{"id":16615,"date":"2024-12-28T10:29:02","date_gmt":"2024-12-28T02:29:02","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=16615"},"modified":"2024-12-28T10:29:02","modified_gmt":"2024-12-28T02:29:02","slug":"2025nianzhiderukengai","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/2025nianzhiderukengai\/","title":{"rendered":"2025\u5e74\u503c\u5f97\u5165\u5751\u7684 AI Agent \u4e94\u5927\u6846\u67b6"},"content":{"rendered":"<p>Agent \u76ee\u524d\u6211\u89c1\u5230\u7684\u6700\u591a\u7684\u7ffb\u8bd1\u662f\u201c\u667a\u80fd\u4f53\u201d\uff0c\u4f46\u662f\u76f4\u8bd1\u662f\u201c\u4ee3\u7406\u201d\u3002<\/p>\n<p>\u90a3 Agentic \u53c8\u8981\u7ffb\u8bd1\u6210\u4ec0\u4e48\u5462\uff1f\u6211\u611f\u89c9\u201c\u4ee3\u7406\u578b\u201d\u8fd9\u6837\u7684\u8bcd\u66f4\u5408\u9002\u3002<\/p>\n<p>\u6240\u4ee5\u4e3a\u4e86\u4e0d\u8ba9\u8bfb\u8005\u6df7\u6dc6\uff0c\u6211\u5728\u672c\u6587\u76f4\u63a5\u7528\u82f1\u6587\u8868\u793a\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u968f\u7740 LLM \u7684\u53d1\u5c55\uff0cAI \u7684\u80fd\u529b\u5df2\u4e0d\u518d\u5c40\u9650\u4e8e\u7b80\u5355\u7684\u4efb\u52a1\u81ea\u52a8\u5316\uff0c\u5b83\u4eec\u80fd\u591f\u5904\u7406\u590d\u6742\u4e14\u8fde\u7eed\u7684\u5de5\u4f5c\u6d41\u3002\u4f8b\u5982\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528 LLM \u6765\u521b\u5efa\u667a\u80fd\u52a9\u624b\uff0c\u81ea\u52a8\u4ee3\u66ff\u7528\u6237\u5728\u7535\u5546\u5e73\u53f0\u4e0a\u8ba2\u8d2d\u5546\u54c1\uff0c\u5e76\u5b89\u6392\u914d\u9001\u3002\u8fd9\u4e9b<strong>\u57fa\u4e8eLLM\u7684\u52a9\u624b\u88ab\u79f0\u4e3a AI Agent<\/strong>\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u8bf4\u7684\u5177\u4f53\u4e00\u70b9\uff0cAI Agent \u662f\u4e00\u4e2a\u7531 LLM \u9a71\u52a8\u7684\u667a\u80fd\u52a9\u624b\uff0c\u80fd\u591f\u6839\u636e\u9884\u8bbe\u7684\u4efb\u52a1\u548c\u5de5\u5177\uff0c\u5e2e\u52a9\u5b8c\u6210\u7279\u5b9a\u7684\u5de5\u4f5c\u3002\u5728\u6700\u57fa\u7840\u7684\u5f62\u5f0f\u4e0b\uff0cAI Agent\u00a0\u5177\u5907\u4ee5\u4e0b\u51e0\u4e2a\u5173\u952e\u7279\u6027\uff1a<\/p>\n<ul>\n<li><strong>\u5185\u5b58\u7ba1\u7406<\/strong>\uff1aAI Agent\u00a0\u53ef\u4ee5\u5b58\u50a8\u5e76\u7ba1\u7406\u4e0e\u7528\u6237\u7684\u4ea4\u4e92\u8bb0\u5f55\u3002<\/li>\n<li><strong>\u5916\u90e8\u6570\u636e\u6e90\u4ea4\u4e92<\/strong>\uff1a\u80fd\u591f\u4e0e\u5916\u90e8\u7cfb\u7edf\u8fdb\u884c\u901a\u4fe1\uff0c\u83b7\u53d6\u6570\u636e\u6216\u5b8c\u6210\u4efb\u52a1\u3002<\/li>\n<li><strong>\u51fd\u6570\u6267\u884c<\/strong>\uff1a\u901a\u8fc7\u8c03\u7528\u51fd\u6570\u6765\u5b8c\u6210\u5b9e\u9645\u5de5\u4f5c\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>\u4e3e\u4e2a\u4f8b\u5b50\uff0cAI Agent\u00a0\u53ef\u4ee5\u6267\u884c\u4ee5\u4e0b\u4efb\u52a1\uff1a<\/p>\n<ul>\n<li><strong>\u9910\u5385\u9884\u8ba2<\/strong>\uff1a\u6bd4\u5982\uff0c\u5728\u9910\u5385\u7cfb\u7edf\u4e2d\u7684\u00a0AI Agent\u00a0\u53ef\u4ee5\u5e2e\u52a9\u7528\u6237\u5728\u7ebf\u9884\u8ba2\u5ea7\u4f4d\u3001\u6bd4\u8f83\u4e0d\u540c\u9910\u5385\uff0c\u5e76\u901a\u8fc7\u8bed\u97f3\u4e92\u52a8\u5e2e\u7528\u6237\u76f4\u63a5\u547c\u53eb\u9910\u5385\u3002<\/li>\n<li><strong>\u865a\u62df\u534f\u4f5c\u540c\u4e8b<\/strong>\uff1aAI Agent\u00a0\u53ef\u4ee5\u4f5c\u4e3a\u4f60\u9879\u76ee\u4e2d\u7684\u201c\u5c0f\u79d8\u201d\uff0c\u4e0e\u7528\u6237\u534f\u4f5c\u5b8c\u6210\u7279\u5b9a\u7684\u4efb\u52a1\u3002<\/li>\n<li><strong>\u81ea\u52a8\u5316\u65e5\u5e38\u64cd\u4f5c<\/strong>\uff1aAI Agent\u00a0\u80fd\u591f\u5904\u7406\u591a\u4e2a\u6b65\u9aa4\u7684\u64cd\u4f5c\uff0c\u751a\u81f3\u5b8c\u6210\u65e5\u5e38\u7535\u8111\u64cd\u4f5c\u3002\u6bd4\u5982\uff0cReplit Agent \u53ef\u4ee5\u6a21\u62df\u5f00\u53d1\u4eba\u5458\u5728\u5f00\u53d1\u73af\u5883\u4e2d\u6267\u884c\u7684\u64cd\u4f5c\uff0c\u81ea\u52a8\u5b89\u88c5\u4f9d\u8d56\u548c\u7f16\u8f91\u4ee3\u7801\uff1bAnthropic \u7684 <a href=\"https:\/\/www.kdjingpai.com\/tldraw-computer\/\">Computer<\/a> Use Agent \u53ef\u4ee5\u6307\u5bfc <a href=\"https:\/\/www.kdjingpai.com\/claudeanquanfubai\/\">Claude<\/a> \u4ee5\u7528\u6237\u5e38\u7528\u7684\u65b9\u5f0f\u64cd\u4f5c\u8ba1\u7b97\u673a\uff0c\u5305\u62ec\u79fb\u52a8\u9f20\u6807\u3001\u70b9\u51fb\u6309\u94ae\u3001\u8f93\u5165\u6587\u672c\u7b49\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>\u867d\u7136\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528 Python\u3001React \u7b49\u6280\u672f\u6808\u4ece\u96f6\u5f00\u59cb\u6784\u5efa\u00a0AI Agent\uff0c\u4f46\u501f\u52a9\u50cf Phidata\u3001OpenAI Swarm\u3001LangGraph\u3001Microsoft