{"id":92649,"date":"2026-08-10T20:32:43","date_gmt":"2026-08-10T12:32:43","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/92649.html"},"modified":"2026-08-10T20:32:43","modified_gmt":"2026-08-10T12:32:43","slug":"agency-agents-%e6%99%ba%e8%83%bd%e4%bd%93%e7%b3%bb%e7%bb%9f%e4%bb%8e%e9%9b%b6%e6%90%ad%e5%bb%ba%e5%ae%9e%e6%88%98%e6%8c%87%e5%8d%97","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/92649.html","title":{"rendered":"Agency-Agents \u667a\u80fd\u4f53\u7cfb\u7edf\u4ece\u96f6\u642d\u5efa\u5b9e\u6218\u6307\u5357"},"content":{"rendered":"

\u5728\u5f00\u53d1\u590d\u6742\u5e94\u7528\u65f6，\u6211\u4eec\u5e38\u5e38\u9047\u5230\u5355\u4e00\u6a21\u578b\u96be\u4ee5\u517c\u987e\u5168\u5c40\u89c4\u5212\u4e0e\u7ec6\u8282\u6267\u884c\u7684\u56f0\u5883\u3002\u6709\u65f6\u5019，\u6a21\u578b\u64c5\u957f\u521b\u610f\u751f\u6210\u5374\u5728\u903b\u8f91\u63a8\u7406\u4e0a\u7a0d\u663e\u5403\u529b，\u6216\u8005\u7cbe\u4e8e\u4ee3\u7801\u7f16\u5199\u5374\u7f3a\u4e4f\u5bf9\u4e1a\u52a1\u4e0a\u4e0b\u6587\u7684\u6df1\u523b\u7406\u89e3\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898，\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u67b6\u6784\u5e94\u8fd0\u800c\u751f，\u5b83\u5141\u8bb8\u6211\u4eec\u5c06\u5927\u4efb\u52a1\u62c6\u89e3，\u7531\u591a\u4e2a\u5177\u5907\u4e0d\u540c\u4e13\u957f\u7684\u201c\u89d2\u8272\u201d\u5171\u540c\u5b8c\u6210\u3002\u8fd9\u79cd\u6a21\u5f0f\u4e0d\u4ec5\u63d0\u5347\u4e86\u4efb\u52a1\u5904\u7406\u7684\u51c6\u786e\u7387，\u8fd8\u8ba9\u7cfb\u7edf\u5177\u5907\u4e86\u66f4\u5f3a\u7684\u53ef\u6269\u5c55\u6027\u548c\u5bb9\u9519\u80fd\u529b\u3002<\/p>\n

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\u2460 \u6838\u5fc3\u6982\u5ff5\u89e3\u6790\u4e0e\u8fd0\u884c\u73af\u5883\u51c6\u5907<\/h3>\n

\u5728\u6b63\u5f0f\u52a8\u624b\u4e4b\u524d，\u6211\u4eec\u9700\u8981\u5398\u6e05\u51e0\u4e2a\u5173\u952e\u6982\u5ff5，\u8fd9\u6709\u52a9\u4e8e\u540e\u7eed\u7684\u7406\u89e3\u3002\u5728\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u4e2d，\u201c\u667a\u80fd\u4f53（Agent）\u201d\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u8c03\u7528\u5927\u6a21\u578b\u7684\u63a5\u53e3，\u5b83\u662f\u4e00\u4e2a\u62e5\u6709\u72ec\u7acb\u8bb0\u5fc6\u3001\u7279\u5b9a\u89d2\u8272\u8bbe\u5b9a\u4ee5\u53ca\u4e13\u5c5e\u5de5\u5177\u96c6\u7684\u5b9e\u4f53\u3002\u800c\u201c\u7f16\u6392\u5668（Orchestrator）\u201d\u6216\u201c\u7ba1\u7406\u5668\u201d\u5219\u8d1f\u8d23\u534f\u8c03\u8fd9\u4e9b\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u5bf9\u8bdd\u6d41\u8f6c，\u51b3\u5b9a\u4f55\u65f6\u8ba9\u54ea\u4e2a\u89d2\u8272\u4ecb\u5165，\u4ee5\u53ca\u5982\u4f55\u6c47\u603b\u6700\u7ec8\u7ed3\u679c\u3002\u7406\u89e3\u8fd9\u4e00\u5206\u5de5\u662f\u8bbe\u8ba1\u9ad8\u6548\u534f\u4f5c\u6d41\u7a0b\u7684\u57fa\u7840\u3002<\/p>\n

