{"id":1437,"date":"2024-05-12T09:33:37","date_gmt":"2024-05-12T09:33:37","guid":{"rendered":"https:\/\/www.nicekj.com\/?p=1437"},"modified":"2024-05-12T09:35:02","modified_gmt":"2024-05-12T09:35:02","slug":"zhubuzhangwozuijiaai-agentskuangjia-autogen-si-duodailiqunliaoshili","status":"publish","type":"post","link":"https:\/\/www.nicekj.com\/zhubuzhangwozuijiaai-agentskuangjia-autogen-si-duodailiqunliaoshili.html","title":{"rendered":"\u9010\u6b65\u638c\u63e1\u6700\u4f73Ai Agents\u6846\u67b6-AutoGen \u56db \u591a\u4ee3\u7406\u7fa4\u804a\u5b9e\u4f8b"},"content":{"rendered":"<blockquote>\n<p>\u4eceLangChain\u4f7f\u7528Agent\u7684\u61f5\u61f5\u61c2\u61c2\uff0c\u5230AutoGen\u7684&#8221;\u653e\u8086&#8221;Agents,\u8fd9\u5468\u7684\u5b66\u4e60\u548c\u5199\u4f5c\u5b9e\u5728\u592a\u5e78\u798f\u4e86\u3002\u5047\u5982\u60a8\u662f\u7b2c\u4e00\u6b21\u63a5\u89e6AugoGen,\u8bf7\u5148\u8981\u67e5\u770b<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fmicrosoft.github.io%2Fautogen%2F\" title=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fmicrosoft.github.io%2Fautogen%2F\" target=\"_blank\" rel=\"noopener\">AutoGen\u5b98\u65b9\u6587\u6863<\/a>\uff0c\u6216\u7ffb\u9605AutoGen\u7cfb\u5217\u7684\u524d\u51e0\u7bc7\u3002<\/p>\n<p><a href=\"https:\/\/juejin.cn\/post\/7300779071389663286\" target=\"_blank\" title=\"https:\/\/juejin.cn\/post\/7300779071389663286\" rel=\"noopener\">\u9010\u6b65\u638c\u63e1\u6700\u4f73Ai Agents\u6846\u67b6-AutoGen \u4e00 <\/a><\/p>\n<p><a href=\"https:\/\/juejin.cn\/post\/7300855272914337801\" target=\"_blank\" title=\"https:\/\/juejin.cn\/post\/7300855272914337801\" rel=\"noopener\">\u9010\u6b65\u638c\u63e1\u6700\u4f73Ai Agents\u6846\u67b6-AutoGen \u4e8c <\/a><\/p>\n<p><a href=\"https:\/\/llm.juejin.cn\/post\/7301574930869420083\" target=\"_blank\" title=\"https:\/\/llm.juejin.cn\/post\/7301574930869420083\" rel=\"noopener\">\u9010\u6b65\u638c\u63e1\u6700\u4f73Ai Agents\u6846\u67b6-AutoGen \u4e09 \u5199\u65b0\u95fb\u7a3f\u65b0\u65b9\u5f0f<\/a><\/p>\n<\/blockquote>\n<h2 data-id=\"heading-0\">\u524d\u8a00<\/h2>\n<p>\u2003 \u2003 \u5728\u524d\u9762\u51e0\u7bc7\u6587\u7ae0\u4e2d\uff0c\u6211\u4eec\u4e00\u8d77\u5165\u95e8\u4e86AutoGen, \u4e86\u89e3\u4e86Assistant\u548cUserProxyAssistant \u4e24\u4e2aagent \u95f4\u7684chat\u534f\u4f5c\u6a21\u5f0f\uff0c\u5e76\u7ed3\u5408\u6848\u4f8b\uff0c\u89c2\u5bdf\u4e86\u6267\u884c\u6d41\u7a0b\u3002<\/p>\n<p>\u2003 \u2003\u8fd9\u7bc7\u6587\u7ae0\uff0c \u6211\u4eec\u4e00\u8d77\u6765\u73a9\u4e00\u4e0bGroupChat\u548cGroupManager\u8fd9\u4e24\u4e2a\u7fa4\u804a\u7684\u529f\u80fd\u3002\u4e00\u60f3\u60f3\uff0c\u5c31\u6709\u70b9\u5c0f\u6fc0\u52a8\uff0c\u5b89\u6392\u5404\u79cdagent, \u76f8\u4e92\u804a\u5929\uff0c\u5c31\u4ee3\u66ff\u4eba\u7c7b\u628a\u6d3b\u7ed9\u5e72\u5b8c\u4e86\u3002\u7a0b\u5e8f\u5458\u53ea\u9700\u8981\u4f7f\u7528GroupChat \u6216 GroupManager\u628aagents\u7ec4\u7ec7\u8d77\u6765\uff0c\u5c31\u53ef\u4ee5&#8221;\u516b\u4ed9\u8fc7\u6d77&#8221;\uff0c\u5c31\u53ef\u4ee5&#8221;\u590d\u4ec7\u8005\u8054\u76df\u4e86&#8221;&#8230;<\/p>\n<h2 