{"id":115395,"date":"2026-10-12T03:17:20","date_gmt":"2026-10-11T19:17:20","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/115395.html"},"modified":"2026-10-12T03:17:20","modified_gmt":"2026-10-11T19:17:20","slug":"agent-team-%e5%ae%9e%e6%88%98%e6%8c%87%e5%8d%97%ef%bc%9a%e4%bb%8e%e5%8d%95-agent-%e5%88%b0%e5%a4%9a%e6%99%ba%e8%83%bd%e4%bd%93%e5%8d%8f%e4%bd%9c%e7%9a%84%e5%ae%8c%e6%95%b4%e8%90%bd%e5%9c%b0","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/115395.html","title":{"rendered":"Agent Team \u5b9e\u6218\u6307\u5357\uff1a\u4ece\u5355 Agent \u5230\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u7684\u5b8c\u6574\u843d\u5730"},"content":{"rendered":"<h2>Agent Team \u5b9e\u6218\u6307\u5357&#xff1a;\u4ece\u5355 Agent \u5230\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u7684\u5b8c\u6574\u843d\u5730<\/h2>\n<h3>\u4e00\u3001\u5f15\u8a00&#xff1a;\u4e3a\u4ec0\u4e48\u4e00\u4e2a Agent \u4e0d\u591f\u7528\u4e86&#xff1f;<\/h3>\n<p>\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\u548c Agent 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Agent&#xff0c;\u968f\u540e\u7ec4\u7ec7\u6267\u884c\u8fc7\u7a0b&#xff0c;\u5e76\u5bf9\u6700\u7ec8\u7ed3\u679c\u8fdb\u884c\u6574\u5408\u3002<\/p>\n<p>\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u4e00\u4e2a\u7b80\u5355\u7684\u5bf9\u6bd4\u6765\u7406\u89e3\u3002<\/p>\n<table>\n<tr>\u5bf9\u6bd4\u7ef4\u5ea6\u5355 AgentAgent Team<\/tr>\n<tbody>\n<tr>\n<td>\u4efb\u52a1\u5904\u7406<\/td>\n<td>\u4e00\u4e2a Agent \u8d1f\u8d23\u6574\u4e2a\u4efb\u52a1<\/td>\n<td>\u591a\u4e2a Agent \u5206\u5de5\u534f\u4f5c<\/td>\n<\/tr>\n<tr>\n<td>\u804c\u8d23\u5212\u5206<\/td>\n<td>\u4e3b\u8981\u4f9d\u8d56\u63d0\u793a\u8bcd\u7ea6\u675f<\/td>\n<td>\u53ef\u4ee5\u4e3a\u4e0d\u540c Agent \u5b9a\u4e49\u72ec\u7acb\u804c\u8d23<\/td>\n<\/tr>\n<tr>\n<td>\u6267\u884c\u6d41\u7a0b<\/td>\n<td>\u6a21\u578b\u51b3\u7b56\u4e0e\u5de5\u5177\u8c03\u7528\u5faa\u73af<\/td>\n<td>\u53ef\u4ee5\u5f15\u5165\u4efb\u52a1\u5206\u914d\u3001\u534f\u4f5c\u4e0e\u6c47\u603b<\/td>\n<\/tr>\n<tr>\n<td>\u4e0a\u4e0b\u6587\u7ba1\u7406<\/td>\n<td>\u591a\u79cd\u4efb\u52a1\u53ef\u80fd\u5171\u4eab\u5927\u91cf\u4e0a\u4e0b\u6587<\/td>\n<td>\u53ef\u4ee5\u6839\u636e\u804c\u8d23\u9694\u79bb\u6216\u4f20\u9012\u4e0a\u4e0b\u6587<\/td>\n<\/tr>\n<tr>\n<td>\u6269\u5c55\u65b9\u5f0f<\/td>\n<td>\u6301\u7eed\u589e\u52a0\u63d0\u793a\u8bcd\u548c\u5de5\u5177<\/td>\n<td>\u53ef\u4ee5\u589e\u52a0\u4e13\u4e1a Agent \u6216\u8c03\u6574\u534f\u4f5c\u6d41\u7a0b<\/td>\n<\/tr>\n<tr>\n<td>\u7cfb\u7edf\u590d\u6742\u5ea6<\/td>\n<td>\u76f8\u5bf9\u7b80\u5355<\/td>\n<td>\u9700\u8981\u5904\u7406\u8c03\u5ea6\u3001\u72b6\u6001\u3001\u5931\u8d25\u548c\u534f\u4f5c\u95ee\u9898<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u9700\u8981\u6ce8\u610f&#xff0c;\u591a Agent \u5e76\u4e0d\u610f\u5473\u7740\u4e00\u5b9a\u6bd4\u5355 Agent \u66f4\u597d\u3002\u5bf9\u4e8e\u7b80\u5355\u7684\u95ee\u7b54\u3001\u5355\u6b21\u68c0\u7d22\u7b49\u4efb\u52a1&#xff0c;\u5355 Agent \u901a\u5e38\u66f4\u52a0\u76f4\u63a5\u3002<\/p>\n<p>\u53ea\u6709\u5f53\u4efb\u52a1\u786e\u5b9e\u5b58\u5728\u591a\u4e2a\u76f8\u5bf9\u72ec\u7acb\u7684\u5b50\u4efb\u52a1&#xff0c;\u6216\u8005\u9700\u8981\u4e0d\u540c\u7684\u4e13\u4e1a\u80fd\u529b\u65f6&#xff0c;\u56e2\u961f\u534f\u4f5c\u624d\u53ef\u80fd\u5e26\u6765\u660e\u663e\u6536\u76ca\u3002<\/p>\n<h4>2.2 Agent Team \u4e0e\u666e\u901a\u591a Agent \u6709\u4ec0\u4e48\u533a\u522b&#xff1f;<\/h4>\n<p>\u6211\u4eec\u7ecf\u5e38\u4f1a\u63a5\u89e6\u5230 Multi-Agent\u3001Agent Team\u3001Sub-Agent \u7b49\u6982\u5ff5&#xff0c;\u5b83\u4eec\u4e4b\u95f4\u5b58\u5728\u8054\u7cfb&#xff0c;\u4f46\u5173\u6ce8\u70b9\u6709\u6240\u4e0d\u540c\u3002<\/p>\n<ul>\n<li>Multi-Agent&#xff1a; \u5f3a\u8c03\u7cfb\u7edf\u4e2d\u5b58\u5728\u591a\u4e2a\u80fd\u591f\u6267\u884c\u4efb\u52a1\u7684 Agent\u3002<\/li>\n<li>Agent Team&#xff1a; \u66f4\u5f3a\u8c03\u591a\u4e2a Agent \u56f4\u7ed5\u5171\u540c\u76ee\u6807\u8fdb\u884c\u7ec4\u7ec7\u3001\u5206\u5de5\u548c\u534f\u4f5c\u3002<\/li>\n<li>Sub-Agent&#xff1a; \u901a\u5e38\u6307\u88ab\u4e3b Agent \u6216\u534f\u8c03\u8005\u59d4\u6d3e\u4efb\u52a1\u7684\u5b50 Agent&#xff0c;\u5177\u4f53\u5173\u7cfb\u53d6\u51b3\u4e8e\u7cfb\u7edf\u8bbe\u8ba1\u3002<\/li>\n<\/ul>\n<p>\u56e0\u6b64&#xff0c;\u521b\u5efa\u4e09\u4e2a\u72ec\u7acb\u7684 Agent&#xff0c;\u5e76\u4e0d\u610f\u5473\u7740\u5df2\u7ecf\u5b9e\u73b0\u4e86\u5b8c\u6574\u7684 Agent Team\u3002<\/p>\n<p>\u771f\u6b63\u7684\u56e2\u961f\u534f\u4f5c\u8fd8\u9700\u8981\u8003\u8651&#xff1a;\u8c01\u8d1f\u8d23\u62c6\u89e3\u4efb\u52a1&#xff1f;\u8c01\u8d1f\u8d23\u5206\u914d\u4efb\u52a1&#xff1f;Agent \u4e4b\u95f4\u5982\u4f55\u4f20\u9012\u7ed3\u679c&#xff1f;\u4efb\u52a1\u5931\u8d25\u540e\u5982\u4f55\u5904\u7406&#xff1f;\u6700\u7ec8\u7531\u8c01\u68c0\u67e5\u5e76\u6c47\u603b\u7ed3\u679c&#xff1f;<\/p>\n<p>\u8fd9\u4e9b\u95ee\u9898\u624d\u662f Agent Team \u7684\u8bbe\u8ba1\u91cd\u70b9\u3002<\/p>\n<h3>\u4e09\u3001Agent Team \u7684\u6838\u5fc3\u67b6\u6784&#xff1a;\u534f\u8c03\u8005\u4e0e\u4e13\u4e1a\u6210\u5458<\/h3>\n<p>\u4e00\u79cd\u5e38\u89c1\u7684\u5b9e\u73b0\u65b9\u5f0f\u662f 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           |<br \/>\n           &#043;&#8212;&#8212;&#8212;&#8211;&#043;&#8212;&#8212;&#8212;&#8211;&#043;<br \/>\n           |           |           |<br \/>\n           v           v           v<br \/>\n    &#043;&#8212;&#8212;&#8212;&#8212;&#043; &#043;&#8212;&#8212;&#8212;&#8212;&#043; &#043;&#8212;&#8212;&#8212;&#8212;&#043;<br \/>\n    | \u884c\u4e1a\u7814\u7a76   | | \u7ade\u54c1\u5206\u6790   | | \u98ce\u9669\u8bc4\u4f30   |<br \/>\n    | Agent      | | Agent      | | Agent      |<br \/>\n    &#043;&#8212;&#8212;&#8212;&#8212;&#043; &#043;&#8212;&#8212;&#8212;&#8212;&#043; &#043;&#8212;&#8212;&#8212;&#8212;&#043;<br \/>\n           |           |           |<br \/>\n           v           v           v<br \/>\n       \u884c\u4e1a\u62a5\u544a     \u7ade\u54c1\u62a5\u544a     \u98ce\u9669\u62a5\u544a<br \/>\n           |           |           |<br \/>\n           &#043;&#8212;&#8212;&#8212;&#8211;&#043;&#8212;&#8212;&#8212;&#8211;&#043;<br \/>\n                       |<br \/>\n                       v<br \/>\n              &#043;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#043;<br \/>\n              | \u7ed3\u679c\u6574\u5408\u4e0e\u6821\u9a8c    |<br \/>\n              &#043;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#043;<br \/>\n                       |<br \/>\n                       v<br \/>\n                 \u6700\u7ec8\u8c03\u7814\u62a5\u544a<\/p>\n<p>\u8fd9\u91cc\u7684 Coordinator \u4e0d\u4e00\u5b9a\u9700\u8981\u4f7f\u7528\u4e00\u4e2a\u72ec\u7acb\u7684\u6a21\u578b\u3002\u5b83\u65e2\u53ef\u4ee5\u662f\u4e00\u4e2a\u4e13\u95e8\u8d1f\u8d23\u8c03\u5ea6\u7684 Agent&#xff0c;\u4e5f\u53ef\u4ee5\u662f\u7531\u7a0b\u5e8f\u7f16\u5199\u7684\u786e\u5b9a\u6027\u5de5\u4f5c\u6d41\u3002<\/p>\n<p>\u540c\u6837&#xff0c;\u4e09\u4e2a\u4e13\u4e1a Agent \u4e5f\u4e0d\u4e00\u5b9a\u8981\u4f7f\u7528\u4e0d\u540c\u7684\u6a21\u578b\u3002\u5b83\u4eec\u53ef\u4ee5\u5171\u4eab\u540c\u4e00\u4e2a\u5e95\u5c42\u5927\u6a21\u578b&#xff0c;\u53ea\u662f\u901a\u8fc7\u4e0d\u540c\u7684\u63d0\u793a\u8bcd\u3001\u5de5\u5177\u6743\u9650\u548c\u8f93\u5165\u8f93\u51fa\u7ea6\u675f\u5f62\u6210\u4e0d\u540c\u7684\u804c\u8d23\u3002<\/p>\n<h4>3.1 Coordinator&#xff1a;\u56e2\u961f\u7684\u534f\u8c03\u8005<\/h4>\n<p>Coordinator \u662f\u6574\u4e2a\u7cfb\u7edf\u7684\u4efb\u52a1\u7ec4\u7ec7\u8005\u3002<\/p>\n<p>\u5f53\u7528\u6237\u63d0\u51fa\u4e00\u4e2a\u590d\u6742\u9700\u6c42\u65f6&#xff0c;\u5b83\u9700\u8981\u5b8c\u6210\u4ee5\u4e0b\u5de5\u4f5c&#xff1a;<\/p>\n<li>\u7406\u89e3\u76ee\u6807&#xff1a; \u660e\u786e\u7528\u6237\u6700\u7ec8\u5e0c\u671b\u83b7\u5f97\u4ec0\u4e48\u7ed3\u679c\u3002<\/li>\n<li>\u62c6\u89e3\u4efb\u52a1&#xff1a; \u5c06\u6574\u4f53\u4efb\u52a1\u62c6\u5206\u4e3a\u53ef\u4ee5\u72ec\u7acb\u6267\u884c\u7684\u5b50\u4efb\u52a1\u3002<\/li>\n<li>\u5206\u914d\u804c\u8d23&#xff1a; \u6839\u636e\u6bcf\u4e2a\u5b50\u4efb\u52a1\u7684\u7279\u70b9\u9009\u62e9\u5408\u9002\u7684 Agent\u3002<\/li>\n<li>\u7ec4\u7ec7\u6267\u884c&#xff1a; \u51b3\u5b9a\u4efb\u52a1\u662f\u4e32\u884c\u6267\u884c\u3001\u5e76\u884c\u6267\u884c&#xff0c;\u8fd8\u662f\u9700\u8981\u5206\u9636\u6bb5\u6267\u884c\u3002<\/li>\n<li>\u6c47\u603b\u7ed3\u679c&#xff1a; \u5c06\u5404\u6210\u5458\u7684\u8f93\u51fa\u6574\u7406\u6210\u6700\u7ec8\u7b54\u6848\u3002<\/li>\n<li>\u5904\u7406\u5f02\u5e38&#xff1a; \u6839\u636e\u6267\u884c\u7ed3\u679c\u51b3\u5b9a\u662f\u5426\u91cd\u8bd5\u3001\u8865\u5145\u4fe1\u606f\u6216\u91cd\u65b0\u5206\u914d\u4efb\u52a1\u3002<\/li>\n<p>\u4f8b\u5982&#xff0c;\u7528\u6237\u8981\u6c42\u5206\u6790\u65b0\u80fd\u6e90\u6c7d\u8f66\u884c\u4e1a\u65f6&#xff0c;Coordinator \u53ef\u4ee5\u5c06\u4efb\u52a1\u62c6\u5206\u4e3a\u884c\u4e1a\u8d8b\u52bf\u5206\u6790\u3001\u7ade\u54c1\u7814\u7a76\u548c\u6295\u8d44\u98ce\u9669\u8bc4\u4f30\u3002<\/p>\n<p>\u4f46\u8fd9\u5e76\u4e0d\u610f\u5473\u7740\u6bcf\u6b21\u4efb\u52a1\u90fd\u5fc5\u987b\u8c03\u7528\u5168\u90e8\u6210\u5458\u3002\u5982\u679c\u7528\u6237\u53ea\u60f3\u4e86\u89e3\u884c\u4e1a\u8d8b\u52bf&#xff0c;Coordinator \u5b8c\u5168\u53ef\u4ee5\u53ea\u8c03\u7528\u884c\u4e1a\u7814\u7a76 