{"id":10020445,"date":"2024-12-06T21:39:13","date_gmt":"2024-12-06T13:39:13","guid":{"rendered":"https:\/\/itmax.cn\/?p=10020445"},"modified":"2024-12-06T21:39:13","modified_gmt":"2024-12-06T13:39:13","slug":"%e6%9e%81%e5%ae%a2%e8%af%b4%ef%bd%9c%e5%a4%9a%e6%99%ba%e8%83%bd%e4%bd%93%e6%97%b6%e4%bb%a3","status":"publish","type":"post","link":"https:\/\/itmax.cn\/?p=10020445","title":{"rendered":"\u6781\u5ba2\u8bf4\uff5c\u591a\u667a\u80fd\u4f53\u65f6\u4ee3"},"content":{"rendered":"<p><img loading=\"lazy\" decoding=\"async\" width=\"723\" height=\"190\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/bVdfhKa\" alt=\"\" title=\"\"><br \/>\u300c\u6781\u5ba2\u8bf4\u300d \u662f\u4e00\u6863\u4e13\u6ce8 AI \u65f6\u4ee3\u5f00\u53d1\u8005\u5206\u4eab\u7684\u4e13\u680f\uff0c\u6211\u4eec\u9080\u8bf7\u6765\u81ea\u5fae\u8f6f\u4ee5\u53ca\u6280\u672f\u793e\u533a\u4e13\u5bb6\uff0c\u5e26\u6765\u6700\u524d\u6cbf\u7684\u6280\u672f\u5e72\u8d27\u4e0e\u5b9e\u8df5\u7ecf\u9a8c\u3002\u5728\u8fd9\u91cc\uff0c\u60a8\u5c06\u770b\u5230\u6df1\u5ea6\u6559\u7a0b\u3001\u6700\u4f73\u5b9e\u8df5\u548c\u521b\u65b0\u89e3\u51b3\u65b9\u6848\u3002\u5173\u6ce8\u300c\u6781\u5ba2\u8bf4\u300d\uff0c\u4e0e\u884c\u4e1a\u9876\u5c16\u4e13\u5bb6\u4e00\u8d77\u63a2\u7d22\u79d1\u6280\u7684\u65e0\u9650\u53ef\u80fd\uff01\u6295\u7a3f\u8bf7\u8054\u7cfb\uff1a17278094563\uff08\u5fae\u4fe1\u53f7\uff09<\/p>\n<p>\u672c\u6587\u6d89\u53ca\u5230\u7684\u8be6\u7ec6\u6d4b\u8bd5\u4ee3\u7801\u548c\u6d4b\u8bd5\u6b65\u9aa4\u653e\u7f6e\u4e8e\uff1a<br \/><a href=\"https:\/\/link.segmentfault.com\/?enc=sl%2FfCaYcrC%2FQN%2FcwJSlxmw%3D%3D.jfpvGnl0CvHgkIt1cW2bNlop4xr%2B0gFOQJytH3KQ4u%2FCzxpUwLlTg1NcdimqeHLiWf0dCHKx0Ri6bNXK1wwENw%3D%3D\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">https:\/\/github.com\/xinyuwei-david\/david-share.git<\/a> \u4e0b\u7684\uff1aLLMs\/Multi-Agent<\/p>\n<p>\u672c\u6587\u4e2d\u4e0d\u518d\u8d58\u8ff0\u4ee3\u7801\u5b9e\u73b0\u3002\u6b22\u8fce\u7ed9 repo \u70b9\u4eae Star\uff0c\u60a8\u7684\u70b9\u8d5e\u662f\u4f5c\u8005\u6301\u7eed\u521b\u4f5c\u7684\u52a8\u529b\u3002<\/p>\n<p>\u8fd1\u5e74\u6765\uff0c\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u9886\u57df\u6380\u8d77\u4e86\u4e00\u80a1\u201c\u591a\u667a\u80fd\u4f53\u201d\uff08Multi-AI Agent\uff09\u70ed\u6f6e\uff0c\u5404\u5927\u79d1\u6280\u5de8\u5934\u7eb7\u7eb7\u63a8\u51fa\u4e86\u81ea\u5df1\u7684\u591a\u667a\u80fd\u4f53\u6846\u67b6\u3002\u8fd9\u4e9b\u6846\u67b6\u5982\u96e8\u540e\u6625\u7b0b\u822c\u6d8c\u73b0\uff0c\u5305\u62ec\u5fae\u8f6f\u7684 AutoGen \u548c\u6700\u65b0\u7684 Magentic-One\u3001OpenAI \u7684Swarm\u3001LangChain \u7684 LangGraph \u4ee5\u53ca CrewAI \u7b49\u3002\u7136\u800c\uff0c\u9762\u5bf9\u7433\u7405\u6ee1\u76ee\u7684\u9009\u62e9\uff0c\u5f00\u53d1\u8005\u4eec\u96be\u514d\u72af\u96be\uff1a\u7a76\u7adf\u54ea\u4e00\u4e2a\u591a\u667a\u80fd\u4f53\u6846\u67b6\u624d\u662f\u6700\u9002\u5408\u81ea\u5df1\u7684\uff1f\u4e3a\u4e86\u5e2e\u52a9\u5927\u5bb6\u89e3\u5f00\u8fd9\u4e2a\u7591\u60d1\uff0c\u672c\u6587\u5c06\u6df1\u5165\u89e3\u6790\u8fd9\u4e9b\u4e3b\u6d41\u7684\u591a\u667a\u80fd\u4f53\u6846\u67b6\uff0c\u8be6\u7ec6\u4ecb\u7ecd\u5b83\u4eec\u7684\u7279\u70b9\u3001\u4f18\u52bf\u4e0e\u4e0d\u8db3\uff0c\u5e76\u7ed3\u5408\u5b9e\u4f8b\uff0c\u4e3a\u60a8\u5728\u9009\u62e9\u548c\u5e94\u7528\u65f6\u63d0\u4f9b\u6709\u4ef7\u503c\u7684\u53c2\u8003\u3002<\/p>\n<h3>AutoGen\uff08\u5fae\u8f6f\uff09<\/h3>\n<h4>\u6846\u67b6\u7b80\u4ecb<\/h4>\n<p>AutoGen \u7531\u5fae\u8f6f\u63a8\u51fa\uff0c\u6700\u521d\u4e3b\u8981\u9762\u5411\u8f6f\u4ef6\u5f00\u53d1\u4efb\u52a1\u3002\u5b83\u91c7\u7528\u4e86\u7528\u6237\u4ee3\u7406\uff08User Agent\uff09\u548c\u52a9\u7406\u4ee3\u7406\uff08Assistant Agent\uff09\u7684\u53cc\u4ee3\u7406\u6a21\u5f0f\uff0c\u4e3a\u4ee3\u7801\u751f\u6210\u548c\u6267\u884c\u63d0\u4f9b\u5f3a\u5927\u7684\u652f\u6301\u3002<\/p>\n<h4>\u6838\u5fc3\u7279\u70b9<\/h4>\n<ul>\n<li>\u53cc\u4ee3\u7406\u4ea4\u4e92\u673a\u5236\uff1a\u7528\u6237\u4ee3\u7406\u8d1f\u8d23\u63d0\u4f9b\u9700\u6c42\u6216\u63d0\u793a\uff0c\u52a9\u7406\u4ee3\u7406\u5219\u6839\u636e\u8fd9\u4e9b\u9700\u6c42\u751f\u6210\u5e76\u6267\u884c\u4ee3\u7801\u3002<\/li>\n<li>\u4ee3\u7801\u751f\u6210\u4e0e\u6267\u884c\u4e00\u4f53\u5316\uff1a\u52a9\u7406\u4ee3\u7406\u4e0d\u4ec5\u80fd\u591f\u751f\u6210\u4ee3\u7801\uff0c\u8fd8\u53ef\u4ee5\u76f4\u63a5\u6267\u884c\uff0c\u5e76\u5c06\u7ed3\u679c\u53cd\u9988\u7ed9\u7528\u6237\u6216\u5176\u4ed6\u4ee3\u7406\u3002<\/li>\n<li>\u4eba\u6027\u5316\u7684\u6307\u5bfc\uff1a\u5728\u4ee3\u7406\u4ea4\u4e92\u8fc7\u7a0b\u4e2d\uff0c\u5141\u8bb8\u4eba\u7c7b\u4ecb\u5165\uff0c\u63d0\u4f9b\u6307\u5bfc\u6216\u8c03\u6574\u65b9\u5411\u3002<\/li>\n<li>\u5f3a\u5927\u7684\u793e\u533a\u652f\u6301\uff1a\u5f97\u76ca\u4e8e\u5fae\u8f6f\u7684\u8d44\u6e90\u548c\u5f71\u54cd\u529b\uff0cAutoGen \u62e5\u6709\u6d3b\u8dc3\u7684\u793e\u533a\u548c\u4e30\u5bcc\u7684\u8d44\u6e90\u3002<\/li>\n<\/ul>\n<h4>\u4f18\u52bf\u89e3\u6790<\/h4>\n<ul>\n<li>\u4e13\u4e1a\u6027\u5f3a\uff1a\u9ad8\u5ea6\u9002\u5408\u590d\u6742\u7684\u8f6f\u4ef6\u5f00\u53d1\u548c\u4ee3\u7801\u751f\u6210\u4efb\u52a1\u3002<\/li>\n<li>\u6269\u5c55\u6027\u597d\uff1a\u65b9\u4fbf\u5b9a\u5236\u548c\u6269\u5c55\uff0c\u6ee1\u8db3\u7279\u5b9a\u9700\u6c42\u3002<\/li>\n<li>\u8d44\u6e90\u4e30\u5bcc\uff1a\u5927\u91cf\u7684\u793a\u4f8b\u3001\u6587\u6863\u548c\u793e\u533a\u652f\u6301\uff0c\u964d\u4f4e\u4e86\u4e0a\u624b\u96be\u5ea6\u3002<\/li>\n<\/ul>\n<h4>\u4e0d\u8db3\u4e4b\u5904<\/h4>\n<ul>\n<li>\u5b66\u4e60\u95e8\u69db\u8f83\u9ad8\uff1a\u5bf9\u4e8e\u975e\u7a0b\u5e8f\u5458\u6216\u7f16\u7a0b\u7ecf\u9a8c\u4e0d\u8db3\u7684\u7528\u6237\uff0c\u53ef\u80fd\u4e0d\u591f\u53cb\u597d\u3002<\/li>\n<li>\u914d\u7f6e\u590d\u6742\uff1a\u5c24\u5176\u662f\u5728\u4f7f\u7528\u672c\u5730\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u65f6\uff0c\u9700\u8981\u8fdb\u884c\u590d\u6742\u7684\