\u5173\u4e8e\u8fd0\u884c\u73af\u5883，\u4e3a\u4e86\u4fdd\u8bc1\u517c\u5bb9\u6027\u4e0e\u7a33\u5b9a\u6027，\u5efa\u8bae\u91c7\u7528\u9694\u79bb\u7684 Python \u73af\u5883\u3002\u76ee\u524d\u4e3b\u6d41\u7684\u591a\u667a\u80fd\u4f53\u6846\u67b6\u901a\u5e38\u8981\u6c42 Python 3.9 \u53ca\u4ee5\u4e0a\u7248\u672c\u3002\u4f60\u53ef\u4ee5\u4f7f\u7528 venv \u6216 conda \u6765\u521b\u5efa\u72ec\u7acb\u7a7a\u95f4，\u907f\u514d\u4e0e\u5176\u4ed6\u9879\u76ee\u7684\u4f9d\u8d56\u4ea7\u751f\u51b2\u7a81\u3002\u6b64\u5916，\u7531\u4e8e\u667a\u80fd\u4f53\u4ea4\u4e92\u6d89\u53ca\u5927\u91cf\u7684\u5f02\u6b65\u8bf7\u6c42\u5904\u7406，\u786e\u4fdd\u4f60\u7684\u64cd\u4f5c\u7cfb\u7edf\u652f\u6301\u9ad8\u6548\u7684\u5f02\u6b65 I\/O \u64cd\u4f5c\u4e5f\u662f\u5fc5\u8981\u7684\u3002\u5bf9\u4e8e Windows \u7528\u6237，\u5efa\u8bae\u4f7f\u7528 WSL2（Windows Subsystem for Linux）\u4ee5\u83b7\u5f97\u66f4\u63a5\u8fd1\u539f\u751f Linux \u7684\u5f00\u53d1\u4f53\u9a8c，\u4ece\u800c\u51cf\u5c11\u56e0\u8def\u5f84\u5206\u9694\u7b26\u6216 shell \u811a\u672c\u517c\u5bb9\u6027\u5e26\u6765\u7684\u6f5c\u5728\u95ee\u9898\u3002<\/p>\n

\u2461 \u4f9d\u8d56\u5e93\u5b89\u88c5\u4e0e\u9879\u76ee\u5feb\u901f\u90e8\u7f72<\/h3>\n

\u73af\u5883\u51c6\u5907\u597d\u540e，\u4e0b\u4e00\u6b65\u662f\u5b89\u88c5\u6838\u5fc3\u4f9d\u8d56\u3002\u5047\u8bbe\u6211\u4eec\u4f7f\u7528\u5f53\u524d\u793e\u533a\u8f83\u4e3a\u6d41\u884c\u7684\u5f00\u6e90\u6846\u67b6\u4f5c\u4e3a\u57fa\u7840（\u6b64\u5904\u4ee5\u901a\u7528\u7ed3\u6784\u4e3a\u4f8b，\u5177\u4f53\u5305\u540d\u53ef\u6839\u636e\u5b9e\u9645\u9009\u578b\u8c03\u6574），\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u5305\u7ba1\u7406\u5de5\u5177\u5feb\u901f\u5f15\u5165\u3002\u5728\u7ec8\u7aef\u4e2d\u6267\u884c\u4ee5\u4e0b\u547d\u4ee4，\u5373\u53ef\u5b89\u88c5\u6838\u5fc3\u5e93\u53ca\u5176\u914d\u5957\u7684 CLI \u5de5\u5177：<\/p>\n

pip install<\/span> multi-agent-framework
\npip install<\/span> python-dotenv httpx<\/p>\n

\u8fd9\u91cc\u989d\u5916\u5b89\u88c5\u4e86 python-dotenv \u7528\u4e8e\u5b89\u5168\u7ba1\u7406\u5bc6\u94a5，httpx \u5219\u7528\u4e8e\u5904\u7406\u9ad8\u6027\u80fd\u7684\u5f02\u6b65 HTTP \u8bf7\u6c42，\u8fd9\u5728\u667a\u80fd\u4f53\u8c03\u7528\u5916\u90e8 API \u65f6\u81f3\u5173\u91cd\u8981\u3002\u5b89\u88c5\u5b8c\u6210\u540e，\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u4e00\u4e2a\u7b80\u5355\u7684\u7248\u672c\u68c0\u67e5\u547d\u4ee4\u6765\u9a8c\u8bc1\u5b89\u88c5\u662f\u5426\u6210\u529f：<\/p>\n

python -c<\/span> "import multi_agent_framework; print(multi_agent_framework.__version__)"<\/span><\/p>\n

