\u4e2d\uff0c\u591aAgent\u5ba2\u670d\u7cfb\u7edf\u5c06\u81ea\u52a8\u5316\u7387\u4ece65%\u63d0\u5347\u81f388%\uff0c\u5355\u5ba2\u63a5\u5f85\u6210\u672c\u4e0b\u964d40%\uff0c\u5ba2\u6237\u6ee1\u610f\u5ea6\u4fdd\u6301\u5e73\u7a33\u3002<\/p>\n
                        \u573a\u666f\u4e8c\uff1a\u81ea\u52a8\u5316\u5185\u5bb9\u751f\u4ea7\u7ba1\u7ebf<\/h3>\n
                        \u5185\u5bb9\u8425\u9500\u56e2\u961f\u9700\u8981\u6301\u7eed\u4ea7\u51fa\u9ad8\u8d28\u91cf\u5185\u5bb9\uff0c\u4f46\u4f20\u7edf\u6d41\u7a0b\u4e2d"\u9009\u9898-\u8c03\u7814-\u64b0\u5199-\u914d\u56fe-\u5ba1\u6838-\u53d1\u5e03"\u9700\u8981\u591a\u4eba\u534f\u4f5c\uff0c\u5468\u671f\u957f\u3001\u6210\u672c\u9ad8\u3002<\/p>\n
                        \u591aAgent\u7ba1\u7ebf\uff1a<\/strong><\/p>\n
                          \n
                        1. \u7b56\u7565Agent\uff1a<\/strong> \u5206\u6790\u884c\u4e1a\u70ed\u70b9\u548c\u7ade\u54c1\u5185\u5bb9\uff0c\u8f93\u51fa\u9009\u9898\u5efa\u8bae<\/li>\n
                        2. \u8c03\u7814Agent\uff1a<\/strong> \u56f4\u7ed5\u9009\u9898\u6536\u96c6\u884c\u4e1a\u6570\u636e\u3001\u4e13\u5bb6\u89c2\u70b9\u3001\u6848\u4f8b\u7d20\u6750<\/li>\n
                        3. \u64b0\u5199Agent\uff1a<\/strong> \u57fa\u4e8e\u8c03\u7814\u7ed3\u679c\u64b0\u5199\u521d\u7a3f<\/li>\n
                        4. \u914d\u56feAgent\uff1a<\/strong> \u6839\u636e\u5185\u5bb9\u81ea\u52a8\u751f\u6210\u914d\u56fe\u65b9\u6848\uff08\u8c03\u7528DALL-E\u6216Midjourney\uff09<\/li>\n
                        5. \u6821\u5bf9Agent\uff1a<\/strong> \u68c0\u67e5\u8bed\u6cd5\u9519\u8bef\u3001\u4e8b\u5b9e\u51c6\u786e\u6027\u3001\u98ce\u683c\u4e00\u81f4\u6027<\/li>\n
                        6. SEO Agent\uff1a<\/strong> \u4f18\u5316\u6587\u7ae0\u6807\u9898\u3001\u5143\u63cf\u8ff0\u3001\u5173\u952e\u8bcd\u5bc6\u5ea6<\/li>\n<\/ol>\n
                          \u5173\u952e\u8bbe\u8ba1\uff1a<\/strong> \u6bcf\u4e2aAgent\u7684\u8f93\u51fa\u90fd\u7ecf\u8fc7"\u5199\u5165+\u5ba1\u6838"\u7684\u4e24\u6b65\u6d41\u7a0b\uff0c\u5ba1\u6838Agent\u4f1a\u4e0e\u524d\u4e00\u4e2aAgent\u8fdb\u884c\u8fed\u4ee3\u4fee\u8ba2\uff0c\u76f4\u5230\u8d28\u91cf\u8fbe\u6807\u3002<\/p>\n
                          \u573a\u666f\u4e09\uff1a\u8f6f\u4ef6\u5f00\u53d1\u5168\u6d41\u7a0b\u652f\u6301<\/h3>\n
                          \u4ece\u9700\u6c42\u5206\u6790\u5230\u4ee3\u7801\u5ba1\u67e5\uff0c\u591aAgent\u7cfb\u7edf\u6b63\u5728\u6539\u53d8\u8f6f\u4ef6\u5f00\u53d1\u7684\u534f\u4f5c\u6a21\u5f0f\u3002<\/p>\n
