{"id":89232,"date":"2026-08-02T17:25:11","date_gmt":"2026-08-02T09:25:11","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/89232.html"},"modified":"2026-08-02T17:25:11","modified_gmt":"2026-08-02T09:25:11","slug":"agent%e6%9e%b6%e6%9e%84%e8%ae%be%e8%ae%a1%ef%bc%9aplanning%e4%b8%8e%e5%8a%a8%e6%80%81%e4%bb%bb%e5%8a%a1%e8%a7%84%e5%88%92","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/89232.html","title":{"rendered":"Agent\u67b6\u6784\u8bbe\u8ba1\uff1aPlanning\u4e0e\u52a8\u6001\u4efb\u52a1\u89c4\u5212"},"content":{"rendered":"<h2>Agent\u67b6\u6784\u8bbe\u8ba1&#xff1a;Planning\u4e0e\u52a8\u6001\u4efb\u52a1\u89c4\u5212<\/h2>\n<p>\u5f88\u591a Agent \u7684\u95ee\u9898&#xff0c;\u4e0d\u662f\u4e0d\u4f1a\u8c03\u7528\u5de5\u5177&#xff0c;\u800c\u662f\u4e0d\u77e5\u9053\u4ec0\u4e48\u65f6\u5019\u8be5\u505c\u4e0b\u6765\u89c4\u5212\u3002<\/p>\n<p>\u7b80\u5355\u4efb\u52a1\u4e2d&#xff0c;\u8fb9\u601d\u8003\u8fb9\u6267\u884c\u6ca1\u6709\u95ee\u9898\u3002\u4f46\u5f53\u4efb\u52a1\u6d89\u53ca\u591a\u4e2a\u6a21\u5757\u3001\u591a\u4e2a\u6b65\u9aa4\u65f6&#xff0c;Agent \u5f88\u5bb9\u6613\u9677\u5165\u4e00\u79cd\u72b6\u6001&#xff1a;\u6bcf\u4e00\u6b65\u90fd\u5408\u7406&#xff0c;\u6700\u540e\u7ed3\u679c\u5374\u548c\u6700\u521d\u76ee\u6807\u4e0d\u4e00\u81f4\u3002\u533a\u522b\u5728\u4e8e&#xff1a;\u6267\u884c\u80fd\u529b\u548c\u89c4\u5212\u80fd\u529b\u662f\u4e24\u4e2a\u72ec\u7acb\u7684\u95ee\u9898\u3002<\/p>\n<h3>\u76ee\u5f55<\/h3>\n<ul>\n<li>\u6ca1\u6709\u89c4\u5212\u7684Agent<\/li>\n<li>\u89c4\u5212\u7684\u672c\u8d28<\/li>\n<li>\u4e3a\u4ec0\u4e48LLM\u4e0d\u4f1a\u5929\u7136\u89c4\u5212<\/li>\n<li>\u4e24\u79cd\u8303\u5f0f<\/li>\n<li>Plan\u4e0d\u662f\u4efb\u52a1\u5217\u8868<\/li>\n<li>\u600e\u4e48\u62c6\u4efb\u52a1<\/li>\n<li>\u52a8\u6001\u8c03\u6574<\/li>\n<li>\u5b9e\u6218&#xff1a;\u6838\u5fc3\u6d41\u7a0b<\/li>\n<li>\u5c0f\u7ed3<\/li>\n<\/ul>\n<h3>\u6ca1\u6709\u89c4\u5212\u7684Agent<\/h3>\n<p>\u5728 AgentLoop \u90a3\u7bc7\u6587\u7ae0\u91cc&#xff0c;\u6211\u4eec\u8bb2\u8fc7 Agent \u7684\u57fa\u672c\u5faa\u73af&#xff1a;\u6536\u5230\u7528\u6237\u8f93\u5165&#xff0c;\u63a8\u7406&#xff0c;\u8c03\u5de5\u5177&#xff0c;\u62ff\u5230\u7ed3\u679c&#xff0c;\u518d\u63a8\u7406&#xff0c;\u76f4\u5230\u4efb\u52a1\u5b8c\u6210\u3002\u8fd9\u4e2a\u6a21\u5f0f\u5728\u7b80\u5355\u4efb\u52a1\u4e0a\u8868\u73b0\u5f88\u597d\u3002\u521b\u5efa\u4e00\u4e2a\u6587\u4ef6\u3001\u67e5\u4e00\u4e2a\u4fe1\u606f\u3001\u6539\u4e00\u6bb5\u4ee3\u7801&#xff0c;Agent \u6bcf\u4e00\u6b65\u90fd\u80fd\u770b\u5230\u5f53\u524d\u72b6\u6001&#xff0c;\u505a\u51fa\u5408\u7406\u5224\u65ad\u3002<\/p>\n<p>\u4f46\u4efb\u52a1\u4e00\u65e6\u53d8\u590d\u6742&#xff0c;\u8fd9\u4e2a\u6a21\u5f0f\u5c31\u5f00\u59cb\u66b4\u9732\u95ee\u9898\u3002<\/p>\n<p>\u8ba9 Agent \u201c\u628a\u4e00\u4e2a\u5355\u4f53\u9879\u76ee\u62c6\u6210\u5fae\u670d\u52a1\u201d\u3002\u5b83\u6ca1\u6709\u5148\u60f3\u6e05\u695a\u8981\u62c6\u51e0\u4e2a\u670d\u52a1\u3001\u8fb9\u754c\u5728\u54ea\u3001\u5171\u4eab\u6570\u636e\u600e\u4e48\u5904\u7406&#xff0c;\u800c\u662f\u76f4\u63a5\u4e0a\u6765\u5c31\u5f00\u59cb\u52a8\u624b&#xff1a;\u5148\u521b\u5efa\u4e86\u4e00\u4e2a\u76ee\u5f55&#xff0c;\u7136\u540e\u5f00\u59cb\u642c\u4ee3\u7801\u3002\u642c\u7740\u642c\u7740\u53d1\u73b0\u4e24\u4e2a\u6a21\u5757\u4e4b\u95f4\u6709\u5faa\u73af\u4f9d\u8d56&#xff0c;\u4e8e\u662f\u505c\u4e0b\u6765\u5904\u7406\u4f9d\u8d56\u5173\u7cfb\u3002\u5904\u7406\u5b8c\u7ee7\u7eed\u642c&#xff0c;\u53c8\u53d1\u73b0\u6570\u636e\u5e93\u8868\u88ab\u4e24\u4e2a\u6a21\u5757\u5171\u7528&#xff0c;\u4e0d\u77e5\u9053\u8be5\u653e\u54ea\u4e2a\u670d\u52a1\u91cc\u3002\u5b83\u6bcf\u4e00\u6b65\u90fd\u5728\u505a\u5c40\u90e8\u6700\u4f18\u7684\u51b3\u7b56&#xff0c;\u4f46\u8fd9\u4e9b\u5c40\u90e8\u6700\u4f18\u62fc\u5728\u4e00\u8d77&#xff0c;\u5e76\u4e0d\u7b49\u4e8e\u5168\u5c40\u6700\u4f18\u3002<\/p>\n<p>\u5982\u679c\u6709\u89c4\u5212\u5462&#xff1f;\u63d0\u524d\u67e5\u597d\u666f\u70b9\u5f00\u653e\u65f6\u95f4&#xff0c;\u6309\u5730\u7406\u4f4d\u7f6e\u6392\u597d\u8def\u7ebf&#xff0c;\u5403\u996d\u7684\u5730\u65b9\u4e5f\u6807\u597d\u3002\u540c\u6837\u7684\u65f6\u95f4&#xff0c;\u80fd\u591a\u53bb\u4e24\u4e2a\u5730\u65b9&#xff0c;\u8fd8\u4e0d\u7d2f\u3002<\/p>\n<p>Agent \u4e5f\u662f\u4e00\u6837\u3002\u6ca1\u6709\u89c4\u5212\u7684 Agent \u662f reactive \u7684&#xff0c;\u8d70\u4e00\u6b65\u770b\u4e00\u6b65&#xff1b;\u6709\u89c4\u5212\u7684 Agent \u662f proactive \u7684&#xff0c;\u5148\u60f3\u6e05\u695a\u518d\u52a8\u624b\u3002<\/p>\n<h3>\u89c4\u5212\u7684\u672c\u8d28<\/h3>\n<p>\u4ece\u5de5\u7a0b\u89d2\u5ea6\u770b&#xff0c;Planning \u89e3\u51b3\u7684\u662f\u6267\u884c\u524d\u7684\u4fe1\u606f\u7ec4\u7ec7\u95ee\u9898&#xff1a;\u63d0\u524d\u660e\u786e\u76ee\u6807\u3001\u6b65\u9aa4\u4ee5\u53ca\u6bcf\u4e00\u6b65\u7684\u9884\u671f\u7ed3\u679c\u3002<\/p>\n<p>\u4eba\u7c7b\u505a\u590d\u6742\u4efb\u52a1\u65f6\u5929\u7136\u5c31\u4f1a\u89c4\u5212\u3002\u642d\u4e00\u4e2a\u535a\u5ba2\u7cfb\u7edf&#xff0c;\u8111\u5b50\u91cc\u4f1a\u5148\u8fc7\u4e00\u904d&#xff1a;\u8981\u6709\u54ea\u4e9b\u6a21\u5757&#xff1f;\u6570\u636e\u5e93\u600e\u4e48\u8bbe\u8ba1&#xff1f;\u5148\u505a\u4ec0\u4e48\u540e\u505a\u4ec0\u4e48&#xff1f;\u8fd9\u4e9b\u601d\u8003\u53d1\u751f\u5728\u52a8\u624b\u5199\u4ee3\u7801\u4e4b\u524d&#xff0c;\u4f46 