{"id":3064,"date":"2026-01-25T04:34:18","date_gmt":"2026-01-25T04:34:18","guid":{"rendered":"https:\/\/umaax.com\/shenmeshiagenticworkflowyiwenkandong\/"},"modified":"2026-01-25T04:34:18","modified_gmt":"2026-01-25T04:34:18","slug":"shenmeshiagenticworkflowyiwenkandong","status":"publish","type":"post","link":"https:\/\/umaax.com\/en\/shenmeshiagenticworkflowyiwenkandong\/","title":{"rendered":"\u4ec0\u4e48\u662fAgentic Workflow\uff1f\u4e00\u6587\u770b\u61c2"},"content":{"rendered":"<p>\u5728\u5f53\u4eca\u5feb\u901f\u53d1\u5c55\u7684\u6280\u672f\u73af\u5883\u4e2d\uff0cAgentic Workflow\uff08\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\uff09\u4f5c\u4e3a\u4e00\u79cd\u65b0\u5174\u7684\u81ea\u52a8\u5316\u6d41\u7a0b\u7cfb\u7edf\uff0c\u6b63\u5728\u91cd\u5851\u6211\u4eec\u5904\u7406\u590d\u6742\u4efb\u52a1\u7684\u65b9\u5f0f\u3002\u672c\u6587\u4e3a\u4e0d\u5177\u5907\u6280\u672f\u80cc\u666f\u7684\u7528\u6237\u63d0\u4f9b\u4e00\u4e2a\u5168\u9762\u800c\u6613\u61c2\u7684\u6280\u672f\u89e3\u8bfb\uff0c\u5e2e\u52a9\u5927\u5bb6\u7406\u89e3\u8fd9\u4e00\u521b\u65b0\u6280\u672f\u7684\u672c\u8d28\u3001\u4ef7\u503c\u548c\u5e94\u7528\u524d\u666f\u3002<\/p>\n<p> <img fetchpriority=\"high\" decoding=\"async\" class=\"wp-image-63416 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/09\/Agentic-Workflow-1.png\"  alt=\"\" width=\"732\" height=\"418\" \/> <\/p>\n<h2>Agentic Workflow\u662f\u4ec0\u4e48<\/h2>\n<p>Agentic Workflow\uff08\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\uff09\u662f\u4e00\u79cd\u7531\u591a\u4e2aAI\u667a\u80fd\u4f53\uff08AI Agent\uff09\u534f\u540c\u5de5\u4f5c\u7684\u65b0\u578b\u81ea\u52a8\u5316\u6d41\u7a0b\u7cfb\u7edf\u3002\u901a\u8fc7\u5c06\u590d\u6742\u4efb\u52a1\u5206\u89e3\u4e3a\u5b50\u4efb\u52a1\uff0c\u7531\u5177\u5907\u81ea\u4e3b\u51b3\u7b56\u80fd\u529b\u7684AI\u667a\u80fd\u4f53\u52a8\u6001\u6267\u884c\uff0c\u6700\u7ec8\u5b8c\u6210\u6574\u4f53\u76ee\u6807\u3002\u4e0e\u4f20\u7edf\u5de5\u4f5c\u6d41\u4f9d\u8d56\u56fa\u5b9a\u89c4\u5219\u4e0d\u540c\uff0cAgentic Workflow\u5f3a\u8c03<strong>\u81ea\u4e3b\u6027<\/strong>\u3001<strong>\u9002\u5e94\u6027<\/strong>\u548c<strong>\u591a\u667a\u80fd\u4f53\u534f\u4f5c<\/strong>\uff0c\u80fd\u5e94\u5bf9\u5b9e\u65f6\u53d8\u5316\u7684\u73af\u5883\u548c\u9700\u6c42\u3002<\/p>\n<blockquote>\n<p>\u201cAgentic Workflow = \u4e00\u7fa4AI\u5c0f\u52a9\u7406\u81ea\u5df1\u5199\u5267\u672c\u3001\u81ea\u5df1\u9009\u6f14\u5458\u3001\u81ea\u5df1\u526a\u7247\u5b50\uff0c\u4eba\u7c7b\u53ea\u5f53\u5236\u7247\u4eba\u3002\u201d<\/p>\n<\/blockquote>\n<h2>\u6838\u5fc3\u7279\u5f81<\/h2>\n<ul>\n<li><strong>\u4efb\u52a1\u5206\u89e3\u4e0e\u89c4\u5212<\/strong>\uff1a\u5c06\u590d\u6742\u4efb\u52a1\u62c6\u89e3\u4e3a\u53ef\u6267\u884c\u7684\u5b50\u4efb\u52a1\uff0c\u6bcf\u4e2a\u667a\u80fd\u4f53\u8d1f\u8d23\u7279\u5b9a\u73af\u8282\uff0c\u5f62\u6210\u5b8c\u6574\u7684\u4efb\u52a1\u94fe\u3002<\/li>\n<li><strong>\u591a\u667a\u80fd\u4f53\u534f\u4f5c<\/strong>\uff1a\u4e0d\u540c\u667a\u80fd\u4f53\u627f\u62c5\u4e13\u4e1a\u5316\u89d2\u8272\uff08\u5982\u6570\u636e\u5206\u6790\u3001\u7528\u6237\u4ea4\u4e92\uff09\uff0c\u5b9e\u73b0\u4e13\u4e1a\u5206\u5de5\u4e0e\u9ad8\u6548\u534f\u4f5c\u3002<\/li>\n<li><strong>\u5de5\u5177\u4f7f\u7528\u80fd\u529b<\/strong>\uff1a\u8c03\u7528\u5916\u90e8API\u3001\u6570\u636e\u5e93\u6216\u8f6f\u4ef6\uff08\u5982Python\u4ee3\u7801\u6267\u884c\u3001\u7f51\u7edc\u641c\u7d22\uff09\uff0c\u6269\u5c55\u667a\u80fd\u4f53\u7684\u80fd\u529b\u8fb9\u754c\u3002<\/li>\n<li><strong>\u52a8\u6001\u8c03\u6574\u4e0e\u53cd\u601d<\/strong>\uff1a\u6839\u636e\u6267\u884c\u7ed3\u679c\u5b9e\u65f6\u4f18\u5316\u7b56\u7565\uff0c\u5177\u5907\u81ea\u6211\u5b66\u4e60\u548c\u9002\u5e94\u80fd\u529b\uff0c\u5e94\u5bf9\u53d8\u5316\u73af\u5883\u3002<\/li>\n<\/ul>\n<h2>\u6280\u672f\u8d77\u6e90\u4e0e\u53d1\u5c55\u5386\u7a0b<\/h2>\n<h4><strong>\u6982\u5ff5\u840c\u82bd\uff081980\u5e74\u4ee3\u20132000\u5e74\u4ee3\u521d\uff09<\/strong><\/h4>\n<ul>\n<li>\u6e90\u4e8e\u8ba1\u7b97\u673a\u79d1\u5b66\u7684<strong>\u4ee3\u7406\u7406\u8bba<\/strong>\u548c<strong>\u5206\u5e03\u5f0f\u7cfb\u7edf<\/strong>\u7814\u7a76\uff0c\u65e9\u671f\u5173\u6ce8\u6d41\u7a0b\u81ea\u52a8\u5316\u548c\u667a\u80fd\u5316\u8bbe\u8ba1\u3002\u8fd9\u4e00\u65f6\u671f\u63d0\u51fa\u4e86<strong>\u8f6f\u4ef6\u4ee3\u7406\uff08Software Agent\uff09<\/strong>\u6982\u5ff5\uff0c\u4f46\u5728\u5f53\u65f6\u7684\u6280\u672f\u6761\u4ef6\u4e0b\u5c1a\u672a\u5e7f\u6cdb\u5e94\u7528\u3002<\/li>\n<\/ul>\n<h4><strong>\u6280\u672f\u50ac\u5316\uff082010\u5e74\u4ee3\u20132023\u5e74\uff09<\/strong><\/h4>\n<ul>\n<li><strong>\u4e91\u8ba1\u7b97\u4e0e\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09<\/strong>\u7684\u53d1\u5c55\u4e3a\u667a\u80fd\u4f53\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u7b97\u529b\u548c\u8ba4\u77e5\u57fa\u7840\u3002<strong>AI Agent<\/strong>\u5f00\u59cb\u5174\u8d77\uff0c\u5355\u4e2a\u667a\u80fd\u4f53\u5df2\u80fd\u5b8c\u6210\u7b80\u5355\u4efb\u52a1\uff08\u5982ChatGPT\u7b49\u65e9\u671f\u5e94\u7528\uff09\u3002\u8fd9\u4e00\u9636\u6bb5\u4e3a\u540e\u7eed\u7684\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u5960\u5b9a\u4e86\u57fa\u7840\u3002<\/li>\n<\/ul>\n<h4><strong>\u8303\u5f0f\u786e\u7acb\uff082024\u5e74\u81f3\u4eca\uff09<\/strong><\/h4>\n<p>\u5434\u6069\u8fbe\u5728\u7ea2\u6749\u5cf0\u4f1a\u4e0a\u6b63\u5f0f\u63d0\u51faAgentic Workflow\u6982\u5ff5\uff0c\u5e76\u5b9a\u4e49\u4e86\u56db\u79cd\u6838\u5fc3\u8bbe\u8ba1\u6a21\u5f0f\uff1a<\/p>\n<ul class=\"list-disc pl-6 mt-2 space-y-1\">\n<li><strong>\u53cd\u601d\uff08Reflection\uff09<\/strong>\uff1a\u81ea\u6211\u8bc4\u4f30\u7ed3\u679c\u5e76\u8fed\u4ee3\u4f18\u5316<\/li>\n<li><strong>\u5de5\u5177\u4f7f\u7528\uff08Tool