data-id=\"heading-1\">\u4efb\u52a1\uff1a\u4f7f\u7528\u7fa4\u804a\u529f\u80fd\u6765\u5b9e\u73b0\u65b0\u95fb\u7a3f<\/h2>\n<ul>\n<li>\n<p>\u4f55\u4e3aGroupChatManager\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/24d5f5800971a7e7665a259670f22255.png\" alt=\"autogen_agents-b80434bcb15d46da0c6cbeed28115f38.png\" \/><\/figure>\n\n\u2003\u2003GroupChat\u4f1a\u7ec4\u5408\u591a\u79cd\u7c7b\u578b\u7684agents,\u534f\u540c\u5de5\u4f5c\uff0c\u5b8c\u6210\u7528\u6237\u6216\u7528\u6237\u4ee3\u7406\u63d0\u51fa\u7684\u95ee\u9898\u3002<\/p>\n<p>\u2003\u2003\u5f88\u663e\u7136\u554a\uff0c\u5728\u4e4b\u524d\u4f8b\u5b50\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528proxy\u548cassistant\u4e00\u8d77\u5de5\u4f5c\u8f83\u4e3a\u7b80\u5355\u3002\u5982\u679c\u9700\u6c42\u6bd4\u8f83\u590d\u6742\uff0c\u6216\u9700\u8981\u590d\u7528\u6216\u6a21\u5757\u5316\uff0c\u5e94\u8be5\u5c31\u662fGruopChat\u4e0a\u573a\u7684\u65f6\u5019\u4e86\u3002<\/p>\n<\/li>\n<\/ul>\n<h2 data-id=\"heading-2\">\u8fb9coding, \u8fb9\u4e86\u89e3<\/h2>\n<p>\u2003\u2003\u4e00\u8d77\u6253\u5f00colab\u5427\uff0c\u65b0\u5efa\u4e00\u4e2anotebook\u3002\u7ecf\u8fc7\u51e0\u7bc7\u6587\u7ae0\u7684\u5b66\u4e60\uff0c\u5927\u5bb6\u4f1a\u53d1\u73b0AutoGen\u7684\u5f00\u53d1\u6d41\u7a0b\u57fa\u672c\u662f\u4e00\u81f4\u7684\u3002<\/p>\n<ul>\n<li>\u5b89\u88c5autogen<\/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\"># autogen \u8fd8\u5728\u65e9\u671f\uff0c \u6240\u4ee5\u60a8\u8dd1\u4ee3\u7801\u7684\u65f6\u5019\uff0c\u53ef\u80fdAPI\u66f4\u65b0\u4e86\uff0c\u5c31\u8bf7\u770b\u5b98\u65b9\u6587\u6863<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">%pip install pyautogen~=<span class=\"hljs-number\">0.1<\/span><span class=\"hljs-number\">.0<\/span> -q -U<\/span>\n<\/code><\/pre>\n<ul>\n<li>\u914d\u7f6eLLM config<\/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-keyword\">import<\/span> autogen <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-comment\"># \u5927\u5bb6\u53ef\u4ee5\u4f7f\u7528gpt-4 \u6216\u5176\u5b83\uff0c\u6211\u8fd9\u91cc\u7528\u7684\u662f3.5, \u8fd8\u80fd\u7528\u3002<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">config_list = [ { <span class=\"hljs-string\">'model'<\/span>: <span class=\"hljs-string\">'gpt-3.5-turbo'<\/span>, <span class=\"hljs-string\">'api_key'<\/span>: <span class=\"hljs-string\">''<\/span> } ] <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">llm_config={<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">    <span class=\"hljs-string\">\"seed\"<\/span>: <span class=\"hljs-number\">42<\/span>,  <span class=\"hljs-comment\">#\u4e3a\u7f13\u5b58\u505a\u7684\u914d\u7f6e<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">    <span class=\"hljs-string\">\"config_list\"<\/span>: config_list<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">}<\/span>\n<\/code><\/pre>\n<ul>\n<li>\u6784\u5efaAgents<\/li>\n<\/ul>\n<p>\u2003\u2003 \u5148\u6784\u5efa\u4e00\u4e2a\u7528\u6237\u4ee3\u7406agent\uff0c\u8d1f\u8d23\u63a5\u6536\u7528\u6237\u7684\u6307\u4ee4\u3002\u6ce8\u610f\uff0c\u8fd9\u91cc\u7684<strong>work_dir<\/strong>\u548c\u4e4b\u524d\u4e0d\u4e00\u6837\uff0c\u4e5f\u662f\u5f15\u51fa\u4eca\u5929GroupChat\u7684\u5173\u952e\u3002\u7cfb\u7edf\u6d88\u606f\u6307\u5b9a\u4e3a<strong>A human admin<\/strong><\/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\"><span class=\"hljs-comment\"># \u7528\u6237\u4ee3\u7406agent<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">user_proxy = autogen.UserProxyAgent(<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">    name=<span class=\"hljs-string\">\"User_proxy\"<\/span>, <span class=\"hljs-comment\"># agent\u7684\u6807\u8bc6\u7b26<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">    system_message=<span class=\"hljs-string\">\"A human admin.\"<\/span>,  <span class=\"hljs-comment\"># \u7cfb\u7edf\u6d88\u606f\u662f\u7528\u6237\u7ed9\u4ee3\u7406\u7684\u89d2\u8272 <\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">    code_execution_config={<span class=\"hljs-string\">\"last_n_messages\"<\/span>:<span class=\"hljs-number\">2<\/span>, <span class=\"hljs-string\">\"work_dir\"<\/span>:<span class=\"hljs-string\">\"groupchat\"<\/span>}, <span class=\"hljs-comment\"># \u5de5\u4f5c\u76ee\u5f55\u8bbe\u7f6e\u4e3agroupchat <\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">    human_input_mode=<span class=\"hljs-string\">\"NEVER\"<\/span> <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">)<\/span>\n<\/code><\/pre>\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\"># \u52a9\u7406agent<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">coder = autogen.AssistantAgent(<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">    name=<span class=\"hljs-string\">\"Coder\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">    llm_config=llm_config,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">pm = autogen.AssistantAgent(<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">    name=<span class=\"hljs-string\">\"Product manager\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">    system_message=<span class=\"hljs-string\">\"Creative in product ideas.\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">    llm_config=llm_config,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">)<\/span>\n<\/code><\/pre>\n<p>\u2003\u2003 \u5728\u4e0a\u9762\u7684assistant agent\u4e2d\uff0c \u6211\u4eec\u6784\u5efa\u4e86\u4e24\u4e2aAssistant\uff0c \u795e\u4ed9\u6253\u67b6\u7684\u611f\u89c9\u597d\u50cf\u8981\u51fa\u6765\u4e86\uff0c\u6fc0\u52a8\u3002<\/p>\n<p>\u2003\u2003 \u4e4b\u524d\u770b\u300a\u6784\u5efa\u4f60\u81ea\u5df1\u7684\u897f\u90e8\u4e16\u754c\u2014\u2014AI\u5c0f\u9547\u642d\u5efa\u5b9e\u6218\u300b\u611f\u89c9\u4e0d\u53ef\u601d\u8bae\uff0c\u73b0\u5728AutoGen\u76f4\u63a5\u6446\u5230\u684c\u9762\u4e0a\u4e86\uff0c\u8fd9\u4e48\u548cLangChain\u4e00\u6bd4\uff0c \u4e0d\u6127\u662f\u4e0b\u4e00\u4ee3\u7684AI\u5e94\u7528\u6846\u67b6\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\"><span class=\"hljs-comment\"># GroupChatManager<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">groupchat = autogen.GroupChat(agents=[user_proxy,coder, pm], messages=[],max_round=<span class=\"hljs-number\">12<\/span>) <span class=\"hljs-comment\"># \u7fa4\u804a \u6700\u5927\u7684chat\u8f6e\u6b2112\u6b21<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">manager = autogen.GroupChatManager(groupchat=groupchat, llm_config=llm_config)  <span class=\"hljs-comment\">#\u7ba1\u7406\u5458\uff0c\u53ef\u4ee5\u4e0e\u4e4b\u4ea4\u4e92<\/span><\/span>\n<\/code><\/pre>\n<p>\u2003\u2003\u597d\u5427\uff0c\u4e00\u4e2aAutoGen, \u628a\u4e00\u4e2a\u9879\u76ee\u5de5\u7a0b\u5b89\u6392\u7684\u660e\u660e\u767d\u767d\u3002boss, pm, \u5de5\u7a0b\u5e08\uff0c\u4e00\u8d77\u5f00\u4f1a\uff0c \u4e3b\u6301\u4f1a\u8bae\u7684\u662f<strong>GroupChat<\/strong>, \u4f1a\u4e2d\u58f0\u660e\uff0c<strong>manager<\/strong>\u662f\u672c\u9879\u76ee\u7684\u7ba1\u7ba1\u3002\u7279\u522b\u559c\u6b22AutoGen\u8fd9\u79cd\u62df\u4eba\u5316\u7684API\u548c\u5f00\u53d1\u98ce\u683c\uff0cLangChain\u8fd8\u662f\u4ee3\u7801\u5473\u592a\u91cd\uff0c\u81ea\u7136\u8bed\u4e49\u5c11\u4e86\u4e9b&#8230;.<\/p>\n<p>\u2003\u2003\u5728\u8fd9\u91cc\uff0c\u6211\u4eec\u5148\u4e3aagents \u6784\u5efa\u90e8\u5206\u505a\u4e00\u4e2a\u5c0f\u7ed3\u3002<\/p>\n<blockquote>\n<p><strong>user_proxy<\/strong>: acts as a human admin, \u4ee3\u7406\u7528\u6237,\u5145\u5f53\u4eba\u7c7b\u7ba1\u7406\u5458<\/p>\n<p><strong>coder assistant<\/strong> \u8d1f\u8d23\u7f16\u7801\u5de5\u4f5c<\/p>\n<p><strong>pm assistant<\/strong> \u4ee5\u4ea7\u54c1\u7ecf\u7406\u7684\u89d2\u8272\u51fa\u73b0\uff0c\u901a\u8fc7&#8221;Creative in product ideas&#8221;\u7cfb\u7edf\u6d88\u606f\uff0c\u671f\u671b\u5b83\u5728\u4ea7\u54c1\u7684\u60f3\u6cd5\u4e0a\u63d0\u51fa\u521b\u610f\uff0c\u540c\u65f6\u8d1f\u8d23\u4ee5\u5408\u9002\u7684\u65b9\u5f0f\u56de\u590d\u7528\u6237\u7684\u63d0\u95ee\u3002<\/p>\n<\/blockquote>\n<ul>\n<li>\u53d1\u8d77\u7fa4\u804a\u4f1a\u8bdd<\/li>\n<\/ul>\n<p>\u2003\u2003\u76f8\u6bd4\u4e4b\u524d\u7684\u7b80\u5355\u4f8b\u5b50\uff0cuser_proxy\u521d\u59cb\u5bf9\u8bdd\u7684\u7b2c\u4e00\u4e2a\u53c2\u6570\u7531assistant\u53d8\u4e3amanager\u3002\u7528\u6237\u4e0b\u8fbe\u7ed9\u4ee3\u7406agent\u7684\u4efb\u52a1\u662f\u67e5\u770byahoo.com \u4e0a\u7684\u6700\u65b0\u65b0\u95fb\uff0c\u968f\u673a\u9009\u62e9\u4e00\u6761\uff0c\u6839\u636e\u5185\u5bb9\uff0caigc \u751f\u6210\u4e00\u7bc7\u6587\u7ae0<\/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\">user_proxy.initiate_chat(manager, <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">message=<span class=\"hljs-string\">\"Query finance news on yahoo.com, random pick one, scrap the article content, and form a post for writing a blog\"<\/span>)<\/span>\n<\/code><\/pre>\n<p>\u2003\u2003\u6839\u636e\u4e0a\u4e00\u4e2a\u4f8b\u5b50\u7684\u7ecf\u9a8c\uff0ccoder