Agent\u3002<\/p>\n<p>\u8fd9\u4e5f\u662f\u534f\u8c03\u8005\u4e0e\u7b80\u5355\u7684\u56fa\u5b9a\u6d41\u6c34\u7ebf\u4e4b\u95f4\u7684\u533a\u522b\u4e4b\u4e00&#xff1a;\u534f\u8c03\u8005\u53ef\u4ee5\u6839\u636e\u4efb\u52a1\u9700\u6c42\u51b3\u5b9a\u6267\u884c\u7b56\u7565\u3002\u5f53\u7136&#xff0c;\u662f\u5426\u5177\u5907\u52a8\u6001\u51b3\u7b56\u80fd\u529b&#xff0c;\u53d6\u51b3\u4e8e\u5177\u4f53\u5b9e\u73b0\u3002<\/p>\n<h4>3.2 Worker Agent&#xff1a;\u5404\u53f8\u5176\u804c\u7684\u4e13\u4e1a\u6210\u5458<\/h4>\n<p>Worker Agent \u8d1f\u8d23\u5b8c\u6210\u88ab\u5206\u914d\u7684\u5177\u4f53\u4efb\u52a1\u3002<\/p>\n<p>\u4e00\u4e2a\u8bbe\u8ba1\u826f\u597d\u7684 Worker Agent&#xff0c;\u901a\u5e38\u9700\u8981\u660e\u786e\u4ee5\u4e0b\u5185\u5bb9&#xff1a;<\/p>\n<ul>\n<li>\u89d2\u8272\u5b9a\u4f4d&#xff1a; \u81ea\u5df1\u8d1f\u8d23\u4ec0\u4e48&#xff0c;\u4e0d\u8d1f\u8d23\u4ec0\u4e48\u3002<\/li>\n<li>\u4efb\u52a1\u8f93\u5165&#xff1a; \u9700\u8981\u63a5\u6536\u54ea\u4e9b\u4fe1\u606f\u3002<\/li>\n<li>\u53ef\u7528\u5de5\u5177&#xff1a; \u53ef\u4ee5\u8c03\u7528\u54ea\u4e9b API\u3001\u641c\u7d22\u5de5\u5177\u6216\u77e5\u8bc6\u5e93\u3002<\/li>\n<li>\u8f93\u51fa\u683c\u5f0f&#xff1a; \u5e94\u8be5\u8fd4\u56de\u54ea\u4e9b\u5b57\u6bb5\u548c\u7ed3\u679c\u3002<\/li>\n<li>\u8d28\u91cf\u8981\u6c42&#xff1a; \u5982\u4f55\u63d0\u4f9b\u8bc1\u636e\u3001\u5904\u7406\u4e0d\u786e\u5b9a\u4fe1\u606f&#xff0c;\u4ee5\u53ca\u907f\u514d\u7f16\u9020\u7ed3\u8bba\u3002<\/li>\n<\/ul>\n<p>\u4f8b\u5982&#xff0c;\u7ade\u54c1\u5206\u6790 Agent \u53ef\u4ee5\u4e13\u95e8\u8d1f\u8d23\u6536\u96c6\u7ade\u4e89\u5bf9\u624b\u4fe1\u606f&#xff0c;\u5e76\u4ee5\u7ed3\u6784\u5316\u683c\u5f0f\u8f93\u51fa&#xff1a;<\/p>\n<p><span class=\"token punctuation\">{<\/span><br \/>\n  <span class=\"token string-property property\">&#034;competitors&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><br \/>\n      <span class=\"token string-property property\">&#034;name&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u793a\u4f8b\u4f01\u4e1aA&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n      <span class=\"token string-property property\">&#034;products&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;\u4ea7\u54c1\u4e00&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u4ea7\u54c1\u4e8c&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n      <span class=\"token string-property property\">&#034;advantages&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;\u6e20\u9053\u8986\u76d6\u5e7f&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n      <span class=\"token string-property property\">&#034;risks&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;\u5e02\u573a\u7ade\u4e89\u6fc0\u70c8&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n      <span class=\"token string-property property\">&#034;sources&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;\u6765\u6e90\u94fe\u63a5&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n  <span class=\"token punctuation\">]<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u8fd9\u91cc\u7684\u4f01\u4e1a\u4e0e\u6570\u636e\u4ec5\u7528\u4e8e\u6f14\u793a\u7ed3\u6784&#xff0c;\u4e0d\u4ee3\u8868\u771f\u5b9e\u8c03\u7814\u7ed3\u8bba\u3002<\/p>\n<p>\u91c7\u7528\u7ed3\u6784\u5316\u8f93\u51fa&#xff0c;\u53ef\u4ee5\u8ba9\u4e0b\u6e38 Agent \u66f4\u5bb9\u6613\u6d88\u8d39\u4e0a\u6e38\u7ed3\u679c&#xff0c;\u4e5f\u53ef\u4ee5\u51cf\u5c11\u591a\u4e2a Agent \u4e4b\u95f4\u56e0\u8f93\u51fa\u683c\u5f0f\u4e0d\u4e00\u81f4\u5bfc\u81f4\u7684\u5904\u7406\u95ee\u9898\u3002<\/p>\n<h3>\u56db\u3001Agent Team \u662f\u5982\u4f55\u534f\u4f5c\u7684&#xff1f;<\/h3>\n<p>\u591a\u4e2a Agent \u88ab\u521b\u5efa\u51fa\u6765\u4e4b\u540e&#xff0c;\u771f\u6b63\u9700\u8981\u89e3\u51b3\u7684\u95ee\u9898\u662f&#xff1a;\u5b83\u4eec\u5e94\u8be5\u6309\u7167\u4ec0\u4e48\u65b9\u5f0f\u5408\u4f5c&#xff1f;<\/p>\n<p>\u4e0d\u540c\u4efb\u52a1\u9002\u5408\u4e0d\u540c\u7684\u534f\u4f5c\u62d3\u6251\u3002<\/p>\n<h4>4.1 \u4e32\u884c\u534f\u4f5c&#xff1a;\u4e0a\u4e00\u6b65\u51b3\u5b9a\u4e0b\u4e00\u6b65<\/h4>\n<p>\u4e32\u884c\u534f\u4f5c\u662f\u6700\u5bb9\u6613\u7406\u89e3\u7684\u6a21\u5f0f\u3002<\/p>\n<p>\u4f8b\u5982&#xff0c;\u81ea\u52a8\u751f\u6210\u6280\u672f\u6587\u7ae0&#xff1a;<\/p>\n<p>\u9009\u9898 Agent<br \/>\n    |<br \/>\n    v<br \/>\n\u8d44\u6599\u68c0\u7d22 Agent<br \/>\n    |<br \/>\n    v<br \/>\n\u6587\u7ae0\u64b0\u5199 Agent<br \/>\n    |<br \/>\n    v<br \/>\n\u5ba1\u6838 Agent<br \/>\n    |<br \/>\n    v<br \/>\n\u6700\u7ec8\u6587\u7ae0<\/p>\n<p>\u6bcf\u4e2a Agent \u90fd\u4f9d\u8d56\u524d\u4e00\u4e2a Agent \u7684\u8f93\u51fa\u3002<\/p>\n<p>\u9009\u9898 Agent \u786e\u5b9a\u4e3b\u9898&#xff0c;\u68c0\u7d22 Agent \u6536\u96c6\u8d44\u6599&#xff0c;\u5199\u4f5c Agent \u6839\u636e\u8d44\u6599\u64b0\u5199\u6587\u7ae0&#xff0c;\u5ba1\u6838 Agent \u6700\u540e\u68c0\u67e5\u6587\u7ae0\u7684\u7ed3\u6784\u3001\u4e8b\u5b9e\u548c\u8868\u8fbe\u3002<\/p>\n<p>\u8fd9\u79cd\u6a21\u5f0f\u9002\u5408\u5b58\u5728\u660e\u786e\u4f9d\u8d56\u5173\u7cfb\u7684\u4efb\u52a1\u3002<\/p>\n<p>\u5b83\u7684\u4f18\u70b9\u662f\u6d41\u7a0b\u6e05\u6670\u3001\u5bb9\u6613\u8ffd\u8e2a&#xff1b;\u7f3a\u70b9\u662f\u6574\u4f53\u8017\u65f6\u901a\u5e38\u53d7\u5230\u591a\u4e2a\u9636\u6bb5\u7d2f\u8ba1\u6267\u884c\u65f6\u95f4\u7684\u5f71\u54cd&#xff0c;\u800c\u4e14\u4e0a\u6e38\u8f93\u51fa\u5b58\u5728\u9519\u8bef\u65f6&#xff0c;\u4e0b\u6e38\u53ef\u80fd\u4f1a\u7ee7\u7eed\u653e\u5927\u8fd9\u4e9b\u9519\u8bef\u3002<\/p>\n<h4>4.2 \u5e76\u884c\u534f\u4f5c&#xff1a;\u591a\u4e2a Agent \u540c\u65f6\u5904\u7406\u72ec\u7acb\u4efb\u52a1<\/h4>\n<p>\u5982\u679c\u51e0\u4e2a\u5b50\u4efb\u52a1\u4e4b\u95f4\u6ca1\u6709\u660e\u663e\u7684\u4f9d\u8d56\u5173\u7cfb&#xff0c;\u5c31\u53ef\u4ee5\u8003\u8651\u5e76\u884c\u6267\u884c\u3002<\/p>\n<p>\u4f8b\u5982\u5e02\u573a\u8c03\u7814\u4e2d\u7684\u884c\u4e1a\u5206\u6790\u3001\u7ade\u54c1\u5206\u6790\u548c\u7528\u6237\u9700\u6c42\u5206\u6790&#xff0c;\u53ef\u4ee5\u540c\u65f6\u5f00\u5c55\u3002<\/p>\n<p>                 Coordinator<br \/>\n                      |<br \/>\n          &#043;&#8212;&#8212;&#8212;&#8211;&#043;&#8212;&#8212;&#8212;&#8211;&#043;<br \/>\n          |           |           |<br \/>\n          v           v           v<br \/>\n       \u884c\u4e1a\u5206\u6790     \u7ade\u54c1\u5206\u6790     \u7528\u6237\u5206\u6790<br \/>\n          |           |           |<br \/>\n          &#043;&#8212;&#8212;&#8212;&#8211;&#043;&#8212;&#8212;&#8212;&#8211;&#043;<br \/>\n                      |<br \/>\n                      v<br \/>\n                   \u7ed3\u679c\u6c47\u603b<\/p>\n<p>\u5047\u8bbe\u4e09\u4e2a\u4efb\u52a1\u7684\u6267\u884c\u65f6\u95f4\u5206\u522b\u4e3a 8 \u79d2\u300110 \u79d2\u548c 6 \u79d2\u3002<\/p>\n<p>\u5728\u4e0d\u8003\u8651\u989d\u5916\u8c03\u5ea6\u5f00\u9500\u3001\u8d44\u6e90\u7ade\u4e89\u4ee5\u53ca\u5176\u4ed6\u9650\u5236\u7684\u7406\u60f3\u60c5\u51b5\u4e0b&#xff1a;<\/p>\n<ul>\n<li>\u4e32\u884c\u6267\u884c\u7ea6\u9700\u8981 24 \u79d2\u3002<\/li>\n<li>\u5e76\u884c\u6267\u884c\u7ea6\u9700\u8981 10 \u79d2\u3002<\/li>\n<\/ul>\n<p>\u5e76\u884c\u6267\u884c\u7684\u8017\u65f6\u66f4\u63a5\u8fd1\u6700\u6162\u4efb\u52a1\u7684\u6267\u884c\u65f6\u95f4&#xff0c;\u800c\u4e0d\u662f\u6240\u6709\u4efb\u52a1\u65f6\u95f4\u7684\u603b\u548c\u3002<\/p>\n<p>\u4f46\u8981\u6ce8\u610f&#xff0c;\u5e76\u884c\u5e76\u4e0d\u4e00\u5b9a\u610f\u5473\u7740\u5b9e\u9645\u8017\u65f6\u5fc5\u7136\u66f4\u77ed\u3002\u5982\u679c\u591a\u4e2a Agent \u5171\u7528\u6709\u9650\u7684\u6a21\u578b\u5e76\u53d1\u989d\u5ea6\u3001\u9700\u8981\u9891\u7e41\u8bbf\u95ee\u540c\u4e00\u8d44\u6e90&#xff0c;\u6216\u8005\u4efb\u52a1\u4e4b\u95f4\u5b58\u5728\u4f9d\u8d56&#xff0c;\u5b9e\u9645\u6536\u76ca\u5c31\u53ef\u80fd\u4e0b\u964d\u3002<\/p>\n<h4>4.3 \u5c42\u7ea7\u534f\u4f5c&#xff1a;\u591a\u4e2a\u5c0f\u56e2\u961f\u5171\u540c\u5b8c\u6210\u5927\u4efb\u52a1<\/h4>\n<p>\u5f53\u4efb\u52a1\u8fdb\u4e00\u6b65\u590d\u6742\u5316\u65f6&#xff0c;\u8fd8\u53ef\u4ee5\u91c7\u7528\u5c42\u7ea7\u7ed3\u6784\u3002<\/p>\n<p>\u4f8b\u5982&#xff0c;\u9876\u5c42 Coordinator \u8d1f\u8d23\u6574\u4e2a\u5e02\u573a\u8c03\u7814\u9879\u76ee&#xff0c;\u884c\u4e1a\u7814\u7a76 Agent \u5185\u90e8\u53c8\u7ec4\u7ec7\u6570\u636e\u68c0\u7d22 Agent \u548c\u8d8b\u52bf\u5206\u6790 Agent\u3002<\/p>\n<p>              \u603b\u534f\u8c03 Agent<br \/>\n                    |<br \/>\n          &#043;&#8212;&#8212;&#8212;&#043;&#8212;&#8212;&#8212;&#043;<br \/>\n          |                   |<br \/>\n          v                   v<br \/>\n      \u884c\u4e1a\u7814\u7a76 Agent        \u7ade\u54c1\u7814\u7a76 Agent<br \/>\n          |                   |<br \/>\n      &#043;&#8212;&#043;&#8212;&#043;             &#043;&#8211;&#043;&#8211;&#043;<br \/>\n      |       |             |     |<br \/>\n      v       v             v     v<br \/>\n    \u68c0\u7d22     \u5206\u6790          \u641c\u7d22   \u5bf9\u6bd4<br \/>\n    Agent    Agent         Agent  Agent<\/p>\n<p>\u8fd9\u79cd\u6a21\u5f0f\u80fd\u591f\u5c06\u5927\u578b\u4efb\u52a1\u62c6\u5206\u4e3a\u591a\u4e2a\u76f8\u5bf9\u72ec\u7acb\u7684\u5b50\u56e2\u961f\u3002<\/p>\n<p>\u4f46\u5c42\u7ea7\u8d8a\u591a&#xff0c;\u7cfb\u7edf\u7684\u8c03\u5ea6\u3001\u4e0a\u4e0b\u6587\u4f20\u9012\u548c\u9519\u8bef\u6392\u67e5\u5c31\u8d8a\u590d\u6742\u3002\u56e0\u6b64&#xff0c;\u53ea\u6709\u5f53\u4efb\u52a1\u89c4\u6a21\u548c\u590d\u6742\u5ea6\u786e\u5b9e\u9700\u8981\u8fd9\u79cd\u7ec4\u7ec7\u65b9\u5f0f\u65f6&#xff0c;\u624d\u503c\u5f97\u5f15\u5165\u989d\u5916\u5c42\u7ea7\u3002<\/p>\n<h3>\u4e94\u3001Agent Team \u4e0e