Autogen\u3001CrewAI\u3001Vertex AI \u548c <a href=\"https:\/\/www.kdjingpai.com\/langflow\/\">Langflow<\/a> \u7b49 Multi-Agent\uff08\u591a\u4ee3\u7406\uff09\u6846\u67b6\uff0c\u5f00\u53d1\u8fc7\u7a0b\u4f1a\u53d8\u5f97\u66f4\u52a0\u9ad8\u6548\u3002\u8fd9\u4e9b\u6846\u67b6\u63d0\u4f9b\u4e86\u9884\u5148\u6253\u5305\u7684\u5de5\u5177\u548c\u529f\u80fd\uff0c\u4ece\u800c\u5e2e\u52a9\u6211\u4eec\u5feb\u901f\u6784\u5efa AI \u52a9\u624b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u90a3\u4e48\uff0c\u4f7f\u7528\u8fd9\u4e9b\u6846\u67b6\u7684\u4f18\u52bf\u5728\u54ea\u91cc\u5462\uff1f<\/p>\n<ol>\n<li><strong>\u9009\u62e9\u5408\u9002\u7684LLM<\/strong>\uff1a\u4f60\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u7684\u5e94\u7528\u573a\u666f\uff0c\u4f7f\u7528 OpenAI\u3001Anthropic\u3001xAI\u3001Mistral \u7b49 LLM\uff0c\u6216\u50cf <a href=\"https:\/\/www.kdjingpai.com\/ollama\/\">Ollama<\/a> \u548c LM Studio \u7b49\u5de5\u5177\u6765\u6784\u5efa\u00a0AI Agent\u3002<\/li>\n<li><strong>\u6dfb\u52a0\u77e5\u8bc6\u5e93<\/strong>\uff1a\u8fd9\u4e9b\u6846\u67b6\u5141\u8bb8\u4f60\u5c06\u7279\u5b9a\u6587\u6863\uff08\u5982 json\u3001pdf 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\u8c03\u7528\u3001\u6570\u636e\u5e93\u67e5\u8be2\u3001\u89c6\u9891\u89c2\u770b\u3001\u90ae\u4ef6\u53d1\u9001\u7b49\u64cd\u4f5c\u3002<\/li>\n<li><strong>\u7b80\u5316\u5de5\u7a0b\u6311\u6218<\/strong>\uff1a\u8fd9\u4e9b\u6846\u67b6\u5e2e\u52a9\u6211\u4eec\u7b80\u5316\u590d\u6742\u7684\u5de5\u7a0b\u4efb\u52a1\uff0c\u6bd4\u5982\u77e5\u8bc6\u548c\u8bb0\u5fc6\u7ba1\u7406\uff0c\u4ece\u800c\u5728\u5f00\u53d1 AI \u4ea7\u54c1\u65f6\u51cf\u5c11\u6280\u672f\u96be\u5ea6\u3002<\/li>\n<li><strong>\u52a0\u901f\u5f00\u53d1\u4e0e\u90e8\u7f72<\/strong>\uff1a\u6846\u67b6\u63d0\u4f9b\u4e86\u6784\u5efa AI \u7cfb\u7edf\u6240\u9700\u7684\u5de5\u5177\u548c\u57fa\u7840\u8bbe\u65bd\uff0c\u5e2e\u52a9\u6211\u4eec\u66f4\u5feb\u901f\u5730\u5f00\u53d1\u548c\u5c06 AI \u7cfb\u7edf\u90e8\u7f72\u5230\u4e91\u5e73\u53f0\uff08\u5982 AWS\uff09\u3002<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<p>\u901a\u8fc7\u8fd9\u4e9b\u6846\u67b6\uff0c\u6211\u4eec\u53ef\u4ee5\u66f4\u8f7b\u677e\u5730\u5f00\u53d1\u51fa\u9ad8\u6548\u3001\u667a\u80fd\u7684 AI Agent\uff0c\u63d0\u5347\u4ea7\u54c1\u5f00\u53d1\u7684\u901f\u5ea6\u548c\u8d28\u91cf\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u6df1\u5165\u4e86\u89e3\u6784\u5efa\u00a0AI Agent\u00a0\u7684\u4e94\u5927\u5e73\u53f0\uff0c\u5e2e\u52a9\u4f60\u5feb\u901f\u4e0a\u624b\uff0c\u6253\u9020\u5c5e\u4e8e\u81ea\u5df1\u7684 AI \u52a9\u624b\uff01<\/p>\n<p>&nbsp;<\/p>\n<p><strong>Agent \u7684\u57fa\u672c\u7ed3\u6784<\/strong><\/p>\n<p>\u4e0b\u9762\u7684\u4ee3\u7801\u7247\u6bb5\u5c55\u793a\u4e86\u4e00\u4e2a\u6700\u7b80\u5355\u7684\u00a0AI Agent\u3002\u00a0AI Agent\u00a0\u901a\u8fc7\u4f7f\u7528\u8bed\u8a00\u6a21\u578b\u6765\u89e3\u51b3\u95ee\u9898\u3002AI Agent\u00a0\u7684\u5b9a\u4e49\u53ef\u80fd\u5305\u62ec\u9009\u62e9\u7684\u5927\u578b\u6216\u5c0f\u578b\u8bed\u8a00\u6a21\u578b\u3001\u5185\u5b58\u3001\u5b58\u50a8\u3001\u5916\u90e8\u77e5\u8bc6\u6e90\u3001\u5411\u91cf\u6570\u636e\u5e93\u3001\u6307\u4ee4\u3001\u63cf\u8ff0\u3001\u540d\u79f0\u7b49\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/9d466c3143758ec.png\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>\u4f8b\u5982\uff0c\u50cf <a href=\"https:\/\/www.kdjingpai.com\/codeium\/\">Windsurf<\/a> \u8fd9\u6837\u7684\u73b0\u4ee3\u00a0AI Agent\u00a0\u53ef\u4ee5\u5e2e\u52a9\u4efb\u4f55\u4eba\u5feb\u901f\u751f\u6210\u3001\u8fd0\u884c\u3001\u7f16\u8f91\u3001\u6784\u5efa\u548c\u90e8\u7f72\u5168\u6808 Web \u5e94\u7528\u7a0b\u5e8f\u3002\u5b83\u652f\u6301\u591a\u79cd Web \u6280\u672f\u548c\u6570\u636e\u5e93\u7684\u4ee3\u7801\u751f\u6210\u4e0e\u5e94\u7528\u6784\u5efa\uff0c\u5982 Astro\u3001Vite\u3001Next.js\u3001Superbase \u7b49\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u4f01\u4e1a\u4e2d Multi-Agent \u7684\u5e94\u7528\u6848\u4f8b<\/strong><\/p>\n<p>Agentic AI 