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\u5728\u524d\u51e0\u7ae0\u4e2d，\u6211\u4eec\u5b66\u4e60\u4e86\u667a\u80fd\u4f53\u7684\u57fa\u7840\u77e5\u8bc6，\u4e5f\u4f53\u9a8c\u4e86\u4e3b\u6d41\u6846\u67b6\u5e26\u6765\u7684\u5f00\u53d1\u4fbf\u5229\u3002\u4f46\u4ece\u672c\u7ae0\u5f00\u59cb，\u6211\u4eec\u5c06\u8fdb\u5165\u4e00\u4e2a\u66f4\u5177\u6311\u6218\u6027\u4e5f\u66f4\u6709\u4ef7\u503c\u7684\u9636\u6bb5：\u4ece\u96f6\u6784\u5efa\u4e00\u4e2a\u5c5e\u4e8e\u81ea\u5df1\u7684Agent\u6846\u67b6\u2014\u2014HelloAgents\u3002<\/p>\n

\u9700\u8981\u8bf4\u660e\u7684\u662f，\u201c\u4ece\u96f6\u201d\u5e76\u4e0d\u610f\u5473\u7740\u51ed\u7a7a\u53d1\u660e\u2014\u2014\u6211\u4eec\u5c06\u57fa\u4e8e\u5bf9Agent\u5de5\u4f5c\u539f\u7406\u7684\u6df1\u5165\u7406\u89e3，\u53c2\u8003HelloAgents\u7684\u8bbe\u8ba1\u601d\u8def，\u4eb2\u624b\u5b9e\u73b0\u6bcf\u4e00\u4e2a\u6838\u5fc3\u7ec4\u4ef6\u3002\u8fd9\u662f\u4e00\u6b21\u4ece \u201c\u4f7f\u7528\u8005\u201d\u5230\u201c\u6784\u5efa\u8005\u201d \u7684\u80fd\u529b\u8dc3\u8fc1\u3002<\/p>\n

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\u6e10\u8fdb\u5f0f\u5b66\u4e60\u8def\u5f84<\/p>\n

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\u7edf\u4e00\u5de5\u5177\u62bd\u8c61<\/p>\n

<\/span><\/p>\n

\u6838\u5fc3\u67b6\u6784<\/p>\n

<\/span><\/p>\n

\u6838\u5fc3\u6846\u67b6\u5c42<\/p>\n

<\/span><\/p>\n

Message<\/p>\n

<\/span><\/p>\n

Config<\/p>\n

<\/span><\/p>\n

LLM\u5ba2\u6237\u7aef<\/p>\n

<\/span><\/p>\n

Agent\u5b9e\u73b0\u5c42<\/p>\n

<\/span><\/p>\n

BaseAgent<\/p>\n

<\/span><\/p>\n

\u8303\u5f0f\u5b9e\u73b0<\/p>\n

<\/span><\/p>\n

\u5de5\u5177\u7cfb\u7edf\u5c42<\/p>\n

<\/span><\/p>\n

\u7edf\u4e00\u5de5\u5177\u62bd\u8c61<\/p>\n

<\/span><\/p>\n

\u5de5\u5177\u6267\u884c\u5668<\/p>\n

<\/span><\/p>\n

\u8303\u5f0f\u5b9e\u73b0<\/p>\n

<\/span><\/p>\n

ReAct<\/p>\n

<\/span><\/p>\n

Reflection<\/p>\n

<\/span><\/p>\n

Plan-and-Solve<\/p>\n

<\/span><\/p>\n

\u4e00\u3001\u4e3a\u4ec0\u4e48\u8981\u81ea\u5df1\u9020\u4e00\u4e2a\u6846\u67b6？<\/h3>\n

\u5728Agent\u6280\u672f\u98de\u901f\u53d1\u5c55\u7684\u4eca\u5929，\u5e02\u9762\u4e0a\u5df2\u7ecf\u6709\u4e86LangChain\u3001AutoGen\u7b49\u6210\u719f\u7684\u6846\u67b6\u3002\u4e3a\u4ec0\u4e48\u8fd8\u8981\u81ea\u5df1\u9020\u4e00\u4e2a？<\/p>\n

1.1 \u5e02\u573a\u6846\u67b6\u7684\u201c\u56db\u91cd\u56f0\u5883\u201d<\/h4>\n

\u7b2c\u4e00\u91cd：\u62bd\u8c61\u8fc7\u91cd<\/p>\n

\u8bb8\u591a\u6846\u67b6\u4e3a\u4e86\u8ffd\u6c42\u901a\u7528\u6027，\u5f15\u5165\u4e86\u5927\u91cf\u62bd\u8c61\u5c42\u548c\u914d\u7f6e\u9009\u9879\u3002\u4ee5LangChain\u4e3a\u4f8b，\u5b83\u7684\u94fe\u5f0f\u8c03\u7528\u673a\u5236\u867d\u7136\u7075\u6d3b，\u4f46\u5bf9\u521d\u5b66\u8005\u6765\u8bf4\u5b66\u4e60\u66f2\u7ebf\u9661\u5ced\u2014\u2014\u4e3a\u4e86\u5b8c\u6210\u4e00\u4e2a\u7b80\u5355\u4efb\u52a1，\u5f80\u5f80\u9700\u8981\u7406\u89e3Chain\u3001Agent\u3001Tool\u3001Memory\u3001Retriever\u7b49\u5341\u591a\u4e2a\u6982\u5ff5\u3002<\/p>\n

\u7b2c\u4e8c\u91cd：\u8fed\u4ee3\u592a\u5feb<\/p>\n

\u5546\u4e1a\u6846\u67b6\u4e3a\u4e86\u62a2\u5360\u5e02\u573a，API\u63a5\u53e3\u9891\u7e41\u53d8\u66f4\u3002\u5f00\u53d1\u8005\u5e38\u5e38\u9047\u5230\u201c\u4ee3\u7801\u5347\u7ea7\u540e\u65e0\u6cd5\u8fd0\u884c\u201d\u7684\u7a98\u5883，\u7ef4\u62a4\u6210\u672c\u5c45\u9ad8\u4e0d\u4e0b\u3002<\/p>\n

\u7b2c\u4e09\u91cd：\u9ed1\u76d2\u5316\u4e25\u91cd<\/p>\n

\u8bb8\u591a\u6846\u67b6\u5c06\u6838\u5fc3\u903b\u8f91\u5c01\u88c5\u5f97\u592a\u4e25\u5b9e，\u5f00\u53d1\u8005\u96be\u4ee5\u7406\u89e3Agent\u5185\u90e8\u7684\u5de5\u4f5c\u673a\u5236，\u7f3a\u4e4f\u6df1\u5ea6\u5b9a\u5236\u80fd\u529b\u3002\u9047\u5230\u95ee\u9898\u65f6\u53ea\u80fd\u4f9d\u8d56\u6587\u6863\u548c\u793e\u533a，\u5982\u679c\u793e\u533a\u4e0d\u591f\u6d3b\u8dc3，\u53cd\u9988\u53ef\u80fd\u9700\u8981\u5f88\u957f\u65f6\u95f4\u3002<\/p>\n

\u7b2c\u56db\u91cd：\u4f9d\u8d56\u590d\u6742<\/p>\n

\u6210\u719f\u6846\u67b6\u5f80\u5f80\u643a\u5e26\u5927\u91cf\u4f9d\u8d56\u5305，\u5b89\u88c5\u5305\u4f53\u79ef\u5e9e\u5927，\u5f53\u9700\u8981\u4e0e\u5176\u4ed6\u9879\u76ee\u4ee3\u7801\u914d\u5408\u65f6，\u53ef\u80fd\u5f15\u53d1\u4f9d\u8d56\u51b2\u7a81\u95ee\u9898\u3002<\/p>\n

1.2 \u4ece\u201c\u4f7f\u7528\u8005\u201d\u5230\u201c\u6784\u5efa\u8005\u201d\u7684\u80fd\u529b\u8dc3\u8fc1<\/h4>\n