u8bbe\u7f6e\uff0c\u5982\u914d\u7f6e\u4ee3\u7406\u670d\u52a1\u5668\u7b49\u3002<\/li>\n<li>\u9886\u57df\u5c40\u9650\uff1a\u5728\u975e\u8f6f\u4ef6\u5f00\u53d1\u4efb\u52a1\u4e2d\uff0c\u6027\u80fd\u548c\u6548\u679c\u53ef\u80fd\u4e0d\u5c3d\u5982\u4eba\u610f\u3002<\/li>\n<\/ul>\n<h4>\u9002\u7528\u573a\u666f\u4e0e\u5b9e\u4f8b<\/h4>\n<p>\u9002\u7528\u4e8e\u9700\u8981\u590d\u6742\u4ee3\u7801\u751f\u6210\u548c\u591a\u4ee3\u7406\u534f\u4f5c\u7684\u8f6f\u4ef6\u5f00\u53d1\u4efb\u52a1\u3002<\/p>\n<h4>\u5b9e\u4f8b<\/h4>\n<ul>\n<li>\u81ea\u52a8\u5316\u4ee3\u7801\u5ba1\u67e5\u7cfb\u7edf\uff1a\u5229\u7528\u7528\u6237\u4ee3\u7406\u63d0\u4ea4\u4ee3\u7801\u7247\u6bb5\uff0c\u52a9\u7406\u4ee3\u7406\u8fdb\u884c\u4ee3\u7801\u5ba1\u67e5\u3001\u4f18\u5316\u5e76\u8fd4\u56de\u6539\u8fdb\u5efa\u8bae\u3002<\/li>\n<li>\u591a\u6a21\u5757\u534f\u540c\u5f00\u53d1\uff1a\u5728\u5927\u578b\u8f6f\u4ef6\u9879\u76ee\u4e2d\uff0c\u4e0d\u540c\u7684\u52a9\u7406\u4ee3\u7406\u8d1f\u8d23\u4e0d\u540c\u6a21\u5757\u7684\u5f00\u53d1\u548c\u6d4b\u8bd5\uff0c\u7528\u6237\u4ee3\u7406\u534f\u8c03\u6574\u4f53\u8fdb\u5ea6\u3002<\/li>\n<\/ul>\n<h3>CrewAI<\/h3>\n<h4>\u6846\u67b6\u7b80\u4ecb<\/h4>\n<p>CrewAI \u4ee5\u5176\u76f4\u89c2\u3001\u6613\u7528\u7684\u7279\u70b9\u6210\u4e3a\u8bb8\u591a\u5f00\u53d1\u8005\u5feb\u901f\u6784\u5efa\u591a\u667a\u80fd\u4f53\u6f14\u793a\u7684\u9996\u9009\u3002\u5373\u4f7f\u662f\u975e\u6280\u672f\u4eba\u5458\uff0c\u4e5f\u80fd\u5728\u77ed\u65f6\u95f4\u5185\u521b\u5efa\u51fa\u529f\u80fd\u4e30\u5bcc\u7684\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u3002<\/p>\n<h4>\u6838\u5fc3\u7279\u70b9<\/h4>\n<ul>\n<li>\u57fa\u4e8e\u63d0\u793a\u7684\u7b80\u5355\u64cd\u4f5c\uff1a\u4e3b\u8981\u901a\u8fc7\u7f16\u5199\u63d0\u793a\u6765\u63a7\u5236\u4ee3\u7406\u884c\u4e3a\uff0c\u5b66\u4e60\u6210\u672c\u4f4e\u3002<\/li>\n<li>\u9ad8\u6548\u7684\u4ee3\u7406\u521b\u5efa\uff1a\u80fd\u591f\u5728\u6570\u5206\u949f\u5185\u521b\u5efa\u4e0a\u767e\u4e2a\u4ee3\u7406\uff0c\u5b9e\u73b0\u89c4\u6a21\u5316\u3002<\/li>\n<li>\u5e7f\u6cdb\u7684 LLM \u652f\u6301\uff1a\u901a\u8fc7\u4e0e LangChain \u7684\u96c6\u6210\uff0c\u517c\u5bb9\u5927\u591a\u6570 LLM \u63d0\u4f9b\u5546\u548c\u672c\u5730 LLM\u3002<\/li>\n<\/ul>\n<h4>\u4f18\u52bf\u89e3\u6790<\/h4>\n<ul>\n<li>\u6613\u4e0a\u624b\uff1a\u5bf9\u7f16\u7a0b\u77e5\u8bc6\u8981\u6c42\u4f4e\uff0c\u9002\u5408\u521d\u5b66\u8005\u548c\u975e\u6280\u672f\u4eba\u5458\u3002<\/li>\n<li>\u5feb\u901f\u5f00\u53d1\uff1a\u975e\u5e38\u9002\u5408\u9700\u8981\u5feb\u901f\u6784\u5efa\u539f\u578b\u6216\u6f14\u793a\u7684\u573a\u5408\u3002<\/li>\n<li>\u7075\u6d3b\u6027\uff1a\u5728\u4e00\u5b9a\u8303\u56f4\u5185\uff0c\u53ef\u4ee5\u65b9\u4fbf\u5730\u5b9a\u5236\u4ee3\u7406\u7684\u884c\u4e3a\u548c\u5c5e\u6027\u3002<\/li>\n<\/ul>\n<h4>\u4e0d\u8db3\u4e4b\u5904<\/h4>\n<ul>\n<li>\u529f\u80fd\u6df1\u5ea6\u6709\u9650\uff1a\u5728\u5904\u7406\u590d\u6742\u7684\u7f16\u7a0b\u6216\u903b\u8f91\u4efb\u52a1\u65f6\uff0c\u80fd\u529b\u53ef\u80fd\u4e0d\u8db3\u3002<\/li>\n<li>\u4ea4\u4e92\u4e0d\u7a33\u5b9a\uff1a\u4ee3\u7406\u4e4b\u95f4\u7684\u4ea4\u4e92\u6709\u65f6\u53ef\u80fd\u51fa\u73b0Bug\uff0c\u5f71\u54cd\u4f53\u9a8c\u3002<\/li>\n<li>\u793e\u533a\u8d44\u6e90\u6709\u9650\uff1a\u76f8\u6bd4\u5176\u4ed6\u6846\u67b6\uff0cCrewAI \u7684\u6587\u6863\u548c\u793e\u533a\u652f\u6301\u8f83\u5c11\u3002<\/li>\n<\/ul>\n<h4>\u9002\u7528\u573a\u666f\u4e0e\u5b9e\u4f8b<\/h4>\n<p>\u9002\u7528\u4e8e\u9700\u8981\u5feb\u901f\u642d\u5efa\u3001\u6f14\u793a\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u573a\u5408\uff0c\u7279\u522b\u9002\u5408\u975e\u6280\u672f\u7528\u6237\u3002<\/p>\n<h4>\u5b9e\u4f8b<\/h4>\n<ul>\n<li>\u5ba2\u6237\u670d\u52a1\u4ee3\u7406\u56e2\u961f\uff1a\u5feb\u901f\u521b\u5efa\u591a\u4e2a\u4ee3\u7406\uff0c\u5206\u522b\u8d1f\u8d23\u89e3\u7b54\u4e0d\u540c\u7c7b\u578b\u7684\u5ba2\u6237\u95ee\u9898\uff0c\u63d0\u5347\u5ba2\u670d\u6548\u7387\u3002<\/li>\n<li>\u5e02\u573a\u8c03\u7814\u52a9\u624b\uff1a\u4ee3\u7406\u4eec\u534f\u4f5c\u6536\u96c6\u3001\u6574\u7406\u5e02\u573a\u4fe1\u606f\uff0c\u4e3a\u51b3\u7b56\u63d0\u4f9b\u652f\u6301\u3002<\/li>\n<\/ul>\n<h3>LangGraph\uff08\u57fa\u4e8e LangChain\uff09<\/h3>\n<h4>\u6846\u67b6\u7b80\u4ecb<\/h4>\n<p>LangGraph \u662f\u57fa\u4e8e LangChain \u6784\u5efa\u7684\u591a\u667a\u80fd\u4f53\u6846\u67b6\uff0c\u4ee5\u5176\u9ad8\u5ea6\u7684\u7075\u6d3b\u6027\u548c\u53ef\u5b9a\u5236\u6027\u8457\u79f0\u3002\u5bf9\u4e8e\u9700\u8981\u590d\u6742\u903b\u8f91\u548c\u81ea\u5b9a\u4e49\u7684\u5f00\u53d1\u8005\u6765\u8bf4\uff0cLangGraph \u65e0\u7591\u662f\u6700\u4f73\u9009\u62e9\u3002<\/p>\n<h4>\u6838\u5fc3\u7279\u70b9<\/h4>\n<ul>\n<li>\u6709\u5411\u5faa\u73af\u56fe\u7ed3\u6784\uff1a\u57fa\u4e8e\u6709\u5411\u5faa\u73af\u56fe\uff08Directed Cyclic Graph\uff09\uff0c\u80fd\u591f\u6e05\u6670\u5730\u8868\u793a\u4ee3\u7406\u4e4b\u95f4\u590d\u6742\u7684\u4f9d\u8d56\u5173\u7cfb\u548c\u4ea4\u4e92\u6d41\u7a0b\u3002<\/li>\n<li>\u5f3a\u5927\u7684\u6269\u5c55\u80fd\u529b\uff1a\u652f\u6301\u51e0\u4e4e\u4efb\u4f55\u7c7b\u578b\u7684\u591a\u4ee3\u7406\u7f16\u6392\u5e94\u7528\uff0c\u6ee1\u8db3\u9ad8\u5ea6\u5b9a\u5236\u5316\u9700\u6c42\u3002<\/li>\n<li>\u4e30\u5bcc\u7684\u793e\u533a\u8d44\u6e90\uff1a\u4f5c\u4e3a LangChain \u7684\u6269\u5c55\u90e8\u5206\uff0c\u4eab\u6709\u5176\u6d3b\u8dc3\u7684\u793e\u533a\u548c\u5927\u91cf\u8d44\u6e90\u3002<\/li>\n<li>\u5e7f\u6cdb\u7684 LLM \u517c\u5bb9\u6027\uff1a\u4e0e\u5f00\u6e90 LLM \u548c\u5404\u79cd API \u63a5\u53e3\u826f\u597d\u517c\u5bb9\uff0c\u63d0\u4f9b\u66f4\u591a\u9009\u62e9\u3002<\/li>\n<\/ul>\n<h4>\u4f18\u52bf\u89e3\u6790<\/h4>\n<ul>\n<li>\u9ad8\u5ea6\u53ef\u5b9a\u5236\uff1a\u5f00\u53d1\u8005\u53ef\u4ee5\u6839\u636e\u9700\u6c42\uff0c\u81ea\u7531\u8bbe\u8ba1\u4ee3\u7406\u7684\u903b\u8f91\u548c\u4ea4\u4e92\u65b9\u5f0f\u3002<\/li>\n<li>\u652f\u6301\u590d\u6742\u4efb\u52a1\uff1a\u9002\u5408\u9700\u8981\u590d\u6742\u903b\u8f91\u5904\u7406\u3001\u591a\u6b65\u9aa4\u534f\u4f5c\u7684\u4efb\u52a1\u573a\u666f\u3002<\/li>\n<li>\u793e\u533a\u652f\u6301\uff1a\u5927\u91cf\u7684\u793a\u4f8b\u3001\u6587\u6863\u548c\u793e\u533a\u8ba8\u8bba\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5feb\u901f\u89e3\u51b3\u95ee\u9898\u3002<\/li>\n<\/ul>\n<h4>\u4e0d\u8db3\u4e4b\u5904<\/h4>\n<ul>\n<li>\u5b66\u4e60\u66f2\u7ebf\u9661\u5ced\uff1a\u9700\u8981\u5f00\u53d1\u8005\u5177\u5907\u8f83\u5f3a\u7684\u7f16\u7a0b\u80fd\u529b\uff0c\u5bf9\u56fe\u7ed3\u6784\u548c\u903b\u8f91\u6d41\u6709\u6df1\u5165\u7406\u89e3\u3002<\/li>\n<li>\u6587\u6863\u6709\u5f85\u5b8c\u5584\uff1a\u76ee\u524d\u7684\u6587\u6863\u53ef\u80fd\u4e0d\u8db3\u4ee5\u8986\u76d6\u6240\u6709\u529f\u80fd\uff0c\u9700\u8981\u5f00\u53d1\u8005\u81ea\u884c\u63a2\u7d22\u3002<\/li>\n<li>\u521d\u5b66\u8005\u4e0d\u53cb\u597d\uff1a\u5bf9\u4e8e\u7f16\u7a0b\u65b0\u624b\uff0c\u53ef\u80fd\u9700\u8981\u6295\u5165\u66f4\u591a\u65f6\u95f4\u548c\u7cbe\u529b\u3002<\/li>\n<\/ul>\n<h4>\u9002\u7528\u573a\u666f\u4e0e\u5b9e\u4f8b<\/h4>\n<p>\u9002\u7528\u4e8e\u9700\u8981\u9ad8\u5ea6\u5b9a\u5236\u3001\u590d\u6742\u903b\u8f91\u5904\u7406\u7684\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\uff0c\u9002\u5408\u6709\u7ecf\u9a8c\u7684\u5f00\u53d1\u8005\u3002<\/p>\n<h4>\u5b9e\u4f8b<\/h4>\n<ul>\n<li>\u667a\u80fd\u6295\u987e\u7cfb\u7edf\uff1a\u591a\u4e2a\u4ee3\u7406\u5206\u522b\u8d1f\u8d23\u5e02\u573a\u5206\u6790\u3001\u98ce\u9669\u8bc4\u4f30\u3001\u7b56\u7565\u5236\u5b9a\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u4e2a\u6027\u5316\u7684\u6295\u8d44\u5efa\u8bae\u3002<\/li>\n<li>\u79d1\u7814\u8f85\u52a9\u5e73\u53f0\uff1a\u4ee3\u7406\u56e2\u961f\u534f\u4f5c\uff0c\u4ece\u6587\u732e\u68c0\u7d22\u3001\u6570\u636e\u5206\u6790\u5230\u62a5\u544a\u64b0\u5199\uff0c\u652f\u6301\u6574\u4e2a\u79d1\u7814\u6d41\u7a0b\u3002<\/li>\n<\/ul>\n<h3>OpenAI Swarm<\/h3>\n<h4>\u6846\u67b6\u7b80\u4ecb<\/h4>\n<p>OpenAI \u63a8\u51fa\u7684 Swarm \u662f\u4e00\u6b3e\u9762\u5411\u65b0\u624b\u7684\u591a\u667a\u80fd\u4f53\u6846\u67b6\uff0c\u65e8\u5728\u4ee5\u6700\u7b80\u5355\u7684\u65b9\u5f0f\u5e2e\u52a9\u7528\u6237\u5165\u95e8\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u6784\u5efa\u3002<\/p>\n<h4>\u6838\u5fc3\u7279\u70b9<\/h4>\n<ul>\n<li>\u7b80\u6d01\u660e\u4e86\uff1a\u4e13\u6ce8\u4e8e\u7b80\u5316\u4ee3\u7406\u7684\u521b\u5efa\u548c\u4ee3\u7406\u4e4b\u95f4\u7684\u4e0a\u4e0b\u6587\u5207\u6362\uff08\u79f0\u4e3a\u201cHandoffs\u201d\uff09\u3002<\/li>\n<li>\u5feb\u901f\u4e0a\u624b\uff1a\u65e0\u9700\u590d\u6742\u7684\u914d\u7f6e\uff0c\u5373\u53ef\u5f00\u59cb\u6784\u5efa\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u3002<\/li>\n<li>\u4e13\u6ce8\u4e8e\u6f14\u793a\uff1a\u975e\u5e38\u9002\u5408\u7528\u4e8e\u521b\u5efa\u7b80\u77ed\u7684\u6f14\u793a\u6216\u6982\u5ff5\u9a8c\u8bc1\u3002<\/li>\n<\/ul>\n<h4>\u4f18\u52bf\u89e3\u6790<\/h4>\n<ul>\n<li>\u7528\u6237\u53cb\u597d\uff1a\u754c\u9762\u548c\u64cd\u4f5c\u7b80\u6d01\uff0c\u964d\u4f4e\u4e86\u5165\u95e8\u95e8\u69db\u3002<\/li>\n<li>\u5feb\u901f\u6784\u5efa\uff1a\u9002\u5408\u9700\u8981\u5728\u77ed\u65f6\u95f4\u5185\u5c55\u793a\u591a\u667a\u80fd\u4f53\u6982\u5ff5\u7684\u573a\u5408\u3002<\/li>\n<\/ul>\n<h4>\u4e0d\u8db3\u4e4b\u5904<\/h4>\n<ul>\n<li>\u517c\u5bb9\u6027\u53d7\u9650\uff1a\u76ee\u524d\u4ec5\u652f\u6301 