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\u5728\u4f01\u4e1a\u9886\u57df\u4e2d\u6709\u7528\u7684\u5173\u952e\u5e94\u7528\u573a\u666f\uff1a<\/p>\n<ul>\n<li><strong>\u547c\u53eb\u4e0e\u5176\u4ed6\u5206\u6790<\/strong>\uff1a\u5206\u6790\u53c2\u4e0e\u8005\u7684\u89c6\u9891\u901a\u8bdd\uff0c\u83b7\u5f97\u4eba\u4eec\u7684\u60c5\u611f\u3001\u610f\u56fe\u548c\u6ee1\u610f\u5ea6\u7b49\u6d1e\u5bdf\u3002Multi-Agent\u00a0\u7cfb\u7edf\u64c5\u957f\u5206\u6790\u548c\u62a5\u544a\u7528\u6237\u7684\u610f\u56fe\u3001\u4eba\u53e3\u7edf\u8ba1\u548c\u4e92\u52a8\u3002\u5b83\u4eec\u7684\u5206\u6790\/\u62a5\u544a\u80fd\u529b\u5e2e\u52a9\u4f01\u4e1a\u9501\u5b9a\u76ee\u6807\u5ba2\u6237\u6216\u5e02\u573a\u3002<\/li>\n<li><strong>\u547c\u53eb\u5206\u7c7b<\/strong>\uff1a\u6839\u636e\u53c2\u4e0e\u8005\u7684\u7f51\u7edc\u5e26\u5bbd\u548c\u5f3a\u5ea6\u81ea\u52a8\u5bf9\u547c\u53eb\u8fdb\u884c\u5206\u7c7b\uff0c\u4ee5\u4fbf\u9ad8\u6548\u5904\u7406\u3002<\/li>\n<li><strong>\u5e02\u573a\u503e\u542c<\/strong>\uff1a\u76d1\u63a7\u548c\u5206\u6790\u5e02\u573a\u5e94\u7528\u4e2d\u7684\u5ba2\u6237\u60c5\u611f\u3002<\/li>\n<li><strong>\u8c03\u67e5\u4e0e\u8bc4\u8bba\u5206\u6790<\/strong>\uff1a\u5229\u7528\u5ba2\u6237\u53cd\u9988\u548c\u8c03\u67e5\u6570\u636e\u83b7\u53d6\u6d1e\u5bdf\u5e76\u6539\u5584\u5ba2\u6237\u4f53\u9a8c\u3002<\/li>\n<li><strong>\u5dee\u65c5\u4e0e\u8d39\u7528\u7ba1\u7406<\/strong>\uff1a\u81ea\u52a8\u5316\u8d39\u7528\u62a5\u544a\u3001\u8ddf\u8e2a\u548c\u5ba1\u6279\u3002<\/li>\n<li><strong>\u5bf9\u8bdd\u5f0f\u94f6\u884c<\/strong>\uff1a\u901a\u8fc7 AI \u9a71\u52a8\u7684\u804a\u5929\u6216\u8bed\u97f3\u52a9\u624b\u5e2e\u52a9\u5ba2\u6237\u8fdb\u884c\u94f6\u884c\u4e1a\u52a1\u3002<\/li>\n<li><strong>\u901a\u7528AI\u652f\u6301\u804a\u5929\u673a\u5668\u4eba<\/strong>\uff1a\u5ba2\u6237\u652f\u6301 Agent \u53ef\u4ee5\u5904\u7406\u5ba2\u6237\u6295\u8bc9\u3001\u6392\u9664\u6545\u969c\uff0c\u5e76\u5c06\u590d\u6742\u4efb\u52a1\u59d4\u6d3e\u7ed9\u5176\u4ed6 Agent\u3002<\/li>\n<li><strong>\u91d1\u878d<\/strong>\uff1a\u91d1\u878d Agent \u53ef\u4ee5\u7528\u4e8e\u9884\u6d4b\u7ecf\u6d4e\u3001\u80a1\u7968\u548c\u5e02\u573a\u8d8b\u52bf\uff0c\u5e76\u63d0\u4f9b\u5207\u5b9e\u53ef\u884c\u7684\u6295\u8d44\u5efa\u8bae\u3002<\/li>\n<li><strong>\u8425\u9500<\/strong>\uff1a\u4f01\u4e1a\u7684\u8425\u9500\u56e2\u961f\u53ef\u4ee5\u5229\u7528 AI Agent \u4e3a\u4e0d\u540c\u76ee\u6807\u53d7\u4f17\u521b\u4f5c\u4e2a\u6027\u5316\u5185\u5bb9\u548c\u5e7f\u544a\u6587\u6848\uff0c\u4ece\u800c\u63d0\u9ad8\u8f6c\u5316\u7387\u3002<\/li>\n<li><strong>\u9500\u552e<\/strong>\uff1aAI Agent \u53ef\u4ee5\u5e2e\u52a9\u5206\u6790\u7cfb\u7edf\u4e2d\u7684\u5ba2\u6237\u4e92\u52a8\u6a21\u5f0f\uff0c\u5e2e\u52a9\u9500\u552e\u56e2\u961f\u805a\u7126\u4e8e\u6f5c\u5728\u5ba2\u6237\u7684\u8f6c\u5316\u3002<\/li>\n<li><strong>\u6280\u672f<\/strong>\uff1a\u5728\u6280\u672f\u884c\u4e1a\uff0cAI \u7f16\u7801 Agent \u53ef\u4ee5\u5e2e\u52a9\u5f00\u53d1\u4eba\u5458\u548c\u5de5\u7a0b\u5e08\u901a\u8fc7\u52a0\u901f\u4ee3\u7801\u5b8c\u6210\u3001\u751f\u6210\u3001\u81ea\u52a8\u5316\u3001\u6d4b\u8bd5\u548c\u4fee\u590d\u9519\u8bef\u6765\u63d0\u9ad8\u5de5\u4f5c\u6548\u7387\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>2024 \u4e94\u5927 Agent \u6846\u67b6<\/strong><\/p>\n<p>\u4f60\u53ef\u4ee5\u4f7f\u7528\u591a\u4e2a Python \u6846\u67b6\u6765\u521b\u5efa\u5e76\u5c06 Agent \u6dfb\u52a0\u5230\u5e94\u7528\u7a0b\u5e8f\u548c\u670d\u52a1\u4e2d\u3002\u8fd9\u4e9b\u6846\u67b6\u5305\u62ec\u65e0\u4ee3\u7801\uff08\u53ef\u89c6\u5316 AI Agent \u6784\u5efa\u5668\uff09\u3001\u4f4e\u4ee3\u7801\u548c\u4e2d\u4ee3\u7801\u5de5\u5177\u3002\u73b0\u5728\u6211\u5c06\u5411\u4f60\u4ecb\u7ecd 2024 \u5e74\u4e94\u4e2a\u9876\u5c16\u7684\u7684\u57fa\u4e8e Python \u7684 Agent \u6784\u5efa\u5668\uff0c\u4f60\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u4e1a\u52a1\u9700\u6c42\u8fdb\u884c\u81ea\u7531\u9009\u62e9\u3002<\/p>\n<p>&nbsp;<\/p>\n<h3><strong>1\u00a0 Phidata<\/strong><\/h3>\n<p><a href=\"https:\/\/www.kdjingpai.com\/phidata\/\">Phidata<\/a> \u662f\u4e00\u4e2a\u57fa\u4e8e Python \u7684\u6846\u67b6\uff0c\u53ef\u5c06 LLM \u8f6c\u5316\u4e3a AI \u4ea7\u54c1\u4e2d\u7684 Agent\u3002\u5b83\u652f\u6301\u4e3b\u6d41\u5927\u5382\u7684\u95ed\u6e90\u548c\u5f00\u6e90 LLM\uff0c\u5982 OpenAI\u3001Anthropic\u3001Cohere\u3001Ollama \u548c <a href=\"https:\/\/www.kdjingpai.com\/together\/\">Together<\/a> AI \u7b49\u3002\u901a\u8fc7\u5176\u5bf9\u6570\u636e\u5e93\u548c\u5411\u91cf\u5b58\u50a8\u7684\u652f\u6301\uff0c\u6211\u4eec\u53ef\u4ee5\u8f7b\u677e\u5730\u5c06 AI \u7cfb\u7edf\u8fde\u63a5\u5230 Postgres\u3001PgVector\u3001Pinecone\u3001LanceDb \u7b49\u3002\u4f7f\u7528 Phidata\uff0c\u6211\u4eec\u53ef\u4ee5\u6784\u5efa\u57fa\u7840 Agent\uff0c\u4e5f\u53ef\u4ee5\u901a\u8fc7\u51fd\u6570\u8c03\u7528\u3001\u7ed3\u6784\u5316\u8f93\u51fa\u548c\u5fae\u8c03\u6765\u521b\u5efa\u9ad8\u7ea7 Agent\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>Phidata \u7684\u4e3b\u8981\u529f\u80fd<\/strong><\/p>\n<ul>\n<li><strong>\u5185\u7f6e