\u81ea\u5df1\u6784\u5efaAgent\u6846\u67b6，\u5b9e\u9645\u4e0a\u662f\u4e00\u6b21\u4ece\u201c\u4f7f\u7528\u8005\u201d\u5230\u201c\u6784\u5efa\u8005\u201d\u7684\u8f6c\u53d8\u3002\u8fd9\u79cd\u8f6c\u53d8\u5e26\u6765\u7684\u4ef7\u503c\u662f\u957f\u671f\u7684：<\/p>\n\n\u4ef7\u503c\u8bf4\u660e<\/tr>\n\n\n\n\n
\u6df1\u5165\u7406\u89e3Agent\u5de5\u4f5c\u539f\u7406<\/td>\n\u4eb2\u624b\u5b9e\u73b0\u6bcf\u4e2a\u7ec4\u4ef6，\u771f\u6b63\u7406\u89e3Agent\u7684\u601d\u8003\u8fc7\u7a0b\u3001\u5de5\u5177\u8c03\u7528\u673a\u5236\u548c\u5404\u79cd\u8bbe\u8ba1\u6a21\u5f0f\u7684\u4f18\u52a3<\/td>\n<\/tr>\n
\u83b7\u5f97\u5b8c\u5168\u63a7\u5236\u6743<\/td>\n\u5bf9\u6bcf\u4e00\u884c\u4ee3\u7801\u62e5\u6709\u5b8c\u5168\u63a7\u5236，\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u9700\u6c42\u7cbe\u786e\u8c03\u4f18，\u4e0d\u53d7\u7b2c\u4e09\u65b9\u6846\u67b6\u8bbe\u8ba1\u7406\u5ff5\u7684\u7ea6\u675f<\/td>\n<\/tr>\n
\u57f9\u517b\u7cfb\u7edf\u8bbe\u8ba1\u80fd\u529b<\/td>\n\u6846\u67b6\u6784\u5efa\u8fc7\u7a0b\u6d89\u53ca\u6a21\u5757\u5316\u8bbe\u8ba1\u3001\u63a5\u53e3\u62bd\u8c61\u3001\u9519\u8bef\u5904\u7406\u7b49\u6838\u5fc3\u8f6f\u4ef6\u5de5\u7a0b\u6280\u80fd<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u5728\u5b9e\u9645\u5e94\u7528\u4e2d，\u4e0d\u540c\u573a\u666f\u5bf9Agent\u7684\u9700\u6c42\u5dee\u5f02\u5f88\u5927，\u5f80\u5f80\u9700\u8981\u57fa\u4e8e\u901a\u7528\u6846\u67b6\u8fdb\u884c\u4e8c\u6b21\u5f00\u53d1\u3002\u5782\u76f4\u9886\u57df（\u5982\u91d1\u878d\u3001\u533b\u7597\u3001\u6559\u80b2）\u901a\u5e38\u9700\u8981\u6709\u9488\u5bf9\u6027\u7684\u63d0\u793a\u8bcd\u6a21\u677f\u3001\u7279\u6b8a\u7684\u5de5\u5177\u96c6\u6210\u548c\u5b9a\u5236\u5316\u7684\u5b89\u5168\u7b56\u7565\u3002\u81ea\u5efa\u6846\u67b6\u8ba9\u6211\u4eec\u80fd\u591f\u7cbe\u786e\u63a7\u5236\u54cd\u5e94\u65f6\u95f4\u3001\u5185\u5b58\u4f7f\u7528\u548c\u5e76\u53d1\u5904\u7406\u80fd\u529b，\u6ee1\u8db3\u751f\u4ea7\u73af\u5883\u7684\u7cbe\u7ec6\u5316\u9700\u6c42\u3002<\/p>\n

\u4e8c\u3001HelloAgents\u7684\u8bbe\u8ba1\u7406\u5ff5<\/h3>\n

\u6784\u5efa\u4e00\u4e2a\u65b0\u6846\u67b6，\u5173\u952e\u4e0d\u5728\u4e8e\u529f\u80fd\u591a\u5be1，\u800c\u5728\u4e8e\u8bbe\u8ba1\u7406\u5ff5\u80fd\u5426\u771f\u6b63\u89e3\u51b3\u73b0\u6709\u6846\u67b6\u7684\u75db\u70b9\u3002<\/p>\n

HelloAgents\u56f4\u7ed5\u4e00\u4e2a\u6838\u5fc3\u95ee\u9898\u5c55\u5f00\u8bbe\u8ba1：\u5982\u4f55\u8ba9\u5b66\u4e60\u8005\u65e2\u80fd\u5feb\u901f\u4e0a\u624b，\u53c8\u80fd\u6df1\u5165\u7406\u89e3Agent\u7684\u5de5\u4f5c\u539f\u7406？<\/p>\n

2.1 \u8f7b\u91cf\u4e0e\u6559\u5b66\u53cb\u597d\u7684\u5e73\u8861<\/h4>\n

\u4f18\u79c0\u7684\u6559\u5b66\u6846\u67b6\u5e94\u8be5\u5177\u5907\u5b8c\u6574\u7684\u53ef\u8bfb\u6027\u3002HelloAgents\u6309\u7ae0\u8282\u5206\u79bb\u6838\u5fc3\u4ee3\u7801，\u9075\u5faa\u4e00\u4e2a\u7b80\u5355\u7684\u539f\u5219：\u4efb\u4f55\u6709\u4e00\u5b9a\u7f16\u7a0b\u57fa\u7840\u7684\u5f00\u53d1\u8005，\u90fd\u5e94\u8be5\u80fd\u5728\u5408\u7406\u65f6\u95f4\u5185\u5b8c\u5168\u7406\u89e3\u6846\u67b6\u7684\u5de5\u4f5c\u539f\u7406\u3002<\/p>\n

\u5728\u4f9d\u8d56\u7ba1\u7406\u4e0a，\u6846\u67b6\u91c7\u7528\u6781\u7b80\u7b56\u7565\u2014\u2014\u9664\u4e86\u5fc5\u8981\u7684HTTP\u8bf7\u6c42\u5e93\u548c\u57fa\u7840\u5de5\u5177\u5e93\u5916，\u4e0d\u5f15\u5165\u4efb\u4f55\u4e0e\u7279\u5b9a\u5e73\u53f0\u7ed1\u5b9a\u7684\u91cd\u578b\u4f9d\u8d56\u3002\u9047\u5230\u95ee\u9898\u65f6，\u53ef\u4ee5\u76f4\u63a5\u5b9a\u4f4d\u5230\u6846\u67b6\u81ea\u8eab\u4ee3\u7801，\u65e0\u9700\u5728\u590d\u6742\u7684\u4f9d\u8d56\u5173\u7cfb\u4e2d\u5bfb\u627e\u7b54\u6848\u3002<\/p>\n

2.2 \u57fa\u4e8e\u6807\u51c6API\u7684\u52a1\u5b9e\u9009\u62e9<\/h4>\n

OpenAI\u7684API\u5df2\u6210\u4e3a\u884c\u4e1a\u6807\u51c6，\u51e0\u4e4e\u6240\u6709\u4e3b\u6d41LLM\u63d0\u4f9b\u5546\u90fd\u5728\u52aa\u529b\u517c\u5bb9\u8fd9\u4e00\u63a5\u53e3\u3002HelloAgents\u9009\u62e9\u57fa\u4e8e\u8fd9\u4e00\u6807\u51c6\u6784\u5efa，\u800c\u975e\u91cd\u65b0\u53d1\u660e\u4e00\u5957\u62bd\u8c61\u63a5\u53e3\u3002<\/p>\n

\u8fd9\u4e00\u51b3\u7b56\u4e3b\u8981\u57fa\u4e8e\u4e09\u70b9\u8003\u8651：<\/p>\n

    \n
  • \u517c\u5bb9\u6027\u4fdd\u969c：\u638c\u63e1HelloAgents\u540e，\u8fc1\u79fb\u5230\u5176\u4ed6\u6846\u67b6\u6216\u5c06\u5176\u96c6\u6210\u5230\u73b0\u6709\u9879\u76ee\u4e2d\u65f6，\u5e95\u5c42\u7684API\u8c03\u7528\u903b\u8f91\u5b8c\u5168\u4e00\u81f4\u3002<\/li>\n
  • \u964d\u4f4e\u5b66\u4e60\u6210\u672c：\u65e0\u9700\u5b66\u4e60\u65b0\u7684\u6982\u5ff5\u6a21\u578b，\u6240\u6709\u64cd\u4f5c\u90fd\u57fa\u4e8e\u4f60\u5df2\u719f\u6089\u7684\u6807\u51c6\u63a5\u53e3\u3002<\/li>\n
  • \u8de8\u5e73\u53f0\u6269\u5c55：\u901a\u8fc7\u7ee7\u627fHelloAgentsLLM\u7c7b\u5e76\u91cd\u5199\u90e8\u5206\u65b9\u6cd5，\u53ef\u4ee5\u8f7b\u677e\u6269\u5c55\u5bf9ModelScope\u3001\u667a\u8c31AI\u7b49\u4e0d\u540c\u5e73\u53f0\u7684\u652f\u6301\u3002<\/li>\n<\/ul>\n