\u5982\u679c\u8f93\u51fa\u4e86\u7248\u672c\u53f7\u4e14\u65e0\u62a5\u9519，\u8bf4\u660e\u57fa\u7840\u73af\u5883\u5df2\u5c31\u7eea\u3002\u63a5\u4e0b\u6765，\u521d\u59cb\u5316\u4e00\u4e2a\u9879\u76ee\u76ee\u5f55\u7ed3\u6784\u3002\u63a8\u8350\u7684\u7ed3\u6784\u662f\u5c06\u914d\u7f6e\u6587\u4ef6\u3001\u6e90\u4ee3\u7801\u3001\u65e5\u5fd7\u6587\u4ef6\u548c\u6d4b\u8bd5\u6570\u636e\u5206\u5f00\u5b58\u653e\u3002\u4f8b\u5982，\u521b\u5efa config\/ \u5b58\u653e\u73af\u5883\u53d8\u91cf，src\/ \u5b58\u653e\u667a\u80fd\u4f53\u5b9a\u4e49，logs\/ \u5b58\u653e\u8fd0\u884c\u65e5\u5fd7\u3002\u8fd9\u79cd\u6e05\u6670\u7684\u5206\u5c42\u7ed3\u6784\u5728\u540e\u671f\u7ef4\u62a4\u548c\u591a\u667a\u80fd\u4f53\u8c03\u8bd5\u65f6\u4f1a\u5e26\u6765\u6781\u5927\u7684\u4fbf\u5229\u3002<\/p>\n

\u2462 \u914d\u7f6e\u6587\u4ef6\u8be6\u89e3\u4e0e\u57fa\u7840\u53c2\u6570\u8bbe\u5b9a<\/h3>\n

\u914d\u7f6e\u662f\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u795e\u7ecf\u4e2d\u67a2\u3002\u5728\u4e00\u4e2a\u5178\u578b\u7684 .env \u6216 config.yaml \u6587\u4ef6\u4e2d，\u6211\u4eec\u9700\u8981\u5b9a\u4e49\u6a21\u578b\u63a5\u5165\u70b9\u3001\u8d85\u65f6\u7b56\u7565\u4ee5\u53ca\u5168\u5c40\u65e5\u5fd7\u7ea7\u522b\u3002\u9996\u5148，\u6a21\u578b\u63a5\u5165\u70b9\u662f\u5fc5\u987b\u7684，\u4f60\u9700\u8981\u5728\u6b64\u5904\u586b\u5165\u5408\u6cd5\u7684 API Key \u548c Endpoint \u5730\u5740\u3002\u51fa\u4e8e\u5b89\u5168\u8003\u8651，\u5207\u52ff\u5c06\u5bc6\u94a5\u786c\u7f16\u7801\u5728\u4ee3\u7801\u4e2d，\u52a1\u5fc5\u901a\u8fc7\u73af\u5883\u53d8\u91cf\u8bfb\u53d6\u3002<\/p>\n

\u5176\u6b21\u662f\u5e76\u53d1\u63a7\u5236\u53c2\u6570\u3002\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u5f80\u5f80\u6d89\u53ca\u5e76\u884c\u8bf7\u6c42，\u5982\u679c\u4e0d\u52a0\u9650\u5236，\u77ac\u95f4\u7684\u9ad8\u5e76\u53d1\u53ef\u80fd\u4f1a\u89e6\u53d1 API \u670d\u52a1\u5546\u7684\u901f\u7387\u9650\u5236（Rate Limit）\u3002\u56e0\u6b64，\u5728\u914d\u7f6e\u4e2d\u8bbe\u7f6e max_concurrent_requests（\u6700\u5927\u5e76\u53d1\u8bf7\u6c42\u6570）\u548c retry_delay（\u91cd\u8bd5\u5ef6\u8fdf）\u662f\u975e\u5e38\u5173\u952e\u7684\u3002\u4f8b\u5982，\u5c06\u6700\u5927\u5e76\u53d1\u8bbe\u4e3a 5，\u91cd\u8bd5\u5ef6\u8fdf\u8bbe\u4e3a 2 \u79d2，\u53ef\u4ee5\u5728\u4fdd\u8bc1\u6548\u7387\u7684\u540c\u65f6\u7ef4\u6301\u7cfb\u7edf\u7684\u7a33\u5b9a\u6027\u3002<\/p>\n

\u6700\u540e\u662f\u65e5\u5fd7\u914d\u7f6e\u3002\u5efa\u8bae\u5c06\u65e5\u5fd7\u7ea7\u522b\u8bbe\u7f6e\u4e3a INFO \u4ee5\u4fbf\u89c2\u5bdf\u65e5\u5e38\u6d41\u8f6c，\u800c\u5728\u8c03\u8bd5\u9636\u6bb5\u5207\u6362\u4e3a DEBUG \u4ee5\u67e5\u770b\u8be6\u7ec6\u7684\u6d88\u606f\u5f80\u8fd4\u5185\u5bb9\u3002\u540c\u65f6，\u914d\u7f6e\u65e5\u5fd7\u8f6e\u8f6c\u7b56\u7565，\u907f\u514d\u65e5\u5fd7\u6587\u4ef6\u65e0\u9650\u589e\u957f\u5360\u7528\u78c1\u76d8\u7a7a\u95f4\u3002\u4e00\u4e2a\u6e05\u6670\u7684\u914d\u7f6e\u793a\u4f8b\u5982\u4e0b：<\/p>\n