                          Agent\u56e2\u961f\u914d\u7f6e\uff1a<\/strong><\/p>\n
                            \n
                          • \u4ea7\u54c1\u7ecf\u7406Agent\uff1a<\/strong> \u5c06\u7528\u6237\u9700\u6c42\u8f6c\u5316\u4e3a\u7528\u6237\u6545\u4e8b\u548c\u9a8c\u6536\u6807\u51c6<\/li>\n
                          • \u67b6\u6784\u5e08Agent\uff1a<\/strong> \u5206\u6790\u6280\u672f\u65b9\u6848\u548c\u67b6\u6784\u8bbe\u8ba1\uff0c\u8f93\u51fa\u8bbe\u8ba1\u6587\u6863<\/li>\n
                          • \u5f00\u53d1Agent\uff1a<\/strong> \u6839\u636e\u8bbe\u8ba1\u6587\u6863\u7f16\u5199\u4ee3\u7801\uff0c\u652f\u6301\u591a\u8bed\u8a00<\/li>\n
                          • \u6d4b\u8bd5Agent\uff1a<\/strong> \u7f16\u5199\u6d4b\u8bd5\u7528\u4f8b\uff0c\u6267\u884c\u81ea\u52a8\u5316\u6d4b\u8bd5\uff0c\u62a5\u544a\u7f3a\u9677<\/li>\n
                          • \u5b89\u5168Agent\uff1a<\/strong> \u5ba1\u67e5\u4ee3\u7801\u4e2d\u7684\u5b89\u5168\u9690\u60a3\uff08OWASP Top 10\uff09\uff0c\u63d0\u51fa\u4fee\u590d\u5efa\u8bae<\/li>\n<\/ul>\n
                            \u5b9e\u6218\u7ecf\u9a8c\uff1a<\/strong> \u5fae\u8f6f\u7814\u7a76\u9662\u7684\u5b9e\u9a8c\u8868\u660e\uff0c\u57fa\u4e8eAutoGen\u7684\u591aAgent\u5f00\u53d1\u56e2\u961f\u5728\u4ee3\u7801\u751f\u6210\u8d28\u91cf\u548c\u7f3a\u9677\u62e6\u622a\u7387\u4e0a\u663e\u8457\u4f18\u4e8e\u5355Agent\u6a21\u5f0f\u3002\u4ee3\u7801\u5ba1\u67e5Agent\u53ef\u4ee5\u53d1\u73b037%\u4ee5\u4e0a\u7684\u6f5c\u5728\u7f3a\u9677\u2014\u2014\u76f8\u5f53\u4e8e\u65b0\u589e\u4e86\u4e00\u540d\u7ecf\u9a8c\u4e30\u5bcc\u7684\u4ee3\u7801\u5ba1\u67e5\u5458\u3002<\/p>\n
                            \u516d\u3001\u90e8\u7f72\u4e0e\u8fd0\u7ef4<\/h2>\n
                            6.1 \u67b6\u6784\u9009\u62e9\u5efa\u8bae<\/h3>\n
                            \u9009\u62e9\u6846\u67b6\u65f6\uff0c\u4e0d\u5fc5\u5c40\u9650\u4e8e\u4e00\u4e2a\u3002\u66f4\u52a1\u5b9e\u7684\u505a\u6cd5\u662f"\u7ec4\u5408\u4f7f\u7528"\uff1a<\/p>\n
                              \n
                            • \u6d41\u7a0b\u7f16\u6392\u5c42\uff1a<\/strong> \u7528LangGraph\u5b9e\u73b0\u4e3b\u5de5\u4f5c\u6d41\u2014\u2014\u56e0\u4e3a\u5b83\u6709\u6700\u597d\u7684\u72b6\u6001\u7ba1\u7406\u548c\u6d41\u5f0f\u80fd\u529b<\/li>\n
                            • Agent\u5185\u90e8\u5bf9\u8bdd\uff1a<\/strong> \u7528AutoGen\u5b9e\u73b0\u9700\u8981\u5bf9\u8bdd\u5f0f\u534f\u4f5c\u7684\u5b50\u4efb\u52a1<\/li>\n