Agent\u00a0UI<\/strong>\uff1aPhidata \u63d0\u4f9b\u4e86\u4e00\u4e2a\u73b0\u6210\u7684\u7528\u6237\u754c\u9762\uff0c\u7528\u4e8e\u672c\u5730\u6216\u4e91\u7aef\u8fd0\u884c Agent \u9879\u76ee\uff0c\u5e76\u5728\u540e\u53f0\u7ba1\u7406\u4f1a\u8bdd\u3002<\/li>\n<li><strong>\u90e8\u7f72<\/strong>\uff1a\u4f60\u53ef\u4ee5\u5c06 Agent \u53d1\u5e03\u5230 GitHub \u6216\u4efb\u4f55\u4e91\u670d\u52a1\uff0c\u4e5f\u53ef\u4ee5\u8fde\u63a5 AWS \u8d26\u6237\u5c06\u5176\u90e8\u7f72\u5230\u751f\u4ea7\u73af\u5883\u3002<\/li>\n<li><strong>\u76d1\u63a7\u5173\u952e\u6307\u6807<\/strong>\uff1a\u63d0\u4f9b\u4f1a\u8bdd\u5feb\u7167\u3001API \u8c03\u7528\u3001token \u4f7f\u7528\u60c5\u51b5\uff0c\u5e76\u652f\u6301\u8bbe\u7f6e\u8c03\u6574\u548c Agent\u00a0\u6539\u8fdb\u3002<\/li>\n<li><strong>\u6a21\u677f\u652f\u6301<\/strong>\uff1a\u901a\u8fc7\u9884\u914d\u7f6e\u7684\u4ee3\u7801\u5e93\u6a21\u677f\uff0c\u52a0\u901f AI \u4ee3\u7406\u7684\u5f00\u53d1\u548c\u751f\u4ea7\u8fc7\u7a0b\u3002<\/li>\n<li><strong>\u652f\u6301 AWS<\/strong>\uff1aPhidata \u4e0e AWS \u65e0\u7f1d\u96c6\u6210\uff0c\u53ef\u4ee5\u5728 AWS \u8d26\u6237\u4e0a\u8fd0\u884c\u5b8c\u6574\u7684\u5e94\u7528\u7a0b\u5e8f\u3002<\/li>\n<li><strong>\u6a21\u578b\u72ec\u7acb\u6027<\/strong>\uff1a\u652f\u6301\u4f7f\u7528\u6765\u81ea OpenAI\u3001Anthropic\u3001Groq \u548c <a href=\"https:\/\/www.kdjingpai.com\/le-chat-mistral\/\">Mistral<\/a> \u7b49\u5148\u8fdb\u7684\u6a21\u578b\u548c API \u5bc6\u94a5\u3002<\/li>\n<li><strong>\u6784\u5efa Multi-Agent<\/strong>\uff1a\u4f7f\u7528 Phidata \u53ef\u4ee5\u521b\u5efa\u4e00\u4e2a Agent \u56e2\u961f\uff0c\u8ba9\u5b83\u4eec\u76f8\u4e92\u4f20\u9012\u4efb\u52a1\u5e76\u534f\u4f5c\u5b8c\u6210\u590d\u6742\u4efb\u52a1\u3002Phidata \u4f1a\u5728\u540e\u53f0\u65e0\u7f1d\u5904\u7406\u00a0Agent\u00a0\u7684\u534f\u8c03\u5de5\u4f5c\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>\u73b0\u5728\u6211\u5c06\u5411\u4f60\u5c55\u793a\u5982\u4f55\u4f7f\u7528 Phidata \u6846\u67b6\u548c OpenAI \u7684 LLM \u5728 Python \u4e2d\u6784\u5efa\u4e00\u4e2a\u67e5\u8be2 Yahoo Finance \u7684\u91d1\u878d\u6570\u636e\u7684\u57fa\u672c AI Agent\u3002\u8be5 Agent \u65e8\u5728\u901a\u8fc7 Yahoo Finance \u6c47\u603b\u5404\u516c\u53f8\u5206\u6790\u5e08\u7684\u63a8\u8350\u610f\u89c1\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u5b89\u88c5\u4f9d\u8d56\u9879\uff1a<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/8fd112dcc9a9efb.png\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>\u65b0\u5efa\u4e00\u4e2a financial_agent.py\uff1a<\/p>\n<pre>import openai\r\nfrom phi.agent import Agent\r\nfrom phi.model.openai import OpenAIChat\r\nfrom phi.tools.yfinance import YFinanceTools\r\nfrom dotenv import load_dotenv\r\nimport os\r\n\r\n\r\n# \u4ece .env \u6587\u4ef6\u52a0\u8f7d\u73af\u5883\u53d8\u91cf\r\nload_dotenv()\r\n\r\n\r\n# \u4ece\u73af\u5883\u4e2d\u83b7\u53d6 API \u5bc6\u94a5\r\nopenai.api_key = os.getenv(\"OPENAI_API_KEY\")\r\n\r\n\r\n# \u521d\u59cb\u5316 Agent \r\nfinance_agent = Agent(\r\nname=\"Finance AI Agent\",\r\nmodel=OpenAIChat(id=\"gpt-4o\"),\r\ntools=[\r\nYFinanceTools(\r\nstock_price=True,\r\nanalyst_recommendations=True,\r\ncompany_info=True,\r\ncompany_news=True,\r\n)\r\n],\r\ninstructions=[\"Use tables to display data\"],\r\nshow_tool_calls=True,\r\nmarkdown=True,\r\n)\r\n\r\n\r\n# \u8f93\u51fa\u5206\u6790\u5e08\u5bf9 NVDA \u7684\u63a8\u8350\u6458\u8981\r\nfinance_agent.print_response(\"Summarize analyst recommendations for NVDA\", stream=True)<\/pre>\n<p>&nbsp;<\/p>\n<p>\u4e0a\u8ff0\u4ee3\u7801\uff1a<\/p>\n<ol>\n<li><strong>\u5bfc\u5165\u6a21\u5757\u548c\u52a0\u8f7d API \u5bc6\u94a5<\/strong><br \/>\n\u9996\u5148\uff0c\u5bfc\u5165\u6240\u9700\u7684\u6a21\u5757\u548c\u5305\uff0c\u5e76\u901a\u8fc7 .env \u6587\u4ef6\u52a0\u8f7d OpenAI \u7684 API \u5bc6\u94a5\u3002\u8fd9\u79cd\u52a0\u8f7d API \u5bc6\u94a5\u7684\u65b9\u5f0f\u540c\u6837\u9002\u7528\u4e8e\u5176\u4ed6\u6a21\u578b\u63d0\u4f9b\u5546\uff0c\u5982 Anthropic\u3001Mistral \u548c Groq\u3002<\/li>\n<li><strong>\u521b\u5efa\u4ee3\u7406<\/strong><br \/>\n\u4f7f\u7528 Phidata \u7684 Agent \u7c7b\u521b\u5efa\u4e00\u4e2a\u65b0\u7684\u00a0Agent\uff0c\u5e76\u6307\u5b9a\u5176\u72ec\u7279\u7684\u529f\u80fd\u548c\u7279\u6027\uff0c\u5305\u62ec\u6a21\u578b\u3001\u5de5\u5177\u3001\u6307\u4ee4\u7b49\u3002<\/li>\n<li><strong>\u6253\u5370\u54cd\u5e94<\/strong><br \/>\n\u8c03\u7528 print_response \u65b9\u6cd5\u8f93\u51fa\u4ee3\u7406\u5bf9\u95ee\u9898\u7684\u54cd\u5e94\uff0c\u5e76\u6307\u5b9a\u662f\u5426\u4ee5\u6d41\u5f0f\u65b9\u5f0f\u663e\u793a\uff08stream=True\uff09\u3002<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/3bc5821725e0dab.png\" \/><\/p>\n<p>&nbsp;<\/p>\n<h3><strong>2\u00a0 Swarm<\/strong><\/h3>\n<p><a href=\"https:\/\/www.kdjingpai.com\/swarm\/\">Swarm<\/a> \u662f OpenAI \u6700\u8fd1\u53d1\u5e03\u7684\u4e00\u79cd\u5f00\u6e90\u5b9e\u9a8c\u6027 Agent \u6846\u67b6\uff0c\u662f\u4e00\u79cd\u8f7b\u91cf\u7ea7\u7684 Multi-Agent \u7f16\u6392\u6846\u67b6\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u6ce8\u610f<\/strong>\uff1aSwarm \u4ecd\u5904\u4e8e\u5b9e\u9a8c\u9636\u6bb5\u3002\u53ef\u7528\u4e8e\u5f00\u53d1\u548c\u6559\u80b2\u76ee\u7684\uff0c\u4f46\u4e0d\u5efa\u8bae\u7528\u4e8e\u751f\u4ea7\u73af\u5883\u3002\u6700\u65b0\u7684\u4fe1\u606f\u53ef\u4ee5\u53bb\u53c2\u8003\u5b98\u65b9\u4ed3\u5e93\uff1a<\/p>\n<p>https:\/\/github.com\/openai\/swarm<\/p>\n<p>&nbsp;<\/p>\n<p>Swarm \u4f7f\u7528 <strong>Agents<\/strong>\u00a0\u548c <strong>Handoffs\uff08\u4ea4\u63a5\uff09<\/strong> \u4f5c\u4e3a\u62bd\u8c61\u6982\u5ff5\uff0c\u7528\u4e8e Agent \u7684\u7f16\u6392\u548c\u534f\u8c03\u3002\u5b83\u662f\u4e00\u79cd\u8f7b\u91cf\u7ea7\u6846\u67b6\uff0c\u4fbf\u4e8e\u6d4b\u8bd5\u548c\u7ba1\u7406\u3002Swarm \u7684 Agent \u53ef\u4ee5\u914d\u7f6e\u5de5\u5177\u3001\u6307\u4ee4\u548c\u5176\u4ed6\u53c2\u6570\uff0c\u4ee5\u6267\u884c\u7279\u5b9a\u4efb\u52a1\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u9664\u4e86\u5176\u8f7b\u91cf\u548c\u7b80\u5355\u7684\u67b6\u6784\uff0cSwarm \u8fd8\u5177\u5907\u4ee5\u4e0b\u5173\u952e\u7279\u6027\uff1a<\/p>\n<ol>\n<li><strong>\u5bf9\u8bdd\u4ea4\u63a5<\/strong>\uff1aSwarm \u652f\u6301\u6784\u5efa Multi-Agent \u7cfb\u7edf\uff0c\u4e00\u4e2a Agent \u53ef\u4ee5\u5728\u4efb\u610f\u65f6\u95f4\u5c06\u5bf9\u8bdd\u4ea4\u63a5\u7ed9\u5176\u4ed6\u00a0Agent\u3002<\/li>\n<li><strong>\u53ef\u6269\u5c55\u6027<\/strong>\uff1a\u51ed\u501f\u5176\u7b80\u5316\u7684\u4ea4\u63a5\u67b6\u6784\uff0cSwarm \u6613\u4e8e\u6784\u5efa\u80fd\u591f\u652f\u6301\u6570\u767e\u4e07\u7528\u6237\u7684\u00a0Agent\u00a0\u7cfb\u7edf\u3002<\/li>\n<li><strong>\u53ef\u6269\u5c55\u6027<\/strong>\uff1aSwarm \u8bbe\u8ba1\u4e0a\u5177\u6709\u5f88\u9ad8\u7684\u53ef\u5b9a\u5236\u6027\uff0c\u53ef\u7528\u4e8e\u521b\u5efa\u5b8c\u5168\u5b9a\u5236\u5316\u7684\u00a0Agent\u00a0\u4f53\u9a8c\u3002<\/li>\n<li><strong>\u5185\u7f6e\u68c0\u7d22\u7cfb\u7edf\u548c\u5185\u5b58\u5904\u7406<\/strong>\uff1aSwarm \u5185\u7f6e\u4e86\u5b58\u50a8\u548c\u5904\u7406\u5bf9\u8bdd\u5185\u5bb9\u7684\u529f\u80fd\u3002<\/li>\n<li><strong>\u9690\u79c1\u4fdd\u62a4<\/strong>\uff1aSwarm \u4e3b\u8981\u5728\u5ba2\u6237\u7aef\u8fd0\u884c\uff0c\u5e76\u4e14\u4e0d\u4f1a\u5728\u8c03\u7528\u4e4b\u95f4\u4fdd\u7559\u72b6\u6001\uff0c\u6781\u5927\u5730\u63d0\u9ad8\u4e86\u6570\u636e\u9690\u79c1\u6027\u3002<\/li>\n<li><strong>\u6559\u80b2\u8d44\u6e90<\/strong>\uff1aSwarm \u63d0\u4f9b\u4e86\u4e00\u7cfb\u5217\u57fa\u7840\u5230\u9ad8\u7ea7\u7684\u00a0Multi-Agent\u00a0\u5e94\u7528\u793a\u4f8b\uff0c\u53ef\u4f9b\u5f00\u53d1\u8005\u6d4b\u8bd5\u548c\u5b66\u4e60\u3002<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u7ed9\u4f60\u6f14\u793a\u4e00\u4e0b\u5982\u4f55\u4f7f\u7528 Swarm\uff1a<\/p>\n<pre>from swarm import Swarm, Agent\r\n\r\n# \u521d\u59cb\u5316 Swarm \u5ba2\u6237\u7aef\r\nclient = Swarm()\r\nmini_model = \"gpt-4o-mini\"\r\n\r\n#\u00a0\u5b9a\u4e49\u534f\u8c03\u51fd\u6570\uff0c\u7528\u4e8e\u5c06\u4efb\u52a1\u4ea4\u63a5\u7ed9 Agent B\r\ndef transfer_to_agent_b():\r\nreturn agent_b\r\n\r\n#\u00a0\u5b9a\u4e49 Agent A\r\nagent_a = Agent(\r\nname=\"Agent A\",\r\ninstructions=\"You are a helpful assistant.\",\r\nfunctions=[transfer_to_agent_b],\r\n)\r\n\r\n#\u00a0\u5b9a\u4e49\u00a0Agent\u00a0B\r\nagent_b = Agent(\r\nname=\"Agent B\",\r\nmodel=mini_model,\r\ninstructions=\"You <a href=\"https:\/\/www.kdjingpai.com\/speak\/\">speak<\/a> only in Finnish.\",\r\n)\r\n\r\n# \u8fd0\u884c Agent \u7cfb\u7edf\u5e76\u83b7\u53d6\u54cd\u5e94\r\nresponse = client.run(\r\nagent=agent_a,\r\nmessages=[{\"role\": \"user\", \"content\": \"I want to talk to Agent B.