model<\/span>:<\/span>
\n provider<\/span>:<\/span> "openai_compatible"<\/span>
\n endpoint<\/span>:<\/span> "https:\/\/api.example.com\/v1\/chat\/completions"<\/span>
\n api_key_env<\/span>:<\/span> "LLM_API_KEY"<\/span>
\n model_name<\/span>:<\/span> "gpt-4o"<\/span><\/p>\n

orchestration<\/span>:<\/span>
\n max_concurrent_requests<\/span>:<\/span> 5<\/span>
\n retry_attempts<\/span>:<\/span> 3<\/span>
\n retry_delay_seconds<\/span>:<\/span> 2<\/span><\/p>\n

logging<\/span>:<\/span>
\n level<\/span>:<\/span> "INFO"<\/span>
\n file_path<\/span>:<\/span> "logs\/agent_system.log"<\/span>
\n max_file_size_mb<\/span>:<\/span> 50<\/span><\/p>\n

\u2463 \u6784\u5efa\u7b2c\u4e00\u4e2a Hello World \u667a\u80fd\u4f53<\/h3>\n

\u914d\u7f6e\u5c31\u7eea\u540e，\u6211\u4eec\u6765\u6784\u5efa\u7cfb\u7edf\u4e2d\u7684\u7b2c\u4e00\u4e2a\u667a\u80fd\u4f53\u2014\u2014\u4e00\u4e2a\u7b80\u5355\u7684\u201c\u52a9\u624b\u201d\u89d2\u8272\u3002\u8fd9\u4e2a\u667a\u80fd\u4f53\u7684\u4efb\u52a1\u975e\u5e38\u5355\u7eaf：\u63a5\u6536\u7528\u6237\u8f93\u5165，\u8fd4\u56de\u4e00\u53e5\u95ee\u5019\u8bed\u3002\u867d\u7136\u7b80\u5355，\u4f46\u5b83\u6db5\u76d6\u4e86\u667a\u80fd\u4f53\u5b9a\u4e49\u7684\u5b8c\u6574\u751f\u547d\u5468\u671f：\u89d2\u8272\u8bbe\u5b9a\u3001\u6a21\u578b\u7ed1\u5b9a\u548c\u6d88\u606f\u5904\u7406\u3002<\/p>\n

\u5728\u4ee3\u7801\u5c42\u9762，\u6211\u4eec\u9996\u5148\u5b9e\u4f8b\u5316\u4e00\u4e2a Agent \u7c7b，\u5e76\u8d4b\u4e88\u5b83\u7279\u5b9a\u7684 system_prompt（\u7cfb\u7edf\u63d0\u793a\u8bcd）\u3002\u7cfb\u7edf\u63d0\u793a\u8bcd\u51b3\u5b9a\u4e86\u667a\u80fd\u4f53\u7684\u884c\u4e3a\u8fb9\u754c\u548c\u8bed\u6c14\u98ce\u683c\u3002\u5bf9\u4e8e\u8fd9\u4e2a Hello World \u6848\u4f8b，\u6211\u4eec\u5c06\u63d0\u793a\u8bcd\u8bbe\u5b9a\u4e3a\u201c\u4f60\u662f\u4e00\u4e2a\u53cb\u597d\u7684\u52a9\u624b，\u53ea\u8d1f\u8d23\u6253\u62db\u547c\u201d\u3002<\/p>\n

from<\/span> multi_agent_framework import<\/span> Agent,<\/span> LLMConfig<\/p>\n

# \u52a0\u8f7d\u914d\u7f6e<\/span>
\nconfig =<\/span> LLMConfig.<\/span>from_env(<\/span>)<\/span><\/p>\n

# \u5b9a\u4e49\u667a\u80fd\u4f53<\/span>
\ngreeter_agent =<\/span> Agent(<\/span>
\n name=<\/span>"Greeter"<\/span>,<\/span>
\n role=<\/span>"Friendly Assistant"<\/span>,<\/span>
\n system_prompt=<\/span>"You are a friendly assistant. Your only job is to say hello and welcome the user."<\/span>,<\/span>
\n llm_config=<\/span>config
\n)<\/span><\/p>\n

# \u6267\u884c\u4efb\u52a1<\/span>
\nresponse =<\/span> greeter_agent.<\/span>run(<\/span>"Start the process"<\/span>)<\/span>
\nprint<\/span>(<\/span>f"<\/span>{<\/span>greeter_agent.<\/span>name}<\/span><\/span>: <\/span>{<\/span>response}<\/span><\/span>"<\/span><\/span>)<\/span><\/p>\n