Use\uff09<\/strong>\uff1a\u8c03\u7528\u5916\u90e8\u8d44\u6e90\u89e3\u51b3\u95ee\u9898<\/li>\n<li><strong>\u89c4\u5212\uff08Planning\uff09<\/strong>\uff1a\u52a8\u6001\u5236\u5b9a\u6267\u884c\u8def\u5f84<\/li>\n<li><strong>\u591a\u667a\u80fd\u4f53\u534f\u4f5c\uff08Multi-agent Collaboration\uff09<\/strong>\uff1a\u591a\u4e2a\u667a\u80fd\u4f53\u534f\u540c\u5de5\u4f5c<\/li>\n<\/ul>\n<p class=\"mt-3\">\u5f00\u6e90\u6846\u67b6\uff08\u5982LangChain\u3001AutoGen\uff09\u548c\u5e73\u53f0\uff08\u5982Coze\u3001ModelScope\uff09\u7684\u51fa\u73b0\u63a8\u52a8\u4e86\u8fd9\u4e00\u6280\u672f\u7684\u666e\u53ca\u5e94\u7528\u3002<\/p>\n<h2>\u5178\u578b\u5e94\u7528\u573a\u666f<\/h2>\n<h4><strong>\u4f01\u4e1a\u7ea7\u5e94\u7528<\/strong><\/h4>\n<ul>\n<li><strong>\u667a\u80fd\u5ba2\u670d\u7cfb\u7edf<\/strong>\uff1a\u00a0\u6848\u4f8b\uff1aKlarna\u7684AI\u5ba2\u670d\u5904\u74062\/3\u54a8\u8be2\uff0c\u7cbe\u5ea6\u76f8\u5f53\u4eba\u7c7b\u4e14\u6210\u672c\u964d90%\u3002\n<ul>\n<li>\u5de5\u4f5c\u6d41\uff1a\u7528\u6237\u63d0\u95ee \u2192 \u8def\u7531\u667a\u80fd\u4f53 \u2192 \u77e5\u8bc6\u5e93\u68c0\u7d22 \u2192 \u751f\u6210\u56de\u590d \u2192 \u4eba\u5de5\u5ba1\u6838\uff08\u53ef\u9009\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u5e02\u573a\u8425\u9500\u81ea\u52a8\u5316<\/strong>\uff1a\u667a\u80fd\u4f53\u7cfb\u7edf\u80fd\u81ea\u52a8\u751f\u6210\u793e\u4ea4\u5a92\u4f53\u5185\u5bb9\uff0c\u5b9e\u65f6\u8c03\u6574\u5e7f\u544a\u6295\u653e\u7b56\u7565\uff0c\u6839\u636e\u7528\u6237\u884c\u4e3a\u6570\u636e\u4f18\u5316\u8425\u9500\u6548\u679c\u3002\n<ul>\n<li class=\"font-semibold mb-2\">\u4e3b\u8981\u529f\u80fd\uff1a\u5185\u5bb9\u521b\u4f5c\u4e0e\u4f18\u5316\uff1b\u53d7\u4f17\u5206\u6790\u4e0e\u5b9a\u4f4d\uff1b\u5e7f\u544a\u6295\u653e\u7ba1\u7406\uff1b\u6548\u679c\u8ddf\u8e2a\u4e0e\u4f18\u5316\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h4><strong>\u7814\u7a76\u4e0e\u5f00\u53d1<\/strong><\/h4>\n<ul>\n<li><strong>\u5b66\u672f\u7814\u7a76<\/strong>\uff1a\u667a\u80fd\u4f53\u7cfb\u7edf\u80fd\u81ea\u52a8\u5316\u6267\u884c\u6587\u732e\u7efc\u8ff0\u3001\u6570\u636e\u6e05\u6d17\u548c\u6a21\u578b\u8bad\u7ec3\u7b49\u7814\u7a76\u4efb\u52a1\uff0c\u5927\u5e45\u63d0\u9ad8\u79d1\u7814\u6548\u7387\u3002\n<ul>\n<li class=\"font-semibold mb-2\">\u7814\u7a76\u6d41\u7a0b\uff1a\u6587\u732e\u68c0\u7d22\u4e0e\u7b5b\u9009\u2192\u6570\u636e\u6536\u96c6\u4e0e\u6e05\u6d17\u2192\u6a21\u578b\u9009\u62e9\u4e0e\u8bad\u7ec3\u2192\u7ed3\u679c\u5206\u6790\u4e0e\u62a5\u544a<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u4ee3\u7801\u5f00\u53d1<\/strong>\uff1a\u667a\u80fd\u4f53\u534f\u4f5c\u7cfb\u7edf\u80fd\u5b8c\u6210\u4ee3\u7801\u751f\u6210\u3001\u6d4b\u8bd5\u3001\u8c03\u8bd5\u7b49\u8f6f\u4ef6\u5f00\u53d1\u5168\u6d41\u7a0b\uff0c\u8f85\u52a9\u5f00\u53d1\u8005\u63d0\u9ad8\u7f16\u7801\u8d28\u91cf\u3002\n<ul>\n<li