    2.3 \u6e10\u8fdb\u5f0f\u7684\u5b66\u4e60\u8def\u5f84<\/h4>\n

    HelloAgents\u63d0\u4f9b\u4e00\u6761\u6e05\u6670\u7684\u5b66\u4e60\u8def\u5f84\u3002\u6bcf\u4e00\u7ae0\u7684\u5b66\u4e60\u4ee3\u7801\u90fd\u4f1a\u4fdd\u5b58\u4e3a\u4e00\u4e2a\u53ef\u901a\u8fc7pip\u5b89\u88c5\u7684\u5386\u53f2\u7248\u672c，\u65e0\u9700\u62c5\u5fc3\u4f7f\u7528\u4ee3\u7801\u7684\u6210\u672c\u2014\u2014\u56e0\u4e3a\u6bcf\u4e2a\u6838\u5fc3\u529f\u80fd\u90fd\u5c06\u7531\u4f60\u81ea\u5df1\u7f16\u5199\u3002<\/p>\n

    \u8fd9\u79cd\u8bbe\u8ba1\u8ba9\u4f60\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u9700\u6c42\u548c\u8282\u594f\u524d\u8fdb\u3002\u6bcf\u4e00\u6b21\u5347\u7ea7\u90fd\u662f\u81ea\u7136\u7684，\u4e0d\u4f1a\u51fa\u73b0\u6982\u5ff5\u8df3\u8dc3\u6216\u7406\u89e3\u65ad\u5c42\u3002<\/p>\n

    2.4 \u7edf\u4e00\u5de5\u5177\u62bd\u8c61：\u201c\u4e00\u5207\u7686\u5de5\u5177\u201d<\/h4>\n

    \u4e3a\u4e86\u5f7b\u5e95\u8d2f\u5f7b\u8f7b\u91cf\u548c\u6559\u5b66\u53cb\u597d\u7684\u7406\u5ff5，HelloAgents\u5728\u67b6\u6784\u4e0a\u505a\u4e86\u4e00\u4e2a\u5173\u952e\u7b80\u5316：\u9664\u4e86\u6838\u5fc3\u7684Agent\u7c7b，\u4e00\u5207\u90fd\u662f\u5de5\u5177\u3002<\/p>\n

    \u8bb0\u5fc6（Memory）\u3001RAG（\u68c0\u7d22\u589e\u5f3a\u751f\u6210）\u3001RL（\u5f3a\u5316\u5b66\u4e60）\u3001MCP（\u534f\u8bae）\u7b49\u6a21\u5757，\u5728\u4f17\u591a\u5176\u4ed6\u6846\u67b6\u4e2d\u9700\u8981\u72ec\u7acb\u5b66\u4e60\u3002\u4f46\u5728HelloAgents\u4e2d，\u5b83\u4eec\u90fd\u88ab\u7edf\u4e00\u62bd\u8c61\u4e3a\u201c\u5de5\u5177\u201d，\u6781\u5927\u5730\u964d\u4f4e\u4e86\u5b66\u4e60\u8d1f\u62c5\u3002<\/p>\n

    \u4e09\u3001\u6838\u5fc3\u67b6\u6784：\u4e00\u5f20\u56fe\u770b\u61c2HelloAgents<\/h3>\n

    #mermaid-svg-ghyMrCiLIHdtK7Sx{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-ghyMrCiLIHdtK7Sx .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-ghyMrCiLIHdtK7Sx .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-ghyMrCiLIHdtK7Sx .error-icon{fill:#552222;}#mermaid-svg-ghyMrCiLIHdtK7Sx .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-ghyMrCiLIHdtK7Sx .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-ghyMrCiLIHdtK7Sx .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-ghyMrCiLIHdtK7Sx .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-ghyMrCiLIHdtK7Sx .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-ghyMrCiLIHdtK7Sx .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-ghyMrCiLIHdtK7Sx .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-ghyMrCiLIHdtK7Sx .marker{fill:#333333;stroke:#333333;}#mermaid-svg-ghyMrCiLIHdtK7Sx .marker.cross{stroke:#333333;}#mermaid-svg-ghyMrCiLIHdtK7Sx svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-ghyMrCiLIHdtK7Sx p{margin:0;}#mermaid-svg-ghyMrCiLIHdtK7Sx .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-ghyMrCiLIHdtK7Sx .cluster-label text{fill:#333;}#mermaid-svg-ghyMrCiLIHdtK7Sx .cluster-label span{color:#333;}#mermaid-svg-ghyMrCiLIHdtK7Sx .cluster-label span p{background-color:transparent;}#mermaid-svg-ghyMrCiLIHdtK7Sx .label text,#mermaid-svg-ghyMrCiLIHdtK7Sx span{fill:#333;color:#333;}#mermaid-svg-ghyMrCiLIHdtK7Sx .node rect,#mermaid-svg-ghyMrCiLIHdtK7Sx .node circle,#mermaid-svg-ghyMrCiLIHdtK7Sx .node ellipse,#mermaid-svg-ghyMrCiLIHdtK7Sx .node polygon,#mermaid-svg-ghyMrCiLIHdtK7Sx .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-ghyMrCiLIHdtK7Sx .rough-node .label text,#mermaid-svg-ghyMrCiLIHdtK7Sx .node .label text,#mermaid-svg-ghyMrCiLIHdtK7Sx .image-shape .label,#mermaid-svg-ghyMrCiLIHdtK7Sx .icon-shape .label{text-anchor:middle;}#mermaid-svg-ghyMrCiLIHdtK7Sx .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-ghyMrCiLIHdtK7Sx .rough-node .label,#mermaid-svg-ghyMrCiLIHdtK7Sx .node .label,#mermaid-svg-ghyMrCiLIHdtK7Sx .image-shape .label,#mermaid-svg-ghyMrCiLIHdtK7Sx .icon-shape .label{text-align:center;}#mermaid-svg-ghyMrCiLIHdtK7Sx .node.clickable{cursor:pointer;}#mermaid-svg-ghyMrCiLIHdtK7Sx .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-ghyMrCiLIHdtK7Sx .arrowheadPath{fill:#333333;}#mermaid-svg-ghyMrCiLIHdtK7Sx .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-ghyMrCiLIHdtK7Sx .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-ghyMrCiLIHdtK7Sx .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-ghyMrCiLIHdtK7Sx .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-ghyMrCiLIHdtK7Sx .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-ghyMrCiLIHdtK7Sx .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-ghyMrCiLIHdtK7Sx .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-ghyMrCiLIHdtK7Sx .cluster text{fill:#333;}#mermaid-svg-ghyMrCiLIHdtK7Sx .cluster span{color:#333;}#mermaid-svg-ghyMrCiLIHdtK7Sx div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-ghyMrCiLIHdtK7Sx .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-ghyMrCiLIHdtK7Sx rect.text{fill:none;stroke-width:0;}#mermaid-svg-ghyMrCiLIHdtK7Sx .icon-shape,#mermaid-svg-ghyMrCiLIHdtK7Sx .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-ghyMrCiLIHdtK7Sx .icon-shape p,#mermaid-svg-ghyMrCiLIHdtK7Sx .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-ghyMrCiLIHdtK7Sx .icon-shape .label rect,#mermaid-svg-ghyMrCiLIHdtK7Sx .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-ghyMrCiLIHdtK7Sx .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-ghyMrCiLIHdtK7Sx .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-ghyMrCiLIHdtK7Sx :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/p>\n

    \u5de5\u5177\u7cfb\u7edf\u5c42<\/p>\n

    <\/span><\/p>\n

    Agent\u5b9e\u73b0\u5c42<\/p>\n

    <\/span><\/p>\n

    \u6838\u5fc3\u6846\u67b6\u5c42<\/p>\n

    <\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n

    📨 Message\u7edf\u4e00\u6d88\u606f\u683c\u5f0f<\/p>\n

    <\/span><\/p>\n

    \u2699\ufe0f Config\u914d\u7f6e\u7ba1\u7406<\/p>\n

    <\/span><\/p>\n

    🧠 HelloAgentsLLMLLM\u5ba2\u6237\u7aef<\/p>\n

    <\/span><\/p>\n

    📋 BaseAgent\u667a\u80fd\u4f53\u57fa\u7c7b<\/p>\n

    <\/span><\/p>\n

    🔄 ReActAgent\u601d\u8003-\u884c\u52a8-\u89c2\u5bdf<\/p>\n

    <\/span><\/p>\n

    🔍 ReflectionAgent\u81ea\u6211\u53cd\u601d<\/p>\n

    <\/span><\/p>\n

    📝 PlanAndSolveAgent\u5148\u89c4\u5212\u540e\u6267\u884c<\/p>\n

    <\/span><\/p>\n

    🔧 Tool\u7edf\u4e00\u5de5\u5177\u62bd\u8c61<\/p>\n

    <\/span><\/p>\n

    \u26a1 ToolExecutor\u5de5\u5177\u6267\u884c\u5668<\/p>\n

    <\/span><\/p>\n

    💾 Memory\u8bb0\u5fc6\u5de5\u5177<\/p>\n

    <\/span><\/p>\n

    📚 RAG\u68c0\u7d22\u5de5\u5177<\/p>\n

    <\/span><\/p>\n

    HelloAgents\u7684\u67b6\u6784\u5206\u4e3a\u4e09\u4e2a\u5c42\u6b21：<\/p>\n

    \u6838\u5fc3\u6846\u67b6\u5c42：\u63d0\u4f9b\u6700\u57fa\u7840\u7684\u7ec4\u4ef6\u2014\u2014Message（\u7edf\u4e00\u6d88\u606f\u683c\u5f0f）\u3001Config（\u914d\u7f6e\u7ba1\u7406）\u548cHelloAgentsLLM（LLM\u5ba2\u6237\u7aef）\u3002\u8fd9\u4e00\u5c42\u662f\u6846\u67b6\u7684\u201c\u5730\u57fa\u201d\u3002<\/p>\n