\u8fd0\u884c\u8fd9\u6bb5\u4ee3\u7801，\u4f60\u5c06\u770b\u5230\u63a7\u5236\u53f0\u8f93\u51fa\u4e86\u9884\u671f\u7684\u95ee\u5019\u8bed\u3002\u8fd9\u4e00\u6b65\u9a8c\u8bc1\u4e86\u4ece\u914d\u7f6e\u52a0\u8f7d\u5230\u6a21\u578b\u8c03\u7528\u7684\u5168\u94fe\u8def\u662f\u901a\u7545\u7684\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f，\u8fd9\u91cc\u7684 run \u65b9\u6cd5\u901a\u5e38\u662f\u540c\u6b65\u963b\u585e\u7684，\u4f46\u5728\u5b9e\u9645\u590d\u6742\u573a\u666f\u4e2d，\u6211\u4eec\u66f4\u591a\u4f1a\u4f7f\u7528\u5f02\u6b65\u65b9\u6cd5\u6765\u975e\u963b\u585e\u5730\u83b7\u53d6\u7ed3\u679c，\u4e3a\u540e\u7eed\u7684\u591a\u667a\u80fd\u4f53\u5e76\u884c\u534f\u4f5c\u6253\u4e0b\u57fa\u7840\u3002<\/p>\n

\u2464 \u591a\u667a\u80fd\u4f53\u534f\u4f5c\u6d41\u7a0b\u8bbe\u8ba1\u4e0e\u5b9e\u73b0<\/h3>\n

\u5355\u5175\u4f5c\u6218\u80fd\u529b\u6709\u9650，\u56e2\u961f\u534f\u4f5c\u624d\u80fd\u89e3\u51b3\u590d\u6742\u95ee\u9898\u3002\u63a5\u4e0b\u6765，\u6211\u4eec\u8bbe\u8ba1\u4e00\u4e2a\u5305\u542b\u201c\u7814\u7a76\u5458\u201d\u548c\u201c\u64b0\u5199\u5458\u201d\u7684\u53cc\u4eba\u534f\u4f5c\u6d41\u7a0b\u3002\u7814\u7a76\u5458\u8d1f\u8d23\u641c\u96c6\u4fe1\u606f（\u6a21\u62df），\u64b0\u5199\u5458\u8d1f\u8d23\u6839\u636e\u4fe1\u606f\u751f\u6210\u62a5\u544a\u3002\u8fd9\u4e24\u4e2a\u89d2\u8272\u9700\u8981\u901a\u8fc7\u4e00\u4e2a\u5171\u4eab\u7684\u201c\u6d88\u606f\u677f\u201d\u6216\u76f4\u63a5\u5bf9\u8bdd\u6765\u4f20\u9012\u4e0a\u4e0b\u6587\u3002<\/p>\n

\u5728\u5b9e\u73b0\u4e0a，\u6211\u4eec\u5f15\u5165\u4e00\u4e2a GroupChat \u6216 Workflow \u63a7\u5236\u5668\u3002\u8be5\u63a7\u5236\u5668\u7ef4\u62a4\u7740\u4e00\u4e2a\u6d88\u606f\u961f\u5217，\u667a\u80fd\u4f53\u4f9d\u6b21\u6216\u6839\u636e\u89c4\u5219\u4ece\u961f\u5217\u4e2d\u8bfb\u53d6\u6700\u65b0\u6d88\u606f，\u5904\u7406\u540e\u5c06\u81ea\u5df1\u7684\u56de\u590d\u5199\u5165\u961f\u5217\u3002\u5173\u952e\u5728\u4e8e\u5b9a\u4e49\u201c\u7ec8\u6b62\u6761\u4ef6\u201d，\u5373\u4ec0\u4e48\u65f6\u5019\u505c\u6b62\u5faa\u73af\u3002\u4f8b\u5982，\u5f53\u64b0\u5199\u5458\u8f93\u51fa\u4e86\u5305\u542b\u201c\u62a5\u544a\u5b8c\u6210\u201d\u6807\u8bb0\u7684\u5185\u5bb9\u65f6，\u6d41\u7a0b\u7ed3\u675f\u3002<\/p>\n

from<\/span> multi_agent_framework import<\/span> GroupChat,<\/span> Agent<\/p>\n

# \u5b9a\u4e49\u89d2\u8272<\/span>
\nresearcher =<\/span> Agent(<\/span>name=<\/span>"Researcher"<\/span>,<\/span> role=<\/span>"Data Analyst"<\/span>,<\/span> system_prompt=<\/span>"Analyze the given topic and list 3 key points."<\/span>)<\/span>
\nwriter =<\/span> Agent(<\/span>name=<\/span>"Writer"<\/span>,<\/span> role=<\/span>"Content Creator"<\/span>,<\/span> system_prompt=<\/span>"Turn the key points into a short paragraph."<\/span>)<\/span><\/p>\n