\"}],\r\ndebug=False,\r\n)\r\n\r\n# \u6253\u5370 Agent B \u7684\u54cd\u5e94\r\nprint(response.messages[-1][\"content\"])<\/pre>\n<p>&nbsp;<\/p>\n<p>\u4e0a\u8ff0\u4ee3\u7801<\/p>\n<ol>\n<li>\n<ol>\n<li><strong>\u521d\u59cb\u5316<\/strong>\n<ul>\n<li>Swarm \u7528\u4e8e\u521b\u5efa\u4e00\u4e2a\u5ba2\u6237\u7aef\u5b9e\u4f8b\u3002<\/li>\n<li>Agent \u5b9a\u4e49\u4e86 Agent \u7684\u540d\u79f0\u3001\u529f\u80fd\u548c\u8bed\u8a00\u6a21\u578b\uff08\u5982 gpt-4o-mini\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u4ea4\u63a5\u903b\u8f91<\/strong><\/li>\n<\/ol>\n<\/li>\n<\/ol>\n<p>transfer_to_agent_b \u662f\u4e00\u4e2a\u534f\u8c03\u5668\u51fd\u6570\uff0c\u5c06\u4efb\u52a1\u4ece agent_a \u8f6c\u79fb\u5230 agent_b\u3002<\/p>\n<ol>\n<li>\n<ol>\n<li><strong>\u8fd0\u884c\u4ee3\u7406\u7cfb\u7edf<\/strong><\/li>\n<\/ol>\n<\/li>\n<\/ol>\n<p>client.run() \u6267\u884c\u4ee3\u7406\u7cfb\u7edf\uff0c\u4f20\u5165 messages \u548c debug \u53c2\u6570\uff0c\u7528\u4e8e\u8ddf\u8e2a\u4efb\u52a1\u6267\u884c\u8fc7\u7a0b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/2863fb7da73ba52.png\" \/><\/p>\n<p>\u5982\u679c\u5c06 agent_b \u7684\u6307\u4ee4\u4e2d\u8bed\u8a00\u66f4\u6539\u4e3a\u5176\u4ed6\u8bed\u8a00\uff08\u5982\u82f1\u8bed\u3001\u745e\u5178\u8bed\u3001\u82ac\u5170\u8bed\uff09\uff0c\u5c06\u4f1a\u5f97\u5230\u76f8\u5e94\u8bed\u8a00\u7684\u54cd\u5e94\u7ed3\u679c\u3002<\/p>\n<p>&nbsp;<\/p>\n<h3><strong>3\u00a0 CrewAI<\/strong><\/h3>\n<p><a href=\"https:\/\/www.kdjingpai.com\/crewai\/\">CrewAI<\/a> \u662f\u6700\u53d7\u6b22\u8fce\u7684\u57fa\u4e8e Agent \u7684 AI \u6846\u67b6\u4e4b\u4e00\uff0c\u53ef\u5feb\u901f\u6784\u5efa AI Agent\u00a0\u5e76\u5c06\u5176\u96c6\u6210\u5230\u6700\u65b0\u7684 LLM \u548c\u4ee3\u7801\u5e93\u4e2d\u3002\u50cf Oracle\u3001Deloitte\u3001Accenture \u7b49\u5927\u516c\u53f8\u90fd\u5728\u4f7f\u7528\u5e76\u4fe1\u4efb CrewAI\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u4e0e\u5176\u4ed6\u57fa\u4e8e Agent \u7684\u6846\u67b6\u76f8\u6bd4\uff0cCrewAI \u529f\u80fd\u66f4\u52a0\u4e30\u5bcc\uff0c\u7279\u6027\u66f4\u52a0\u591a\u6837\u3002<\/p>\n<ol>\n<li><strong>\u53ef\u6269\u5c55\u6027<\/strong>\u652f\u6301\u96c6\u6210 700 \u591a\u79cd\u5e94\u7528\u7a0b\u5e8f\uff0c\u5305\u62ec Notion\u3001Zoom\u3001Stripe\u3001Mailchimp\u3001Airtable \u7b49\u3002<\/li>\n<li><strong>\u5de5\u5177<\/strong>\n<ul>\n<li>\u5f00\u53d1\u8005\u53ef\u4ee5\u4f7f\u7528 CrewAI \u6846\u67b6\u4ece\u96f6\u5f00\u59cb\u6784\u5efa Multi-Agent \u81ea\u52a8\u5316\u7cfb\u7edf\u3002<\/li>\n<li>\u8bbe\u8ba1\u5e08\u53ef\u4ee5\u901a\u8fc7\u5176 UI Studio \u548c\u6a21\u677f\u5de5\u5177\uff0c\u5728\u65e0\u4ee3\u7801\u73af\u5883\u4e2d\u521b\u5efa\u529f\u80fd\u9f50\u5168\u7684 Agent\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u90e8\u7f72<\/strong>\u4f60\u53ef\u4ee5\u4f7f\u7528\u81ea\u5df1\u559c\u6b22\u7684\u90e8\u7f72\u65b9\u5f0f\uff0c\u5c06\u5f00\u53d1\u7684 Agent \u5feb\u901f\u8fc1\u79fb\u5230\u751f\u4ea7\u73af\u5883\u3002<\/li>\n<li><strong>Agent \u76d1\u63a7<\/strong>\u50cf Phidata \u4e00\u6837\uff0cCrewAI \u63d0\u4f9b\u76f4\u89c2\u7684\u4eea\u8868\u76d8\uff0c\u7528\u4e8e\u76d1\u63a7\u00a0Agent\u00a0\u7684\u8fdb\u5ea6\u548c\u6027\u80fd\u3002<\/li>\n<li><strong>\u5185\u7f6e\u8bad\u7ec3\u5de5\u5177<\/strong>\u4f7f\u7528 CrewAI \u7684\u5185\u7f6e\u8bad\u7ec3\u548c\u6d4b\u8bd5\u5de5\u5177\uff0c\u63d0\u9ad8\u00a0Agent\u00a0\u7684\u6027\u80fd\u548c\u6548\u7387\uff0c\u5e76\u786e\u4fdd\u5176\u54cd\u5e94\u8d28\u91cf\u3002<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<p>\u9996\u5148\u6211\u4eec\u9700\u8981\u5b89\u88c5 CrewAI\uff1a<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/b2adaf2e31f8985.png\" \/><\/p>\n<p>\u4e0a\u8ff0\u547d\u4ee4\u4f1a\u5b89\u88c5 CrewAI \u53ca\u5176\u5de5\u5177\uff0c\u5e76\u9a8c\u8bc1\u5b89\u88c5\u662f\u5426\u6210\u529f\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u5b89\u88c5\u5b8c\u6210\u540e\uff0c\u53ef\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u521b\u5efa\u4e00\u4e2a\u65b0\u7684 CrewAI \u9879\u76ee\uff1a<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/a04c9f6c97b873e.png\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>\u8fd0\u884c\u8be5\u547d\u4ee4\u540e\uff0c\u7cfb\u7edf\u4f1a\u63d0\u793a\u6211\u4eec\u4ece\u4ee5\u4e0b\u6a21\u578b\u63d0\u4f9b\u5546\u5217\u8868\u4e2d\u9009\u62e9\u4e00\u4e2a\uff0c\u4f8b\u5982 OpenAI\u3001Anthropic\u3001xAI\u3001Mistral \u7b49\u3002\u9009\u62e9\u63d0\u4f9b\u5546\u540e\uff0c\u8fd8\u53ef\u4ee5\u4ece\u5217\u8868\u4e2d\u9009\u62e9\u5177\u4f53\u6a21\u578b\uff0c\u4f8b\u5982 gpt-4o-mini\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u4ee5\u4e0b\u547d\u4ee4\u53ef\u7528\u4e8e\u521b\u5efa Multi-Agent \u7cfb\u7edf\uff1a<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/550e199e8311881.png\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>\u5b8c\u6574\u7684 CrewAI \u5e94\u7528\u5df2\u4e0a\u4f20\u5230 