{"id":1429,"date":"2024-05-11T17:37:15","date_gmt":"2024-05-11T17:37:15","guid":{"rendered":"https:\/\/www.nicekj.com\/?p=1429"},"modified":"2024-05-11T17:38:04","modified_gmt":"2024-05-11T17:38:04","slug":"zhubuzhangwozuijiaai-agentskuangjia-autogen-yi","status":"publish","type":"post","link":"https:\/\/www.nicekj.com\/zhubuzhangwozuijiaai-agentskuangjia-autogen-yi.html","title":{"rendered":"\u9010\u6b65\u638c\u63e1\u6700\u4f73Ai Agents\u6846\u67b6-AutoGen \u4e00"},"content":{"rendered":"<p>\u2003\u2003<strong>\u5fae\u8f6f<\/strong>\u6700\u65b0\u63a8\u51fa\u7684\u5927\u8bed\u8a00\u6a21\u578b\u6846\u67b6<strong>AutoGen<\/strong>\uff0c\u53f7\u79f0\u76ee\u524d\u5730\u8868\u6700\u5f3aAI Agents\u3002\u4e0d\u77e5\u9053\u6709\u591a\u5c11\u670b\u53cb\u548c\u6211\u4e00\u6837\uff0c\u5728\u611f\u53d7\u4e86LangChain Agents\u7684\u5927\u529b\u51fa\u5947\u8ff9\u540e\uff0c\u53c8\u5fc3\u75d2\u96be\u8010\u60f3\u628aAutoGen\u641e\u8d77&#8230;.<\/p>\n<p>\u2003\u2003\u597d\u5427\uff0c\u90a3\u5c31\u4e00\u8d77\u6765\u5427\u3002AutoGen\u5728\u6784\u5efa\u590d\u6742\u7684\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u5de5\u4f5c\u6d41\u65b9\u9762\uff0c\u633a\u597d\u7528\u7684\uff0c\u5927\u5bb6\u53ef\u4ee5\u770b<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fwww.microsoft.com%2Fen-us%2Fresearch%2Fblog%2Fautogen-enabling-next-generation-large-language-model-applications%2F\" target=\"_blank\" title=\"https:\/\/www.microsoft.com\/en-us\/research\/blog\/autogen-enabling-next-generation-large-language-model-applications\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">AutoGen:Enabling next generation large language model applications<\/a>\u6587\u6863\u7684\u4ecb\u7ecd\u3002\u6211\u7684\u5929\u554a\uff0cLangChain\u8fd8\u6ca1\u6709\u600e\u4e48\u641e\u719f\uff0c\u4e0b\u4e00\u4ee3\u7684AutoGen\u5c31\u6765\u4e86\u3002<\/p>\n<h2 data-id=\"heading-0\">\u4f55\u4e3aAutoGen<\/h2>\n<p>\u2003\u2003AutoGen\u662f\u4e00\u4e2aAI\u5e94\u7528\u5f00\u53d1\u6846\u67b6\uff0c\u5141\u8bb8\u4f7f\u7528\u591a\u4e2a\u4ee3\u7406\u7a0b\u5e8f\uff0c\u4e5f\u5c31\u662fAgents\u6765\u5f00\u53d1\u5177\u6709\u76f8\u4e92\u5bf9\u8bdd\u80fd\u529b\uff0c\u4ee5\u89e3\u51b3\u4efb\u52a1\u5ea6\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5e94\u7528\u7a0b\u5e8f\u3002\u7b80\u5316\u4e86\u590d\u6742\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5de5\u4f5c\u6d41\u7684\u7f16\u6392\u3001\u81ea\u52a8\u5316\u548c\u4f18\u5316\uff0c\u5b83\u6700\u5927\u7a0b\u7684\u63d0\u9ad8\u4e86\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6027\u80fd\u3002<\/p>\n<p>\u2003\u2003 \u4ec0\u4e48\u795e\u4ed9\u6253\u67b6\uff0c\u516b\u4ed9\u8fc7\u6d77\uff0c\u5404\u663e\u795e\u901a\uff0c\u8bf4\u7684\u5c31\u662fAutoGen\u5427\u3002\u4ee5\u540e\uff0c\u6211\u4eec\u7684AI\u5e94\u7528\u5c31\u662f\u590d\u4ec7\u8005\u8054\u76df\uff0c\u5199\u4ee3\u7801\u7684\u6211\u4eec\u53ea\u8981\u6253\u4e0b\u54cd\u6307\uff0c\u4e00\u5207\u641e\u5b9a&#8230;.