class=\"font-semibold mb-2\">\u5f00\u53d1\u6d41\u7a0b\uff1a\u9700\u6c42\u5206\u6790\u4e0e\u89c4\u5212\u2192\u4ee3\u7801\u751f\u6210\u4e0e\u5b9e\u73b0\u2192\u5355\u5143\u6d4b\u8bd5\u4e0e\u96c6\u6210\u2192\u6027\u80fd\u4f18\u5316\u4e0e\u90e8\u7f72<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h4><strong>\u4e2a\u4eba\u751f\u4ea7\u529b<\/strong><\/h4>\n<ul>\n<li><strong>\u529e\u516c\u81ea\u52a8\u5316<\/strong>\uff1a\u667a\u80fd\u4f53\u7cfb\u7edf\u80fd\u81ea\u52a8\u751f\u6210PPT\u3001\u5904\u7406\u90ae\u4ef6\u3001\u67e5\u8be2\u4fe1\u606f\u7b49\u65e5\u5e38\u529e\u516c\u4efb\u52a1\uff0c\u63d0\u5347\u4e2a\u4eba\u5de5\u4f5c\u6548\u7387\u3002\n<ul>\n<li class=\"font-semibold mb-2\">\u5e38\u7528\u529f\u80fd\uff1a\u6587\u6863\u8d77\u8349\u4e0e\u683c\u5f0f\u5316\uff1b\u65e5\u7a0b\u5b89\u6392\u4e0e\u63d0\u9192\uff1b\u4fe1\u606f\u68c0\u7d22\u4e0e\u6574\u7406\uff1b\u4f1a\u8bae\u8bb0\u5f55\u4e0e\u6458\u8981\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u8de8\u5e73\u53f0\u5de5\u5177\u96c6\u6210<\/strong>\uff1a\u901a\u8fc7Coze\u7b49\u5e73\u53f0\u8fde\u63a5\u65e5\u5386\u3001\u90ae\u4ef6\u3001\u4e91\u6587\u6863\u7b49\u5404\u7c7b\u5de5\u5177\uff0c\u5b9e\u73b0\u65e0\u7f1d\u5de5\u4f5c\u6d41\u6574\u5408\u3002\n<ul>\n<li class=\"font-semibold mb-2\">\u96c6\u6210\u793a\u4f8b\uff1a\u65e5\u5386\u4e0e\u90ae\u4ef6\u540c\u6b65\uff1b\u6587\u6863\u4e0e\u8868\u683c\u8054\u52a8\uff1b\u901a\u8baf\u5f55\u4e0e\u4f1a\u8bae\u7cfb\u7edf\uff1b\u9879\u76ee\u7ba1\u7406\u4e0e\u4efb\u52a1\u8ddf\u8e2a\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>\u4e0e\u4f20\u7edf\u5de5\u4f5c\u6d41\u7684\u5bf9\u6bd4<\/h2>\n<table>\n<thead>\n<tr>\n<th><strong>\u7ef4\u5ea6<\/strong><\/th>\n<th><strong>\u4f20\u7edf\u5de5\u4f5c\u6d41<\/strong><\/th>\n<th><strong>Agentic Workflow<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u67b6\u6784<\/strong><\/td>\n<td>\u4e2d\u5fc3\u5316\u63a7\u5236\uff0c\u56fa\u5b9a\u6d41\u7a0b<\/td>\n<td>\u5206\u5e03\u5f0f\u667a\u80fd\u4f53\uff0c\u52a8\u6001\u7f16\u6392<\/td>\n<\/tr>\n<tr>\n<td><strong>\u81ea\u6cbb\u7a0b\u5ea6<\/strong><\/td>\n<td>\u4f4e\uff08\u9700\u9884\u8bbe\u89c4\u5219\uff09<\/td>\n<td>\u9ad8\uff08\u81ea\u4e3b\u51b3\u7b56+\u5b9e\u65f6\u8c03\u6574\uff09<\/td>\n<\/tr>\n<tr>\n<td><strong>\u6269\u5c55\u6027<\/strong><\/td>\n<td>\u6709\u9650\uff08\u9700\u91cd\u65b0\u8bbe\u8ba1\u6d41\u7a0b\uff09<\/td>\n<td>\u9ad8\uff08\u901a\u8fc7\u6dfb\u52a0\u667a\u80fd\u4f53\u5feb\u901f\u6269\u5c55\uff09<\/td>\n<\/tr>\n<tr>\n<td><strong>\u590d\u6742\u5ea6\u5904\u7406<\/strong><\/td>\n<td>\u9002\u5408\u7b80\u5355\u91cd\u590d\u4efb\u52a1<\/td>\n<td>\u64c5\u957f\u590d\u6742\u591a\u6b65\u9aa4\u4efb\u52a1<\/td>\n<\/tr>\n<tr>\n<td><strong>\u7ef4\u62a4\u6210\u672c<\/strong><\/td>\n<td>\u4f4e\uff08\u89c4\u5219\u660e\u786e\uff09<\/td>\n<td>\u8f83\u9ad8\uff08\u9700\u76d1\u63a7\u667a\u80fd\u4f53\u884c\u4e3a\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p> <img