# \u7ec4\u5efa\u56e2\u961f<\/span>
\nteam =<\/span> GroupChat(<\/span>
\n agents=<\/span>[<\/span>researcher,<\/span> writer]<\/span>,<\/span>
\n messages=<\/span>[<\/span>]<\/span>,<\/span>
\n max_rounds=<\/span>5<\/span> # \u9650\u5236\u6700\u5927\u5bf9\u8bdd\u8f6e\u6b21，\u9632\u6b62\u6b7b\u5faa\u73af<\/span>
\n)<\/span><\/p>\n

# \u542f\u52a8\u534f\u4f5c<\/span>
\ninitial_task =<\/span> "Please analyze the benefits of renewable energy."<\/span>
\nresult =<\/span> team.<\/span>run(<\/span>initial_task)<\/span><\/p>\n

print<\/span>(<\/span>"=== Final Output ==="<\/span>)<\/span>
\nprint<\/span>(<\/span>result.<\/span>summary)<\/span><\/p>\n

\u5728\u8fd9\u4e2a\u6d41\u7a0b\u4e2d，max_rounds \u662f\u4e00\u4e2a\u91cd\u8981\u7684\u5b89\u5168\u9600\u3002\u5982\u679c\u6ca1\u6709\u5b83，\u4e24\u4e2a\u667a\u80fd\u4f53\u53ef\u80fd\u4f1a\u9677\u5165\u4e92\u76f8\u5ba2\u5957\u6216\u91cd\u590d\u4fe1\u606f\u7684\u6b7b\u5faa\u73af\u3002\u901a\u8fc7\u9650\u5236\u8f6e\u6b21\u5e76\u914d\u5408\u667a\u80fd\u7684\u7ec8\u6b62\u5224\u65ad\u903b\u8f91，\u6211\u4eec\u53ef\u4ee5\u786e\u4fdd\u4efb\u52a1\u5728\u6709\u9650\u6b65\u9aa4\u5185\u9ad8\u6548\u5b8c\u6210\u3002<\/p>\n

\u2465 \u81ea\u5b9a\u4e49\u5de5\u5177\u51fd\u6570\u4e0e\u5916\u90e8 API \u96c6\u6210<\/h3>\n

\u667a\u80fd\u4f53\u4e4b\u6240\u4ee5\u5f3a\u5927，\u662f\u56e0\u4e3a\u5b83\u4eec\u80fd\u4f7f\u7528\u5de5\u5177\u3002\u9664\u4e86\u8bed\u8a00\u751f\u6210，\u6211\u4eec\u5e38\u9700\u8981\u667a\u80fd\u4f53\u67e5\u8be2\u6570\u636e\u5e93\u3001\u8c03\u7528\u5929\u6c14 API \u6216\u6267\u884c\u4ee3\u7801\u8ba1\u7b97\u3002\u6846\u67b6\u901a\u5e38\u652f\u6301\u5c06 Python \u51fd\u6570\u6ce8\u518c\u4e3a\u5de5\u5177，\u667a\u80fd\u4f53\u5728\u9700\u8981\u65f6\u4f1a\u81ea\u52a8\u751f\u6210\u8c03\u7528\u53c2\u6570\u7684 JSON\u3002<\/p>\n

\u5047\u8bbe\u6211\u4eec\u9700\u8981\u4e00\u4e2a\u5de5\u5177\u6765\u83b7\u53d6\u5b9e\u65f6\u6c47\u7387\u3002\u6211\u4eec\u53ef\u4ee5\u5b9a\u4e49\u4e00\u4e2a\u6807\u51c6\u51fd\u6570，\u5e76\u901a\u8fc7\u88c5\u9970\u5668\u5c06\u5176\u6ce8\u518c\u5230\u667a\u80fd\u4f53\u8eab\u4e0a\u3002\u667a\u80fd\u4f53\u5728\u9047\u5230\u201c\u6362\u7b97\u8d27\u5e01\u201d\u8fd9\u7c7b\u6307\u4ee4\u65f6，\u4f1a\u81ea\u52a8\u8bc6\u522b\u5e76\u8c03\u7528\u8be5\u51fd\u6570，\u800c\u4e0d\u662f\u8bd5\u56fe\u7528\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u8fc7\u65f6\u77e5\u8bc6\u53bb\u778e\u7f16\u3002<\/p>\n

import<\/span> requests
\nfrom<\/span> multi_agent_framework import<\/span> tool<\/p>\n