<\/p>\n<h2 data-id=\"heading-1\">LLM\u5de5\u4f5c\u6d41<\/h2>\n<p>\u2003\u2003  \u8bbe\u8ba1\u3001\u5b9e\u65bd\u548c\u4f18\u5316\u4e00\u4e2a\u80fd\u591f\u5145\u5206\u53d1\u6325\u5927\u8bed\u8a00\u6a21\u578b\u6f5c\u529b\u7684\u5de5\u4f5c\u6d41\u7a0b\u662f\u9700\u8981\u5927\u91cf\u7684\u5de5\u4f5c\u548c\u4e13\u4e1a\u77e5\u8bc6\u7684\u3002\u81ea\u52a8\u5316\u8fd9\u4e9b\u5de5\u4f5c\u6d41\u7a0b\u5177\u6709\u6781\u5927\u7684\u4ef7\u503c\u3002\u968f\u7740\u5f00\u53d1\u4eba\u5458\u5f00\u59cb\u5f00\u53d1\u8d8a\u6765\u8d8a\u590d\u6742\u7684\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u5e94\u7528\u7a0b\u5e8f\uff0c\u5de5\u4f5c\u6d41\u4f1a\u66f4\u52a0\u7684\u590d\u6742\u3002AutoGen\u5c1d\u8bd5\u5728\u8fd9\u4e9b\u65b9\u9762\u5e2e\u6211\u4eec\u89e3\u51b3\u4e00\u4e9b\u95ee\u9898\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u5c31\u8ba9\u6211\u4eec\u7ed3\u5408<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fmicrosoft.github.io%2Fautogen%2Fdocs%2FGetting-Started\" target=\"_blank\" title=\"https:\/\/microsoft.github.io\/autogen\/docs\/Getting-Started\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">Getting Started | AutoGen (microsoft.github.io)<\/a>\u6765\u4e00\u8d77\u5b66\u4e60\u8d77\u6765\u5427\u3002<\/p>\n<h2 data-id=\"heading-2\">AutoGen<\/h2>\n<p>\u2003\u2003 AutoGen\u5141\u8bb8\u4ee5\u6700\u5c11\u7684Code,\u6765\u6784\u5efa\u57fa\u4e8e\u591a\u4ee3\u7406\u5bf9\u8bdd\u7684LLM\u5e94\u7528\u3002\u4e0b\u9762\uff0c\u6211\u4eec\u6765\u770b\u5b98\u65b9\u7ed9\u7684\u4f8b\u5b50\u3002\u5728\u8fd9\u4e2a\u4f8b\u5b50\u4e2d\uff0c\u6211\u4eec\u8981\u641e\u660e\u767dAutoGen\u548cagents \u4e4b\u95f4\u7684\u5173\u7cfb\uff0cagents\u548cagents\u662f\u600e\u4e48\u76f8\u4e92\u5bf9\u8bdd\u7684\u3002<\/p>\n<h3 data-id=\"heading-3\">Multi agent conversation framework<\/h3>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/8350fe64cb69de4982d19ae283c4fd10.png\" alt=\"autogen_agents-b80434bcb15d46da0c6cbeed28115f38.png\" \/><\/figure>\n<\/p>\n<ul>\n<li>ConversableAgent<\/li>\n<\/ul>\n<p>\u2003\u2003\u662f\u4e00\u4e2a\u57fa\u4e8e\u5bf9\u8bdd\u7684\uff0c\u5176\u5b83\u53ef\u5bf9\u8bdd\u7684\u4ee3\u7406\u3002\u5b83\u7ba1\u7406\u7740AssistantAgent\u3001UserProxyAgent\u548cGroupChatManager\uff0c\u5b83\u4eec\u5206\u522b\u4ee3\u8868\u4e0d\u540c\u7684\u4ee3\u7406\u7c7b\u578b\u3002<\/p>\n<ul>\n<li>AssistantAgent<\/li>\n<\/ul>\n<p>\u2003\u2003 \u5728AutoGen\u4e2d\u62c5\u4efbAI\u52a9\u624b\u7684\u89d2\u8272\u3002\u5b83\u4f1a\u9ed8\u8ba4\u4f7f\u7528LLM,\u4e3a\u7528\u6237\u7f16\u5199\u4ee3\u7801(\u6bd4\u5982python)\uff0c\u7136\u540e\u7531\u7528\u6237\u6267\u884c\u3002\u5b83\u8fd8\u53ef\u4ee5\u63a5\u6536\u6267\u884c\u7ed3\u679c\u5e76\u63d0\u51fa\u66f4\u6b63\u6216\u4fee\u6539\u5efa\u8bae\u3002<\/p>\n<ul>\n<li>UserProxyAgent<\/li>\n<\/ul>\n<p>\u2003\u2003\u5b83\u5c31\u597d\u50cf\u7ba1\u5bb6\uff0c\u5f53\u5f97\u5230\u6211\u4eec\u7684\u6388\u6743\u540e\uff08\u5f81\u6c42\u6211\u4eec\u7684\u8f93\u5165\uff0c\u6216\u63d0\u4f9b\u4e00\u4e9b\u63d0\u793a\uff0c\u6bd4\u5982\u662f\u5426\u7ee7\u7eed\u8fd8\u662f\u9000\u51fa\uff1f\uff09\uff0c\u4f1a\u4ee3\u7406\u6211\u4eec\u53bb\u505a\u4e00\u4e9b\u4e8b\u60c5\u3002\u5b83\u8fd8\u5177\u6709\u6267\u884c\u4ee3\u7801\u548c\u8c03\u7528\u51fd\u6570\u7684\u80fd\u529b\uff08\u63a5\u6536\u5230\u7684\u6d88\u606f\u4e2d\uff09\uff0c\u5c31\u597d\u50cf\u60a8\u5bb6\u5927\u4e1a\u5927\uff0c\u60a8\u662f\u738b\u591a\u9c7c\uff0c\u90a3\u4e48\u7ba1\u5bb6\u4e5f\u662f\u9700\u8981\u6307\u4f7f\u4eba\u53bb\u4fee\u526a\u8349\u576a\uff0c\u505a\u996d \u4ec0\u4e48\u7684\uff0c\u542c\u8d77\u6765\u592a\u7f8e\u597d\u4e86&#8230;.