                            • \u5feb\u901f\u9a8c\u8bc1\uff1a<\/strong> \u7528CrewAI\u505aPOC\u548c\u767d\u65e5\u68a6\u2014\u2014\u9a8c\u8bc1\u60f3\u6cd5\u53ef\u884c\u6027\u540e\u624d\u6295\u5165\u5de5\u7a0b\u5316<\/li>\n<\/ul>\n
                              6.2 \u76d1\u63a7\u4e0e\u53ef\u89c2\u6d4b\u6027<\/h3>\n
                              \u591aAgent\u7cfb\u7edf\u6bd4\u5355Agent\u66f4\u96be\u4ee5\u8c03\u8bd5\u3002\u5efa\u8bae\u5efa\u7acb\u4ee5\u4e0b\u76d1\u63a7\u673a\u5236\uff1a<\/p>\n
                                \n
                              • Agent\u8c03\u7528\u94fe\u8ddf\u8e2a\uff1a<\/strong> \u8bb0\u5f55\u6bcf\u4e2aAgent\u7684\u8f93\u5165\u3001\u8f93\u51fa\u3001\u8017\u65f6\u3001token\u6d88\u8017<\/li>\n
                              • \u51b3\u7b56\u65e5\u5fd7\uff1a<\/strong> \u8bb0\u5f55\u4ef2\u88c1Agent\u7684\u51b3\u7b56\u4f9d\u636e\uff0c\u4fbf\u4e8e\u590d\u76d8<\/li>\n
                              • \u8d28\u91cf\u8bc4\u5206\uff1a<\/strong> \u5bf9Agent\u7684\u8f93\u51fa\u8fdb\u884c\u81ea\u52a8\u6216\u4eba\u5de5\u8bc4\u5206\uff0c\u6301\u7eed\u8ffd\u8e2a\u5404Agent\u7684\u8868\u73b0\u8d8b\u52bf<\/li>\n
                              • \u5f02\u5e38\u544a\u8b66\uff1a<\/strong> \u5f53Agent\u8fde\u7eed\u5931\u8d25\u3001token\u6d88\u8017\u7a81\u589e\u3001\u8f93\u51fa\u8d28\u91cf\u9aa4\u964d\u65f6\u89e6\u53d1\u544a\u8b66<\/li>\n<\/ul>\n
                                6.3 \u6210\u672c\u63a7\u5236<\/h3>\n
                                \u591aAgent\u7cfb\u7edf\u7684tokens\u6d88\u8017\u662f\u5355Agent\u7684\u6570\u500d\u3002\u63a7\u5236\u6210\u672c\u7684\u7b56\u7565\u5305\u62ec\uff1a<\/p>\n
                                  \n
                                • \u9009\u62e9\u6027\u8c03\u7528\uff1a<\/strong> \u4e0d\u662f\u6240\u6709\u95ee\u9898\u90fd\u9700\u8981\u6240\u6709Agent\u53c2\u4e0e\u3002\u8def\u7531Agent\u53ef\u4ee5\u8bc6\u522b\u7b80\u5355\u95ee\u9898\u76f4\u63a5\u7531\u5355Agent\u5904\u7406<\/li>\n
                                • \u6a21\u578b\u5206\u5c42\uff1a<\/strong> \u6838\u5fc3Agent\u7528\u6700\u597d\u7684\u6a21\u578b\uff08GPT-4\/Claude 3.5\uff09\uff0c\u8f85\u52a9Agent\u7528\u8f7b\u91cf\u6a21\u578b\uff08GPT-4o-mini\/Claude Haiku\uff09<\/li>\n
                                • \u7f13\u5b58\u524d\u5904\u7406\uff1a<\/strong> \u9ad8\u9891\u4efb\u52a1\u7684\u7ed3\u679c\u7f13\u5b58\uff0c\u907f\u514d\u91cd\u590d\u8c03\u7528Agent<\/li>\n<\/ul>\n