LLM \u4e0d\u4e00\u6837&#xff0c;\u5b83\u4e0d\u4f1a\u5929\u7136\u89c4\u5212\u3002<\/p>\n<h3>\u4e3a\u4ec0\u4e48 LLM \u4e0d\u4f1a\u5929\u7136\u89c4\u5212<\/h3>\n<p>LLM \u672c\u8eab\u5e76\u4e0d\u7ef4\u62a4\u4efb\u52a1\u72b6\u6001\u3002\u5b83\u770b\u5230\u7684\u662f\u5f53\u524d\u4e0a\u4e0b\u6587&#xff0c;\u800c\u4e0d\u662f\u4e00\u4e2a\u7ed3\u6784\u5316\u7684\u4efb\u52a1\u6a21\u578b\u3002\u5728 AgentLoop \u91cc&#xff0c;\u6bcf\u4e00\u6b65\u7684\u51b3\u7b56\u90fd\u662f\u6839\u636e\u5f53\u524d messages \u9884\u6d4b\u4e0b\u4e00\u4e2a\u52a8\u4f5c&#xff0c;\u6267\u884c\u540e\u628a\u7ed3\u679c\u585e\u56de messages&#xff0c;\u8fdb\u5165\u4e0b\u4e00\u8f6e\u3002<\/p>\n<p>\u95ee\u9898\u5728\u4e8e\u4e24\u70b9&#xff1a;<\/p>\n<p>\u5f53\u524d\u4e0a\u4e0b\u6587 \u2260 \u5b8c\u6574\u4efb\u52a1\u72b6\u6001\u3002 messages \u91cc\u5806\u7684\u662f\u5386\u53f2\u5bf9\u8bdd\u548c\u5de5\u5177\u8f93\u51fa&#xff0c;\u4f46\u5b83\u4e0d\u5305\u542b&#034;\u8fd9\u4e2a\u4efb\u52a1\u7684\u6700\u7ec8\u76ee\u6807\u662f\u4ec0\u4e48&#034;\u3001\u201c\u5df2\u7ecf\u5b8c\u6210\u4e86\u54ea\u4e9b\u5b50\u76ee\u6807\u201d\u3001&#034;\u8fd8\u5269\u4ec0\u4e48\u6ca1\u505a&#034;\u8fd9\u7c7b\u7ed3\u6784\u5316\u7684\u4efb\u52a1\u72b6\u6001\u4fe1\u606f\u3002LLM \u770b\u5230\u7684\u662f\u4e00\u5806\u788e\u7247&#xff0c;\u5b83\u9700\u8981\u4ece\u788e\u7247\u4e2d\u63a8\u65ad\u5168\u5c40&#xff0c;\u8fd9\u672c\u8eab\u5c31\u662f\u4e00\u4e2a\u4e0d\u7a33\u5b9a\u7684\u4efb\u52a1\u3002<\/p>\n<p>\u5f53\u524d\u6700\u4f18\u52a8\u4f5c \u2260 \u5168\u5c40\u6700\u4f18\u8def\u5f84\u3002 \u6bcf\u4e00\u6b65 LLM \u90fd\u5728\u505a\u5c40\u90e8\u6700\u4f18\u51b3\u7b56&#xff0c;\u4f46\u5c40\u90e8\u6700\u4f18\u62fc\u8d77\u6765\u4e0d\u7b49\u4e8e\u5168\u5c40\u6700\u4f18\u3002<\/p>\n<p>\u6240\u4ee5\u590d\u6742\u4efb\u52a1\u4f1a\u51fa\u73b0\u8fd9\u79cd\u5178\u578b\u7684\u5c40\u90e8\u51b3\u7b56\u9677\u9631&#xff1a;<\/p>\n<p>Step1: &#034;\u521b\u5efa\u76ee\u5f55 src\/modules\/&#034;<br \/>\n    \u2193<br \/>\nStep2: &#034;\u5199\u4ee3\u7801\u642c\u8fdb\u53bb&#034;<br \/>\n    \u2193<br \/>\nStep3: \u53d1\u73b0\u76ee\u5f55\u7ed3\u6784\u4e0d\u5408\u7406&#xff0c;\u548c\u53e6\u4e00\u4e2a\u6a21\u5757\u51b2\u7a81<br \/>\n    \u2193<br \/>\n\u8fd4\u5de5<\/p>\n<p>\u6bcf\u4e00\u6b65\u5728\u5f53\u65f6\u770b\u90fd\u662f\u5408\u7406\u7684&#xff0c;\u4f46\u4ece\u5168\u5c40\u770b&#xff0c;Step1 \u7684\u76ee\u5f55\u7ed3\u6784\u5c31\u4e0d\u5bf9\u3002<\/p>\n<p>Planning \u662f\u989d\u5916\u5f15\u5165\u4e00\u4e2a\u7ed3\u6784\u5316\u7684\u80fd\u529b\u5c42&#xff1a;<\/p>\n<p>\u4efb\u52a1\u72b6\u6001\u6a21\u578b&#xff08;\u5f53\u524d\u5728\u54ea\u3001\u76ee\u6807\u662f\u4ec0\u4e48&#xff09;<br \/>\n    &#043;<br \/>\n\u76ee\u6807\u5206\u89e3&#xff08;\u5927\u76ee\u6807\u62c6\u6210\u5c0f\u76ee\u6807&#xff09;<br \/>\n    &#043;<br \/>\n\u6267\u884c\u8def\u7ebf&#xff08;\u5148\u505a\u4ec0\u4e48\u3001\u540e\u505a\u4ec0\u4e48\u3001\u6bcf\u6b65\u4ea7\u51fa\u4ec0\u4e48&#xff09;<\/p>\n<p>\u8fd9\u4e09\u5c42\u4e0d\u662f LLM \u5929\u7136\u5177\u5907\u7684&#xff0c;\u9700\u8981\u6211\u4eec\u5728\u67b6\u6784\u5c42\u9762\u4e3b\u52a8\u52a0\u8fdb\u53bb\u3002\u5728 Agent \u5f00\u59cb\u6267\u884c\u4e4b\u524d&#xff0c;\u5148\u63d2\u5165\u4e00\u4e2a&#034;\u89c4\u5212\u9636\u6bb5&#034;&#xff0c;\u8ba9 LLM \u628a\u4efb\u52a1\u62c6\u89e3\u6210\u6b65\u9aa4&#xff0c;\u751f\u6210\u4e00\u4e2a\u8ba1\u5212&#xff0c;\u7136\u540e\u6309\u8ba1\u5212\u9010\u6b65\u6267\u884c\u3002<\/p>\n<h3>\u4e24\u79cd\u8303\u5f0f<\/h3>\n<p>\u76ee\u524d\u4e3b\u6d41\u7684 Agent \u6267\u884c\u8303\u5f0f\u6709\u4e24\u79cd&#xff1a;ReAct \u548c Plan-and-Execute\u3002<\/p>\n<p>ReAct \u5c31\u662f\u6211\u4eec\u4e4b\u524d\u8bb2\u7684 AgentLoop \u7684\u6a21\u5f0f\u3002\u6bcf\u4e00\u6b65\u90fd\u662f&#xff1a;\u601d\u8003&#xff08;Reason&#xff09;\u2192 \u884c\u52a8&#xff08;Act&#xff09;\u2192 \u89c2\u5bdf&#xff08;Observe&#xff09;\u2192 \u518d\u601d\u8003\u3002Agent \u6c38\u8fdc\u5728\u6839\u636e\u5f53\u524d\u72b6\u6001\u505a\u5373\u65f6\u53cd\u5e94\u3002<\/p>\n<p>ReAct \u5faa\u73af&#xff1a;<\/p>\n<p>\u7528\u6237\u8f93\u5165<br \/>\n    \u2502<br \/>\n    \u25bc<br \/>\n\u601d\u8003&#xff1a;\u6211\u8be5\u505a\u4ec0\u4e48&#xff1f;<br \/>\n    \u2502<br \/>\n    \u25bc<br \/>\n\u884c\u52a8&#xff1a;\u8c03\u7528\u5de5\u5177<br \/>\n    \u2502<br \/>\n    \u25bc<br \/>\n\u89c2\u5bdf&#xff1a;\u62ff\u5230\u7ed3\u679c<br \/>\n    \u2502<br \/>\n    \u25bc<br \/>\n\u601d\u8003&#xff1a;\u4e0b\u4e00\u6b65\u8be5\u505a\u4ec0\u4e48&#xff1f;<br \/>\n    \u2502<br \/>\n    \u25bc<br \/>\n\u884c\u52a8&#xff1a;\u8c03\u7528\u5de5\u5177<br \/>\n    \u2502<br \/>\n    &#8230;<\/p>\n<p>Plan-and-Execute \u591a\u4e86\u4e00\u4e2a\u89c4\u5212\u9636\u6bb5\u3002\u5148\u8ba9 LLM \u751f\u6210\u4e00\u4e2a\u5b8c\u6574\u7684\u6267\u884c\u8ba1\u5212&#xff0c;\u7136\u540e\u9010\u6b65\u6267\u884c\u3002\u6267\u884c\u8fc7\u7a0b\u4e2d\u5982\u679c\u53d1\u73b0\u8ba1\u5212\u9700\u8981\u8c03\u6574&#xff0c;\u518d\u91cd\u65b0\u89c4\u5212\u3002<\/p>\n<p>Plan-and-Execute \u6d41\u7a0b&#xff1a;<\/p>\n<p>\u7528\u6237\u8f93\u5165<br \/>\n    \u2502<br \/>\n    \u25bc<br \/>\n\u89c4\u5212&#xff1a;\u751f\u6210\u6267\u884c\u8ba1\u5212 [\u6b65\u9aa41, \u6b65\u9aa42, \u6b65\u9aa43, &#8230;]<br \/>\n    \u2502<br \/>\n    \u25bc<br \/>\n\u6267\u884c\u6b65\u9aa41 \u2192 \u89c2\u5bdf\u7ed3\u679c<br \/>\n    \u2502<br \/>\n    \u25bc<br \/>\n\u6267\u884c\u6b65\u9aa42 \u2192 \u89c2\u5bdf\u7ed3\u679c<br \/>\n    \u2502<br \/>\n    \u25bc<br \/>\n\u9700\u8981\u8c03\u6574\u5417&#xff1f;\u2192 \u662f \u2192 \u91cd\u65b0\u89c4\u5212<br \/>\n    \u2502<br \/>\n    \u25bc<br \/>\n\u6267\u884c\u6b65\u9aa43 \u2192 &#8230;<\/p>\n<p>\u4e24\u8005\u7684\u533a\u522b\u5728\u51b3\u7b56\u65f6\u673a&#xff1a;ReAct \u662f&#034;\u8fb9\u505a\u8fb9\u60f3&#034;&#xff0c;Plan-and-Execute \u662f&#034;\u5148\u60f3\u540e\u505a&#034;\u3002<\/p>\n<table>\n<tr>\u7ef4\u5ea6ReActPlan-and-Execute<\/tr>\n<tbody>\n<tr>\n<td>\u51b3\u7b56\u65f6\u673a<\/td>\n<td>\u6bcf\u6b65\u5373\u65f6\u51b3\u7b56<\/td>\n<td>\u5148\u89c4\u5212\u518d\u6267\u884c<\/td>\n<\/tr>\n<tr>\n<td>\u5168\u5c40\u89c6\u89d2<\/td>\n<td>\u5f31<\/td>\n<td>\u5f3a<\/td>\n<\/tr>\n<tr>\n<td>\u9002\u7528\u573a\u666f<\/td>\n<td>\u7b80\u5355\u4efb\u52a1\u3001\u6b65\u9aa4\u5c11<\/td>\n<td>\u590d\u6742\u4efb\u52a1\u3001\u6b65\u9aa4\u591a\u4e14\u6709\u4f9d\u8d56<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4f46\u5b9e\u9645\u751f\u4ea7\u73af\u5883\u7684 Agent \u5f88\u5c11\u7eaf\u7cb9\u7528\u5176\u4e2d\u4e00\u79cd\u3002\u66f4\u591a\u662f\u6df7\u5408\u6a21\u5f0f&#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260802092509-6a6f0cf5abdde.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>Plan \u63d0\u4f9b\u65b9\u5411&#xff0c;ReAct \u63d0\u4f9b\u6267\u884c\u7075\u6d3b\u6027\u3002 \u76ee\u524d\u5f88\u591a\u4ee3\u7801 Agent \u90fd\u91c7\u7528\u7c7b\u4f3c\u601d\u8def&#xff1a;\u5148\u751f\u6210\u6267\u884c\u65b9\u5411&#xff0c;\u518d\u8fdb\u5165\u5de5\u5177\u8c03\u7528\u5faa\u73af&#xff0c;\u5e76\u5728\u5fc5\u8981\u65f6\u91cd\u65b0\u8c03\u6574\u8ba1\u5212\u3002\u548c\u4e4b\u524d\u8bb2\u7684 Agent \u9519\u8bef\u6062\u590d\u4e5f\u662f\u540c\u4e00\u4e2a\u601d\u8def\u2014\u2014\u6267\u884c\u8fc7\u7a0b\u4e2d\u51fa\u95ee\u9898\u4e86&#xff0c;\u6682\u505c\u3001\u8c03\u6574\u3001\u7ee7\u7eed\u3002<\/p>\n<p>\u5bf9\u4e8e\u5927\u591a\u6570\u7b80\u5355\u4efb\u52a1&#xff0c;ReAct \u8db3\u591f\u4e86\u3002\u4f46\u5f53\u4efb\u52a1\u6b65\u9aa4\u8d85\u8fc7\u4e94\u516d\u6b65\u3001\u4e14\u6b65\u9aa4\u4e4b\u95f4\u6709\u4f9d\u8d56\u5173\u7cfb\u65f6&#xff0c;Planning \u7684\u5168\u5c40\u89c6\u89d2\u5c31\u80fd\u907f\u514d\u5f88\u591a&#034;\u5c40\u90e8\u6700\u4f18\u3001\u5168\u5c40\u6df7\u4e71&#034;\u7684\u95ee\u9898\u3002Agent \u4e0d\u9700\u8981\u6bcf\u6b65\u90fd\u91cd\u65b0\u60f3&#034;\u6211\u8be5\u505a\u4ec0\u4e48&#034;&#xff0c;\u5b83\u53ea\u9700\u8981\u770b\u4e00\u773c\u8ba1\u5212&#xff0c;\u6267\u884c\u5f53\u524d\u6b65\u9aa4&#xff0c;\u7136\u540e\u7ee7\u7eed\u3002<\/p>\n<h3>Plan\u4e0d\u662f\u4efb\u52a1\u5217\u8868<\/h3>\n<p>\u4f1a\u6709\u521d\u5b66\u8005\u7406\u89e3\u7684 Plan \u662f\u8fd9\u6837\u7684&#xff1a;<\/p>\n<p>1. \u521b\u5efa\u6587\u4ef6<br \/>\n2. \u5b89\u88c5\u4f9d\u8d56<br \/>\n3. \u5199\u4ee3\u7801<br \/>\n4. \u8dd1\u6d4b\u8bd5<\/p>\n<p>\u8fd9\u53ea\u662f\u4e00\u4e2a Task List&#xff0c;\u4e0d\u662f Plan\u3002Task List \u53ea\u544a\u8bc9\u4f60&#034;\u505a\u4ec0\u4e48&#034;&#xff0c;\u4e0d\u544a\u8bc9\u4f60&#034;\u4e3a\u4ec0\u4e48\u505a&#034;\u3001\u201c\u505a\u5230\u4ec0\u4e48\u7a0b\u5ea6\u201d\u3001\u201c\u600e\u4e48\u9a8c\u8bc1\u505a\u5bf9\u4e86\u201d\u3002<\/p>\n<p>\u4e00\u4e2a\u5b8c\u6574\u7684 Plan \u5e94\u8be5\u5305\u542b\u4e94\u4e2a\u8981\u7d20&#xff1a;<\/p>\n<table>\n<tr>\u8981\u7d20\u542b\u4e49\u793a\u4f8b<\/tr>\n<tbody>\n<tr>\n<td>Goal<\/td>\n<td>\u6700\u7ec8\u76ee\u6807<\/td>\n<td>\u642d\u5efa\u4e00\u4e2a\u53ef\u8fd0\u884c\u7684 React \u9879\u76ee<\/td>\n<\/tr>\n<tr>\n<td>State<\/td>\n<td>\u5f53\u524d\u72b6\u6001\u548c\u76ee\u6807\u72b6\u6001<\/td>\n<td>\u5f53\u524d&#xff1a;\u7a7a\u76ee\u5f55 \u2192 \u76ee\u6807&#xff1a;npm run build \u901a\u8fc7<\/td>\n<\/tr>\n<tr>\n<td>Constraints<\/td>\n<td>\u7ea6\u675f\u6761\u4ef6<\/td>\n<td>React 18\u3001TypeScript\u3001feature \u76ee\u5f55\u7ed3\u6784<\/td>\n<\/tr>\n<tr>\n<td>Steps<\/td>\n<td>\u6267\u884c\u6b65\u9aa4<\/td>\n<td>\u521d\u59cb\u5316 \u2192 \u914d\u7f6e \u2192 \u5b9e\u73b0 \u2192 \u9a8c\u8bc1<\/td>\n<\/tr>\n<tr>\n<td>Validation<\/td>\n<td>\u9a8c\u8bc1\u6761\u4ef6<\/td>\n<td>npm run build \u65e0\u62a5\u9519\u3001ESLint \u65e0\u8b66\u544a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e3a\u4ec0\u4e48\u8fd9\u4e2a\u533a\u5206\u91cd\u8981&#xff1f;\u56e0\u4e3a\u5728 Agent \u6267\u884c\u8fc7\u7a0b\u4e2d&#xff0c;\u6700\u5bb9\u6613\u51fa\u95ee\u9898\u7684\u4e0d\u662f&#034;\u4e0b\u4e00\u6b65\u8c03\u54ea\u4e2a\u5de5\u5177&#034;&#xff0c;\u800c\u662f\u4efb\u52a1\u76ee\u6807\u6709\u6ca1\u6709\u6f02\u79fb\u3002<\/p>\n<p>\u4e3e\u4e2a\u4f8b\u5b50\u3002Agent \u7684\u76ee\u6807\u662f&#034;\u642d\u5efa\u4e00\u4e2a React \u9879\u76ee&#xff0c;\u7528 feature \u6a21\u5757\u5212\u5206\u76ee\u5f55&#034;\u3002\u6267\u884c\u5230\u7b2c\u4e09\u6b65\u65f6&#xff0c;\u5b83\u53d1\u73b0 Vite \u9ed8\u8ba4\u6a21\u677f\u7528\u7684\u662f pages \u7ed3\u6784&#xff0c;\u4e8e\u662f\u987a\u624b\u5c31\u6309 pages \u7ed3\u6784\u642d\u4e86\u3002\u6bcf\u4e00\u6b65\u7684\u4ee3\u7801\u90fd\u6ca1\u95ee\u9898&#xff0c;\u4f46\u6700\u7ec8\u7ed3\u679c\u504f\u79bb\u4e86\u539f\u59cb\u9700\u6c42\u3002<\/p>\n<p>\u8fd9\u5c31\u662f\u53ea\u7ef4\u62a4 Task List \u4e0d\u7ef4\u62a4 Plan State \u7684\u540e\u679c\u3002Agent \u77e5\u9053\u81ea\u5df1\u5728\u6267\u884c\u7b2c\u51e0\u6b65&#xff0c;\u4f46\u5b83\u4e0d\u77e5\u9053&#034;\u539f\u59cb\u76ee\u6807\u662f\u4ec0\u4e48&#034;\u3001\u201c\u5f53\u524d\u8fdb\u5ea6\u548c\u76ee\u6807\u4e4b\u95f4\u7684\u5dee\u8ddd\u6709\u591a\u5927\u201d\u3002\u6ca1\u6709 Goal \u548c Constraints \u505a\u951a\u70b9&#xff0c;\u6267\u884c\u8fc7\u7a0b\u4e2d\u5f88\u5bb9\u6613\u88ab\u4e2d\u95f4\u7ed3\u679c\u5e26\u504f\u3002<\/p>\n<p>\u6240\u4ee5 Planner \u8f93\u51fa\u7684\u4e0d\u5e94\u8be5\u53ea\u662f\u6b65\u9aa4\u5217\u8868&#xff0c;\u8fd8\u5e94\u8be5\u5305\u542b\u76ee\u6807\u63cf\u8ff0\u548c\u7ea6\u675f\u6761\u4ef6&#xff0c;\u6267\u884c\u8fc7\u7a0b\u4e2d\u6301\u7eed\u5bf9\u7167&#xff0c;\u9632\u6b62\u6f02\u79fb\u3002<\/p>\n<h3>\u600e\u4e48\u62c6\u4efb\u52a1<\/h3>\n<p>\u89c4\u5212\u7684\u6838\u5fc3\u73af\u8282\u662f\u4efb\u52a1\u62c6\u89e3\u3002\u628a\u4e00\u4e2a\u5927\u4efb\u52a1\u62c6\u6210\u53ef\u6267\u884c\u7684\u6b65\u9aa4\u5217\u8868&#xff0c;\u8fd9\u662f Planner \u7684\u804c\u8d23\u3002<\/p>\n<p>\u6700\u76f4\u63a5\u7684\u65b9\u5f0f&#xff1a;\u8ba9 LLM \u6839\u636e\u7528\u6237\u8f93\u5165&#xff0c;\u8f93\u51fa\u4e00\u4e2a\u6b65\u9aa4\u5217\u8868\u3002<\/p>\n<p>\u7ed9 LLM \u7684 prompt \u6a21\u677f&#xff1a;<\/p>\n<p>\u4f60\u662f\u4e00\u4e2a\u4efb\u52a1\u89c4\u5212\u5668\u3002\u6839\u636e\u7528\u6237\u7684\u8bf7\u6c42&#xff0c;\u751f\u6210\u4e00\u4e2a\u6267\u884c\u8ba1\u5212\u3002<br \/>\n\u6bcf\u4e2a\u6b65\u9aa4\u5fc5\u987b\u662f\u53ef\u72ec\u7acb\u6267\u884c\u7684\u539f\u5b50\u64cd\u4f5c\u3002<br \/>\n\u8f93\u51fa JSON \u683c\u5f0f\u3002<\/p>\n<p>\u7528\u6237\u8bf7\u6c42: {user_request}<\/p>\n<p>\u53ef\u7528\u5de5\u5177: {tool_descriptions}<\/p>\n<p>\u8f93\u51fa\u683c\u5f0f:<br \/>\n{<br \/>\n  &#034;steps&#034;: [<br \/>\n    {&#034;id&#034;: 1, &#034;description&#034;: &#034;\u6b65\u9aa4\u63cf\u8ff0&#034;, &#034;tool&#034;: &#034;\u5de5\u5177\u540d&#034;, &#034;params&#034;: {&#8230;}},<br \/>\n    &#8230;<br \/>\n  ]<br \/>\n}<\/p>\n<p>LLM \u8fd4\u56de\u7684\u8ba1\u5212\u5927\u6982\u957f\u8fd9\u6837&#xff1a;<\/p>\n<p><span class=\"token punctuation\">{<\/span><br \/>\n  <span class=\"token string-property property\">&#034;steps&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;id&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;description&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u521d\u59cb\u5316 TypeScript \u9879\u76ee&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;tool&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;bash&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;params&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;command&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;npm create vite&#064;latest . &#8212; &#8211;template react-ts&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;id&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;description&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u5b89\u88c5 ESLint \u548c Prettier&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;tool&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;bash&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;params&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;command&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;npm install -D eslint prettier eslint-config-prettier&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;id&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;description&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u5199\u5165 ESLint \u914d\u7f6e&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;tool&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;write_file&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;params&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;path&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;.eslintrc.js&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;content&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;&#8230;&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;id&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">4<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;description&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u5199\u5165 Prettier \u914d\u7f6e&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;tool&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;write_file&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;params&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;path&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;.prettierrc&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;content&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;&#8230;&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;id&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">5<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;description&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u6309 feature \u521b\u5efa\u76ee\u5f55\u7ed3\u6784&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;tool&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;bash&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;params&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;command&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;mkdir -p src\/features\/auth src\/features\/dashboard &#8230;&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">}<\/span><br \/>\n  <span class=\"token punctuation\">]<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u8fd9\u79cd\u65b9\u5f0f\u7b80\u5355\u76f4\u63a5&#xff0c;\u9002\u5408\u6b65\u9aa4\u4e0d\u591a\u7684\u4efb\u52a1\u3002\u4f46\u6709\u4e2a\u95ee\u9898&#xff1a;\u5982\u679c\u4efb\u52a1\u672c\u8eab\u5f88\u590d\u6742&#xff0c;\u4e00\u6b65&#034;\u642d\u5efa\u540e\u7aef&#034;\u592a\u7c97\u4e86&#xff0c;\u9700\u8981\u8fdb\u4e00\u6b65\u62c6\u89e3\u3002<\/p>\n<p>\u8fd9\u65f6\u5019\u53ef\u4ee5\u9012\u5f52\u62c6\u89e3\u3002\u5148\u8ba9 LLM \u628a\u4efb\u52a1\u62c6\u6210\u51e0\u4e2a\u5927\u6b65\u9aa4&#xff0c;\u518d\u628a\u6bcf\u4e2a\u5927\u6b65\u9aa4\u7ee7\u7eed\u62c6&#xff0c;\u76f4\u5230\u6bcf\u4e00\u6b65\u90fd\u662f&#034;\u4e00\u4e2a\u5de5\u5177\u8c03\u7528\u80fd\u5b8c\u6210&#034;\u7684\u7c92\u5ea6\u3002<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">plan_task<\/span><span class=\"token punctuation\">(<\/span>task<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> tools<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">,<\/span> depth<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span> max_depth<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">3<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u9012\u5f52\u62c6\u89e3\u4efb\u52a1&#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> depth <span class=\"token operator\">&gt;&#061;<\/span> max_depth<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;task&#034;<\/span><span class=\"token punctuation\">:<\/span> task<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;subtasks&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p>    <span class=\"token comment\"># \u8ba9 LLM \u62c6\u89e3\u4efb\u52a1<\/span><br \/>\n    plan_prompt <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;&#034;&#034;\u628a\u4ee5\u4e0b\u4efb\u52a1\u62c6\u6210 2-5 \u4e2a\u5b50\u4efb\u52a1&#xff0c;\u6bcf\u4e2a\u5b50\u4efb\u52a1\u7528\u4e00\u53e5\u8bdd\u63cf\u8ff0\u3002<br \/>\n    \u4efb\u52a1: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>task<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"><br \/>\n    \u8f93\u51fa JSON: {{&#034;subtasks&#034;: [&#034;\u5b50\u4efb\u52a11&#034;, &#034;\u5b50\u4efb\u52a12&#034;, &#8230;]}}&#034;&#034;&#034;<\/span><\/span><\/p>\n<p>    result <span class=\"token operator\">&#061;<\/span> json<span class=\"token punctuation\">.<\/span>loads<span class=\"token punctuation\">(<\/span>llm<span class=\"token punctuation\">(<\/span>plan_prompt<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    subtasks <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> st <span class=\"token keyword\">in<\/span> result<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;subtasks&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># \u6839\u636e\u5de5\u5177\u80fd\u529b\u5224\u65ad\u662f\u5426\u9700\u8981\u7ee7\u7eed\u62c6<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> is_atomic<span class=\"token punctuation\">(<\/span>st<span class=\"token punctuation\">,<\/span> tools<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            subtasks<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;task&#034;<\/span><span class=\"token punctuation\">:<\/span> st<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;subtasks&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            subtasks<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n                <span class=\"token string\">&#034;task&#034;<\/span><span class=\"token punctuation\">:<\/span> st<span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;subtasks&#034;<\/span><span class=\"token punctuation\">:<\/span> plan_task<span class=\"token punctuation\">(<\/span>st<span class=\"token punctuation\">,<\/span> tools<span class=\"token punctuation\">,<\/span> depth <span class=\"token operator\">&#043;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> max_depth<span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> subtasks<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">is_atomic<\/span><span