<\/p>\n<ul>\n<li>GroupChatManager<\/li>\n<\/ul>\n<p>\u2003\u2003\u7fa4\u7ec4\u804a\u5929\u7ba1\u7406\u5668\uff0c\u5b83\u53ef\u4ee5\u5305\u542b\u591a\u4e2aAssistantAgentUserProxyAgent\u3002\u6309\u529f\u80fd\u903b\u8f91\uff0c\u5c01\u88c5\u8d77\u6765\u3002<\/p>\n<h3 data-id=\"heading-4\">UserProxyAgent\u548cAssistantAgent \u81ea\u52a8\u5bf9\u8bddDemo<\/h3>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/b7ba782db3141f971a9edef975407a1e.png\" alt=\"chat_example-da70a7420ebc817ef9826fa4b1e80951.png\" \/><\/figure>\n<\/p>\n<p>\u2003\u2003\u4e0a\u56fe\uff0c\u6700\u5de6\u8fb9\u662f\u4e24\u4e2aAgent,\u5206\u522b\u662fAssistant Agent\u548cUser Proxy Agent\u3002\u5728\u4e2d\u95f4\uff0c\u7528\u6237\u53d1\u51fa\u6307\u4ee4\u540e\uff0c\u4e0d\u518d\u9700\u8981\u5e72\u9884\uff0c\u8fd9\u4e24\u79cdAgent\u5c31\u81ea\u52a8\u76f8\u4e92\u5bf9\u8bdd\u89e3\u51b3\u4e86\u95ee\u9898\u3002\u6700\u53f3\u8fb9\uff0c\u8f93\u51fa\u4e86\u7ed3\u679c\u3002<\/p>\n<p>\u4e3a\u4e86\u66f4\u597d\u7684\u7406\u89e3Agent\u95f4\u7684\u81ea\u52a8\u5bf9\u8bdd\uff0c\u6211\u4eec\u4e0a\u4ee3\u7801\u3002<\/p>\n<h3 data-id=\"heading-5\">Solving Tasks Requiring Web Info Demo<\/h3>\n<p>\u4ee3\u7801\u7684python notebook \u5730\u5740 [notebook](<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2Fmicrosoft%2Fautogen%2Fblob%2Fmain%2Fnotebook%2Fagentchat_web_info.ipynb\" target=\"_blank\" title=\"https:\/\/github.com\/microsoft\/autogen\/blob\/main\/notebook\/agentchat_web_info.ipynb\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">autogen\/notebook\/agentchat_web_info.ipynb at main \u00b7 microsoft\/autogen (github.com)<\/a>)\n\u53ef\u4ee5\u5728<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fcolab.research.google.com%2Fgithub%2Fmicrosoft%2Fautogen%2Fblob%2Fmain%2Fnotebook%2Fagentchat_web_info.ipynb\" target=\"_blank\" title=\"https:\/\/colab.research.google.com\/github\/microsoft\/autogen\/blob\/main\/notebook\/agentchat_web_info.ipynb\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">colab<\/a>\u4e0a\u8fd0\u884c\u4ee3\u7801\u770b\u6548\u679c\u3002<\/p>\n<ul>\n<li>\u9996\u5148\u6211\u4eec\u6765\u5b89\u88c5\u4e24\u4e2a\u5305\uff0c\u5206\u522b\u662fAutoGen\u548cdocker\u3002<\/li>\n<\/ul>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">python<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-python code-block-extension-codeShowNum\" lang=\"python\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">%pip install pyautogen~=<span class=\"hljs-number\">0.2<\/span><span class=\"hljs-number\">.0<\/span>b4 docker -q -U<\/span>\n<\/code><\/pre>\n<ul>\n<li>\u52a0\u8f7d\u914d\u7f6e\u5217\u8868<\/li>\n<\/ul>\n<p>\u2003\u2003\u5728\u914d\u7f6e\u5217\u8868\u4e2d\u5b9a\u4e49\u4e86\u6a21\u578b\u548c\u5bf9\u5e94\u7684API_KEY\u3002<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">python<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-python code-block-extension-codeShowNum\" lang=\"python\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">llm_config={<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">    <span class=\"hljs-string\">\"timeout\"<\/span>: <span class=\"hljs-number\">600<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">    <span class=\"hljs-string\">\"cache_seed\"<\/span>: <span class=\"hljs-number\">42<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">    <span class=\"hljs-string\">\"config_list\"<\/span>: config_list,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">    <span class=\"hljs-string\">\"temperature\"<\/span>: <span class=\"hljs-number\">0<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\"><span class=\"hljs-comment\"># \u6839\u636e\u81ea\u5df1\u7684\u6a21\u578b\u4f7f\u7528\u60c5\u51b5\u548cAPI_KEY \u8bbe\u7f6e<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">config_list = [<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">    {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">        <span class=\"hljs-string\">'model'<\/span>: <span class=\"hljs-string\">'gpt-3.5-turbo'<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">        <span class=\"hljs-string\">'api_key'<\/span>: <span class=\"hljs-string\">'*****************************'<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">    }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">]<\/span>\n<\/code><\/pre>\n<ul>\n<li>\u521b\u5efaAgents<\/li>\n<\/ul>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">python<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-python code-block-extension-codeShowNum\" lang=\"python\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-comment\"># create an AssistantAgent instance named \"assistant\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">assistant = autogen.AssistantAgent(<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">    name=<span class=\"hljs-string\">\"assistant\"<\/span>,  <span class=\"hljs-comment\"># \u52a9\u7406Agent<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">    llm_config=llm_config  <span class=\"hljs-comment\"># \u914d\u7f6e<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\"><span class=\"hljs-comment\"># create a UserProxyAgent instance named \"user_proxy\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">user_proxy = autogen.UserProxyAgent(  <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">    name=<span class=\"hljs-string\">\"user_proxy\"<\/span>, <span class=\"hljs-comment\">#\u4ee3\u7406Agent<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">    human_input_mode=<span class=\"hljs-string\">\"TERMINATE\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">    max_consecutive_auto_reply=<span class=\"hljs-number\">10<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">    