LangGraph&#xff1a;\u5982\u4f55\u4ece\u6982\u5ff5\u843d\u5230\u4ee3\u7801&#xff1f;<\/h3>\n<p>\u7406\u89e3\u4e86 Agent Team \u7684\u57fa\u672c\u67b6\u6784\u4e4b\u540e&#xff0c;\u4e00\u4e2a\u5b9e\u9645\u95ee\u9898\u662f&#xff1a;\u5982\u4f55\u5728\u4ee3\u7801\u4e2d\u5b9e\u73b0\u8fd9\u4e9b\u534f\u4f5c\u5173\u7cfb&#xff1f;<\/p>\n<p>\u5982\u679c\u4f7f\u7528 Python \u5f00\u53d1 Agent \u5e94\u7528&#xff0c;LangChain \u548c LangGraph \u662f\u4e24\u79cd\u503c\u5f97\u4e86\u89e3\u7684\u6280\u672f\u3002<\/p>\n<h4>5.1 LangChain \u4e0e LangGraph \u7684\u804c\u8d23<\/h4>\n<p>LangChain \u63d0\u4f9b\u6a21\u578b\u3001\u5de5\u5177\u3001\u6d88\u606f\u548c Agent \u7b49\u6784\u5efa\u80fd\u529b&#xff0c;\u9002\u5408\u5feb\u901f\u6784\u5efa\u80fd\u591f\u7406\u89e3\u9700\u6c42\u3001\u8c03\u7528\u5de5\u5177\u5e76\u8fd4\u56de\u7ed3\u679c\u7684\u667a\u80fd\u4f53\u3002<\/p>\n<p>LangGraph \u5219\u66f4\u4fa7\u91cd\u4e8e\u5c06\u4efb\u52a1\u7ec4\u7ec7\u6210\u5177\u6709\u72b6\u6001\u548c\u63a7\u5236\u6d41\u7a0b\u7684\u56fe\u7ed3\u6784\u3002\u5f00\u53d1\u8005\u53ef\u4ee5\u663e\u5f0f\u5b9a\u4e49\u8282\u70b9\u3001\u8fb9\u3001\u6761\u4ef6\u8def\u7531&#xff0c;\u4ee5\u53ca\u72b6\u6001\u66f4\u65b0\u903b\u8f91&#xff0c;\u4ece\u800c\u5b9e\u73b0\u66f4\u590d\u6742\u7684\u591a\u6b65\u9aa4\u6267\u884c\u6d41\u7a0b\u3002<\/p>\n<p>\u7b80\u5355\u7406\u89e3&#xff1a;<\/p>\n<ul>\n<li>LangChain \u66f4\u5173\u6ce8\u5982\u4f55\u6784\u5efa\u548c\u8fd0\u884c Agent\u3002<\/li>\n<li>LangGraph \u66f4\u5173\u6ce8\u5982\u4f55\u7ec4\u7ec7\u591a\u4e2a\u6b65\u9aa4\u3001\u72b6\u6001\u548c Agent \u4e4b\u95f4\u7684\u6267\u884c\u5173\u7cfb\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u5e76\u4e0d\u662f\u8bf4 LangChain \u53ea\u80fd\u5b9e\u73b0\u7b80\u5355\u7684\u7ebf\u6027\u6d41\u7a0b&#xff0c;\u4e5f\u4e0d\u662f\u8bf4 LangGraph \u53ea\u80fd\u5b9e\u73b0 Multi-Agent\u3002\u4e8c\u8005\u53ef\u4ee5\u914d\u5408\u4f7f\u7528&#xff0c;\u4e5f\u53ef\u4ee5\u6839\u636e\u5b9e\u9645\u9700\u6c42\u5206\u522b\u4f7f\u7528\u3002<\/p>\n<h4>5.2 \u7528 LangGraph \u8868\u8fbe Agent Team<\/h4>\n<p>\u5047\u8bbe\u6211\u4eec\u8981\u5f00\u53d1\u4e00\u4e2a\u5e02\u573a\u8c03\u7814\u56e2\u961f&#xff0c;\u5305\u542b\u4e09\u4e2a\u8282\u70b9&#xff1a;<\/p>\n<ul>\n<li>industry_node&#xff1a;\u5206\u6790\u884c\u4e1a\u8d8b\u52bf\u3002<\/li>\n<li>competitor_node&#xff1a;\u5206\u6790\u7ade\u4e89\u5bf9\u624b\u3002<\/li>\n<li>report_node&#xff1a;\u6574\u5408\u7814\u7a76\u7ed3\u679c\u3002<\/li>\n<\/ul>\n<p>\u4e3a\u4e86\u7a81\u51fa\u534f\u4f5c\u6d41\u7a0b&#xff0c;\u4e0b\u9762\u5148\u4f7f\u7528\u666e\u901a Python \u51fd\u6570\u6a21\u62df Agent \u7684\u6267\u884c\u903b\u8f91&#xff0c;\u4e0d\u6d89\u53ca\u771f\u5b9e\u7684\u5927\u6a21\u578b\u8c03\u7528\u3002<\/p>\n<p><span class=\"token keyword\">from<\/span> typing <span class=\"token keyword\">import<\/span> TypedDict<br \/>\n<span class=\"token keyword\">from<\/span> langgraph<span class=\"token punctuation\">.<\/span>graph <span class=\"token keyword\">import<\/span> StateGraph<span class=\"token punctuation\">,<\/span> START<span class=\"token punctuation\">,<\/span> END<\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">ResearchState<\/span><span class=\"token punctuation\">(<\/span>TypedDict<span class=\"token punctuation\">,<\/span> total<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">False<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    query<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    industry_result<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    competitor_result<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    report<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">industry_node<\/span><span class=\"token punctuation\">(<\/span>state<span class=\"token punctuation\">:<\/span> ResearchState<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u5b9e\u9645\u9879\u76ee\u4e2d\u53ef\u4ee5\u5728\u8fd9\u91cc\u8c03\u7528\u884c\u4e1a\u7814\u7a76 Agent<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token string\">&#034;industry_result&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u884c\u4e1a\u5206\u6790\u4efb\u52a1&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>state<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;query&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">competitor_node<\/span><span class=\"token punctuation\">(<\/span>state<span class=\"token punctuation\">:<\/span> ResearchState<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u5b9e\u9645\u9879\u76ee\u4e2d\u53ef\u4ee5\u5728\u8fd9\u91cc\u8c03\u7528\u7ade\u54c1\u5206\u6790 Agent<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token