class=\"token punctuation\">(<\/span>task<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> tools<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">bool<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5224\u65ad\u4efb\u52a1\u662f\u5426\u53ef\u4ee5\u7528\u5355\u4e2a\u5de5\u5177\u8c03\u7528\u5b8c\u6210&#034;&#034;&#034;<\/span><br \/>\n    prompt <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;&#034;&#034;\u5224\u65ad\u4ee5\u4e0b\u4efb\u52a1\u662f\u5426\u53ef\u4ee5\u7528\u5355\u4e2a\u5de5\u5177\u8c03\u7528\u5b8c\u6210\u3002<br \/>\n    \u4efb\u52a1: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>task<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"><br \/>\n    \u53ef\u7528\u5de5\u5177\u53ca\u53c2\u6570: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>describe_tools<span class=\"token punctuation\">(<\/span>tools<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"><br \/>\n    \u5224\u65ad\u6807\u51c6&#xff1a;\u4efb\u52a1\u7684\u8f93\u5165\u80fd\u5426\u5b8c\u5168\u6620\u5c04\u5230\u4e00\u4e2a\u5de5\u5177\u7684\u53c2\u6570&#xff0c;\u8f93\u51fa\u662f\u5426\u5c31\u662f\u8be5\u5de5\u5177\u7684\u8fd4\u56de\u503c\u3002<br \/>\n    \u56de\u7b54 yes \u6216 no\u3002&#034;&#034;&#034;<\/span><\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;yes&#034;<\/span> <span class=\"token keyword\">in<\/span> llm<span class=\"token punctuation\">(<\/span>prompt<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>lower<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u9012\u5f52\u62c6\u89e3\u51fa\u6765\u7684\u662f\u4e00\u68f5\u4efb\u52a1\u6811&#xff0c;\u800c\u4e0d\u662f\u6241\u5e73\u7684\u5217\u8868\u3002\u6267\u884c\u65f6\u6309\u6df1\u5ea6\u4f18\u5148\u904d\u5386&#xff0c;\u5148\u5904\u7406\u53f6\u5b50\u8282\u70b9&#xff0c;\u518d\u5411\u4e0a\u6c47\u603b\u3002<\/p>\n<p>\u5224\u65ad&#034;\u4efb\u52a1\u662f\u5426\u8db3\u591f\u7ec6\u7c92\u5ea6&#034;\u4e0d\u5e94\u8be5\u5b8c\u5168\u4f9d\u8d56 LLM\u3002LLM \u8bf4&#034;\u4e00\u6b65\u5c31\u80fd\u5b8c\u6210&#034;&#xff0c;\u5b9e\u9645\u4e0a\u53ef\u80fd\u9700\u8981\u4e09\u6b65\u3002\u66f4\u597d\u7684\u505a\u6cd5\u662f\u7ed3\u5408\u5de5\u5177\u80fd\u529b\u6765\u5224\u65ad\u2014\u2014\u5982\u679c\u4e00\u4e2a\u4efb\u52a1\u7684\u8f93\u5165\u80fd\u5b8c\u5168\u6620\u5c04\u5230\u67d0\u4e2a\u5de5\u5177\u7684\u53c2\u6570&#xff0c;\u8f93\u51fa\u5c31\u662f\u8be5\u5de5\u5177\u7684\u8fd4\u56de\u503c&#xff0c;\u90a3\u5b83\u5c31\u662f\u539f\u5b50\u7684\u3002\u6bd4\u5982&#034;\u521b\u5efa User.java \u6587\u4ef6\u5e76\u6dfb\u52a0\u5b57\u6bb5&#034;&#xff0c;\u53ef\u4ee5\u62c6\u6210 write_file \u4e00\u4e2a\u8c03\u7528&#xff0c;\u662f\u539f\u5b50\u7684&#xff1b;\u4f46&#034;\u642d\u5efa\u7528\u6237\u7ba1\u7406\u6a21\u5757&#034;\u6d89\u53ca\u5efa\u8868\u3001\u5199 Model\u3001\u5199 Service\u3001\u5199 Controller&#xff0c;\u4e0d\u662f\u539f\u5b50\u7684\u3002<\/p>\n<p>\u4e0d\u8fc7\u5728\u5b9e\u9645\u5de5\u7a0b\u4e2d&#xff0c;\u9012\u5f52\u62c6\u89e3\u7684 token \u6d88\u8017\u6bd4\u8f83\u5927&#xff0c;\u5927\u591a\u6570\u573a\u666f\u4e0b\u8ba9 LLM \u76f4\u63a5\u8f93\u51fa\u6241\u5e73\u7684\u6b65\u9aa4\u5217\u8868\u5c31\u591f\u4e86\u3002\u53ea\u6709\u5f53\u4efb\u52a1\u786e\u5b9e\u9700\u8981\u591a\u5c42\u5206\u89e3\u65f6&#xff0c;\u624d\u503c\u5f97\u7528\u9012\u5f52\u65b9\u5f0f\u3002<\/p>\n<h3>\u52a8\u6001\u8c03\u6574<\/h3>\n<p>\u8ba1\u5212\u4e0d\u662f\u4e00\u6210\u4e0d\u53d8\u7684\u3002Agent \u5728\u6267\u884c\u8fc7\u7a0b\u4e2d\u4f1a\u9047\u5230\u5404\u79cd\u610f\u5916&#xff1a;\u67d0\u4e2a\u6b65\u9aa4\u6267\u884c\u5931\u8d25\u4e86&#xff0c;\u6267\u884c\u7ed3\u679c\u548c\u9884\u671f\u4e0d\u4e00\u6837&#xff0c;\u6216\u8005\u6267\u884c\u8fc7\u7a0b\u4e2d\u53d1\u73b0\u4e86\u65b0\u7684\u4fe1\u606f\u9700\u8981\u8c03\u6574\u540e\u7eed\u8ba1\u5212\u3002<\/p>\n<p>\u6240\u4ee5 Plan-and-Execute \u9700\u8981\u4e00\u4e2a Replan \u673a\u5236\u3002<\/p>\n<p>\u4f46\u5b9e\u9645\u7cfb\u7edf\u4e0d\u4f1a\u6bcf\u4e00\u6b65\u90fd Replan\u3002\u4e00\u4e2a 100 \u6b65\u7684\u4efb\u52a1&#xff0c;\u6bcf\u6b65\u90fd\u8c03\u4e00\u6b21 Replanner&#xff0c;\u7b49\u4e8e\u591a\u4e86\u4e00\u500d\u7684 LLM \u8c03\u7528&#xff0c;\u6210\u672c\u625b\u4e0d\u4f4f\u3002\u751f\u4ea7\u73af\u5883\u901a\u5e38\u7528\u89e6\u53d1\u5f0f Replan&#xff1a;<\/p>\n<p>\u6267\u884c\u6b65\u9aa4<br \/>\n    \u2502<br \/>\n    \u25bc<br \/>\n\u662f\u5426\u6ee1\u8db3\u89e6\u53d1\u6761\u4ef6&#xff1f;<br \/>\n    \u2502<br \/>\n \u250c\u2500\u2500\u2534\u2500\u2500\u2510<br \/>\n \u5426     \u662f<br \/>\n \u2502      \u2502<br \/>\n \u25bc      \u25bc<br \/>\n\u7ee7\u7eed    Replan<br \/>\n\u6267\u884c    \u751f\u6210\u65b0\u8ba1\u5212<\/p>\n<p>\u5e38\u89c1\u7684\u89e6\u53d1\u6761\u4ef6\u6709\u4e09\u79cd&#xff1a;<\/p>\n<table>\n<tr>\u89e6\u53d1\u6761\u4ef6\u793a\u4f8b<\/tr>\n<tbody>\n<tr>\n<td>\u6267\u884c\u5931\u8d25<\/td>\n<td>write_file \u6743\u9650\u4e0d\u8db3&#xff0c;bash \u547d\u4ee4\u62a5\u9519<\/td>\n<\/tr>\n<tr>\n<td>\u5173\u952e\u72b6\u6001\u53d8\u5316<\/td>\n<td>\u53d1\u73b0\u6570\u636e\u5e93\u91cc\u5df2\u6709\u540c\u540d\u8868&#xff0c;\u7ed3\u6784\u4e0d\u540c<\/td>\n<\/tr>\n<tr>\n<td>\u8fde\u7eed\u504f\u79bb\u8ba1\u5212<\/td>\n<td>\u8fde\u7eed N \u6b65\u7684\u5b9e\u9645\u7ed3\u679c\u548c\u9884\u671f\u4e0d\u7b26<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">should_replan<\/span><span class=\"token punctuation\">(<\/span>step<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">,<\/span> result<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> history<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">bool<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5224\u65ad\u662f\u5426\u89e6\u53d1 Replan&#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token comment\"># \u6761\u4ef61&#xff1a;\u6267\u884c\u5931\u8d25<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token string\">&#034;error&#034;<\/span> <span class=\"token keyword\">in<\/span> result<span class=\"token punctuation\">.<\/span>lower<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">or<\/span> <span class=\"token string\">&#034;failed&#034;<\/span> <span class=\"token keyword\">in<\/span> result<span class=\"token punctuation\">.<\/span>lower<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">True<\/span><br \/>\n    <span class=\"token comment\"># \u6761\u4ef62&#xff1a;\u7ed3\u679c\u548c\u9884\u671f\u4e0d\u7b26<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> step<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;expected&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">and<\/span> step<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;expected&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">not<\/span> <span class=\"token keyword\">in<\/span> result<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">True<\/span><br \/>\n    <span class=\"token comment\"># \u6761\u4ef63&#xff1a;\u8fde\u7eed N \u6b65\u504f\u79bb<\/span><br \/>\n    recent_failures <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">sum<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span> <span class=\"token keyword\">for<\/span> h <span class=\"token keyword\">in<\/span> history<span class=\"token punctuation\">[<\/span><span class=\"token operator\">&#8211;<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">:<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">if<\/span> h<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;deviated&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> recent_failures <span class=\"token operator\">&gt;&#061;<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">True<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">False<\/span><\/p>\n<p>\u4e3e\u4e2a\u5b9e\u9645\u573a\u666f\u3002Agent \u7684\u8ba1\u5212\u662f&#034;\u521b\u5efa\u6570\u636e\u5e93\u8868 \u2192 \u5199 Model \u7c7b \u2192 \u5199 API \u63a5\u53e3&#034;\u3002\u6267\u884c\u7b2c\u4e00\u6b65\u65f6\u53d1\u73b0\u6570\u636e\u5e93\u91cc\u5df2\u7ecf\u6709\u4e00\u4e2a\u540c\u540d\u7684\u8868&#xff0c;\u7ed3\u6784\u8fd8\u4e0d\u4e00\u6837\u3002\u89e6\u53d1\u6761\u4ef6\u547d\u4e2d&#xff0c;Agent \u6682\u505c\u6267\u884c&#xff0c;\u628a&#034;\u8868\u5df2\u5b58\u5728&#034;\u8fd9\u4e2a\u4fe1\u606f\u53cd\u9988\u7ed9 Planner&#xff0c;Planner \u751f\u6210\u65b0\u8ba1\u5212&#xff1a;\u5148\u5bf9\u6bd4\u5df2\u6709\u8868\u7ed3\u6784\u548c\u9700\u6c42\u7684\u5dee\u5f02&#xff0c;\u518d\u51b3\u5b9a\u662f\u4fee\u6539\u8868\u8fd8\u662f\u4fee\u6539 Model \u7c7b\u3002<\/p>\n<p>\u5982\u679c\u7b2c\u4e00\u6b65\u987a\u5229&#xff0c;\u7b2c\u4e8c\u6b65\u4e5f\u987a\u5229&#xff0c;\u90a3\u5c31\u6b63\u5e38\u5f80\u4e0b\u8d70&#xff0c;\u4e0d\u89e6\u53d1 Replan\u3002\u53ea\u6709\u51fa\u95ee\u9898\u4e86\u624d\u6682\u505c\u8c03\u6574\u3002<\/p>\n<p>\u8fd9\u5c31\u662f\u52a8\u6001\u89c4\u5212\u548c\u9759\u6001\u89c4\u5212\u7684\u533a\u522b\u3002\u9759\u6001\u89c4\u5212\u662f\u4e00\u6b21\u6027\u7684&#xff0c;\u751f\u6210\u5b8c\u5c31\u4e0d\u7ba1\u4e86&#xff1b;\u52a8\u6001\u89c4\u5212\u662f\u6301\u7eed\u7684&#xff0c;\u6309\u9700\u89e6\u53d1\u8c03\u6574\u3002\u5b9e\u9645\u9879\u76ee\u4e2d\u51e0\u4e4e\u90fd\u662f\u52a8\u6001\u89c4\u5212&#xff0c;\u56e0\u4e3a\u73b0\u5b9e\u4e16\u754c\u592a\u590d\u6742&#xff0c;\u4e0d\u53ef\u80fd\u4e00\u6b21\u5c31\u628a\u6240\u6709\u60c5\u51b5\u90fd\u8003\u8651\u5230\u3002<\/p>\n<h3>\u5b9e\u6218&#xff1a;\u6838\u5fc3\u6d41\u7a0b<\/h3>\n<p>\u628a\u4e0a\u9762\u7684\u6982\u5ff5\u4e32\u8d77\u6765&#xff0c;Plan-and-Execute \u7684\u6838\u5fc3\u6d41\u7a0b\u7528\u4f2a\u4ee3\u7801\u8868\u793a&#xff1a;<\/p>\n<p># \u89c4\u5212\u9636\u6bb5<br \/>\nplan &#061; planner.generate(user_request)<\/p>\n<p># \u6267\u884c\u9636\u6bb5<br \/>\nwhile plan.has_next():<br \/>\n    step &#061; plan.next_step()<br \/>\n    result &#061; executor.run(step)<\/p>\n<p>    # \u89e6\u53d1\u5f0f Replan&#xff1a;\u6267\u884c\u5931\u8d25\u6216\u7ed3\u679c\u4e0d\u7b26\u9884\u671f\u65f6\u624d\u8c03\u6574<br \/>\n    if need_replan(step, result):<br \/>\n        plan &#061; planner.replan(plan.state, result)<\/p>\n<p>    