                                  \u4e03\u3001\u672a\u6765\u8d8b\u52bf<\/h2>\n
                                  \u591aAgent\u7cfb\u7edf\u6b63\u5904\u4e8e\u6025\u901f\u53d1\u5c55\u7684\u65e9\u671f\u9636\u6bb5\u3002\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u5411\u503c\u5f97\u5173\u6ce8\uff1a<\/p>\n
                                  \u6807\u51c6\u5316\u534f\u8bae\uff1a<\/strong> \u7c7b\u4f3c\u4e8eHTTP\u4e4b\u4e8eWeb\uff0c\u591aAgent\u4e4b\u95f4\u4e5f\u9700\u8981\u6807\u51c6\u5316\u7684\u901a\u4fe1\u534f\u8bae\u3002A2A\uff08Agent-to-Agent\uff09\u534f\u8bae\u548cMCP\uff08Model Context Protocol\uff09\u6b63\u5728\u63a8\u52a8\u8fd9\u4e00\u8fdb\u7a0b\u2014\u2014\u8ba9\u4e0d\u540c\u6846\u67b6\u6784\u5efa\u7684Agent\u80fd\u591f\u4e92\u64cd\u4f5c\u3002<\/p>\n
                                  \u52a8\u6001Agent\u751f\u6210\uff1a<\/strong> \u4e0d\u518d\u9884\u8bbeAgent\u89d2\u8272\uff0c\u800c\u662f\u6839\u636e\u4efb\u52a1\u9700\u6c42\u52a8\u6001\u521b\u5efa\u548c\u9500\u6bc1Agent\u3002\u7cfb\u7edf\u7ba1\u7406\u8005\u5c31\u50cf\u4e00\u4e2a"AI\u9879\u76ee\u7ecf\u7406"\uff0c\u6839\u636e\u9879\u76ee\u9700\u8981\u4e34\u65f6\u7ec4\u961f\u3002<\/p>\n
                                  \u51b3\u7b56\u53ef\u89e3\u91ca\u6027\uff1a<\/strong> \u968f\u7740\u6cd5\u89c4\u5bf9AI\u51b3\u7b56\u900f\u660e\u5ea6\u7684\u8981\u6c42\u63d0\u9ad8\uff0cAgent\u51b3\u7b56\u8fc7\u7a0b\u7684\u53ef\u5ba1\u8ba1\u6027\u5c06\u6210\u4e3a\u4f01\u4e1a\u843d\u5730\u7684\u524d\u63d0\u6761\u4ef6\u3002<\/p>\n
                                  \u79bb\u7ebf\u591aAgent\u8bad\u7ec3\uff1a<\/strong> \u76ee\u524d\u7684\u591aAgent\u7cfb\u7edf\u4e3b\u8981\u4f9d\u8d56\u5728\u7ebf\u63a8\u7406\u65f6\u7684\u534f\u4f5c\u3002\u672a\u6765\u53ef\u80fd\u4f1a\u51fa\u73b0\u7aef\u5230\u7aef\u7684"\u591aAgent\u8054\u5408\u8bad\u7ec3"\uff0c\u8ba9Agent\u4eec\u5728\u8bad\u7ec3\u9636\u6bb5\u5c31\u5b66\u4f1a\u9ad8\u6548\u534f\u4f5c\u3002<\/p>\n
                                  \u516b\u3001\u7ed3\u8bed<\/h2>\n
                                  \u591aAgent\u7cfb\u7edf\u4e0d\u662f\u94f6\u5f39\uff0c\u4f46\u5b83\u786e\u5b9e\u5f25\u8865\u4e86\u5355Agent\u5728\u590d\u6742\u573a\u666f\u4e2d\u7684\u5173\u952e\u77ed\u677f\u3002\u4ece\u81ea\u52a8\u5316\u5ba2\u670d\u5230\u5185\u5bb9\u751f\u4ea7\u7ba1\u7ebf\uff0c\u4ece\u8f6f\u4ef6\u5f00\u53d1\u652f\u6301\u5230\u4f01\u4e1a\u6d41\u7a0b\u81ea\u52a8\u5316\uff0c\u591aAgent\u6b63\u5728\u4ece\u5b9e\u9a8c\u6027\u9879\u76ee\u8d70\u5411\u771f\u6b63\u7684\u5de5\u7a0b\u5316\u843d\u5730\u3002<\/p>\n