    Agent\u5b9e\u73b0\u5c42：\u5728\u6838\u5fc3\u6846\u67b6\u5c42\u4e4b\u4e0a，\u5b9e\u73b0\u5177\u4f53\u7684\u667a\u80fd\u4f53\u8303\u5f0f\u2014\u2014BaseAgent\u4f5c\u4e3a\u6240\u6709\u667a\u80fd\u4f53\u7684\u57fa\u7c7b，\u4ee5\u53caReActAgent\u3001ReflectionAgent\u3001PlanAndSolveAgent\u7b49\u5177\u4f53\u5b9e\u73b0\u3002<\/p>\n

    \u5de5\u5177\u7cfb\u7edf\u5c42：\u63d0\u4f9b\u7edf\u4e00\u7684\u5de5\u5177\u62bd\u8c61\u548c\u5de5\u5177\u6267\u884c\u5668，\u8ba9\u667a\u80fd\u4f53\u80fd\u591f\u8c03\u7528\u5916\u90e8\u80fd\u529b\u3002<\/p>\n

    \u56db\u3001\u6838\u5fc3\u7ec4\u4ef6\u8be6\u89e3<\/h3>\n

    4.1 Message\u7c7b：\u7edf\u4e00\u6d88\u606f\u683c\u5f0f<\/h4>\n

    Message\u7c7b\u662f\u6846\u67b6\u4e2d\u6700\u57fa\u7840\u7684\u7ec4\u4ef6\u4e4b\u4e00，\u8d1f\u8d23\u7edf\u4e00\u7ba1\u7406\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u6d88\u606f\u4f20\u9012\u3002<\/p>\n

    #mermaid-svg-r04NKxS9OCBxnxX6{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-r04NKxS9OCBxnxX6 .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-r04NKxS9OCBxnxX6 .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-r04NKxS9OCBxnxX6 .error-icon{fill:#552222;}#mermaid-svg-r04NKxS9OCBxnxX6 .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-r04NKxS9OCBxnxX6 .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-r04NKxS9OCBxnxX6 .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-r04NKxS9OCBxnxX6 .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-r04NKxS9OCBxnxX6 .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-r04NKxS9OCBxnxX6 .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-r04NKxS9OCBxnxX6 .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-r04NKxS9OCBxnxX6 .marker{fill:#333333;stroke:#333333;}#mermaid-svg-r04NKxS9OCBxnxX6 .marker.cross{stroke:#333333;}#mermaid-svg-r04NKxS9OCBxnxX6 svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-r04NKxS9OCBxnxX6 p{margin:0;}#mermaid-svg-r04NKxS9OCBxnxX6 .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-r04NKxS9OCBxnxX6 .cluster-label text{fill:#333;}#mermaid-svg-r04NKxS9OCBxnxX6 .cluster-label span{color:#333;}#mermaid-svg-r04NKxS9OCBxnxX6 .cluster-label span p{background-color:transparent;}#mermaid-svg-r04NKxS9OCBxnxX6 .label text,#mermaid-svg-r04NKxS9OCBxnxX6 span{fill:#333;color:#333;}#mermaid-svg-r04NKxS9OCBxnxX6 .node rect,#mermaid-svg-r04NKxS9OCBxnxX6 .node circle,#mermaid-svg-r04NKxS9OCBxnxX6 .node ellipse,#mermaid-svg-r04NKxS9OCBxnxX6 .node polygon,#mermaid-svg-r04NKxS9OCBxnxX6 .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-r04NKxS9OCBxnxX6 .rough-node .label text,#mermaid-svg-r04NKxS9OCBxnxX6 .node .label text,#mermaid-svg-r04NKxS9OCBxnxX6 .image-shape .label,#mermaid-svg-r04NKxS9OCBxnxX6 .icon-shape .label{text-anchor:middle;}#mermaid-svg-r04NKxS9OCBxnxX6 .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-r04NKxS9OCBxnxX6 .rough-node .label,#mermaid-svg-r04NKxS9OCBxnxX6 .node .label,#mermaid-svg-r04NKxS9OCBxnxX6 .image-shape .label,#mermaid-svg-r04NKxS9OCBxnxX6 .icon-shape .label{text-align:center;}#mermaid-svg-r04NKxS9OCBxnxX6 .node.clickable{cursor:pointer;}#mermaid-svg-r04NKxS9OCBxnxX6 .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-r04NKxS9OCBxnxX6 .arrowheadPath{fill:#333333;}#mermaid-svg-r04NKxS9OCBxnxX6 .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-r04NKxS9OCBxnxX6 .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-r04NKxS9OCBxnxX6 .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-r04NKxS9OCBxnxX6 .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-r04NKxS9OCBxnxX6 .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-r04NKxS9OCBxnxX6 .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-r04NKxS9OCBxnxX6 .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-r04NKxS9OCBxnxX6 .cluster text{fill:#333;}#mermaid-svg-r04NKxS9OCBxnxX6 .cluster span{color:#333;}#mermaid-svg-r04NKxS9OCBxnxX6 div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-r04NKxS9OCBxnxX6 .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-r04NKxS9OCBxnxX6 rect.text{fill:none;stroke-width:0;}#mermaid-svg-r04NKxS9OCBxnxX6 .icon-shape,#mermaid-svg-r04NKxS9OCBxnxX6 .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-r04NKxS9OCBxnxX6 .icon-shape p,#mermaid-svg-r04NKxS9OCBxnxX6 .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-r04NKxS9OCBxnxX6 .icon-shape .label rect,#mermaid-svg-r04NKxS9OCBxnxX6 .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-r04NKxS9OCBxnxX6 .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-r04NKxS9OCBxnxX6 .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-r04NKxS9OCBxnxX6 :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/p>\n

    Message\u7c7b\u8bbe\u8ba1<\/p>\n

    <\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n

    🎭 \u89d2\u8272user\/system\/assistant\/tool<\/p>\n

    <\/span><\/p>\n

    📝 \u5185\u5bb9\u6d88\u606f\u6b63\u6587<\/p>\n

    <\/span><\/p>\n

    \u23f1\ufe0f \u65f6\u95f4\u6233\u521b\u5efa\u65f6\u95f4<\/p>\n

    <\/span><\/p>\n

    📊 \u5143\u6570\u636e\u6269\u5c55\u4fe1\u606f<\/p>\n

    <\/span><\/p>\n

    📨 Message<\/p>\n

    <\/span><\/p>\n

    📄 to_dict()\u8f6c\u6362\u4e3aOpenAI\u683c\u5f0f<\/p>\n

    <\/span><\/p>\n

    \u8bbe\u8ba1\u4e0a，role\u5b57\u6bb5\u4e25\u683c\u9650\u5236\u4e3a\u56db\u79cd\u7c7b\u578b："user"\u3001"assistant"\u3001"system"\u3001"tool"，\u76f4\u63a5\u5bf9\u5e94OpenAI API\u89c4\u8303，\u786e\u4fdd\u7c7b\u578b\u5b89\u5168\u3002\u9664\u4e86content\u548crole\u4e24\u4e2a\u6838\u5fc3\u5b57\u6bb5，\u8fd8\u589e\u52a0\u4e86timestamp\u548cmetadata，\u4e3a\u65e5\u5fd7\u8bb0\u5f55\u548c\u672a\u6765\u529f\u80fd\u6269\u5c55\u9884\u7559\u4e86\u7a7a\u95f4\u3002<\/p>\n

    to_dict()\u65b9\u6cd5\u662f\u5176\u6838\u5fc3\u529f\u80fd\u4e4b\u4e00，\u8d1f\u8d23\u5c06\u5185\u90e8\u4f7f\u7528\u7684Message\u5bf9\u8c61\u8f6c\u6362\u4e3a\u517c\u5bb9OpenAI API\u7684\u5b57\u5178\u683c\u5f0f，\u4f53\u73b0\u4e86\u201c\u5185\u90e8\u4e30\u5bcc\u3001\u5bf9\u5916\u517c\u5bb9\u201d\u7684\u8bbe\u8ba1\u539f\u5219\u3002<\/p>\n