@tool<\/span>
\ndef<\/span> get_exchange_rate<\/span>(<\/span>base:<\/span> str<\/span>,<\/span> target:<\/span> str<\/span>)<\/span> –<\/span>><\/span> float<\/span>:<\/span>
\n """Get real-time exchange rate between two currencies."""<\/span>
\n # \u6a21\u62df API \u8c03\u7528，\u5b9e\u9645\u9879\u76ee\u4e2d\u8bf7\u66ff\u6362\u4e3a\u771f\u5b9e\u63a5\u53e3<\/span>
\n mock_rates =<\/span> {<\/span>"USD"<\/span>:<\/span> 1.0<\/span>,<\/span> "EUR"<\/span>:<\/span> 0.85<\/span>,<\/span> "CNY"<\/span>:<\/span> 7.2<\/span>}<\/span>
\n if<\/span> base not<\/span> in<\/span> mock_rates or<\/span> target not<\/span> in<\/span> mock_rates:<\/span>
\n return<\/span> 0.0<\/span>
\n return<\/span> mock_rates[<\/span>target]<\/span> \/<\/span> mock_rates[<\/span>base]<\/span><\/p>\n

# \u5c06\u5de5\u5177\u7ed1\u5b9a\u5230\u667a\u80fd\u4f53<\/span>
\nfinance_agent =<\/span> Agent(<\/span>
\n name=<\/span>"FinanceBot"<\/span>,<\/span>
\n role=<\/span>"Financial Advisor"<\/span>,<\/span>
\n tools=<\/span>[<\/span>get_exchange_rate]<\/span>,<\/span>
\n system_prompt=<\/span>"You are a financial advisor. Use tools to get accurate rates before answering."<\/span>
\n)<\/span><\/p>\n

\u5f53\u7528\u6237\u8be2\u95ee"100 \u7f8e\u5143\u7b49\u4e8e\u591a\u5c11\u4eba\u6c11\u5e01\u201d\u65f6，FinanceBot \u4f1a\u81ea\u52a8\u751f\u6210\u8c03\u7528 get_exchange_rate \u7684\u53c2\u6570，\u6267\u884c\u51fd\u6570\u83b7\u5f97\u7ed3\u679c，\u518d\u5c06\u7ed3\u679c\u878d\u5165\u81ea\u7136\u8bed\u8a00\u56de\u590d\u4e2d\u3002\u8fd9\u79cd\u673a\u5236\u6781\u5927\u5730\u6269\u5c55\u4e86\u667a\u80fd\u4f53\u7684\u80fd\u529b\u8fb9\u754c，\u4f7f\u5176\u4ece\u5355\u7eaf\u7684\u804a\u5929\u673a\u5668\u4eba\u8f6c\u53d8\u4e3a\u53ef\u6267\u884c\u4efb\u52a1\u7684\u81ea\u52a8\u5316\u4ee3\u7406\u3002<\/p>\n

\u2466 \u4efb\u52a1\u6267\u884c\u76d1\u63a7\u4e0e\u65e5\u5fd7\u8c03\u8bd5\u6280\u5de7<\/h3>\n

\u968f\u7740\u667a\u80fd\u4f53\u6570\u91cf\u589e\u52a0，\u4ea4\u4e92\u903b\u8f91\u53d8\u5f97\u590d\u6742，\u8c03\u8bd5\u96be\u5ea6\u4e5f\u968f\u4e4b\u4e0a\u5347\u3002\u6709\u6548\u7684\u76d1\u63a7\u548c\u65e5\u5fd7\u7b56\u7565\u662f\u4fdd\u969c\u7cfb\u7edf\u7a33\u5b9a\u8fd0\u884c\u7684\u5173\u952e\u3002\u5efa\u8bae\u5728\u6bcf\u4e2a\u5173\u952e\u8282\u70b9\u63d2\u5165\u7ed3\u6784\u5316\u65e5\u5fd7，\u8bb0\u5f55\u6d88\u606f\u7684\u53d1\u9001\u8005\u3001\u63a5\u6536\u8005\u3001\u65f6\u95f4\u6233\u4ee5\u53ca\u5185\u5bb9\u6458\u8981\u3002<\/p>\n

\u9664\u4e86\u4f20\u7edf\u7684\u6587\u4ef6\u65e5\u5fd7，\u8fd8\u53ef\u4ee5\u5229\u7528\u56de\u8c03\u51fd\u6570（Callback）\u5b9e\u65f6\u76d1\u63a7\u72b6\u6001\u53d8\u5316\u3002\u4f8b\u5982，\u6bcf\u5f53\u4e00\u4e2a\u667a\u80fd\u4f53\u5b8c\u6210\u601d\u8003\u6216\u8c03\u7528\u5de5\u5177\u65f6，\u89e6\u53d1\u4e00\u4e2a\u56de\u8c03\u6253\u5370\u5f53\u524d\u8fdb\u5ea6\u3002\u8fd9\u5bf9\u4e8e\u957f\u8017\u65f6\u4efb\u52a1\u5c24\u4e3a\u91cd\u8981，\u80fd\u8ba9\u5f00\u53d1\u8005\u76f4\u89c2\u770b\u5230\u7cfb\u7edf\u201c\u5361\u201d\u5728\u54ea\u4e00\u6b65\u3002<\/p>\n