string\">&#034;competitor_result&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u7ade\u54c1\u5206\u6790\u4efb\u52a1&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>state<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;query&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">report_node<\/span><span class=\"token punctuation\">(<\/span>state<span class=\"token punctuation\">:<\/span> ResearchState<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u5b9e\u9645\u9879\u76ee\u4e2d\u53ef\u4ee5\u8c03\u7528\u6a21\u578b\u751f\u6210\u6700\u7ec8\u62a5\u544a<\/span><br \/>\n    report <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">(<\/span><br \/>\n        <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u7814\u7a76\u4e3b\u9898&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>state<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;query&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\\\\n&#034;<\/span><\/span><br \/>\n        <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u884c\u4e1a\u5206\u6790&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>state<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;industry_result&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\\\\n&#034;<\/span><\/span><br \/>\n        <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u7ade\u54c1\u5206\u6790&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>state<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;competitor_result&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;report&#034;<\/span><span class=\"token punctuation\">:<\/span> report<span class=\"token punctuation\">}<\/span><\/p>\n<p>builder <span class=\"token operator\">&#061;<\/span> StateGraph<span class=\"token punctuation\">(<\/span>ResearchState<span class=\"token punctuation\">)<\/span><\/p>\n<p>builder<span class=\"token punctuation\">.<\/span>add_node<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;industry&#034;<\/span><span class=\"token punctuation\">,<\/span> industry_node<span class=\"token punctuation\">)<\/span><br \/>\nbuilder<span class=\"token punctuation\">.<\/span>add_node<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;competitor&#034;<\/span><span class=\"token punctuation\">,<\/span> competitor_node<span class=\"token punctuation\">)<\/span><br \/>\nbuilder<span class=\"token punctuation\">.<\/span>add_node<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;report&#034;<\/span><span class=\"token punctuation\">,<\/span> report_node<span class=\"token punctuation\">)<\/span><\/p>\n<p>builder<span class=\"token punctuation\">.<\/span>add_edge<span class=\"token punctuation\">(<\/span>START<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;industry&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\nbuilder<span class=\"token punctuation\">.<\/span>add_edge<span class=\"token punctuation\">(<\/span>START<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;competitor&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>builder<span class=\"token punctuation\">.<\/span>add_edge<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;industry&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;report&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\nbuilder<span class=\"token punctuation\">.<\/span>add_edge<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;competitor&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;report&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>builder<span class=\"token punctuation\">.<\/span>add_edge<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;report&#034;<\/span><span class=\"token punctuation\">,<\/span> END<span class=\"token punctuation\">)<\/span><\/p>\n<p>graph <span class=\"token operator\">&#061;<\/span> builder<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">compile<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>result <span class=\"token operator\">&#061;<\/span> graph<span class=\"token punctuation\">.