decoding=\"async\" class=\"wp-image-63417 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/09\/Agentic-Workflow-2.png\"  alt=\"\" width=\"715\" height=\"390\" \/> <\/p>\n<h2>\u6280\u672f\u6808\u4e0e\u5f00\u6e90\u5de5\u5177<\/h2>\n<h4><strong>\u6838\u5fc3\u7ec4\u4ef6<\/strong><\/h4>\n<table>\n<thead>\n<tr>\n<th><strong>\u7ec4\u4ef6<\/strong><\/th>\n<th><strong>\u529f\u80fd<\/strong><\/th>\n<th><strong>\u4ee3\u8868\u5de5\u5177\/\u6280\u672f<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u667a\u80fd\u4f53\uff08Agent\uff09<\/strong><\/td>\n<td>\u4efb\u52a1\u6267\u884c\u5355\u5143<\/td>\n<td>AutoGen, CrewAI<\/td>\n<\/tr>\n<tr>\n<td><strong>\u5927\u8bed\u8a00\u6a21\u578b<\/strong><\/td>\n<td>\u63d0\u4f9b\u63a8\u7406\u4e0e\u751f\u6210\u80fd\u529b<\/td>\n<td>GPT-4, Llama, \u6587\u5fc3\u6a21\u578b<\/td>\n<\/tr>\n<tr>\n<td><strong>\u5de5\u5177\u5e93<\/strong><\/td>\n<td>\u6269\u5c55\u5916\u90e8\u80fd\u529b\uff08API\u3001\u4ee3\u7801\u3001\u6570\u636e\u5e93\uff09<\/td>\n<td>LangChain Tools<\/td>\n<\/tr>\n<tr>\n<td><strong>\u5de5\u4f5c\u6d41\u7f16\u6392\u5668<\/strong><\/td>\n<td>\u53ef\u89c6\u5316\u8bbe\u8ba1\u4efb\u52a1\u6d41\u7a0b<\/td>\n<td>Coze, LangFlow<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4><strong>\u5f00\u53d1\u6846\u67b6<\/strong><\/h4>\n<p><strong>LangChain<\/strong>\uff1a\u9002\u5408Python\u5f00\u53d1\u8005\uff0c\u63d0\u4f9b\u4e30\u5bccAPI\uff0c\u652f\u6301\u591a\u79cd\u5927\u8bed\u8a00\u6a21\u578b\u548c\u5de5\u5177\u96c6\u6210\u3002\u4e3b\u8981\u7279\u70b9\uff1a<\/p>\n<ul class=\"list-disc pl-5 space-y-1\">\n<li>\u6a21\u5757\u5316\u8bbe\u8ba1<\/li>\n<li>\u7075\u6d3b\u7684LLM\u96c6\u6210<\/li>\n<li>\u5f3a\u5927\u7684\u5de5\u5177\u94fe\u652f\u6301<\/li>\n<li>\u793e\u533a\u6d3b\u8dc3<\/li>\n<\/ul>\n<p><strong>AutoGen<\/strong>\uff1a\u5fae\u8f6f\u63a8\u51fa\uff0c\u652f\u6301\u591a\u667a\u80fd\u4f53\u5bf9\u8bdd\uff0c\u652f\u6301\u590d\u6742\u7684\u667a\u80fd\u4f53\u95f4\u901a\u4fe1\u3002\u4e3b\u8981\u7279\u70b9\uff1a<\/p>\n<ul class=\"list-disc pl-5 space-y-1\">\n<li>\u591a\u667a\u80fd\u4f53\u5bf9\u8bdd<\/li>\n<li>\u89d2\u8272\u5b9a\u4e49\u673a\u5236<\/li>\n<li>\u6d88\u606f\u4f20\u9012\u534f\u8bae<\/li>\n<li>\u4f01\u4e1a\u7ea7\u652f\u6301<\/li>\n<\/ul>\n<p><strong>\u4f4e\u4ee3\u7801\u5e73\u53f0<\/strong>\uff1a\u79d1\u5927\u8baf\u98de\u661f\u8fb0\u5e73\u53f0\u3001Coze\u9002\u5408\u975e\u6280\u672f\u4eba\u5458\uff0c\u901a\u8fc7\u53ef\u89c6\u5316\u754c\u9762\u6784\u5efa\u5de5\u4f5c\u6d41\u3002\u4e3b\u8981\u7279\u70b9\uff1a<\/p>\n<ul class=\"list-disc pl-5 