                                  \u9009\u62e9\u6846\u67b6\u65f6\uff0c\u4e0d\u5fc5\u8ffd\u9010"\u6700\u70ed\u95e8"\u7684\u65b9\u6848\uff0c\u800c\u5e94\u8be5\u6839\u636e\u56e2\u961f\u80fd\u529b\u3001\u573a\u666f\u590d\u6742\u5ea6\u3001\u5bf9\u72b6\u6001\u7ba1\u7406\u548c\u5bf9\u8bdd\u534f\u4f5c\u7684\u9700\u6c42\u6765\u505a\u5224\u65ad\u3002\u6700\u574f\u7684\u9009\u62e9\u662f\u4e00\u5f00\u59cb\u5c31\u8ffd\u6c42\u5b8c\u7f8e\u67b6\u6784\u2014\u2014\u66f4\u597d\u7684\u8def\u7ebf\u662f\uff1a\u7528CrewAI\u8dd1\u901aPOC\uff0c\u7528AutoGen\u9a8c\u8bc1\u5bf9\u8bdd\u534f\u4f5c\uff0c\u7528LangGraph\u505a\u751f\u4ea7\u7ea7\u4ea4\u4ed8\u3002<\/p>\n
                                  \u591a\u667a\u80fd\u4f53\u534f\u4f5c\u4e0d\u662f\u672a\u6765\uff0c\u5b83\u5df2\u7ecf\u5728\u53d1\u751f\u3002\u73b0\u5728\u5165\u5c40\uff0c\u5c31\u662f\u62a2\u5360\u5148\u673a\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
                                  \u4e00\u3001\u5f15\u8a00 2024\u5e74\u5e95\u81f3\u4eca\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u7684\u7ade\u4e89\u683c\u5c40\u5df2\u7ecf\u4ece"\u8c01\u7684\u6a21\u578b\u66f4\u5f3a"\u9010\u6e10\u8f6c\u5411" […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5],"tags":[18,26,25,27],"class_list":["post-117","post","type-post","status-publish","format-standard","hentry","category-ai","tag-ai","tag-26","tag-25","tag-27"],"_links":{"self":[{"href":"https:\/\/www.joezhou.top\/index.php?rest_route=\/wp\/v2\/posts\/117","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.joezhou.top\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.joezhou.top\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.joezhou.top\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.joezhou.top\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=117"}],"version-history":[{"count":0,"href":"https:\/\/www.joezhou.top\/index.php?rest_route=\/wp\/v2\/posts\/117\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.joezhou.top\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=117"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.joezhou.top\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=117"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.joezhou.top\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=117"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}