GitHub \u4ed3\u5e93\uff0c\u53ef\u901a\u8fc7\u4ee5\u4e0b\u547d\u4ee4\u4e0b\u8f7d\u5e76\u8fd0\u884c\uff1a<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/cb0640aabe94ff6.png\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>https:\/\/github.com\/GetStream\/stream-tutorial-projects\/tree\/main\/AI\/Multi-Agent-AI<\/p>\n<p>&nbsp;<\/p>\n<p>\u8fd0\u884c\u540e\uff0c\u4f60\u5c06\u770b\u5230\u7c7b\u4f3c\u4ee5\u4e0b\u7684\u54cd\u5e94\u7ed3\u679c\uff1a<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/1eb4071119ba6f7.png\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h3><strong>4\u00a0\u00a0<\/strong><strong>Autogen<\/strong><\/h3>\n<p><a href=\"https:\/\/www.kdjingpai.com\/autogen-2\/\">Autogen<\/a> \u662f\u4e00\u4e2a\u5f00\u6e90\u6846\u67b6\uff0c\u7528\u4e8e\u6784\u5efa Agent \u7cfb\u7edf\u3002\u501f\u52a9\u8be5\u6846\u67b6\uff0c\u53ef\u4ee5\u521b\u5efa Multi-Agent \u534f\u4f5c\u548c LLM \u5de5\u4f5c\u6d41\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>Autogen \u5177\u5907\u4ee5\u4e0b\u5173\u952e\u529f\u80fd\uff1a<\/p>\n<ol>\n<li><strong>\u8de8\u8bed\u8a00\u652f\u6301<\/strong>\u4f7f\u7528 Python \u548c .NET \u7b49\u7f16\u7a0b\u8bed\u8a00\u6784\u5efa Agent\u3002<\/li>\n<li><strong>\u672c\u5730\u00a0Agent<\/strong>\u53ef\u5728\u672c\u5730\u8fd0\u884c\u548c\u5b9e\u9a8c Agent\uff0c\u4ee5\u786e\u4fdd\u66f4\u9ad8\u7684\u9690\u79c1\u6027\u3002<\/li>\n<li><strong>\u5f02\u6b65\u6d88\u606f\u901a\u4fe1<\/strong>\u4f7f\u7528\u5f02\u6b65\u6d88\u606f\u8fdb\u884c Agent\u00a0\u4e4b\u95f4\u7684\u901a\u4fe1\u3002<\/li>\n<li><strong>\u53ef\u6269\u5c55\u6027<\/strong>\u652f\u6301\u5f00\u53d1\u8005\u6784\u5efa\u5206\u5e03\u5f0f\u00a0Agent\u00a0\u7f51\u7edc\uff0c\u9002\u7528\u4e8e\u4e0d\u540c\u7ec4\u7ec7\u4e4b\u95f4\u7684\u534f\u4f5c\u3002<\/li>\n<li><strong>\u53ef\u5b9a\u5236\u6027<\/strong>\u901a\u8fc7\u5176\u53ef\u63d2\u62d4\u7ec4\u4ef6\uff0c\u81ea\u5b9a\u4e49\u6784\u5efa\u5b8c\u5168\u4e2a\u6027\u5316\u7684 Agent\u00a0\u7cfb\u7edf\u4f53\u9a8c\u3002<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<p>\u4e0b\u9762\u7684\u4ee3\u7801\u5757\u6784\u5efa\u4e86\u4e00\u4e2a\u7b80\u5355\u7684 AI \u5929\u6c14 Agent \u7cfb\u7edf\uff1a<\/p>\n<pre>import asyncio\r\nfrom autogen_agentchat.agents import AssistantAgent\r\nfrom autogen_agentchat.task import Console, TextMentionTermination\r\nfrom autogen_agentchat.teams import RoundRobinGroupChat\r\nfrom autogen_ext.models import OpenAIChatCompletionClient\r\n\r\nimport os\r\nfrom dotenv import load_dotenv\r\n\r\nload_dotenv()\r\n\r\n# \u5b9a\u4e49\u5de5\u5177\r\nasync def get_weather(city: str) -&gt; str:\r\nreturn f\"The weather in {city} is 73 degrees and Sunny.\"\r\n\r\nasync def main() -&gt; None:\r\n# \u5b9a\u4e49 Agent\r\nweather_agent = AssistantAgent(\r\nname=\"weather_agent\",\r\nmodel_client=OpenAIChatCompletionClient(\r\nmodel=\"gpt-4o-mini\",\r\napi_key=os.getenv(\"OPENAI_API_KEY\"),\r\n),\r\ntools=[get_weather],\r\n)\r\n\r\n# \u5b9a\u4e49\u7ec8\u6b62\u6761\u4ef6\r\ntermination = TextMentionTermination(\"TERMINATE\")\r\n\r\n\u00a0\u00a0\u00a0\u00a0#\u00a0\u5b9a\u4e49 Agent \u56e2\u961f\r\nagent_team = RoundRobinGroupChat([weather_agent], termination_condition=termination)\r\n\r\n# \u8fd0\u884c\u56e2\u961f\u5e76\u5c06\u6d88\u606f\u6d41\u81f3\u63a7\u5236\u53f0\r\nstream = agent_team.run_stream(task=\"What is the weather in New York?\")\r\nawait Console(stream)\r\n\r\nasyncio.run(main())<\/pre>\n<p>&nbsp;<\/p>\n<p>\u4e0a\u8ff0\u4ee3\u7801<\/p>\n<ol>\n<li><strong>\u5de5\u5177\u5b9a\u4e49<\/strong>\uff1aget_weather \u662f\u4e00\u4e2a\u793a\u4f8b\u5de5\u5177\u51fd\u6570\uff0c\u8fd4\u56de\u57ce\u5e02\u5929\u6c14\u4fe1\u606f\u3002<\/li>\n<li><strong>\u4ee3\u7406\u5b9a\u4e49<\/strong>\uff1a\u4f7f\u7528 AssistantAgent \u5b9a\u4e49 Agent\uff0c\u5e76\u8bbe\u7f6e\u6a21\u578b\u5ba2\u6237\u7aef\u4e3a OpenAI \u7684 GPT-4o-mini\u3002API \u5bc6\u94a5\u4ece .env \u6587\u4ef6\u4e2d\u52a0\u8f7d\u3002<\/li>\n<li><strong>\u7ec8\u6b62\u6761\u4ef6<\/strong>\uff1a\u901a\u8fc7 TextMentionTermination \u5b9a\u4e49\u7ec8\u6b62\u6761\u4ef6\uff0c\u5f53\u63d0\u53ca &#8220;TERMINATE&#8221; \u65f6\u7ec8\u6b62\u4efb\u52a1\u3002<\/li>\n<li><strong> Agent \u56e2\u961f<\/strong>\uff1a\u4f7f\u7528 RoundRobinGroupChat \u521b\u5efa\u4e00\u4e2a Agent \u56e2\u961f\uff0c\u4ee5\u8f6e\u8be2\u65b9\u5f0f\u5206\u914d\u4efb\u52a1\u3002<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<p>\u8fd0\u884c\u6b64\u4ee3\u7801\u540e\uff0c\u63a7\u5236\u53f0\u5c06\u663e\u793a\u7c7b\u4f3c\u4e8e\u4ee5\u4e0b\u7684\u8f93\u51fa\u7ed3\u679c\uff1a<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/beb8e02a0f6fc77.png\" \/><\/p>\n<p>&nbsp;<\/p>\n<h3><strong>5\u00a0 