space-y-1\">\n<li>\u62d6\u62fd\u5f0f\u64cd\u4f5c<\/li>\n<li>\u9884\u7f6e\u6a21\u677f\u5e93<\/li>\n<li>\u65e0\u9700\u7f16\u7a0b<\/li>\n<li>\u5feb\u901f\u90e8\u7f72<\/li>\n<\/ul>\n<h2>\u5c0f\u767d\u7528\u6237\u642d\u5efa\u6307\u5357\uff08\u4ee5LangChain\u4e3a\u4f8b\uff09<\/h2>\n<h4><strong>\u73af\u5883\u914d\u7f6e<\/strong><\/h4>\n<blockquote>\n<p># \u5b89\u88c5Python 3.10+<br \/> pip install langchain langchain-openai python-dotenv<br \/> # \u914d\u7f6eOpenAI API\u5bc6\u94a5\uff08\u9700\u6ce8\u518cOpenAI\u8d26\u6237\uff09<br \/> echo \u201cOPENAI_API_KEY=sk-\u2026\u201d > .env<\/p>\n<\/blockquote>\n<p class=\"font-bold text-lg mb-2\">\u914d\u7f6e\u8bf4\u660e\uff1a<\/p>\n<ul class=\"list-decimal pl-5 space-y-1\">\n<li>\u786e\u4fdd\u5df2\u5b89\u88c5Python 3.10+\u7248\u672c<\/li>\n<li>\u4f7f\u7528pip\u5b89\u88c5\u5fc5\u8981\u7684LangChain\u5e93\u548cOpenAI\u96c6\u6210\u5305<\/li>\n<li>\u521b\u5efa.env\u6587\u4ef6\u5b58\u50a8API\u5bc6\u94a5\uff08\u5b89\u5168\u8d77\u89c1\u4e0d\u8981\u63d0\u4ea4\u5230\u7248\u672c\u63a7\u5236\uff09<\/li>\n<li>\u83b7\u53d6OpenAI\u8d26\u6237API\u5bc6\u94a5\u5e76\u66ff\u6362\u793a\u4f8b\u4e2d\u7684\u5360\u4f4d\u7b26<\/li>\n<\/ul>\n<h4><strong>\u6784\u5efa\u7b80\u5355\u5de5\u4f5c\u6d41\uff08\u5929\u6c14\u67e5\u8be2\u52a9\u624b\uff09<\/strong><\/h4>\n<blockquote>\n<p>from langchain.agents import AgentType, initialize_agent<br \/> from langchain.tools import Tool<br \/> from langchain_openai import OpenAI<\/p>\n<p># 1. \u5b9a\u4e49\u5de5\u5177\uff1a\u5929\u6c14API\u8c03\u7528<br \/> def get_weather(city):<br \/> return f\u201d{city}\u5929\u6c14\uff1a25\u00b0C\uff0c\u6674\u201d<\/p>\n<p>weather_tool = Tool(<br \/> name=\u201dWeatherQuery\u201d,<br \/> func=get_weather,<br \/> description=\u201d\u67e5\u8be2\u57ce\u5e02\u5929\u6c14\u201d<br \/> )<\/p>\n<p># 2. \u521d\u59cb\u5316\u667a\u80fd\u4f53<br \/> agent = initialize_agent(<br \/> tools=[weather_tool],<br \/> llm=OpenAI(temperature=0),<br \/> agent=AgentType.ZERO_SHOT_REACT_DESCRIPTION<br \/> )<\/p>\n<p># 3. \u6267\u884c\u4efb\u52a1<br \/> agent.run(\u201c\u5317\u4eac\u5929\u6c14\u5982\u4f55\uff1f\u201d)<\/p>\n<\/blockquote>\n<p class=\"font-bold text-lg mb-2\">\u4ee3\u7801\u8bf4\u660e\uff1a<\/p>\n<ul class=\"list-decimal pl-5 space-y-1\">\n<li>\u5bfc\u5165\u5fc5\u8981\u7684LangChain\u6a21\u5757\u548cOpenAI\u96c6\u6210<\/li>\n<li>\u5b9a\u4e49\u5929\u6c14\u67e5\u8be2\u5de5\u5177\u51fd\u6570\u5e76\u5305\u88c5\u4e3aLangChain Tool<\/li>\n<li>\u521d\u59cb\u5316\u667a\u80fd\u4f53\uff0c\u6307\u5b9a\u5de5\u5177\u96c6\u548c\u5927\u8bed\u8a00\u6a21\u578b<\/li>\n<li>\u8c03\u7528\u667a\u80fd\u4f53\u6267\u884c\u201d\u5317\u4eac\u5929\u6c14\u5982\u4f55\uff1f\u201d\u4efb\u52a1<\/li>\n<\/ul>\n<h4><strong>\u8fd0\u884c\u4e0e\u6d4b\u8bd5<\/strong><\/h4>\n<blockquote>\n<p>python weather_agent.py<br \/> # \u8f93\u51fa\uff1a\u5317\u4eac\u5929\u6c14\uff1a25\u00b0C\uff0c\u6674<\/p>\n<\/blockquote>\n<p class=\"font-bold text-lg mb-2\">\u6d4b\u8bd5\u6d41\u7a0b\uff1a<\/p>\n<ul