<\/span>invoke<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token string\">&#034;query&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u65b0\u80fd\u6e90\u6c7d\u8f66\u884c\u4e1a&#034;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>result<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;report&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u8fd9\u4e2a\u793a\u4f8b\u5c55\u793a\u4e86\u4e00\u4e2a\u91cd\u8981\u7684\u8bbe\u8ba1\u601d\u8def&#xff1a;\u4e24\u4e2a\u7814\u7a76\u8282\u70b9\u53ef\u4ee5\u4ece\u540c\u4e00\u4e2a\u5f00\u59cb\u8282\u70b9\u51fa\u53d1&#xff0c;\u7136\u540e\u5728\u62a5\u544a\u8282\u70b9\u6c47\u5408\u3002<\/p>\n<p>\u5728 LangGraph \u4e2d&#xff0c;\u8fd9\u79cd\u56fe\u7ed3\u6784\u53ef\u4ee5\u8868\u8fbe\u5e76\u884c\u5206\u652f&#xff1b;\u540c\u4e00\u8f6e\u4e2d\u591a\u4e2a\u5c31\u7eea\u5206\u652f\u7684\u5177\u4f53\u6267\u884c\u987a\u5e8f\u4e0e\u5e76\u53d1\u884c\u4e3a&#xff0c;\u7531\u56fe\u8fd0\u884c\u65f6\u53ca\u5176\u914d\u7f6e\u51b3\u5b9a\u3002<\/p>\n<p>\u793a\u4f8b\u4e2d\u7684\u7814\u7a76\u51fd\u6570\u53ea\u662f\u6a21\u62df\u6267\u884c\u7ed3\u679c&#xff0c;\u5e76\u6ca1\u6709\u771f\u6b63\u8c03\u7528\u5927\u6a21\u578b&#xff0c;\u4e5f\u6ca1\u6709\u5b9e\u73b0\u4e13\u4e1a\u5206\u6790\u3002\u5b9e\u9645\u5e94\u7528\u4e2d&#xff0c;\u53ef\u4ee5\u5c06\u8282\u70b9\u66ff\u6362\u4e3a\u5404\u81ea\u5177\u6709\u72ec\u7acb\u63d0\u793a\u8bcd\u3001\u5de5\u5177\u548c\u6a21\u578b\u8c03\u7528\u903b\u8f91\u7684 Agent\u3002<\/p>\n<p>\u6b64\u5916&#xff0c;\u5982\u679c\u9700\u8981\u5904\u7406\u6210\u5458\u5931\u8d25\u3001\u91cd\u8bd5\u3001\u4eba\u5de5\u5ba1\u6838\u6216\u52a8\u6001\u4efb\u52a1\u5206\u914d&#xff0c;\u8fd8\u9700\u8981\u8fdb\u4e00\u6b65\u8bbe\u8ba1\u76f8\u5e94\u7684\u63a7\u5236\u6d41\u7a0b\u3002<\/p>\n<h4>5.3 State&#xff1a;\u591a\u4e2a\u8282\u70b9\u5982\u4f55\u4f20\u9012\u4fe1\u606f&#xff1f;<\/h4>\n<p>\u5728 LangGraph \u4e2d&#xff0c;State \u53ef\u4ee5\u7406\u89e3\u4e3a\u56fe\u6267\u884c\u8fc7\u7a0b\u4e2d\u5171\u4eab\u7684\u72b6\u6001\u6570\u636e\u3002<\/p>\n<p>\u4ee5\u4e0a\u9762\u7684 ResearchState \u4e3a\u4f8b&#xff1a;<\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">ResearchState<\/span><span class=\"token punctuation\">(<\/span>TypedDict<span class=\"token punctuation\">,<\/span> total<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">False<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    query<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    industry_result<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    competitor_result<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    report<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><\/p>\n<p>\u6bcf\u4e2a\u8282\u70b9\u63a5\u6536\u5f53\u524d\u72b6\u6001&#xff0c;\u5e76\u8fd4\u56de\u81ea\u5df1\u9700\u8981\u66f4\u65b0\u7684\u5b57\u6bb5\u3002<\/p>\n<p>\u4f8b\u5982&#xff0c;\u884c\u4e1a\u7814\u7a76\u8282\u70b9\u8fd4\u56de&#xff1a;<\/p>\n<p><span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token string\">&#034;industry_result&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u884c\u4e1a\u7814\u7a76\u7ed3\u679c&#034;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u7ade\u54c1\u5206\u6790\u8282\u70b9\u8fd4\u56de&#xff1a;<\/p>\n<p><span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token string\">&#034;competitor_result&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u7ade\u54c1\u7814\u7a76\u7ed3\u679c&#034;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u968f\u540e&#xff0c;\u62a5\u544a\u8282\u70b9\u5c31\u53ef\u4ee5\u8bfb\u53d6\u4e24\u90e8\u5206\u7ed3\u679c&#xff0c;\u5e76\u751f\u6210\u6700\u7ec8\u62a5\u544a\u3002<\/p>\n<p>\u9700\u8981\u7279\u522b\u6ce8\u610f&#xff1a;State \u662f\u5de5\u4f5c\u6d41\u7684\u6570\u636e\u72b6\u6001&#xff0c;\u5e76\u4e0d\u7b49\u540c\u4e8e\u6240\u6709 Agent \u7684\u957f\u671f\u8bb0\u5fc6\u3002<\/p>\n<p>\u5b83\u53ef\u4ee5\u627f\u62c5\u4efb\u52a1\u6267\u884c\u671f\u95f4\u7684\u6570\u636e\u4f20\u9012\u804c\u8d23&#xff0c;\u4f46\u5bf9\u8bdd\u5386\u53f2\u3001\u8de8\u4f1a\u8bdd\u8bb0\u5fc6\u3001\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u7684\u77e5\u8bc6&#xff0c;\u4ee5\u53ca\u5916\u90e8\u4e1a\u52a1\u6570\u636e&#xff0c;\u4ecd\u7136\u9700\u8981\u6839\u636e\u5e94\u7528\u9700\u6c42\u5355\u72ec\u8bbe\u8ba1\u3002<\/p>\n<p>\u53e6\u5916&#xff0c;\u591a\u4e2a\u8282\u70b9\u5e76\u884c\u66f4\u65b0\u76f8\u540c\u5b57\u6bb5\u65f6&#xff0c;\u8fd8\u9700\u8981\u8003\u8651\u72b6\u6001\u5408\u5e76\u89c4\u5219&#xff0c;\u907f\u514d\u6570\u636e\u8986\u76d6\u6216\u51b2\u7a81\u3002<\/p>\n<h3>\u516d\u3001\u771f\u6b63\u5b9e\u73b0 Agent Team&#xff0c;\u8fd8\u9700\u8981\u8003\u8651\u54ea\u4e9b\u95ee\u9898&#xff1f;<\/h3>\n<p>\u642d\u5efa\u4e00\u4e2a\u80fd\u591f\u8fd0\u884c\u7684\u591a Agent \u5de5\u4f5c\u6d41\u53ea\u662f\u7b2c\u4e00\u6b65\u3002\u8981\u8ba9\u5b83\u5728\u771f\u5b9e\u4e1a\u52a1\u4e2d\u7a33\u5b9a\u8fd0\u884c&#xff0c;\u8fd8\u9700\u8981\u5904\u7406\u4e00\u7cfb\u5217\u5de5\u7a0b\u95ee\u9898\u3002<\/p>\n<h4>6.1 \u4efb\u52a1\u62c6\u89e3\u4e0d\u80fd\u65e0\u9650\u7ec6\u5316<\/h4>\n<p>\u7406\u8bba\u4e0a&#xff0c;\u6211\u4eec\u53ef\u4ee5\u628a\u4e00\u4e2a\u5927\u4efb\u52a1\u62c6\u6210\u51e0\u5341\u4e2a\u5c0f\u4efb\u52a1&#xff0c;\u518d\u4e3a\u6bcf\u4e2a\u4efb\u52a1\u5206\u914d\u4e00\u4e2a Agent\u3002<\/p>\n<p>\u4f46 Agent \u6570\u91cf\u8d8a\u591a&#xff0c;\u5e76\u4e0d\u610f\u5473\u7740\u7cfb\u7edf\u6548\u679c\u8d8a\u597d\u3002<\/p>\n<p>\u6bcf\u589e\u52a0\u4e00\u4e2a