plan.mark_done(step, result)<\/p>\n<p>\u4e09\u4e2a\u7ec4\u4ef6\u7684\u804c\u8d23&#xff1a;<\/p>\n<ul>\n<li>Planner&#xff1a;\u63a5\u6536\u7528\u6237\u8bf7\u6c42&#xff0c;\u7ed3\u5408\u5de5\u5177\u5b9a\u4e49&#xff0c;\u751f\u6210\u7ed3\u6784\u5316\u7684\u6267\u884c\u8ba1\u5212&#xff08;Goal &#043; Steps &#043; Constraints&#xff09;<\/li>\n<li>Executor&#xff1a;\u6267\u884c\u5355\u4e2a\u6b65\u9aa4&#xff0c;\u8c03\u7528\u5bf9\u5e94\u7684\u5de5\u5177&#xff0c;\u8fd4\u56de\u7ed3\u679c<\/li>\n<li>Replanner&#xff1a;\u5728\u89e6\u53d1\u6761\u4ef6\u547d\u4e2d\u65f6&#xff0c;\u6839\u636e\u5f53\u524d\u72b6\u6001\u548c\u6267\u884c\u7ed3\u679c\u8c03\u6574\u5269\u4f59\u8ba1\u5212<\/li>\n<\/ul>\n<p>\u6574\u4e2a\u6d41\u7a0b\u8d70\u4e00\u904d&#xff1a;<\/p>\n<p>\u7528\u6237: &#034;\u521b\u5efa\u4e00\u4e2a Python \u9879\u76ee&#xff0c;\u5305\u542b main.py \u548c requirements.txt&#034;<\/p>\n<p>\u8ba1\u5212:<br \/>\n  \u6b65\u9aa41: write_file \u2192 \u521b\u5efa main.py<br \/>\n  \u6b65\u9aa42: write_file \u2192 \u521b\u5efa requirements.txt<\/p>\n<p>\u6267\u884c: \u521b\u5efa main.py \u2192 done<br \/>\n\u6267\u884c: \u521b\u5efa requirements.txt \u2192 done<\/p>\n<p>\u5168\u90e8\u5b8c\u6210<\/p>\n<p>\u5982\u679c\u4e2d\u95f4\u51fa\u4e86\u95ee\u9898&#xff0c;\u6bd4\u5982\u5199\u6587\u4ef6\u6743\u9650\u4e0d\u8db3&#xff0c;Replanner \u4f1a\u6536\u5230\u5931\u8d25\u4fe1\u606f&#xff0c;\u8c03\u6574\u8ba1\u5212\u3002\u5b9e\u9645\u9879\u76ee\u4e2d&#xff0c;Executor \u7684\u5de5\u5177\u8c03\u7528\u5e94\u8be5\u901a\u8fc7\u6c99\u7bb1\u6267\u884c&#xff08;\u53c2\u8003 Agent \u6c99\u7bb1\u90a3\u7bc7&#xff09;&#xff0c;\u800c\u4e0d\u662f\u76f4\u63a5\u66b4\u9732 shell\u3002<\/p>\n<h3>\u5c0f\u7ed3<\/h3>\n<p>Planning \u5e76\u4e0d\u662f\u6240\u6709 Agent \u90fd\u5fc5\u987b\u589e\u52a0\u7684\u4e00\u5c42\u3002\u5bf9\u4e8e\u7b80\u5355\u4efb\u52a1&#xff0c;ReAct \u5df2\u7ecf\u8db3\u591f&#xff1b;\u4f46\u5f53\u4efb\u52a1\u5305\u542b\u591a\u4e2a\u4f9d\u8d56\u6b65\u9aa4\u65f6&#xff0c;\u5f15\u5165\u89c4\u5212\u9636\u6bb5\u53ef\u4ee5\u964d\u4f4e\u6267\u884c\u8fc7\u7a0b\u4e2d\u7684\u65b9\u5411\u504f\u79fb\u548c\u8fd4\u5de5\u3002\u5b9e\u9645\u5de5\u7a0b\u4e2d\u7684\u505a\u6cd5\u901a\u5e38\u662f\u6df7\u5408\u6a21\u5f0f&#xff1a;Plan \u7ed9\u65b9\u5411&#xff0c;ReAct \u505a\u6267\u884c&#xff0c;Replan \u515c\u5e95\u3002\u751f\u6210\u8ba1\u5212\u548c Replan \u90fd\u6709 token \u6210\u672c&#xff0c;\u4e94\u6b65\u4ee5\u5185\u7684\u4efb\u52a1\u52a0\u89c4\u5212\u5c42\u53cd\u800c\u66f4\u6162&#xff0c;\u89c4\u5212\u7684\u4ef7\u503c\u5728\u590d\u6742\u4efb\u52a1\u4e2d\u624d\u771f\u6b63\u4f53\u73b0\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Agent\u67b6\u6784\u8bbe\u8ba1&#xff1a;Planning\u4e0e\u52a8\u6001\u4efb\u52a1\u89c4\u5212<br \/>\n\u5f88\u591a Agent \u7684\u95ee\u9898&#xff0c;\u4e0d\u662f\u4e0d\u4f1a\u8c03\u7528\u5de5\u5177&#xff0c;\u800c\u662f\u4e0d\u77e5\u9053\u4ec0\u4e48\u65f6\u5019\u8be5\u505c\u4e0b\u6765\u89c4\u5212\u3002<br \/>\n\u7b80\u5355\u4efb\u52a1\u4e2d&#xff0c;\u8fb9\u601d\u8003\u8fb9\u6267\u884c\u6ca1\u6709\u95ee\u9898\u3002\u4f46\u5f53\u4efb\u52a1\u6d89\u53ca\u591a\u4e2a\u6a21\u5757\u3001\u591a\u4e2a\u6b65\u9aa4\u65f6&#xff0c;Agent \u5f88\u5bb9\u6613\u9677\u5165\u4e00\u79cd\u72b6\u6001&#xff1a;\u6bcf\u4e00\u6b65\u90fd\u5408\u7406&#xff0c;\u6700\u540e\u7ed3\u679c\u5374\u548c\u6700\u521d\u76ee\u6807\u4e0d\u4e00\u81f4\u3002\u533a\u522b\u5728\u4e8e&#xff1a;\u6267\u884c\u80fd\u529b\u548c\u89c4\u5212\u80fd\u529b\u662f\u4e24\u4e2a\u72ec\u7acb\u7684\u95ee\u9898\u3002<br \/>\n\u76ee\u5f55<br \/>\n\u6ca1\u6709\u89c4\u5212\u7684Agent\u89c4\u5212\u7684\u672c\u8d28\u4e3a\u4ec0<\/p>\n","protected":false},"author":2,"featured_media":89231,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[74,81],"topic":[],"class_list":["post-89232","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-agent","tag-python"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Agent\u67b6\u6784\u8bbe\u8ba1\uff1aPlanning\u4e0e\u52a8\u6001\u4efb\u52a1\u89c4\u5212 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/89232.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Agent\u67b6\u6784\u8bbe\u8ba1\uff1aPlanning\u4e0e\u52a8\u6001\u4efb\u52a1\u89c4\u5212 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"Agent\u67b6\u6784\u8bbe\u8ba1&#xff1a;Planning\u4e0e\u52a8\u6001\u4efb\u52a1\u89c4\u5212 \u5f88\u591a Agent \u7684\u95ee\u9898&#xff0c;\u4e0d\u662f\u4e0d\u4f1a\u8c03\u7528\u5de5\u5177&#xff0c;\u800c\u662f\u4e0d\u77e5\u9053\u4ec0\u4e48\u65f6\u5019\u8be5\u505c\u4e0b\u6765\u89c4\u5212\u3002 \u7b80\u5355\u4efb\u52a1\u4e2d&#xff0c;\u8fb9\u601d\u8003\u8fb9\u6267\u884c\u6ca1\u6709\u95ee\u9898\u3002\u4f46\u5f53\u4efb\u52a1\u6d89\u53ca\u591a\u4e2a\u6a21\u5757\u3001\u591a\u4e2a\u6b65\u9aa4\u65f6&#xff0c;Agent 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content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/89232.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/89232.html\",\"name\":\"Agent\u67b6\u6784\u8bbe\u8ba1\uff1aPlanning\u4e0e\u52a8\u6001\u4efb\u52a1\u89c4\u5212 - 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