OpenAI \u7684 API\uff0c\u65e0\u6cd5\u4f7f\u7528\u5176\u4ed6 LLM\u3002<\/li>\n<li>\u529f\u80fd\u6709\u9650\uff1a\u4e0d\u9002\u5408\u7528\u4e8e\u751f\u4ea7\u73af\u5883\uff0c\u7f3a\u4e4f\u5fc5\u8981\u7684\u6269\u5c55\u6027\u548c\u7a33\u5b9a\u6027\u3002<\/li>\n<li>\u793e\u533a\u652f\u6301\u4e0d\u8db3\uff1a\u8d44\u6e90\u548c\u652f\u6301\u8f83\u5c11\uff0c\u9047\u5230\u95ee\u9898\u53ef\u80fd\u96be\u4ee5\u53ca\u65f6\u89e3\u51b3\u3002<\/li>\n<\/ul>\n<h4>\u9002\u7528\u573a\u666f\u4e0e\u5b9e\u4f8b<\/h4>\n<p>\u9002\u7528\u4e8e\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u65b0\u624b\u7528\u6237\uff0c\u6216\u9700\u8981\u5feb\u901f\u521b\u5efa\u6f14\u793a\u7684\u573a\u5408\u3002<\/p>\n<h4>\u5b9e\u4f8b<\/h4>\n<ul>\n<li>\u6559\u5b66\u8f85\u52a9\u5de5\u5177\uff1a\u521b\u5efa\u7b80\u5355\u7684\u4ee3\u7406\uff0c\u5e2e\u52a9\u5b66\u751f\u7406\u89e3\u57fa\u672c\u6982\u5ff5\u6216\u89e3\u7b54\u7b80\u5355\u95ee\u9898\u3002<\/li>\n<li>\u57fa\u7840\u95ee\u7b54\u7cfb\u7edf\uff1a\u642d\u5efa\u4e00\u4e2a\u7b80\u5355\u7684\u95ee\u7b54\u5e73\u53f0\uff0c\u4ee3\u7406\u4e4b\u95f4\u8fdb\u884c\u57fa\u672c\u7684\u4fe1\u606f\u4f20\u9012\u548c\u534f\u4f5c\u3002<\/li>\n<\/ul>\n<h3>Magentic-One\uff08\u5fae\u8f6f\uff09<\/h3>\n<h4>\u6846\u67b6\u7b80\u4ecb<\/h4>\n<p>\u4f5c\u4e3a\u5fae\u8f6f\u6700\u65b0\u63a8\u51fa\u7684\u591a\u667a\u80fd\u4f53\u6846\u67b6\uff0cMagentic-One \u662f\u5728 AutoGen \u7684\u57fa\u7840\u4e0a\u8fdb\u884c\u7684\u7b80\u5316\u548c\u4f18\u5316\uff0c\u65e8\u5728\u964d\u4f4e\u4f7f\u7528\u95e8\u69db\uff0c\u8ba9\u66f4\u591a\u7528\u6237\u80fd\u591f\u65b9\u4fbf\u5730\u6784\u5efa\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u3002<br \/><img decoding=\"async\" width=\"723\" height=\"612\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/bVdfhKo\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<h4>\u6838\u5fc3\u7279\u70b9<\/h4>\n<ul>\n<li>\n<p>\u9884\u914d\u7f6e\u7684\u4ee3\u7406\u96c6\u5408\uff1a\u6846\u67b6\u5185\u7f6e\u4e86\u4e00\u4e2a\u534f\u8c03\u8005\u4ee3\u7406\uff08Orchestrator\uff09\u548c\u56db\u4e2a\u529f\u80fd\u4ee3\u7406\uff1a<\/p>\n<ul>\n<li>WebSurfer\uff1a\u6d4f\u89c8\u548c\u4ea4\u4e92\u7f51\u9875\u5185\u5bb9\u3002<\/li>\n<li>FileSurfer\uff1a\u7ba1\u7406\u548c\u8bbf\u95ee\u672c\u5730\u6587\u4ef6\u3002<\/li>\n<li>Coder\uff1a\u4e13\u6ce8\u4e8e\u4ee3\u7801\u7f16\u5199\u548c\u5206\u6790\u3002<\/li>\n<\/ul>\n<\/li>\n<li>ComputerTerminal\uff1a\u63d0\u4f9b\u547d\u4ee4\u884c\u63a5\u53e3\uff0c\u6267\u884c\u7a0b\u5e8f\u548c\u5b89\u88c5\u5e93\u3002<\/li>\n<li>\u57fa\u4e8e