assistant \u9700\u8981\u505a\u4e3aagent\u751f\u6210\u8bbf\u95eeyahoo \u8d22\u7ecf\u65b0\u95fb\u7684\u4ee3\u7801\uff0c\u5e76\u83b7\u53d6\u4e00\u7bc7\u6587\u7ae0\u7684\u94fe\u63a5\uff0c\u7ee7\u800c\u8fdb\u5165\u8fd9\u4e2a\u94fe\u63a5\uff0c\u6839\u636e\u5185\u5bb9\u751f\u6210\u4e00\u7bc7\u6587\u7ae0\u3002pm assistant\u5728\u8fd9\u4e2achat group\u91cc\u505a\u70b9\u4ec0\u4e48\u5462\uff1f \u6211\u4eec\u4e00\u8d77\u6765\u770b\u8f93\u51fa\u5427<\/p>\n<ul>\n<li>chat \u8f93\u51fa\uff0c\u91cd\u70b9\u770b\u591a\u4e2aagents\u4e4b\u95f4\u662f\u600e\u4e48\u4ea4\u6d41\u7684<\/li>\n<\/ul>\n<p>\u2003\u2003\u9996\u5148\uff0cUser_proxy \u4f1a\u5411chat_manager\u53d1\u51fa\u7528\u6237\u63d0\u51fa\u7684\u4efb\u52a1\uff0c\u5b83\u5c31\u662f\u4e2a\u7ba1\u5bb6\uff0c\u6d3b\u8fd8\u662f\u8981\u6d3e\u7ed9<strong>\u957f\u5de5<\/strong>\u53bb\u5e72\u7684\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/83d6d4586f26ccde4f1c8525b46d6bc8.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u2003\u2003\u63a5\u7740corder assistant \u771f\u7684\u50cf\u6211\u5728\u9879\u76ee\u4f1a\u8bae\u91cc\u8868\u8fbe\u8fd9\u4e2a\u9700\u6c42\u6280\u672f\u53ef\u884c\u6027\u65b9\u6848\u5982\u4f55\u4e00\u6837\uff0c\u63d0\u51fa\u9700\u8981\u56db\u6b65\u5b8c\u6210\u8fd9\u4e2a\u4efb\u52a1\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/3dc05019d1954dbe30eb2d724c9985ae.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u2003\u2003\u518d\u63a5\u7740\uff0cUser_proxy\u62ff\u5230coder assistant\u751f\u6210\u7684\u4ee3\u7801\u540e\uff0c\u6267\u884c\uff08UserProxyAssistant\u662f\u53ef\u4ee5\u6267\u884c\u51fd\u6570\u7684\uff09\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/9aad8f574c3e73e8cba7a1b49463fc01.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u2003\u2003\u7d27\u63a5\u7740\uff0ccoder\u544a\u8bc9chat_manager,\u5b83\u4f1a\u6839\u636e\u7b2c\u4e8c\u6b65\uff0c\u968f\u673a\u9009\u62e9\u94fe\u63a5\u7684\u9700\u6c42\uff0c\u6765\u751f\u6210\u4ee3\u7801\uff0c\u5e76\u4ea4\u7ed9User_proxy\u6267\u884c\u4e86\u3002\u4e0b\u9762\u4f1a\u6709\u4e00\u4e2afetch_artile_content\u51fd\u6570\uff0c\u8fd9\u4e2a\u51fd\u6570\u5c31\u901a\u8fc7http\u8bf7\u6c42(requests)\uff0c\u83b7\u53d6\u7f51\u9875\u5185\u5bb9(BeautifulSoup)\u3002\u4ee3\u7801\u5c06\u4f1a\u6839\u636e\uff0c\u968f\u673a\u7684\u4e00\u6761\u91d1\u878d\u65b0\u95fb\uff0c\u5e76\u5f97\u5230\u5b83\u7684\u6807\u9898\u548c\u5185\u5bb9\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/6a2751300f565c469468fdcc6b749b8d.png\" alt=\"image.png\" \/><\/figure>\n\n\u2003\u2003User_proxy\u6267\u884c\u4ee3\u7801\u5e76\u544a\u77e5chat_manager \u6210\u529f\u5f97\u5230\u4e86\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/2174af8e809414d35e3924c77fafe951.png\" alt=\"image.png\" \/><\/figure>\n\n\u2003\u2003\u6700\u540e\u662fpm\u5411chat_message\u7684\u56de\u590d<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/22ed11803ded048a7cca159c281d378b.