    4.2 Config\u7c7b：\u96c6\u4e2d\u914d\u7f6e\u7ba1\u7406<\/h4>\n

    Config\u7c7b\u7684\u804c\u8d23\u662f\u5c06\u4ee3\u7801\u4e2d\u7684\u786c\u7f16\u7801\u914d\u7f6e\u53c2\u6570\u96c6\u4e2d\u7ba1\u7406，\u5e76\u652f\u6301\u4ece\u73af\u5883\u53d8\u91cf\u8bfb\u53d6\u3002\u5b83\u57fa\u4e8ePydantic\u7684BaseModel\u5b9e\u73b0，\u63d0\u4f9b\u7c7b\u578b\u5b89\u5168\u548c\u81ea\u52a8\u9a8c\u8bc1\u3002<\/p>\n

    # \u9700\u8981\u4ece typing \u5bfc\u5165 Optional<\/span>
    \nfrom<\/span> typing import<\/span> Optional
    \nfrom<\/span> pydantic import<\/span> BaseModel<\/p>\n

    class<\/span> Config<\/span>(<\/span>BaseModel)<\/span>:<\/span>
    \n """HelloAgents\u914d\u7f6e\u7c7b"""<\/span>
    \n # LLM\u914d\u7f6e<\/span>
    \n default_model:<\/span> str<\/span> =<\/span> "gpt-3.5-turbo"<\/span>
    \n default_provider:<\/span> str<\/span> =<\/span> "openai"<\/span>
    \n temperature:<\/span> float<\/span> =<\/span> 0.7<\/span>
    \n max_tokens:<\/span> Optional[<\/span>int<\/span>]<\/span> =<\/span> None<\/span>
    \n # \u7cfb\u7edf\u914d\u7f6e<\/span>
    \n debug:<\/span> bool<\/span> =<\/span> False<\/span>
    \n log_level:<\/span> str<\/span> =<\/span> "INFO"<\/span><\/p>\n

    \u8fd9\u79cd\u8bbe\u8ba1\u8ba9\u914d\u7f6e\u7ba1\u7406\u66f4\u52a0\u6e05\u6670，\u4e5f\u65b9\u4fbf\u5728\u4e0d\u540c\u73af\u5883\u4e2d\u5207\u6362\u914d\u7f6e\u3002<\/p>\n

    4.3 HelloAgentsLLM：\u667a\u80fd\u7684LLM\u5ba2\u6237\u7aef<\/h4>\n

    HelloAgentsLLM\u662f\u6846\u67b6\u4e0e\u5916\u90e8LLM\u670d\u52a1\u4ea4\u4e92\u7684\u6838\u5fc3\u6865\u6881\u3002\u5b83\u7684\u8bbe\u8ba1\u4f53\u73b0\u4e86\u201c\u7ea6\u5b9a\u4f18\u4e8e\u914d\u7f6e\u201d\u7684\u539f\u5219\u2014\u2014\u5c3d\u91cf\u51cf\u5c11\u7528\u6237\u7684\u914d\u7f6e\u8d1f\u62c5\u3002<\/p>\n

    \u81ea\u52a8\u68c0\u6d4bProvider\u7684\u4f18\u5148\u7ea7：<\/p>\n

    #mermaid-svg-RJUlQ0BXZbJCclTU{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-RJUlQ0BXZbJCclTU .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-RJUlQ0BXZbJCclTU .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-RJUlQ0BXZbJCclTU .error-icon{fill:#552222;}#mermaid-svg-RJUlQ0BXZbJCclTU .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-RJUlQ0BXZbJCclTU .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-RJUlQ0BXZbJCclTU .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-RJUlQ0BXZbJCclTU .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-RJUlQ0BXZbJCclTU .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-RJUlQ0BXZbJCclTU .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-RJUlQ0BXZbJCclTU .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-RJUlQ0BXZbJCclTU .marker{fill:#333333;stroke:#333333;}#mermaid-svg-RJUlQ0BXZbJCclTU .marker.cross{stroke:#333333;}#mermaid-svg-RJUlQ0BXZbJCclTU svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-RJUlQ0BXZbJCclTU p{margin:0;}#mermaid-svg-RJUlQ0BXZbJCclTU .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-RJUlQ0BXZbJCclTU .cluster-label text{fill:#333;}#mermaid-svg-RJUlQ0BXZbJCclTU .cluster-label span{color:#333;}#mermaid-svg-RJUlQ0BXZbJCclTU .cluster-label span p{background-color:transparent;}#mermaid-svg-RJUlQ0BXZbJCclTU .label text,#mermaid-svg-RJUlQ0BXZbJCclTU span{fill:#333;color:#333;}#mermaid-svg-RJUlQ0BXZbJCclTU .node rect,#mermaid-svg-RJUlQ0BXZbJCclTU .node circle,#mermaid-svg-RJUlQ0BXZbJCclTU .node ellipse,#mermaid-svg-RJUlQ0BXZbJCclTU .node polygon,#mermaid-svg-RJUlQ0BXZbJCclTU .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-RJUlQ0BXZbJCclTU .rough-node .label text,#mermaid-svg-RJUlQ0BXZbJCclTU .node .label text,#mermaid-svg-RJUlQ0BXZbJCclTU .image-shape .label,#mermaid-svg-RJUlQ0BXZbJCclTU .icon-shape .label{text-anchor:middle;}#mermaid-svg-RJUlQ0BXZbJCclTU .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-RJUlQ0BXZbJCclTU .rough-node .label,#mermaid-svg-RJUlQ0BXZbJCclTU .node .label,#mermaid-svg-RJUlQ0BXZbJCclTU .image-shape .label,#mermaid-svg-RJUlQ0BXZbJCclTU .icon-shape .label{text-align:center;}#mermaid-svg-RJUlQ0BXZbJCclTU .node.clickable{cursor:pointer;}#mermaid-svg-RJUlQ0BXZbJCclTU .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-RJUlQ0BXZbJCclTU .arrowheadPath{fill:#333333;}#mermaid-svg-RJUlQ0BXZbJCclTU .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-RJUlQ0BXZbJCclTU .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-RJUlQ0BXZbJCclTU .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-RJUlQ0BXZbJCclTU .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-RJUlQ0BXZbJCclTU .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-RJUlQ0BXZbJCclTU .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-RJUlQ0BXZbJCclTU .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-RJUlQ0BXZbJCclTU .cluster text{fill:#333;}#mermaid-svg-RJUlQ0BXZbJCclTU .cluster span{color:#333;}#mermaid-svg-RJUlQ0BXZbJCclTU div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-RJUlQ0BXZbJCclTU .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-RJUlQ0BXZbJCclTU rect.text{fill:none;stroke-width:0;}#mermaid-svg-RJUlQ0BXZbJCclTU .icon-shape,#mermaid-svg-RJUlQ0BXZbJCclTU .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-RJUlQ0BXZbJCclTU .icon-shape p,#mermaid-svg-RJUlQ0BXZbJCclTU .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-RJUlQ0BXZbJCclTU .icon-shape .label rect,#mermaid-svg-RJUlQ0BXZbJCclTU .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-RJUlQ0BXZbJCclTU .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-RJUlQ0BXZbJCclTU .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-RJUlQ0BXZbJCclTU :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/span><\/p>\n

    \u627e\u5230<\/p>\n

    <\/span><\/p>\n

    \u672a\u627e\u5230<\/p>\n

    <\/span><\/p>\n

    \u5339\u914d\u57df\u540d\/\u7aef\u53e3<\/p>\n

    <\/span><\/p>\n

    \u65e0\u6cd5\u5339\u914d<\/p>\n

    <\/span><\/p>\n

    \u5339\u914d\u683c\u5f0f<\/p>\n

    <\/span><\/p>\n

    \u65e0\u6cd5\u786e\u5b9a<\/p>\n

    <\/span><\/p>\n

    🔍 \u5f00\u59cb\u68c0\u6d4bProvider<\/p>\n

    <\/span><\/p>\n

    🥇 \u6700\u9ad8\u4f18\u5148\u7ea7\u68c0\u67e5\u7279\u5b9a\u670d\u52a1\u5546\u7684\u73af\u5883\u53d8\u91cf\u5982 MODELSCOPE_API_KEY<\/p>\n

