{"id":93051,"date":"2026-08-11T19:00:50","date_gmt":"2026-08-11T11:00:50","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/93051.html"},"modified":"2026-08-11T19:00:50","modified_gmt":"2026-08-11T11:00:50","slug":"ai-agent%e6%9e%b6%e6%9e%84%e5%8e%9f%e7%90%86%e6%b7%b1%e5%ba%a6%e8%a7%a3%e6%9e%90%ef%bc%9a%e4%bb%8ereact%e5%88%b0plan-execute%e5%86%8d%e5%88%b0reflection","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/93051.html","title":{"rendered":"AI Agent\u67b6\u6784\u539f\u7406\u6df1\u5ea6\u89e3\u6790\uff1a\u4eceReAct\u5230Plan-Execute\u518d\u5230Reflection"},"content":{"rendered":"<h2>AI Agent\u67b6\u6784\u539f\u7406\u6df1\u5ea6\u89e3\u6790&#xff1a;\u4eceReAct\u5230Plan-Execute\u518d\u5230Reflection<\/h2>\n<h3>\u5f15\u8a00<\/h3>\n<p>2024-2025\u5e74&#xff0c;AI Agent&#xff08;\u667a\u80fd\u4f53&#xff09;\u6210\u4e3a\u5927\u6a21\u578b\u5e94\u7528\u9886\u57df\u6700\u706b\u70ed\u7684\u65b9\u5411\u3002\u4f46\u5f88\u591a\u4eba\u5bf9Agent\u7684\u7406\u89e3\u8fd8\u505c\u7559\u5728\u7ed9\u5927\u6a21\u578b\u52a0\u4e2a\u5de5\u5177\u8c03\u7528\u7684\u5c42\u9762\u3002\u771f\u6b63\u7684Agent\u662f\u4e00\u4e2a\u81ea\u4e3b\u611f\u77e5-\u51b3\u7b56-\u884c\u52a8\u7684\u5faa\u73af\u7cfb\u7edf&#xff0c;\u5176\u6838\u5fc3\u5728\u4e8e\u67b6\u6784\u8bbe\u8ba1\u3002\u672c\u6587\u5c06\u7cfb\u7edf\u62c6\u89e3\u4e09\u5927\u7ecf\u5178Agent\u67b6\u6784\u8303\u5f0f&#xff0c;\u4ece\u539f\u7406\u5230\u5b9e\u73b0\u3002<\/p>\n<hr \/>\n<h3>\u4e00\u3001\u4ec0\u4e48\u662fAI Agent<\/h3>\n<p>Agent\u4e0d\u662f\u7b80\u5355\u7684LLM&#043;\u5de5\u5177\u8c03\u7528&#xff0c;\u800c\u662f\u4e00\u4e2a\u5177\u5907\u81ea\u4e3b\u6027\u7684\u667a\u80fd\u7cfb\u7edf\u3002\u4e0e\u666e\u901aLLM\u5bf9\u8bdd\u76f8\u6bd4&#xff0c;Agent\u5177\u6709\u81ea\u4e3b\u5faa\u73af\u51b3\u7b56\u3001\u4e3b\u52a8\u9009\u62e9\u5de5\u5177\u3001\u6709\u660e\u786e\u76ee\u6807\u3001\u5177\u5907\u8bb0\u5fc6\u7cfb\u7edf\u3001\u53ef\u53cd\u601d\u7ea0\u9519\u3001\u591a\u6b65\u89c4\u5212\u4e0e\u6267\u884c\u7b49\u7279\u5f81\u3002<\/p>\n<p>\u4e00\u4e2a\u5b8c\u6574\u7684Agent\u7cfb\u7edf\u5305\u542b\u4e94\u4e2a\u6838\u5fc3\u7ec4\u4ef6&#xff1a;\u611f\u77e5\u6a21\u5757&#