Agent&#xff0c;\u5c31\u53ef\u80fd\u589e\u52a0\u4e00\u6b21\u6a21\u578b\u8c03\u7528\u3001\u4e00\u6b21\u4e0a\u4e0b\u6587\u4f20\u9012\u4ee5\u53ca\u4e00\u6bb5\u989d\u5916\u7684\u6267\u884c\u65f6\u95f4\u3002<\/p>\n<p>\u56e0\u6b64&#xff0c;\u4efb\u52a1\u62c6\u89e3\u5e94\u8be5\u9075\u5faa\u4e00\u4e2a\u57fa\u672c\u539f\u5219&#xff1a;\u53ea\u6709\u5f53\u5b50\u4efb\u52a1\u5177\u6709\u660e\u786e\u7684\u72ec\u7acb\u76ee\u6807\u3001\u4e0d\u540c\u7684\u5de5\u5177\u9700\u6c42&#xff0c;\u6216\u8005\u9700\u8981\u5355\u72ec\u8bc4\u4f30\u7684\u4e13\u4e1a\u80fd\u529b\u65f6&#xff0c;\u624d\u503c\u5f97\u5c06\u5176\u62c6\u5206\u4e3a\u72ec\u7acb Agent\u3002<\/p>\n<p>\u5bf9\u4e8e\u7b80\u5355\u4efb\u52a1&#xff0c;\u76f4\u63a5\u7531\u4e3b Agent \u5b8c\u6210\u53ef\u80fd\u66f4\u9ad8\u6548\u3002<\/p>\n<h4>6.2 \u4e0a\u4e0b\u6587\u9694\u79bb\u4e0e\u7ed3\u679c\u4f20\u9012<\/h4>\n<p>\u4e0d\u540c Agent \u901a\u5e38\u4e0d\u9700\u8981\u83b7\u53d6\u5168\u90e8\u4fe1\u606f\u3002<\/p>\n<p>\u4f8b\u5982&#xff0c;\u98ce\u9669\u8bc4\u4f30 Agent \u53ef\u80fd\u53ea\u9700\u8981\u884c\u4e1a\u62a5\u544a\u3001\u7ade\u54c1\u5206\u6790\u7ed3\u679c\u548c\u98ce\u9669\u8bc4\u4f30\u8981\u6c42&#xff0c;\u800c\u4e0d\u9700\u8981\u8bfb\u53d6\u6574\u4e2a\u7528\u6237\u5bf9\u8bdd\u5386\u53f2\u3002<\/p>\n<p>\u53ef\u4ee5\u901a\u8fc7\u7ed3\u6784\u5316\u4efb\u52a1\u8f93\u5165&#xff0c;\u5c06\u5fc5\u8981\u7684\u4fe1\u606f\u4f20\u9012\u7ed9\u5bf9\u5e94\u7684 Agent\u3002<\/p>\n<p>\u8fd9\u6837\u505a\u4e0d\u4ec5\u53ef\u4ee5\u63a7\u5236\u4e0a\u4e0b\u6587\u957f\u5ea6&#xff0c;\u8fd8\u53ef\u4ee5\u51cf\u5c11\u65e0\u5173\u4fe1\u606f\u5bf9\u7ed3\u679c\u7684\u5e72\u6270\u3002<\/p>\n<p>\u4f46\u4e0a\u4e0b\u6587\u9694\u79bb\u5e76\u4e0d\u610f\u5473\u7740\u5b8c\u5168\u5207\u65ad\u4fe1\u606f\u5171\u4eab\u3002\u7cfb\u7edf\u9700\u8981\u660e\u786e\u54ea\u4e9b\u4fe1\u606f\u5e94\u5f53\u5171\u4eab\u3001\u54ea\u4e9b\u4fe1\u606f\u5e94\u5f53\u9694\u79bb&#xff0c;\u4ee5\u53ca\u54ea\u4e9b\u4fe1\u606f\u5fc5\u987b\u4fdd\u7559\u6765\u6e90\u3002<\/p>\n<h4>6.3 \u7ed3\u679c\u6821\u9a8c\u4e0e\u5931\u8d25\u6062\u590d<\/h4>\n<p>\u5047\u8bbe\u884c\u4e1a\u7814\u7a76 Agent \u6210\u529f\u5b8c\u6210\u4efb\u52a1&#xff0c;\u4f46\u7ade\u54c1\u5206\u6790 Agent \u8c03\u7528\u5916\u90e8\u641c\u7d22\u63a5\u53e3\u65f6\u5931\u8d25\u4e86&#xff0c;\u6574\u4e2a\u56e2\u961f\u5e94\u8be5\u600e\u4e48\u529e&#xff1f;<\/p>\n<p>\u4e00\u4e2a\u53ef\u9760\u7684\u7cfb\u7edf\u4e0d\u5e94\u8be5\u53ea\u6709\u6210\u529f\u8def\u5f84\u3002<\/p>\n<p>\u53ef\u4ee5\u8003\u8651\u4ee5\u4e0b\u7b56\u7565&#xff1a;<\/p>\n<ul>\n<li>\u4e3a\u53ef\u91cd\u8bd5\u7684\u7f51\u7edc\u9519\u8bef\u8bbe\u7f6e\u6709\u9650\u6b21\u6570\u7684\u91cd\u8bd5\u3002<\/li>\n<li>\u5bf9\u6bcf\u4e2a\u5b50\u4efb\u52a1\u8bbe\u7f6e\u8d85\u65f6\u548c\u6267\u884c\u72b6\u6001\u3002<\/li>\n<li>\u5141\u8bb8\u72ec\u7acb\u6210\u529f\u7684\u4efb\u52a1\u7ed3\u679c\u88ab\u4fdd\u7559\u3002<\/li>\n<li>\u5bf9\u7f3a\u5931\u6570\u636e\u8fdb\u884c\u660e\u786e\u6807\u8bb0&#xff0c;\u800c\u4e0d\u662f\u81ea\u52a8\u7f16\u9020\u7ed3\u679c\u3002<\/li>\n<li>\u5728\u5fc5\u8981\u65f6\u91cd\u65b0\u6267\u884c\u5931\u8d25\u4efb\u52a1&#xff0c;\u6216\u8005\u8fd4\u56de\u90e8\u5206\u7ed3\u679c\u3002<\/li>\n<li>\u5728\u6700\u7ec8\u6c47\u603b\u9636\u6bb5\u68c0\u67e5\u5173\u952e\u5b57\u6bb5\u548c\u5f15\u7528\u6765\u6e90\u662f\u5426\u9f50\u5168\u3002<\/li>\n<\/ul>\n<p>\u5bf9\u4e8e\u9700\u8981\u9ad8\u53ef\u9760\u6027\u7684\u4e1a\u52a1&#xff0c;\u8fd8\u53ef\u4ee5\u4e3a\u5173\u952e\u7ed3\u679c\u8bbe\u7f6e\u4eba\u5de5\u5ba1\u6838\u73af\u8282\u3002<\/p>\n<h4>6.4 \u53ef\u89c2\u6d4b\u6027\u4e0e\u6267\u884c\u6210\u672c<\/h4>\n<p>\u5f53\u4e00\u4e2a\u8bf7\u6c42\u7ecf\u8fc7\u591a\u4e2a Agent \u65f6&#xff0c;\u5982\u679c\u6700\u7ec8\u62a5\u544a\u51fa\u73b0\u95ee\u9898&#xff0c;\u4ec5\u67e5\u770b\u6700\u7ec8\u8f93\u51fa\u5f80\u5f80\u4e0d\u8db3\u4ee5\u5b9a\u4f4d\u539f\u56e0\u3002<\/p>\n<p>\u56e0\u6b64&#xff0c;\u5efa\u8bae\u8bb0\u5f55\u6bcf\u4e2a\u5b50\u4efb\u52a1\u7684\u8f93\u5165\u3001\u8f93\u51fa\u3001\u6267\u884c\u65f6\u95f4\u3001\u6a21\u578b\u8c03\u7528\u6b21\u6570\u3001\u9519\u8bef\u4fe1\u606f\u4ee5\u53ca\u5de5\u5177\u8c03\u7528\u8bb0\u5f55\u3002<\/p>\n<p>\u5bf9\u4e8e\u6d89\u53ca\u654f\u611f\u6570\u636e\u7684\u5e94\u7528&#xff0c;\u8fd8\u5e94\u907f\u514d\u5728\u65e5\u5fd7\u4e2d\u76f4\u63a5\u66b4\u9732\u5bc6\u94a5\u3001\u4e2a\u4eba\u4fe1\u606f\u7b49\u5185\u5bb9\u3002<\/p>\n<p>\u901a\u8fc7\u8fd9\u4e9b\u8bb0\u5f55&#xff0c;\u5f00\u53d1\u8005\u624d\u80fd\u5206\u6790\u7a76\u7adf\u662f\u4efb\u52a1\u62c6\u89e3\u4e0d\u5408\u7406\u3001\u68c0\u7d22\u7ed3\u679c\u4e0d\u51c6\u786e&#xff0c;\u8fd8\u662f\u67d0\u4e2a Agent 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