    <\/span><\/p>\n

    \u2705 \u786e\u5b9aProvider<\/p>\n

    <\/span><\/p>\n

    🥈 \u7b2c\u4e8c\u4f18\u5148\u7ea7\u89e3\u6790LLM_BASE_URL<\/p>\n

    <\/span><\/p>\n

    🥉 \u7b2c\u4e09\u4f18\u5148\u7ea7\u5206\u6790API Key\u683c\u5f0f<\/p>\n

    <\/span><\/p>\n

    🔄 \u9ed8\u8ba4\u8fd4\u56de'auto'<\/p>\n

    <\/span><\/p>\n

    Provider\u68c0\u6d4b\u673a\u5236\u7684\u6838\u5fc3\u903b\u8f91：<\/p>\n

  • \u6700\u9ad8\u4f18\u5148\u7ea7：\u68c0\u67e5MODELSCOPE_API_KEY\u3001OPENAI_API_KEY\u3001ZHIPU_API_KEY\u7b49\u7279\u5b9a\u670d\u52a1\u5546\u7684\u73af\u5883\u53d8\u91cf<\/li>\n
  • \u7b2c\u4e8c\u4f18\u5148\u7ea7：\u89e3\u6790LLM_BASE_URL，\u901a\u8fc7\u57df\u540d\u5339\u914d（\u5982api-inference.modelscope.cn\u5bf9\u5e94ModelScope）\u6216\u7aef\u53e3\u5339\u914d（\u5982:11434\u5bf9\u5e94Ollama）\u6765\u8bc6\u522b\u670d\u52a1\u5546<\/li>\n
  • \u8f85\u52a9\u5224\u65ad：\u5206\u6790API Key\u683c\u5f0f，\u5982\u4ee5ms-\u5f00\u5934\u7684Key\u5bf9\u5e94ModelScope<\/li>\n

    \u4e00\u65e6provider\u786e\u5b9a（\u65e0\u8bba\u662f\u7528\u6237\u6307\u5b9a\u8fd8\u662f\u81ea\u52a8\u68c0\u6d4b），_resolve_credentials\u65b9\u6cd5\u4f1a\u6839\u636eprovider\u7684\u503c\u4e3b\u52a8\u641c\u7d22\u5bf9\u5e94\u7684\u73af\u5883\u53d8\u91cf\u5e76\u8bbe\u7f6e\u9ed8\u8ba4\u7684base_url\u3002<\/p>\n

    4.4 \u6269\u5c55LLM\u5ba2\u6237\u7aef：\u652f\u6301\u65b0\u5e73\u53f0<\/h4>\n

    HelloAgents\u7684\u8bbe\u8ba1\u8ba9\u6269\u5c55\u65b0\u7684LLM\u5e73\u53f0\u53d8\u5f97\u975e\u5e38\u7b80\u5355\u2014\u2014\u53ea\u9700\u7ee7\u627fHelloAgentsLLM\u7c7b\u5e76\u91cd\u5199\u90e8\u5206\u65b9\u6cd5\u3002<\/p>\n

    \u4ee5\u6269\u5c55ModelScope\u5e73\u53f0\u4e3a\u4f8b：<\/p>\n

  • \u521b\u5efa\u5b50\u7c7b：\u7ee7\u627fHelloAgentsLLM，\u5728__init__\u4e2d\u5224\u65adprovider\u53c2\u6570<\/li>\n
  • \u5904\u7406\u7279\u5b9a\u903b\u8f91：\u5f53provider="modelscope"\u65f6，\u4ece\u73af\u5883\u53d8\u91cf\u8bfb\u53d6MODELSCOPE_API_KEY，\u8bbe\u7f6e\u5bf9\u5e94\u7684base_url<\/li>\n
  • \u4fdd\u6301\u517c\u5bb9\u6027：\u5176\u4ed6\u60c5\u51b5\u8c03\u7528\u7236\u7c7b\u7684\u539f\u59cb\u903b\u8f91，\u4fdd\u6301\u5bf9OpenAI\u7b49\u5185\u7f6eProvider\u7684\u652f\u6301<\/li>\n

    \u8fd9\u79cd\u201c\u8986\u5199\u201d\u7684\u65b9\u5f0f\u786e\u4fdd\u4e86\u4ee3\u7801\u7684\u6574\u6d01\u6027\u548c\u53ef\u7ef4\u62a4\u6027，\u5373\u4f7f\u672a\u6765\u5347\u7ea7hello-agents\u5e93，\u5b9a\u5236\u5316\u7684\u529f\u80fd\u4e5f\u4e0d\u4f1a\u4e22\u5931\u3002<\/p>\n

    \u4e94\u3001\u4ece\u8303\u5f0f\u5230\u6846\u67b6：ReAct\u3001Reflection\u4e0ePlan-and-Solve\u7684\u5b9e\u73b0<\/h3>\n

    \u7b2c\u56db\u7ae0\u6211\u4eec\u5b66\u4e60\u4e86ReAct\u3001Reflection\u548cPlan-and-Solve\u4e09\u79cd\u7ecf\u5178\u8303\u5f0f\u3002\u5728HelloAgents\u6846\u67b6\u4e2d，\u6211\u4eec\u5c06\u8fd9\u4e9b\u8303\u5f0f\u4ece\u201c\u72ec\u7acb\u811a\u672c\u201d\u5347\u7ea7\u4e3a\u201c\u6846\u67b6\u7684\u6807\u51c6\u5316\u7ec4\u4ef6\u201d\u3002<\/p>\n

    #mermaid-svg-c0rQ81vTKCGjvJGX{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-c0rQ81vTKCGjvJGX .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-c0rQ81vTKCGjvJGX .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-c0rQ81vTKCGjvJGX .error-icon{fill:#552222;}#mermaid-svg-c0rQ81vTKCGjvJGX .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-c0rQ81vTKCGjvJGX .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-c0rQ81vTKCGjvJGX .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-c0rQ81vTKCGjvJGX .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-c0rQ81vTKCGjvJGX .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-c0rQ81vTKCGjvJGX .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-c0rQ81vTKCGjvJGX .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-c0rQ81vTKCGjvJGX .marker{fill:#333333;stroke:#333333;}#mermaid-svg-c0rQ81vTKCGjvJGX .marker.cross{stroke:#333333;}#mermaid-svg-c0rQ81vTKCGjvJGX svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-c0rQ81vTKCGjvJGX p{margin:0;}#mermaid-svg-c0rQ81vTKCGjvJGX .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-c0rQ81vTKCGjvJGX .cluster-label text{fill:#333;}#mermaid-svg-c0rQ81vTKCGjvJGX .cluster-label span{color:#333;}#mermaid-svg-c0rQ81vTKCGjvJGX .cluster-label span p{background-color:transparent;}#mermaid-svg-c0rQ81vTKCGjvJGX .label text,#mermaid-svg-c0rQ81vTKCGjvJGX span{fill:#333;color:#333;}#mermaid-svg-c0rQ81vTKCGjvJGX .node rect,#mermaid-svg-c0rQ81vTKCGjvJGX .node circle,#mermaid-svg-c0rQ81vTKCGjvJGX .node ellipse,#mermaid-svg-c0rQ81vTKCGjvJGX .node polygon,#mermaid-svg-c0rQ81vTKCGjvJGX .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-c0rQ81vTKCGjvJGX .rough-node .label text,#mermaid-svg-c0rQ81vTKCGjvJGX .node .label text,#mermaid-svg-c0rQ81vTKCGjvJGX .image-shape .label,#mermaid-svg-c0rQ81vTKCGjvJGX .icon-shape .label{text-anchor:middle;}#mermaid-svg-c0rQ81vTKCGjvJGX .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-c0rQ81vTKCGjvJGX .rough-node .label,#mermaid-svg-c0rQ81vTKCGjvJGX .node .label,#mermaid-svg-c0rQ81vTKCGjvJGX .image-shape .label,#mermaid-svg-c0rQ81vTKCGjvJGX .icon-shape .label{text-align:center;}#mermaid-svg-c0rQ81vTKCGjvJGX .node.clickable{cursor:pointer;}#mermaid-svg-c0rQ81vTKCGjvJGX .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-c0rQ81vTKCGjvJGX .arrowheadPath{fill:#333333;}#mermaid-svg-c0rQ81vTKCGjvJGX .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-c0rQ81vTKCGjvJGX .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-c0rQ81vTKCGjvJGX .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-c0rQ81vTKCGjvJGX .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-c0rQ81vTKCGjvJGX .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-c0rQ81vTKCGjvJGX .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-c0rQ81vTKCGjvJGX .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-c0rQ81vTKCGjvJGX .cluster text{fill:#333;}#mermaid-svg-c0rQ81vTKCGjvJGX .cluster span{color:#333;}#mermaid-svg-c0rQ81vTKCGjvJGX div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-c0rQ81vTKCGjvJGX .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-c0rQ81vTKCGjvJGX rect.text{fill:none;stroke-width:0;}#mermaid-svg-c0rQ81vTKCGjvJGX .icon-shape,#mermaid-svg-c0rQ81vTKCGjvJGX .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-c0rQ81vTKCGjvJGX .icon-shape p,#mermaid-svg-c0rQ81vTKCGjvJGX .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-c0rQ81vTKCGjvJGX .icon-shape .label rect,#mermaid-svg-c0rQ81vTKCGjvJGX .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-c0rQ81vTKCGjvJGX .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-c0rQ81vTKCGjvJGX .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-c0rQ81vTKCGjvJGX :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/p>\n