\u5728\u8c03\u8bd5\u8fc7\u7a0b\u4e2d，\u91cd\u70b9\u5173\u6ce8\u201c\u4e0a\u4e0b\u6587\u6ea2\u51fa\u201d\u95ee\u9898\u3002\u591a\u8f6e\u5bf9\u8bdd\u4f1a\u5bfc\u81f4 Token \u6d88\u8017\u8fc5\u901f\u589e\u52a0，\u4e00\u65e6\u8d85\u8fc7\u6a21\u578b\u4e0a\u9650，\u65e9\u671f\u7684\u91cd\u8981\u4fe1\u606f\u4f1a\u88ab\u622a\u65ad\u3002\u901a\u8fc7\u5728\u65e5\u5fd7\u4e2d\u76d1\u63a7\u6bcf\u8f6e\u5bf9\u8bdd\u7684 Token \u7528\u91cf，\u53ef\u4ee5\u53ca\u65f6\u53d1\u73b0\u5e76\u4f18\u5316\u4e0a\u4e0b\u6587\u7ba1\u7406\u7b56\u7565，\u6bd4\u5982\u5b9a\u671f\u603b\u7ed3\u5386\u53f2\u5bf9\u8bdd\u6216\u5254\u9664\u65e0\u5173\u4fe1\u606f\u3002<\/p>\n

\u2467 \u5e38\u89c1\u542f\u52a8\u62a5\u9519\u4e0e\u73af\u5883\u51b2\u7a81\u6392\u67e5<\/h3>\n

\u5728\u5b9e\u9645\u90e8\u7f72\u4e2d，\u5f00\u53d1\u8005\u5e38\u9047\u5230\u51e0\u7c7b\u5178\u578b\u9519\u8bef\u3002\u9996\u5148\u662f APIKeyError，\u8fd9\u901a\u5e38\u662f\u56e0\u4e3a\u73af\u5883\u53d8\u91cf\u672a\u6b63\u786e\u52a0\u8f7d\u6216\u5bc6\u94a5\u683c\u5f0f\u6709\u8bef\u3002\u89e3\u51b3\u65b9\u6cd5\u662f\u68c0\u67e5 .env \u6587\u4ef6\u8def\u5f84\u662f\u5426\u6b63\u786e，\u5e76\u786e\u8ba4\u5bc6\u94a5\u524d\u540e\u65e0\u591a\u4f59\u7a7a\u683c\u3002<\/p>\n

\u5176\u6b21\u662f ContextLengthExceeded \u9519\u8bef\u3002\u5f53\u591a\u667a\u80fd\u4f53\u5bf9\u8bdd\u8f6e\u6b21\u8fc7\u591a，\u7d2f\u79ef\u7684\u4e0a\u4e0b\u6587\u8d85\u51fa\u6a21\u578b\u9650\u5236\u65f6\u4f1a\u89e6\u53d1\u6b64\u9519\u3002\u5e94\u5bf9\u7b56\u7565\u662f\u5728\u4ee3\u7801\u903b\u8f91\u4e2d\u52a0\u5165\u81ea\u52a8 summarization（\u603b\u7ed3）\u673a\u5236，\u5f53\u68c0\u6d4b\u5230 Token \u6570\u63a5\u8fd1\u9608\u503c\u65f6，\u8c03\u7528\u6a21\u578b\u5c06\u4e4b\u524d\u7684\u5bf9\u8bdd\u538b\u7f29\u6210\u4e00\u6bb5\u7b80\u77ed\u6458\u8981，\u66ff\u6362\u6389\u5197\u957f\u7684\u5386\u53f2\u8bb0\u5f55\u3002<\/p>\n

\u8fd8\u6709\u4e00\u79cd\u5e38\u89c1\u60c5\u51b5\u662f\u4f9d\u8d56\u5e93\u7248\u672c\u51b2\u7a81，\u7279\u522b\u662f\u5728\u540c\u65f6\u4f7f\u7528\u591a\u4e2a AI \u76f8\u5173\u5e93\u65f6\u3002\u5982\u679c\u9047\u5230 ImportError \u6216\u5c5e\u6027\u7f3a\u5931，\u5efa\u8bae\u4f7f\u7528 pip freeze \u68c0\u67e5\u5f53\u524d\u73af\u5883，\u5e76\u5229\u7528 requirements.txt \u9501\u5b9a\u786e\u5207\u7248\u672c\u3002\u5728\u5bb9\u5668\u5316\u90e8\u7f72（\u5982 Docker）\u4e2d\u7edf\u4e00\u73af\u5883\u662f\u5f7b\u5e95\u89e3\u51b3\u6b64\u7c7b\u95ee\u9898\u7684\u6700\u4f73\u5b9e\u8df5\u3002<\/p>\n

\u2468 \u6027\u80fd\u4f18\u5316\u7b56\u7565\u4e0e\u8d44\u6e90\u5360\u7528\u63a7\u5236<\/h3>\n

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