is_termination_msg=<span class=\"hljs-keyword\">lambda<\/span> x: x.get(<span class=\"hljs-string\">\"content\"<\/span>, <span class=\"hljs-string\">\"\"<\/span>).rstrip().endswith(<span class=\"hljs-string\">\"TERMINATE\"<\/span>),<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">    code_execution_config={<span class=\"hljs-string\">\"work_dir\"<\/span>:<span class=\"hljs-string\">\"web\"<\/span>},<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">    llm_config=llm_config,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">    system_message=<span class=\"hljs-string\">\"\"\"Reply TERMINATE if the task has been solved at full satisfaction.Otherwise, reply CONTINUE, or the reason why the task is not solved yet.<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">    <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">    \"\"\"<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\">)<\/span>\n<\/code><\/pre>\n<ul>\n<li>\u63a5\u4e0b\u6765\u4e24\u4e2aAgent\u4e00\u8d77\u5408\u4f5c,\u901a\u8fc7\u4e00\u7bc7\u6587\u7ae0\u7684\u94fe\u63a5\uff0c\u544a\u8bc9\u6211\u4eec\u8c01\u5e94\u8be5\u6765\u9605\u8bfb\u8fd9\u7bc7\u8bba\u6587\u3002<\/li>\n<\/ul>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">python<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-python code-block-extension-codeShowNum\" lang=\"python\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">user_proxy.initiate_chat(<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">    assistant,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">    message=<span class=\"hljs-string\">\"\"\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">        Who should read this paper: https:\/\/arxiv.org\/abs\/2308.08155<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">    \"\"\"<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">)<\/span>\n<\/code><\/pre>\n<p>\u2003\u2003\u4ee3\u7801\u6267\u884c\u540e\uff0c\u6211\u4eec\u770b\u4e0b\u8fc7\u7a0b\uff1a<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/03127bffca86f7cb93e37a9f4b723d82.png\" alt=\"image.png\" \/><\/figure>\n\n\u2003\u2003\u5982\u4e0a\u56fe\uff0c\u9996\u5148user_proxy,\u8fd9\u4e2a\u4eba\u7c7b\u4ee3\u7406\u5411assistant\u52a9\u624b\uff0c\u63d0\u95ee\u8c01\u5e94\u8be5\u6765\u8bfb\u8fd9\u7bc7\u6587\u7ae0\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/2ced0d5e079374e408399210490cf28e.png\" alt=\"image.png\" \/><\/figure>\n\n\u2003\u2003\u52a9\u7406\u4f1a\u5c1d\u8bd5\u56de\u7b54\u8fd9\u4e2a\u95ee\u9898\uff0c\u9700\u8981\u4e86\u89e3\u8bba\u6587\u4e2d\u7684\u5185\u5bb9\u548c\u5b83\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002\u5b83\u7ed9\u5230\u6211\u4eec\u4e00\u6bb5python\u811a\u672c\uff0c\u53bb\u83b7\u5f97\u8bba\u6587\u7684\u5185\u5bb9\uff0c\u5c06\u6458\u8981\u4fe1\u606f\u62bd\u53d6\u51fa\u6765\uff0c\u5e76\u544a\u8bc9proxy \u8fd0\u884c\u8fd9\u6bb5\u4ee3\u7801\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/1fabee0643cbfac3feb0b32295f1fc03.png\" alt=\"image.png\" \/><\/figure>\n\n\u2003\u2003\u5728\u8fd9\u91ccuser_proxy \u5c31\u6210\u529f\u6267\u884c\uff08execution succeeded\uff09\u4e86\u521a\u521aassistant\u7ed9\u7684\u4ee3\u7801\uff0c\n\u52a9\u7406\u63a5\u4e0b\u6765\u6839\u636e\u8fd9\u4e2a\u6458\u8981\uff0c\u6765\u51b3\u5b9a\u63a5\u4e0b\u6765\u54ea\u4e9b\u4eba\u662f\u9002\u5408\u8bfb\u8fd9\u7bc7\u6587\u7ae0\u7684\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/d67b43675c4d6776eca975e470ef5eeb.png\" alt=\"image.png\" \/><\/figure>\n\n\u6700\u540e\u7ed9\u4e86\u6211\u4eec\u4e00\u4e2a\u8f93\u5165\u6846\uff0c\u544a\u8bc9\u6211\u4eec\u53ef\u4ee5\u56de\u8f66\uff0c\u6216\u8005\u662f\u8f93\u5165exit\u6765\u7ec8\u6b62\u8fd9\u6b21\u4f1a\u8bdd\u3002\n\u7531\u6b64\u53ef\u89c1\uff0c\u8fd9\u6b21\u7684\u4efb\u52a1\u7edd\u5927\u90e8\u4efd\u5de5\u4f5c\u90fd\u662f\u7531user_proxy\u548cassistant\u4e4b\u95f4\uff0c\u901a\u8fc7\u5bf9\u8bdd\u81ea\u52a8\u5b8c\u6210\u7684<\/p>\n<h2 data-id=\"heading-6\">\u603b\u7ed3<\/h2>\n<p>\u2003\u2003\u8fd9\u5c31\u662fAutoGen\u5982\u4f55\u4f7f\u7528\uff0c\u5e2e\u52a9\u6211\u4eec\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5de5\u4f5c\u6d41\u62c6\u5206\u6210\u72ec\u7acb\u7684\u3001\u53ef\u63a7\u7684\u3001\u53ef\u8c03\u8bd5\u7684\u5c0f\u7684\u529f\u80fd\u5355\u5143\uff0c\u4ee5Agent\u7684\u5f62\u5f0f\u5b58\u5728\uff0cAgent\u4e0eAgent\u4e4b\u95f4\u7684\u57fa\u4e8e\u5bf9\u8bdd\u7684\u4ea4\u6d41\uff0c\u5b8c\u6210\u81ea\u52a8\u5316\u7684\uff0c\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u5de5\u4f5c\u6d41\u7684\u6267\u884c\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>\u5fae\u8f6f\u6700\u65b0\u63a8\u51fa\u7684\u5927\u8bed\u8a00\u6a21\u578b\u6846\u67b6AutoGen\uff0c\u53f7\u79f0\u76ee\u524d\u5730\u8868\u6700\u5f3aAI Agents\u3002\u4e0d\u77e5\u9053\u6709\u591a\u5c11\u670b\u53cb\u548c\u6211\u4e00\u6837\uff0c\u5728\u611f\u53d7\u4e86LangChain Agents\u7684\u5927\u529b\u51fa\u5947\u8ff9\u540e\uff0c\u53c8\u5fc3\u75d2\u96be\u8010\u60f3\u628aAutoGen\u641e\u8d77&#8230;<\/p>\n","protected":false},"author":1,"featured_media":8473,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"rank_math_title":"","rank_math_description":"","rank_math_focus_keyword":"","views":"1","footnotes":""},"categories":[3],"tags":[128,129,136,126,127],"collection":[],"class_list":["post-1429","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-fenlei2","tag-128","tag-129","tag-136","tag-gpt","tag-ai"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1429","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/comments?post=1429"}],"version-history":[{"count":0,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1429\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/media\/8473"}],"wp:attachment":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/media?parent=1429"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/categories?post=1429"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/tags?post=1429"},{"taxonomy":"collection","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/collection?post=1429"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}