    \u8303\u5f0f\u5b9e\u73b0<\/p>\n

    <\/span><\/p>\n

    \u4ece\u8303\u5f0f\u5230\u6846\u67b6\u7684\u5347\u7ea7<\/p>\n

    <\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n

    \u7b2c\u56db\u7ae0\u72ec\u7acb\u811a\u672c\u5b9e\u73b0<\/p>\n

    <\/span><\/p>\n

    \u5347\u7ea7\u91cd\u6784<\/p>\n

    <\/span><\/p>\n

    \u7b2c\u4e03\u7ae0\u6846\u67b6\u6807\u51c6\u5316\u7ec4\u4ef6<\/p>\n

    <\/span><\/p>\n

    🔄 ReAct\u8303\u5f0f<\/p>\n

    <\/span><\/p>\n

    🔍 Reflection\u8303\u5f0f<\/p>\n

    <\/span><\/p>\n

    📝 Plan-and-Solve\u8303\u5f0f<\/p>\n

    <\/span><\/p>\n

    🔧 \u96c6\u6210\u5de5\u5177\u7cfb\u7edf<\/p>\n

    <\/span><\/p>\n

    💾 \u96c6\u6210\u8bb0\u5fc6\u6a21\u5757<\/p>\n

    <\/span><\/p>\n

    \u2699\ufe0f \u96c6\u6210\u914d\u7f6e\u7ba1\u7406<\/p>\n

    <\/span><\/p>\n

    5.1 \u4ece\u72ec\u7acb\u811a\u672c\u5230\u6846\u67b6\u7ec4\u4ef6<\/h4>\n

    \u5728\u7b2c\u56db\u7ae0\u4e2d，\u6211\u4eec\u901a\u8fc7\u7f16\u5199\u72ec\u7acb\u7684Python\u811a\u672c\u6765\u5b9e\u73b0ReAct\u3001Reflection\u548cPlan-and-Solve\u3002\u5728HelloAgents\u6846\u67b6\u4e2d，\u8fd9\u4e9b\u5b9e\u73b0\u88ab\u91cd\u65b0\u7ec4\u7ec7\u4e3a：<\/p>\n

      \n
    • \u7ee7\u627fBaseAgent：\u6240\u6709\u8303\u5f0f\u5b9e\u73b0\u90fd\u7ee7\u627f\u81ea\u7edf\u4e00\u7684BaseAgent\u57fa\u7c7b<\/li>\n
    • \u96c6\u6210\u5de5\u5177\u7cfb\u7edf：ReAct\u7684\u5de5\u5177\u8c03\u7528\u673a\u5236\u4e0e\u6846\u67b6\u7684ToolExecutor\u65e0\u7f1d\u5bf9\u63a5<\/li>\n
    • \u7edf\u4e00\u6d88\u606f\u683c\u5f0f：\u6240\u6709\u8f93\u5165\u8f93\u51fa\u90fd\u4f7f\u7528Message\u7c7b\u8fdb\u884c\u6807\u51c6\u5316<\/li>\n
    • \u914d\u7f6e\u9a71\u52a8：\u901a\u8fc7Config\u7c7b\u96c6\u4e2d\u7ba1\u7406\u5404\u8303\u5f0f\u7684\u53c2\u6570<\/li>\n<\/ul>\n

      \u8fd9\u79cd\u5347\u7ea7\u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u590d\u7528\u6027\u548c\u53ef\u7ef4\u62a4\u6027\u2014\u2014\u5728\u6846\u67b6\u5c42\u9762\u5b9e\u73b0\u4e00\u6b21，\u5c31\u53ef\u4ee5\u5728\u591a\u4e2a\u5e94\u7528\u573a\u666f\u4e2d\u91cd\u590d\u4f7f\u7528\u3002<\/p>\n

      5.2 \u8bbe\u8ba1\u539f\u5219<\/h4>\n\n\u539f\u5219\u8bf4\u660e<\/tr>\n\n\n\n\n\n
      \u4ee3\u7801\u590d\u7528<\/td>\n\u6240\u6709\u8303\u5f0f\u5171\u4eabBaseAgent\u4e2d\u7684\u901a\u7528\u903b\u8f91（\u5982\u6d88\u606f\u7ba1\u7406\u3001\u914d\u7f6e\u8bfb\u53d6）<\/td>\n<\/tr>\n
      \u63a5\u53e3\u7edf\u4e00<\/td>\n\u6240\u6709Agent\u90fd\u63d0\u4f9brun()\u65b9\u6cd5，\u8c03\u7528\u65b9\u5f0f\u4e00\u81f4<\/td>\n<\/tr>\n
      \u5de5\u5177\u89e3\u8026<\/td>\n\u8303\u5f0f\u5b9e\u73b0\u4e0e\u5177\u4f53\u5de5\u5177\u89e3\u8026，\u901a\u8fc7ToolExecutor\u52a8\u6001\u7ed1\u5b9a<\/td>\n<\/tr>\n
      \u53ef\u89c2\u6d4b\u6027<\/td>\n\u6846\u67b6\u5185\u7f6e\u65e5\u5fd7\u8bb0\u5f55，\u6bcf\u4e00\u6b65\u7684\u601d\u8003\u3001\u884c\u52a8\u548c\u89c2\u5bdf\u90fd\u53ef\u8ffd\u8e2a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u516d\u3001\u6838\u5fc3\u6982\u5ff5\u901f\u67e5\u8868（\u65b0\u624b\u53cb\u597d）<\/h3>\n\n\u672f\u8bed\u901a\u4fd7\u89e3\u91ca<\/tr>\n\n\n\n\n\n\n\n\n\n\n
      HelloAgents<\/td>\n\u672c\u7ae0\u4ece\u96f6\u6784\u5efa\u7684Agent\u6846\u67b6\u540d\u79f0，\u5bd3\u610f\u201cHello World\u201d\u5f0f\u7684\u5165\u95e8\u6846\u67b6<\/td>\n<\/tr>\n
      \u81ea\u5efa\u6846\u67b6<\/td>\n\u4e0d\u4f9d\u8d56LangChain\u7b49\u73b0\u6210\u6846\u67b6，\u4ece\u96f6\u5f00\u59cb\u7f16\u5199\u81ea\u5df1\u7684Agent\u6846\u67b6<\/td>\n<\/tr>\n
      \u62bd\u8c61\u8fc7\u91cd<\/td>\n\u6846\u67b6\u4e3a\u4e86\u901a\u7528\u6027\u5f15\u5165\u592a\u591a\u6982\u5ff5\u5c42，\u5bfc\u81f4\u5b66\u4e60\u95e8\u69db\u8fc7\u9ad8<\/td>\n<\/tr>\n
      \u9ed1\u76d2\u5316<\/td>\n\u6846\u67b6\u5c06\u6838\u5fc3\u903b\u8f91\u5c01\u88c5\u592a\u4e25，\u5f00\u53d1\u8005\u770b\u4e0d\u6e05\u5185\u90e8\u5de5\u4f5c\u539f\u7406<\/td>\n<\/tr>\n
      \u7edf\u4e00\u5de5\u5177\u62bd\u8c61<\/td>\nHelloAgents\u7684\u8bbe\u8ba1\u7406\u5ff5：\u9664\u4e86Agent\u7c7b\u672c\u8eab，\u5176\u4ed6\u4e00\u5207\u90fd\u662f\u5de5\u5177<\/td>\n<\/tr>\n
      \u6e10\u8fdb\u5f0f\u5b66\u4e60<\/td>\n\u6309\u7ae0\u8282\u9010\u6b65\u6784\u5efa\u6846\u67b6，\u6bcf\u4e00\u7ae0\u5728\u524d\u4e00\u7ae0\u57fa\u7840\u4e0a\u589e\u52a0\u65b0\u529f\u80fd<\/td>\n<\/tr>\n
      Message\u7c7b<\/td>\n\u6846\u67b6\u4e2d\u7684\u7edf\u4e00\u6d88\u606f\u683c\u5f0f，\u517c\u5bb9OpenAI API\u89c4\u8303<\/td>\n<\/tr>\n
      Config\u7c7b<\/td>\n\u96c6\u4e2d\u7ba1\u7406\u914d\u7f6e\u53c2\u6570，\u652f\u6301\u4ece\u73af\u5883\u53d8\u91cf\u8bfb\u53d6<\/td>\n<\/tr>\n
      Provider\u81ea\u52a8\u68c0\u6d4b<\/td>\nHelloAgentsLLM\u6839\u636e\u73af\u5883\u53d8\u91cf\u81ea\u52a8\u8bc6\u522bLLM\u670d\u52a1\u5546<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u4e03\u3001\u601d\u8003\u9898（\u5e2e\u52a9\u52a0\u6df1\u7406\u89e3）<\/h3>\n
    • \n