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u2003\u2003\u5728\u8fd9\u91cc\uff0c\u6211\u4eec\u7684\u4efb\u52a1\u5c31\u5b8c\u6210\u4e86\u3002\u611f\u89c9\u8fd9\u4e2aPM assistant \u6765\u7684\u6709\u70b9\u592a\u7a81\u7136\uff0c\u4f46\u5176\u5b9e\uff0c\u5b83\u53ef\u4ee5\u8ba9agent\u7684\u89d2\u8272\u66f4\u7ec6\u5206\uff0ccoder assistant \u5c31\u8d1f\u8d23\u4ee3\u7801\uff0c pm assistant\u8d1f\u8d23\u5199\u6587\u6848\u3002\u89d2\u8272\u7684\u7ec6\u5316\uff0c\u5728\u5927\u578b\u9879\u76ee\u4e2d\u662f\u975e\u5e38\u6709\u5fc5\u8981\u7684\u3002<\/p>\n<h2 data-id=\"heading-3\">\u603b\u7ed3<\/h2>\n<p>\u2003\u2003\u7ecf\u8fc7\u4eca\u5929\u8fd9\u4e2a\u4efb\u52a1\uff0c\u6211\u4eec\u7528\u8d77\u4e86GroupChatManager\u3002boss, pm, coder\u4e00\u9f50\u51fa\u73b0\u7684\u611f\u89c9\u592anice\u4e86\uff0c \u8ddd\u79bb\u6211\u7528AutoGen\u5f00\u4e00\u5bb6LLM AI\u5e94\u7528\u5f00\u53d1\u516c\u53f8\u8fd8\u4f1a\u8fdc\u5417\uff1f<\/p>\n<h2 data-id=\"heading-4\">\u53c2\u8003\u8d44\u6599<\/h2>\n<ul>\n<li><a href=\"https:\/\/link.juejin.cn\/?target=https%3A%2F%2Fmicrosoft.github.io%2Fautogen%2F\" title=\"https:\/\/link.juejin.cn\/?target=https%3A%2F%2Fmicrosoft.github.io%2Fautogen%2F\" target=\"_blank\" rel=\"noopener\">AutoGen | AutoGen (microsoft.github.io)<\/a><\/li>\n<li>\u4e94\u91cc\u58a9\u8336\u793e \u5173\u4e8eAutoGen\u7684\u89c6\u9891<\/li>\n<\/ul>\n<p>\u2003\u2003\u6700\u540e\uff0c\u6b22\u8fce\u548c\u6211\u4e00\u6837\u5728\u5b66\u4e60LangChain\u548cAutoGen\u7684\u540c\u5b66\uff0c\u4e00\u8d77\u8d70\u5411AI\u5e94\u7528\u5f00\u53d1\uff01\uff01\uff01\uff01<\/p>","protected":false},"excerpt":{"rendered":"<p>\u524d\u8a00 \u2003 \u2003 \u5728\u524d\u9762\u51e0\u7bc7\u6587\u7ae0\u4e2d\uff0c\u6211\u4eec\u4e00\u8d77\u5165\u95e8\u4e86AutoGen, \u4e86\u89e3\u4e86Assistant\u548cUserProxyAssistant \u4e24\u4e2aagent \u95f4\u7684chat\u534f\u4f5c\u6a21\u5f0f\uff0c\u5e76\u7ed3\u5408\u6848\u4f8b\uff0c\u89c2\u5bdf\u4e86\u6267\u884c\u6d41\u7a0b\u3002 \u2003 <\/p>\n","protected":false},"author":1,"featured_media":8518,"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":"2","footnotes":""},"categories":[3],"tags":[136,126,127,128,129],"collection":[],"class_list":["post-1437","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-fenlei2","tag-136","tag-gpt","tag-ai","tag-128","tag-129"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1437","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=1437"}],"version-history":[{"count":0,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1437\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/media\/8518"}],"wp:attachment":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/media?parent=1437"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/categories?post=1437"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/tags?post=1437"},{"taxonomy":"collection","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/collection?post=1437"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}