AutoGen\uff1a\u7ee7\u627f\u4e86 AutoGen \u7684\u4f18\u52bf\uff0c\u540c\u65f6\u7b80\u5316\u4e86\u64cd\u4f5c\u3002<\/li>\n<li>\u6027\u80fd\u5206\u6790\u5de5\u5177\uff1a\u96c6\u6210\u4e86 AutoGenBench\uff0c\u7528\u4e8e\u8bc4\u4f30\u4ee3\u7406\u7684\u6027\u80fd\u548c\u6548\u7387\u3002<\/li>\n<\/ul>\n<h4>\u4f18\u52bf\u89e3\u6790<\/h4>\n<ul>\n<li>\u5f00\u7bb1\u5373\u7528\uff1a\u9884\u8bbe\u7684\u4ee3\u7406\u548c\u529f\u80fd\uff0c\u65e0\u9700\u590d\u6742\u914d\u7f6e\uff0c\u8282\u7701\u65f6\u95f4\u548c\u7cbe\u529b\u3002<\/li>\n<li>\u7528\u6237\u53cb\u597d\uff1a\u754c\u9762\u76f4\u89c2\uff0c\u9002\u5408\u975e\u6280\u672f\u4eba\u5458\u4f7f\u7528\u3002<\/li>\n<li>\u6027\u80fd\u53ef\u89c6\u5316\uff1a\u901a\u8fc7\u6027\u80fd\u5206\u6790\u5de5\u5177\uff0c\u76f4\u89c2\u4e86\u89e3\u4ee3\u7406\u7684\u8fd0\u884c\u60c5\u51b5\uff0c\u65b9\u4fbf\u4f18\u5316\u3002<\/li>\n<\/ul>\n<h4>\u4e0d\u8db3\u4e4b\u5904<\/h4>\n<p>\u517c\u5bb9\u6027\u95ee\u9898\uff1a\u5728\u96c6\u6210\u672c\u5730\u6216\u5f00\u6e90 LLM \u65f6\uff0c\u9700\u8981\u989d\u5916\u7684\u914d\u7f6e\u548c\u8c03\u6574\u3002<\/p>\n<h4>\u9002\u7528\u573a\u666f\u4e0e\u5b9e\u4f8b<\/h4>\n<p>\u9002\u7528\u4e8e\u5e0c\u671b\u5feb\u901f\u642d\u5efa\u901a\u7528\u578b\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u7528\u6237\uff0c\u7279\u522b\u662f\u5bf9\u6280\u672f\u8981\u6c42\u4e0d\u9ad8\u7684\u573a\u5408\u3002<\/p>\n<h4>\u5b9e\u4f8b<\/h4>\n<ul>\n<li>\u4fe1\u606f\u6574\u5408\u5e73\u53f0\uff1a\u5229\u7528\u5185\u7f6e\u7684\u4ee3\u7406\uff0c\u5b8c\u6210\u4ece\u7f51\u7edc\u4fe1\u606f\u6536\u96c6\u3001\u6587\u4ef6\u7ba1\u7406\u5230\u4ee3\u7801\u5904\u7406\u7684\u5168\u6d41\u7a0b\u64cd\u4f5c\u3002<\/li>\n<li>\u81ea\u52a8\u5316\u7cfb\u7edf\u8fd0\u7ef4\uff1a\u901a\u8fc7 ComputerTerminal \u4ee3\u7406\uff0c\u6267\u884c\u7cfb\u7edf\u547d\u4ee4\uff0c\u7ba1\u7406\u670d\u52a1\u5668\u548c\u5e94\u7528\u3002<\/li>\n<\/ul>\n<h3>\u603b\u7ed3<\/h3>\n<ul>\n<li>\u6574\u4f53\u6700\u5f3a\u5927\u548c\u5168\u9762\u7684\u6846\u67b6\uff1a\u5982\u679c\u60a8\u8ffd\u6c42\u529f\u80fd\u6df1\u5ea6\u548c\u4e13\u4e1a\u6027\uff0cAutoGen \u53ef\u80fd\u662f\u6700\u4f73\u9009\u62e9\u3002<\/li>\n<li>\u5feb\u901f\u5f00\u53d1\u548c\u6613\u7528\u6027\uff1a\u5982\u679c\u60a8\u91cd\u89c6\u4e0a\u624b\u901f\u5ea6\u548c\u7b80\u4fbf\u6027\uff0cCrewAI \u662f\u7406\u60f3\u7684\u9009\u62e9\u3002<\/li>\n<li>\u9ad8\u5ea6\u5b9a\u5236\u548c\u590d\u6742\u903b\u8f91\uff1a\u9700\u8981\u6df1\u5165\u5b9a\u5236\u548c\u590d\u6742\u529f\u80fd\u65f6\uff0c\u9009\u62e9 LangGraph\u3002<\/li>\n<li>\u6210\u672c\u6548\u76ca\u548c\u901a\u7528\u6027\uff1a\u5e0c\u671b\u5feb\u901f\u90e8\u7f72\u901a\u7528\u89e3\u51b3\u65b9\u6848\uff0cMagentic-One \u4f1a\u662f\u4e0d\u9519\u7684\u9009\u62e9\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" width=\"723\" height=\"555\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/bVdfhKr\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<h3>\u8d44\u6599\u63a8\u8350<\/h3>\n<ul>\n<li><a