      \u201c\u62bd\u8c61\u8fc7\u91cd\u201d\u662f\u8bb8\u591a\u6210\u719f\u6846\u67b6\u7684\u901a\u75c5\u3002 \u5728\u4f60\u4f7f\u7528\u8fc7\u7684\u6846\u67b6\u4e2d，\u6709\u6ca1\u6709\u9047\u5230\u8fc7\u201c\u4e3a\u4e86\u7528\u4e00\u4e2a\u529f\u80fd，\u9700\u8981\u7406\u89e3\u5341\u51e0\u4e2a\u6982\u5ff5\u201d\u7684\u60c5\u51b5？\u8fd9\u79cd\u8bbe\u8ba1\u5bf9\u5b66\u4e60\u548c\u5f00\u53d1\u6548\u7387\u6709\u4ec0\u4e48\u5f71\u54cd？<\/p>\n<\/li>\n

    • \n

      HelloAgents\u7684\u8bbe\u8ba1\u7406\u5ff5\u4e4b\u4e00\u662f\u201c\u57fa\u4e8e\u6807\u51c6API\u201d\u3002 \u4e3a\u4ec0\u4e48\u9009\u62e9OpenAI\u7684API\u4f5c\u4e3a\u6807\u51c6？\u8fd9\u79cd\u9009\u62e9\u6709\u4ec0\u4e48\u4f18\u52bf\u548c\u6f5c\u5728\u98ce\u9669？<\/p>\n<\/li>\n

    • \n

      \u201c\u4e00\u5207\u7686\u5de5\u5177\u201d\u662fHelloAgents\u7684\u6838\u5fc3\u7b80\u5316\u7b56\u7565\u3002 \u5c06Memory\u3001RAG\u7b49\u6a21\u5757\u7edf\u4e00\u62bd\u8c61\u4e3a\u5de5\u5177，\u5e26\u6765\u4e86\u4ec0\u4e48\u597d\u5904？\u53c8\u53ef\u80fd\u727a\u7272\u4e86\u4ec0\u4e48？<\/p>\n<\/li>\n

    • \n

      \u4ece\u201c\u72ec\u7acb\u811a\u672c\u201d\u5230\u201c\u6846\u67b6\u7ec4\u4ef6\u201d\u7684\u5347\u7ea7，\u4f53\u73b0\u4e86\u8f6f\u4ef6\u5de5\u7a0b\u4e2d\u7684\u4ec0\u4e48\u601d\u60f3？ \u8fd9\u79cd\u5347\u7ea7\u5bf9\u4ee3\u7801\u7684\u590d\u7528\u6027\u548c\u53ef\u7ef4\u62a4\u6027\u6709\u4ec0\u4e48\u5e2e\u52a9？<\/p>\n<\/li>\n

    • \n

      \u56de\u987e\u4ece\u7b2c\u56db\u7ae0\u5230\u7b2c\u4e03\u7ae0\u7684\u5b66\u4e60\u8def\u5f84\u2014\u2014\u4ece\u624b\u5199ReAct\u5230\u4f7f\u7528\u4f4e\u4ee3\u7801\u5e73\u53f0，\u518d\u5230\u4f7f\u7528\u4e13\u4e1a\u6846\u67b6，\u6700\u540e\u81ea\u5df1\u6784\u5efa\u6846\u67b6\u3002 \u8fd9\u6761\u8def\u5f84\u5bf9\u4f60\u7684\u5b66\u4e60\u6709\u4ec0\u4e48\u542f\u53d1？<\/p>\n<\/li>\n

      \u53c2\u8003\u8d44\u6599<\/h3>\n
    • Datawhale Hello-Agents \u7b2c\u4e03\u7ae0\u300a\u6784\u5efa\u4f60\u7684Agent\u6846\u67b6\u300b
      \nhttps:\/\/datawhalechina.github.io\/hello-agents\/#\/.\/chapter7\/\u7b2c\u4e03\u7ae0%20\u6784\u5efa\u4f60\u7684Agent\u6846\u67b6<\/li>\n

      \u7ed3\u8bed<\/h3>\n

      \u5728\u8fd9\u4e00\u7ae0\u4e2d，\u6211\u4eec\u5b8c\u6210\u4e86\u4ece\u201c\u6846\u67b6\u4f7f\u7528\u8005\u201d\u5230\u201c\u6846\u67b6\u6784\u5efa\u8005\u201d\u7684\u8f6c\u53d8：<\/p>\n

        \n
      • \u4e3a\u4ec0\u4e48\u81ea\u5efa\u6846\u67b6\u2014\u2014\u5e02\u573a\u6846\u67b6\u5b58\u5728\u62bd\u8c61\u8fc7\u91cd\u3001\u8fed\u4ee3\u592a\u5feb\u3001\u9ed1\u76d2\u5316\u3001\u4f9d\u8d56\u590d\u6742\u7b49\u95ee\u9898，\u81ea\u5efa\u6846\u67b6\u80fd\u5e26\u6765\u6df1\u5165\u7406\u89e3\u539f\u7406\u3001\u83b7\u5f97\u5b8c\u5168\u63a7\u5236\u3001\u57f9\u517b\u7cfb\u7edf\u8bbe\u8ba1\u80fd\u529b\u7b49\u957f\u671f\u4ef7\u503c<\/li>\n
      • HelloAgents\u7684\u8bbe\u8ba1\u7406\u5ff5\u2014\u2014\u8f7b\u91cf\u4e0e\u6559\u5b66\u53cb\u597d\u3001\u57fa\u4e8e\u6807\u51c6API\u3001\u6e10\u8fdb\u5f0f\u5b66\u4e60\u8def\u5f84\u3001\u7edf\u4e00\u5de5\u5177\u62bd\u8c61<\/li>\n
      • \u6838\u5fc3\u67b6\u6784\u2014\u2014\u5206\u4e3a\u6838\u5fc3\u6846\u67b6\u5c42（Message\u3001Config\u3001LLM\u5ba2\u6237\u7aef）\u3001Agent\u5b9e\u73b0\u5c42（BaseAgent\u53ca\u8303\u5f0f\u5b9e\u73b0）\u548c\u5de5\u5177\u7cfb\u7edf\u5c42<\/li>\n
      • \u6838\u5fc3\u7ec4\u4ef6\u2014\u2014Message\u7edf\u4e00\u6d88\u606f\u683c\u5f0f\u3001Config\u96c6\u4e2d\u914d\u7f6e\u7ba1\u7406\u3001HelloAgentsLLM\u667a\u80fd\u5ba2\u6237\u7aef<\/li>\n<\/ul>\n

        \u4ece\u7b2c\u56db\u7ae0\u7684\u624b\u5199ReAct，\u5230\u7b2c\u4e94\u7ae0\u7684\u4f4e\u4ee3\u7801\u5e73\u53f0，\u5230\u7b2c\u516d\u7ae0\u7684\u4e13\u4e1a\u6846\u67b6，\u518d\u5230\u672c\u7ae0\u7684\u81ea\u5efa\u6846\u67b6\u2014\u2014\u6211\u4eec\u5b8c\u6210\u4e86\u4e00\u6761\u5b8c\u6574\u7684\u5b66\u4e60\u8fdb\u9636\u8def\u5f84\u3002\u73b0\u5728，\u4f60\u4e0d\u4ec5\u77e5\u9053\u5982\u4f55\u4f7f\u7528Agent\u6846\u67b6，\u66f4\u77e5\u9053\u5982\u4f55\u6784\u5efa\u4e00\u4e2aAgent\u6846\u67b6\u3002<\/p>\n

        \u672c\u6587\u53c2\u8003：Datawhale\u300aHello-Agents\u300b\u6559\u7a0b\u7b2c\u4e03\u7ae0\u300a\u6784\u5efa\u4f60\u7684Agent\u6846\u67b6\u300b\u7684\u5185\u5bb9\u6846\u67b6\u4e0e\u6838\u5fc3\u77e5\u8bc6\u70b9\u3002\u672c\u6587\u5728\u5fe0\u5b9e\u5448\u73b0\u8be5\u6559\u7a0b\u5185\u5bb9\u7684\u57fa\u7840\u4e0a，\u4e3a\u4fbf\u4e8e\u65b0\u624b\u7406\u89e3\u8fdb\u884c\u4e86\u901a\u4fd7\u5316\u6539\u5199\u548c\u56fe\u8868\u5316\u5448\u73b0\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

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