xff08;\u63a5\u6536\u8f93\u5165&#xff09;\u3001\u51b3\u7b56\u5927\u8111&#xff08;LLM\u63a8\u7406&#xff09;\u3001\u884c\u52a8\u6267\u884c\u5668&#xff08;\u8c03\u7528\u5de5\u5177&#xff09;\u3001\u8bb0\u5fc6\u7cfb\u7edf&#xff08;\u77ed\u671f&#043;\u957f\u671f&#xff09;\u3001\u53cd\u601d\u6a21\u5757&#xff08;\u8bc4\u4f30\u548c\u6539\u8fdb&#xff09;\u3002<\/p>\n<hr \/>\n<h3>\u4e8c\u3001ReAct\u67b6\u6784&#xff1a;\u63a8\u7406\u4e0e\u884c\u52a8\u7684\u4ea4\u7ec7<\/h3>\n<h4>2.1 \u6838\u5fc3\u601d\u60f3<\/h4>\n<p>ReAct&#xff08;Reasoning &#043; Acting&#xff09;\u7531Yao\u7b49\u4eba\u4e8e2022\u5e74\u63d0\u51fa&#xff0c;\u662fAgent\u6700\u7ecf\u5178\u7684\u67b6\u6784\u8303\u5f0f\u3002\u6838\u5fc3\u601d\u60f3\u662f&#xff1a;\u8ba9LLM\u5728\u63a8\u7406&#xff08;\u601d\u8003&#xff09;\u548c\u884c\u52a8&#xff08;\u4f7f\u7528\u5de5\u5177&#xff09;\u4e4b\u95f4\u4ea4\u66ff\u8fdb\u884c&#xff0c;\u5f62\u6210Thought -&gt; Action -&gt; Observation\u7684\u5faa\u73af\u3002<\/p>\n<p>\u7528\u6237\u95ee\u9898 -&gt; Thought(\u601d\u8003) -&gt; Action(\u884c\u52a8) -&gt; Observation(\u89c2\u5bdf) -&gt; Thought -&gt; \u2026 -&gt; Final Answer<\/p>\n<h4>2.2 \u5de5\u4f5c\u6d41\u7a0b<\/h4>\n<p>\u6bcf\u8f6e\u5faa\u73af\u5305\u542b\u56db\u6b65&#xff1a;LLM\u751f\u6210Thought\u548cAction\u3001\u89e3\u6790\u54cd\u5e94\u3001\u6267\u884cAction\u8c03\u7528\u5de5\u5177\u3001\u5c06\u89c2\u5bdf\u7ed3\u679c\u52a0\u5165\u4e0a\u4e0b\u6587\u3002\u5f53LLM\u8ba4\u4e3a\u4fe1\u606f\u8db3\u591f\u65f6\u8f93\u51faFinal Answer\u3002<\/p>\n<h4>2.3 \u4f18\u7f3a\u70b9<\/h4>\n<p>\u4f18\u70b9&#xff1a;\u63a8\u7406\u8fc7\u7a0b\u900f\u660e\u53ef\u8ffd\u8e2a\u3001\u7075\u6d3b\u53ef\u6839\u636e\u89c2\u5bdf\u7ed3\u679c\u52a8\u6001\u8c03\u6574\u7b56\u7565\u3001\u9002\u5408\u591a\u6b65\u63a8\u7406\u590d\u6742\u4efb\u52a1\u3002<br \/>\n\u7f3a\u70b9&#xff1a;\u4e32\u884c\u6267\u884c\u5ef6\u8fdf\u9ad8\u3001\u5bb9\u6613\u9677\u5165\u5faa\u73af\u3001Token\u6d88\u8017\u5927\u3002<\/p>\n<hr \/>\n<h3>\u4e09\u3001Plan-Execute\u67b6\u6784&#xff1a;\u5148\u89c4\u5212\u540e\u6267\u884c<\/h3>\n<h4>3.1 \u6838\u5fc3\u601d\u60f3<\/h4>\n<p>Plan-Execute\u67b6\u6784\u5c06\u4efb\u52a1\u5206\u4e3a\u4e24\u4e2a\u9636\u6bb5&#xff1a;\u5148\u5236\u5b9a\u5b8c\u6574\u8ba1\u5212&#xff0c;\u518d\u9010\u6b65\u6267\u884c\u3002\u8fd9\u89e3\u51b3\u4e86ReAct\u8d70\u4e00\u6b65\u770b\u4e00\u6b65\u53ef\u80fd\u5bfc\u81f4\u65b9\u5411\u504f\u5dee\u7684\u95ee\u9898\u3002<\/p>\n<p>\u6d41\u7a0b&#xff1a;Planner\u751f\u6210\u6b65\u9aa4\u5217\u8868 -&gt; Executor\u9010\u6b65\u6267\u884c -&gt; Evaluator\u8bc4\u4f30\u7ed3\u679c -&gt; \u5982\u9700\u5219Replan\u3002<\/p>\n<h4>3.2 \u4e0eReAct\u5bf9\u6bd4<\/h4>\n<p>ReAct\u662f\u8fb9\u63a8\u7406\u8fb9\u884c\u52a8&#xff0c;\u4e32\u884c\u5ef6\u8fdf\u9ad8\u4f46\u7075\u6d3b\u3002Plan-Execute\u662f\u5148\u5168\u5c40\u89c4\u5212\u518d\u6267\u884c&#xff0c;\u53ef\u5e76\u884c\u65e0\u4f9d\u8d56\u6b65\u9aa4&#xff0c;\u53ef\u9884\u6d4b\u6027\u9ad8\u3002ReAct\u9002\u5408\u63a2\u7d22\u6027\u4efb\u52a1&#xff0c;Plan-Execute\u9002\u5408\u590d\u6742\u5de5\u4f5c\u6d41\u3002<\/p>\n<hr \/>\n<h3>\u56db\u3001Reflection\u67b6\u6784&#xff1a;\u81ea\u6211\u53cd\u601d\u4e0e\u6539\u8fdb<\/h3>\n<h4>4.1 \u6838\u5fc3\u601d\u60f3<\/h4>\n<p>Reflection\u67b6\u6784\u5f15\u5165\u81ea\u6211\u8bc4\u4f30\u673a\u5236&#xff1a;Agent\u5728\u6267\u884c\u5b8c\u52a8\u4f5c\u540e&#xff0c;\u4e0d\u4ec5\u89c2\u5bdf\u7ed3\u679c&#xff0c;\u8fd8\u8bc4\u4f30\u81ea\u5df1\u7684\u8868\u73b0&#xff0c;\u53d1\u73b0\u4e0d\u8db3\u5e76\u751f\u6210\u6539\u8fdb\u7b56\u7565\u3002<\/p>\n<p>\u6d41\u7a0b&#xff1a;Actor\u751f\u6210\u56de\u7b54 -&gt; Evaluator\u8bc4\u4f30\u8d28\u91cf -&gt; Reflector\u751f\u6210\u6539\u8fdb\u7b56\u7565 -&gt; \u6839\u636e\u53cd\u601d\u6539\u8fdb\u4e0b\u4e00\u8f6e\u6267\u884c\u3002\u5f53\u8bc4\u4f30\u901a\u8fc7\u65f6\u8f93\u51fa\u6700\u7ec8\u7ed3\u679c\u3002<\/p>\n<h4>4.2 \u5b9e\u9645\u5e94\u7528<\/h4>\n<p>\u4ee3\u7801\u751f\u6210Agent&#xff1a;\u751f\u6210\u4ee3\u7801 -&gt; \u8fd0\u884c\u6d4b\u8bd5 -&gt; \u53cd\u601d\u5931\u8d25\u539f\u56e0 -&gt; \u6539\u8fdb\u4ee3\u7801 -&gt; \u91cd\u65b0\u6d4b\u8bd5\u3002\u901a\u8fc7\u591a\u8f6e\u53cd\u601d\u4e0d\u65ad\u63d0\u5347\u8f93\u51fa\u8d28\u91cf\u3002<\/p>\n<hr \/>\n<h3>\u4e94\u3001\u6df7\u5408\u67b6\u6784&#xff1a;Plan-Execute-Reflect<\/h3>\n<p>\u5b9e\u9645\u751f\u4ea7\u4e2d\u4e09\u79cd\u67b6\u6784\u5e38\u5e38\u7ec4\u5408\u4f7f\u7528\u3002\u5148\u7528Plan\u89c4\u5212&#xff0c;\u7528ReAct\u65b9\u5f0f\u6267\u884c\u6bcf\u4e2a\u6b65\u9aa4&#xff0c;\u7528Reflection\u53cd\u601d\u6574\u4f53\u6267\u884c\u60c5\u51b5&#xff0c;\u5982\u53d1\u73b0\u95ee\u9898\u5219Replan\u3002\u540c\u65f6\u914d\u5408\u8bb0\u5fc6\u7cfb\u7edf&#xff1a;\u77ed\u671f\u8bb0\u5fc6\u5b58\u5bf9\u8bdd\u5386\u53f2&#xff0c;\u957f\u671f\u8bb0\u5fc6\u7528\u5411\u91cf\u6570\u636e\u5e93\u5b58\u50a8\u7ecf\u9a8c\u3002<\/p>\n<hr \/>\n<h3>\u516d\u3001Agent\u8bb0\u5fc6\u7cfb\u7edf<\/h3>\n<p>\u8bb0\u5fc6\u5206\u4e3a\u4e09\u4e2a\u5c42\u6b21&#xff1a;\u611f\u77e5\u8bb0\u5fc6&#xff08;\u5f53\u524d\u8f93\u5165&#xff0c;\u6beb\u79d2\u7ea7&#xff09;\u3001\u77ed\u671f\u8bb0\u5fc6&#xff08;\u5bf9\u8bdd\u4e0a\u4e0b\u6587&#xff0c;\u5206\u949f\u7ea7&#xff0c;\u7528\u6ed1\u52a8\u7a97\u53e3\u6216\u6458\u8981\u538b\u7f29&#xff09;\u3001\u957f\u671f\u8bb0\u5fc6&#xff08;\u5411\u91cf\u6570\u636e\u5e93&#xff0c;\u6c38\u4e45\u5b58\u50a8\u4e8b\u5b9e\u548c\u7ecf\u9a8c&#xff09;\u3002<\/p>\n<p>AgentMemory\u7c7b\u5b9e\u73b0&#xff1a;add_observation\u6dfb\u52a0\u89c2\u5bdf\u5230\u77ed\u671f\u8bb0\u5fc6&#xff0c;consolidate\u5c06\u77ed\u671f\u8bb0\u5fc6\u538b\u7f29\u8f6c\u5165\u957f\u671f\u8bb0\u5fc6&#xff0c;retrieve\u6839\u636e\u67e5\u8be2\u68c0\u7d22\u76f8\u5173\u8bb0\u5fc6&#xff0c;get_context\u7ec4\u88c5\u5f53\u524d\u8bb0\u5fc6\u4e0a\u4e0b\u6587\u3002<\/p>\n<hr \/>\n<h3>\u4e03\u3001Agent\u6846\u67b6\u5bf9\u6bd4<\/h3>\n<p>LangChain&#xff1a;ReAct &#043; Plan-Execute&#xff0c;\u751f\u6001\u6700\u4e30\u5bcc\u3002LangGraph&#xff1a;\u72b6\u6001\u56fe&#xff0c;\u53ef\u89c6\u5316\u6d41\u7a0b\u3002CrewAI&#xff1a;\u591aAgent\u534f\u4f5c&#xff0c;\u89d2\u8272\u5206\u5de5\u3002AutoGen&#xff1a;\u5fae\u8f6f\u51fa\u54c1&#xff0c;\u591aAgent\u5bf9\u8bdd\u3002OpenAI Swarm&#xff1a;\u8f7b\u91cf\u7ea7&#xff0c;Agent\u95f4handoff\u3002<\/p>\n<p>\u9009\u62e9\u5efa\u8bae&#xff1a;\u7b80\u5355\u5de5\u5177\u8c03\u7528\u7528Function Calling&#xff0c;\u5355Agent\u590d\u6742\u63a8\u7406\u7528LangChain&#xff0c;\u591a\u6b65\u9aa4\u5de5\u4f5c\u6d41\u7528LangGraph&#xff0c;\u591aAgent\u534f\u4f5c\u7528CrewAI\u6216AutoGen\u3002<\/p>\n<hr \/>\n<h3>\u516b\u3001Agent\u7684\u6311\u6218\u4e0e\u672a\u6765<\/h3>\n<p>\u5f53\u524d\u6311\u6218&#xff1a;LLM\u5e7b\u89c9\u5bfc\u81f4\u9519\u8bef\u64cd\u4f5c\u3001\u591a\u8f6e\u63a8\u7406Token\u6d88\u8017\u5927\u3001\u4e32\u884c\u6267\u884c\u5ef6\u8fdf\u957f\u3001Agent\u81ea\u4e3b\u64cd\u4f5c\u7684\u5b89\u5168\u8fb9\u754c\u3001\u884c\u4e3a\u975e\u786e\u5b9a\u96be\u4ee5\u8bc4\u4f30\u3002<\/p>\n<p>\u672a\u6765\u8d8b\u52bf&#xff1a;\u591aAgent\u534f\u4f5c\u3001\u5de5\u5177\u81ea\u4e3b\u5b66\u4e60\u3001\u8de8\u4f1a\u8bdd\u957f\u671f\u8bb0\u5fc6\u3001\u5f62\u5f0f\u5316\u5b89\u5168\u7ea6\u675f\u3001\u7aef\u4fa7\u8f7b\u91cfAgent\u3002<\/p>\n<hr \/>\n<h3>\u603b\u7ed3<\/h3>\n<table>\n<tr>\u67b6\u6784\u6838\u5fc3\u673a\u5236\u4f18\u52bf\u52a3\u52bf\u9002\u7528\u573a\u666f<\/tr>\n<tbody>\n<tr>\n<td>ReAct<\/td>\n<td>Thought-Action-Observation\u5faa\u73af<\/td>\n<td>\u7075\u6d3b\u900f\u660e<\/td>\n<td>\u4e32\u884c\u6162Token\u5927<\/td>\n<td>\u63a2\u7d22\u6027\u4efb\u52a1<\/td>\n<\/tr>\n<tr>\n<td>Plan-Execute<\/td>\n<td>\u5148\u89c4\u5212\u540e\u6267\u884c<\/td>\n<td>\u53ef\u5e76\u884c\u53ef\u9884\u6d4b<\/td>\n<td>\u89c4\u5212\u53ef\u80fd\u4e0d\u51c6<\/td>\n<td>\u590d\u6742\u5de5\u4f5c\u6d41<\/td>\n<\/tr>\n<tr>\n<td>Reflection<\/td>\n<td>\u6267\u884c\u540e\u81ea\u6211\u8bc4\u4f30\u6539\u8fdb<\/td>\n<td>\u8d28\u91cf\u9ad8\u81ea\u6211\u6539\u8fdb<\/td>\n<td>\u591a\u8f6e\u8fed\u4ee3\u8017\u65f6<\/td>\n<td>\u9ad8\u8d28\u91cf\u8981\u6c42<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6838\u5fc3\u6d1e\u5bdf&#xff1a;ReAct\u662f\u57fa\u7840&#xff0c;\u51e0\u4e4e\u6240\u6709Agent\u90fd\u5305\u542b\u63a8\u7406-\u884c\u52a8\u5faa\u73af\u3002Plan-Execute\u89e3\u51b3\u65b9\u5411\u6027\u95ee\u9898&#xff0c;\u5148\u60f3\u6e05\u695a\u518d\u52a8\u624b\u3002Reflection\u89e3\u51b3\u8d28\u91cf\u95ee\u9898&#xff0c;\u505a\u5b8c\u540e\u68c0\u67e5\u6539\u8fdb\u3002\u5b9e\u9645\u7cfb\u7edf\u901a\u5e38\u662f\u4e09\u8005\u7684\u6df7\u5408\u4f53\u3002<\/p>\n<p>\u4e0b\u4e00\u7bc7\u6211\u4eec\u5c06\u6df1\u5165Agent\u5de5\u5177\u8c03\u7528\u673a\u5236&#xff1a;Function 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