LangGraph<\/strong><\/h3>\n<p><a href=\"https:\/\/www.kdjingpai.com\/langgraph\/\">LangGraph<\/a> \u662f\u57fa\u4e8e\u8282\u70b9\u7684 AI \u6846\u67b6\uff0c\u4e13\u4e3a\u6784\u5efa\u5904\u7406\u590d\u6742\u4efb\u52a1\u7684 Multi-Agent \u7cfb\u7edf\u800c\u8bbe\u8ba1\u3002\u4f5c\u4e3a LangChain \u751f\u6001\u7cfb\u7edf\u7684\u4e00\u90e8\u5206\uff0cLangGraph \u662f\u4e00\u79cd\u56fe\u7ed3\u6784\u7684 Agent \u6846\u67b6\u3002\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u8282\u70b9\u548c\u8fb9\u6765\u6784\u5efa\u7ebf\u6027\u3001\u5c42\u6b21\u5316\u548c\u987a\u5e8f\u5316\u7684\u5de5\u4f5c\u6d41\u3002\u5176\u4e2d\uff0c<strong>\u8282\u70b9\uff08node\uff09<\/strong>\u8868\u793a Agent \u7684\u52a8\u4f5c\uff0c<strong>\u8fb9\uff08edge\uff09<\/strong>\u8868\u793a\u52a8\u4f5c\u4e4b\u95f4\u7684\u8f6c\u6362\uff0c<strong>\u72b6\u6001\uff08state\uff09<\/strong>\u5219\u662f LangGraph Agent \u7684\u53e6\u4e00\u91cd\u8981\u7ec4\u6210\u90e8\u5206\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>LangGraph \u7684\u4f18\u52bf\u548c\u4e3b\u8981\u529f\u80fd<\/strong><\/p>\n<ol>\n<li><strong>\u514d\u8d39\u5f00\u6e90<\/strong>LangGraph \u662f\u4e00\u4e2a\u514d\u8d39\u7684\u5e93\uff0c\u9075\u5faa MIT \u5f00\u6e90\u8bb8\u53ef\u8bc1\u3002<\/li>\n<li><strong>\u6d41\u5f0f\u652f\u6301<\/strong>\u63d0\u4f9b\u9010\u5b57\u6d41\u5f0f\u652f\u6301\uff0c\u5c55\u793a\u00a0Agent\u00a0\u7684\u4e2d\u95f4\u6b65\u9aa4\u548c\u601d\u8003\u8fc7\u7a0b\u3002<\/li>\n<li><strong>\u90e8\u7f72\u9009\u9879<\/strong>\u652f\u6301\u591a\u79cd\u5927\u89c4\u6a21\u90e8\u7f72\u65b9\u5f0f\uff0c\u53ef\u901a\u8fc7 LangSmith \u76d1\u63a7\u00a0Agent\u00a0\u6027\u80fd\u3002\u4f01\u4e1a\u7248\u9009\u9879\u5141\u8bb8\u5b8c\u5168\u5728\u7528\u6237\u81ea\u6709\u57fa\u7840\u8bbe\u65bd\u4e0a\u90e8\u7f72 LangGraph\u3002<\/li>\n<li><strong>\u4f01\u4e1a\u9002\u914d<\/strong><a href=\"https:\/\/www.kdjingpai.com\/replit-agent\/\">Replit<\/a> \u4f7f\u7528 LangGraph \u4e3a\u5176 AI \u7f16\u7801\u00a0Agent\u00a0\u63d0\u4f9b\u652f\u6301\uff0c\u8bc1\u660e\u4e86 LangGraph \u7684\u4f01\u4e1a\u9002\u7528\u6027\u3002<\/li>\n<li><strong>\u9ad8\u6027\u80fd<\/strong>\u5728\u5904\u7406\u590d\u6742\u7684\u00a0Agent\u00a0\u5de5\u4f5c\u6d41\u65f6\uff0c\u4e0d\u4f1a\u589e\u52a0\u4ee3\u7801\u8d1f\u62c5\u3002<\/li>\n<li><strong>\u5faa\u73af\u4e0e\u53ef\u63a7\u6027<\/strong>\u53ef\u4ee5\u8f7b\u677e\u5b9a\u4e49\u5305\u542b\u5faa\u73af\u7684\u00a0Multi-Agent\u00a0\u5de5\u4f5c\u6d41\uff0c\u5e76\u5bf9\u00a0Agent\u00a0\u7684\u72b6\u6001\u8fdb\u884c\u5b8c\u5168\u63a7\u5236\u3002<\/li>\n<li><strong>\u6301\u4e45\u5316<\/strong>LangGraph \u4f1a\u5728\u56fe\u4e2d\u6bcf\u4e00\u6b65\u64cd\u4f5c\u540e\u81ea\u52a8\u4fdd\u5b58\u00a0Agent\u00a0\u72b6\u6001\uff0c\u8fd8\u652f\u6301\u5728\u4efb\u610f\u70b9\u6682\u505c\u548c\u6062\u590d\u56fe\u7684\u6267\u884c\u3002<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<p>\u524d\u5f80\u4e0b\u9762\u7684\u5730\u5740\u4e0b\u8f7d\u793a\u4f8b\u4ee3\u7801\uff1a<\/p>\n<p>https:\/\/langchain-ai.github.io\/langgraph\/<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Agent \u76ee\u524d\u6211\u89c1\u5230\u7684\u6700\u591a\u7684\u7ffb\u8bd1\u662f\u201c\u667a\u80fd\u4f53\u201d\uff0c\u4f46\u662f\u76f4\u8bd1\u662f\u201c\u4ee3\u7406\u201d\u3002 \u90a3 Agentic \u53c8\u8981\u7ffb\u8bd1\u6210\u4ec0\u4e48\u5462\uff1f\u6211\u611f\u89c9\u201c\u4ee3\u7406\u578b\u201d\u8fd9\u6837\u7684\u8bcd\u66f4\u5408\u9002\u3002 \u6240\u4ee5\u4e3a\u4e86\u4e0d\u8ba9\u8bfb\u8005\u6df7\u6dc6\uff0c\u6211\u5728\u672c\u6587\u76f4\u63a5\u7528\u82f1\u6587\u8868\u793a\u3002 &nbsp; \u968f\u7740 LLM \u7684\u53d1\u5c55\uff0cAI \u7684\u80fd\u529b\u5df2&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[34],"tags":[],"class_list":["post-16615","post","type-post","status-publish","format-standard","hentry","category-knowledge"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/16615","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/comments?post=16615"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/16615\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media?parent=16615"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/categories?post=16615"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/tags?post=16615"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}