href=\"https:\/\/link.segmentfault.com\/?enc=Ncabkh2XVf9gUxg1jTR9Pg%3D%3D.GcRZznuZWqcGbAII8bSaeE4oe5RHauoccmTcnJ7t40qmK%2Bc9Ob9qfEPaqW%2FngSPAj0i%2F0%2BPl%2B%2BhEgnIFj447lOT5On4Cv4n4kArnxf%2FfxMeqRqnPfhBhIu09Tv%2BAB23jlIMKPKXZt4%2BUZ4kCjiT58e5cH0YYwUNvivpXnJeMChNoQPMWSdWPWJ7G44%2BM0Moh\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">\u667a\u80fd GitHub Copilot \u526f\u9a7e\u9a76\u00ae \u63d0\u793a\u548c\u6280\u5de7<\/a><\/li>\n<li><a href=\"https:\/\/link.segmentfault.com\/?enc=gnBxM4PklSmrmtGaLlHoew%3D%3D.6ubEiIBpZRBivA%2BzHqpMQFhRP5sLmEWOIxygKV2En8nHoYbtta9Fiueowrl7ucb8rAfPqOjtkETots4PmNFL%2FxGcuvgvwr3XQ8jmoznH7w7oYC4lntioezoxnVRFc4iJSmEkeEZt3XFNuuQ93xEGrY1t%2BI5pp5%2FivM12mYzIzjQ9MovKn4VmmsZAQjuntkAdQ1h2BaISL4dTogRWt5ClFKirbHOQ63z7JuFwLYh5NfU%3D\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">Azure OpenAI \u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u767d\u76ae\u4e66<\/a><\/li>\n<li><a href=\"https:\/\/link.segmentfault.com\/?enc=2wbcjuxsS6l%2FpvvGFyHTgQ%3D%3D.6%2FAItzhnR2WDN5kaH8iZYt7wPngNjvNdrAgte3YLCEoKNSKIN5H7DWMqIvJo7UJ6VdoltyZJm5Fz4IFlJPZCRpjE%2B6EnpUpkGpH%2Fn%2BUPTbczS5b8fqEJY9FhLvQEiyYU\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">\u5229\u7528 AI \u548c DevOps \u91cd\u65b0\u5b9a\u4e49\u5f00\u53d1\u4eba\u5458\u4f53\u9a8c<\/a><\/li>\n<li><a href=\"https:\/\/link.segmentfault.com\/?enc=4760zP6OgDcnAbCmiOgRvw%3D%3D.g0qKi3ES9ROS3kG6Yr6okDJcWAs6Od140X9unF6sVJmwEVkPMbmaIusF%2B5IbDbzglMrf9ozl%2FlVG5GSSJzs5VJ3VPZrM6qNFEla674LAW3QbvRvchuaTZIM913v2CsQNnI%2FueY9gN30BYUHFUz8eXvZuq3jS31mDoeSUWEZDsmA%3D\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">SAP on Microsoft Cloud<\/a><\/li>\n<\/ul>\n<p><a href=\"https:\/\/segmentfault.com\/a\/1190000045549812\">https:\/\/segmentfault.com\/a\/1190000045549812<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u300c\u6781\u5ba2\u8bf4\u300d \u662f\u4e00\u6863\u4e13\u6ce8 AI \u65f6\u4ee3\u5f00\u53d1\u8005\u5206\u4eab\u7684\u4e13\u680f\uff0c\u6211\u4eec\u9080\u8bf7\u6765\u81ea\u5fae\u8f6f\u4ee5\u53ca\u6280\u672f\u793e\u533a\u4e13\u5bb6\uff0c\u5e26\u6765\u6700\u524d\u6cbf\u7684\u6280\u672f\u5e72\u8d27\u4e0e\u5b9e [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[4],"tags":[],"class_list":["post-10020445","post","type-post","status-publish","format-standard","hentry","category-share"],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10020445","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10020445"}],"version-history":[{"count":0,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10020445\/revisions"}],"wp:attachment":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10020445"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10020445"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10020445"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}