class=\"list-decimal pl-5 space-y-1\">\n<li>\u4fdd\u5b58\u4ee3\u7801\u5230weather_agent.py\u6587\u4ef6<\/li>\n<li>\u5728\u7ec8\u7aef\u6267\u884cpython weather_agent.py\u547d\u4ee4<\/li>\n<li>\u89c2\u5bdf\u8f93\u51fa\u7ed3\u679c\u662f\u5426\u7b26\u5408\u9884\u671f<\/li>\n<li>\u5c1d\u8bd5\u4fee\u6539\u8f93\u5165\u95ee\u9898\uff08\u5982\u201d\u4e0a\u6d77\u5929\u6c14\u201d\uff09\u9a8c\u8bc1\u7cfb\u7edf\u54cd\u5e94<\/li>\n<\/ul>\n<h2>\u5b89\u5168\u4e0e\u9690\u79c1\u6311\u6218<\/h2>\n<h4><strong>\u4e3b\u8981\u98ce\u9669<\/strong><\/h4>\n<ul>\n<li><strong>\u6570\u636e\u6cc4\u9732<\/strong>\uff1a\u667a\u80fd\u4f53\u53ef\u80fd\u610f\u5916\u66b4\u9732\u654f\u611f\u4fe1\u606f\uff0c\u5982\u4e2a\u4eba\u8eab\u4efd\u6570\u636e\u3001\u5546\u4e1a\u673a\u5bc6\u7b49\u3002<\/li>\n<li><strong>\u5408\u89c4\u98ce\u9669<\/strong>\uff1a\u8fdd\u53cdGDPR\u7b49\u6cd5\u89c4\uff08\u5982\u672a\u7ecf\u6388\u6743\u5904\u7406\u7528\u6237\u6570\u636e\u6216\u672a\u83b7\u5f97\u9002\u5f53\u540c\u610f\uff09\u3002<\/li>\n<li><strong>\u6076\u610f\u64cd\u7eb5<\/strong>\uff1a\u653b\u51fb\u8005\u901a\u8fc7\u8bef\u5bfc\u667a\u80fd\u4f53\u6267\u884c\u9519\u8bef\u64cd\u4f5c\uff0c\u53ef\u80fd\u5bfc\u81f4\u7cfb\u7edf\u6545\u969c\u6216\u6570\u636e\u635f\u574f\u3002<\/li>\n<\/ul>\n<h4><strong>\u9632\u62a4\u63aa\u65bd<\/strong><\/h4>\n<table>\n<thead>\n<tr>\n<th style=\"text-align: center;\"><strong>\u6280\u672f<\/strong><\/th>\n<th style=\"text-align: center;\"><strong>\u529f\u80fd<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u6570\u636e\u52a0\u5bc6<\/strong><\/td>\n<td>\u4f20\u8f93\u4e0e\u9759\u6001\u6570\u636e\u52a0\u5bc6<\/td>\n<\/tr>\n<tr>\n<td><strong>\u8bbf\u95ee\u63a7\u5236\uff08RBAC\uff09<\/strong><\/td>\n<td>\u57fa\u4e8e\u89d2\u8272\u7684\u6743\u9650\u7ba1\u7406<\/td>\n<\/tr>\n<tr>\n<td><strong>\u6c99\u76d2\u73af\u5883<\/strong><\/td>\n<td>\u9694\u79bb\u4ee3\u7801\u6267\u884c<\/td>\n<\/tr>\n<tr>\n<td><strong>\u5ba1\u8ba1\u65e5\u5fd7<\/strong><\/td>\n<td>\u8bb0\u5f55\u6240\u6709\u667a\u80fd\u4f53\u64cd\u4f5c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4 class=\"font-bold text-lg mb-2\"><strong>\u5b9e\u65bd\u5efa\u8bae<\/strong><\/h4>\n<ul class=\"list-decimal pl-5 space-y-1\">\n<li>\u5bf9\u654f\u611f\u6570\u636e\u5b9e\u65bd\u7aef\u5230\u7aef\u52a0\u5bc6<\/li>\n<li>\u5efa\u7acb\u4e25\u683c\u7684\u8bbf\u95ee\u63a7\u5236\u7b56\u7565<\/li>\n<li>\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u4f7f\u7528\u6c99\u76d2\u9694\u79bb\u5173\u952e\u64cd\u4f5c<\/li>\n<li>\u5b9a\u671f\u5ba1\u67e5\u5ba1\u8ba1\u65e5\u5fd7\uff0c\u68c0\u6d4b\u5f02\u5e38\u884c\u4e3a<\/li>\n<li>\u5b9e\u65bd\u6570\u636e\u6700\u5c0f\u5316\u539f\u5219\uff0c\u4ec5\u6536\u96c6\u5fc5\u8981\u6570\u636e<\/li>\n<\/ul>\n<p> <img decoding=\"async\" class=\"wp-image-63418 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/09\/Agentic-Workflow-3.png\"  alt=\"\" width=\"608\" height=\"459\" \/> <\/p>\n<h2>\u672a\u6765\u53d1\u5c55\u8d8b\u52bf<\/h2>\n<ul>\n<li><strong>\u6280\u672f\u878d\u5408<\/strong>\uff1a\u4e0e\u533a\u5757\u94fe\u7ed3\u5408\u786e\u4fdd\u6570\u636e\u53ef\u4fe1\uff0c\u878d\u5408\u7269\u8054\u7f51\uff08IoT\uff09\u5b9e\u73b0\u7269\u7406\u4e16\u754c\u63a7\u5236\uff0c\u4e0e\u8fb9\u7f18\u8ba1\u7b97\u7ed3\u5408\u5b9e\u73b0\u672c\u5730\u5316\u5904\u7406\u3002<\/li>\n<li><strong>\u81ea\u52a8\u5316\u589e\u5f3a<\/strong>\uff1a\u4ece\u201d\u8f85\u52a9\u4eba\u7c7b\u201d\u8f6c\u5411\u201d\u5b8c\u5168\u81ea\u4e3b\u201d\u4efb\u52a1\u6267\u884c\uff0c\u589e\u5f3a\u51b3\u7b56\u80fd\u529b\uff0c\u51cf\u5c11\u4eba\u5de5\u5e72\u9884\u5b9e\u73b0\u8de8\u9886\u57df\u77e5\u8bc6\u8fc1\u79fb\u4e0e\u5e94\u7528\u3002<\/li>\n<li><strong>\u666e\u53ca\u4e0e\u4e0b\u6c89<\/strong>\uff1a\u4f4e\u4ee3\u7801\u5e73\u53f0\u964d\u4f4e\u4f7f\u7528\u95e8\u69db\u3002\u884c\u4e1a\u4e13\u7528\u89e3\u51b3\u65b9\u6848\u666e\u53ca\uff0c\u5d4c\u5165\u5f0f\u667a\u80fd\u4f53\u8bbe\u5907\u666e\u53ca\u3002\u3001<\/li>\n<\/ul>\n<p>\u5bf9\u4e8e\u5e0c\u671b\u91c7\u7528Agentic Workflow\u7684\u7ec4\u7ec7\u548c\u4e2a\u4eba\uff0c\u5efa\u8bae\uff1a<\/p>\n<ul class=\"list-decimal pl-5 mt-2 space-y-1\">\n<li>\u4ece\u7b80\u5355\u573a\u666f\u5f00\u59cb\u8bd5\u70b9\uff0c\u9010\u6b65\u6269\u5c55<\/li>\n<li>\u91cd\u89c6\u5b89\u5168\u4e0e\u9690\u79c1\u4fdd\u62a4\u63aa\u65bd<\/li>\n<li>\u6301\u7eed\u76d1\u63a7\u548c\u4f18\u5316\u667a\u80fd\u4f53\u6027\u80fd<\/li>\n<li>\u5173\u6ce8\u6280\u672f\u53d1\u5c55\u52a8\u6001\uff0c\u4fdd\u6301\u66f4\u65b0<\/li>\n<li>\u57f9\u517b\u8de8\u9886\u57df\u4eba\u624d\uff0c\u9002\u5e94\u65b0\u6280\u672f\u73af\u5883<\/li>\n<\/ul>\n<p>Agentic Workflow\u4ee3\u8868\u4e86\u81ea\u52a8\u5316\u6280\u672f\u7684\u8303\u5f0f\u53d8\u9769\uff1a\u4ece<strong>\u89c4\u5219\u9a71\u52a8<\/strong>\u8f6c\u5411<strong>\u667a\u80fd\u4f53\u9a71\u52a8<\/strong>\u3002\u901a\u8fc7\u5206\u89e3\u4efb\u52a1\u3001\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u548c\u52a8\u6001\u8c03\u6574\uff0c\u9ad8\u6548\u5904\u7406\u590d\u6742\u573a\u666f\uff08\u5982\u5ba2\u6237\u670d\u52a1\u3001\u79d1\u7814\u3001\u529e\u516c\u81ea\u52a8\u5316\uff09\u3002\u5bf9\u666e\u901a\u7528\u6237\u800c\u8a00\uff0c\u5f00\u6e90\u6846\u67b6\uff08LangChain\/AutoGen\uff09\u548c\u4f4e\u4ee3\u7801\u5e73\u53f0\uff08Coze\/\u8baf\u98de\u661f\u8fb0\uff09\u5df2\u5927\u5e45\u964d\u4f4e\u4f7f\u7528\u95e8\u69db\u3002\u9700\u91cd\u89c6\u6570\u636e\u5b89\u5168\u4e0e\u5408\u89c4\u98ce\u9669\uff0c\u91c7\u7528\u52a0\u5bc6\u3001\u8bbf\u95ee\u63a7\u5236\u548c\u5ba1\u8ba1\u7b49\u63aa\u65bd\u9632\u62a4\u3002\u672a\u6765\uff0c\u968f\u7740LLM\u548c\u7269\u8054\u7f51\u53d1\u5c55\uff0cAgentic 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