{"id":121110,"date":"2026-11-02T03:56:50","date_gmt":"2026-11-01T19:56:50","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/121110.html"},"modified":"2026-11-02T03:56:50","modified_gmt":"2026-11-01T19:56:50","slug":"%e4%b8%80%e6%96%87%e6%90%9e%e6%87%82-agent-loop%e3%80%81graph-loop%e3%80%81reflection%e3%80%81reflexion%ef%bc%9a%e6%89%a7%e8%a1%8c%e3%80%81%e7%bc%96%e6%8e%92%e4%b8%8e%e5%8f%8d%e9%a6%88%e6%94%b9","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/121110.html","title":{"rendered":"\u4e00\u6587\u641e\u61c2 Agent Loop\u3001Graph Loop\u3001Reflection\u3001Reflexion\uff1a\u6267\u884c\u3001\u7f16\u6392\u4e0e\u53cd\u9988\u6539\u8fdb\u7684\u5c42\u6b21\u5173\u7cfb"},"content":{"rendered":"<p>\u5f88\u591a\u4eba\u5728\u5b66\u4e60\u5927\u6a21\u578b Agent \u65f6&#xff0c;\u5bb9\u6613\u628a Agent Loop\u3001Graph Loop\u3001Reflection\u3001Reflexion \u6df7\u4e3a\u4e00\u8c08\u3002\u9020\u6210\u6df7\u6dc6\u7684\u6839\u672c\u539f\u56e0\u662f&#xff1a;\u8fd9\u4e9b\u6982\u5ff5\u63cf\u8ff0\u7684\u5e76\u4e0d\u662f\u540c\u4e00\u4ef6\u4e8b&#xff0c;\u6709\u4e9b\u5c5e\u4e8e\u6267\u884c\u673a\u5236&#xff0c;\u6709\u4e9b\u5c5e\u4e8e\u7f16\u6392\u65b9\u5f0f&#xff0c;\u6709\u4e9b\u5c5e\u4e8e\u53cd\u9988\u6539\u8fdb\u65b9\u6cd5\u3002<\/p>\n<p>\u8981\u771f\u6b63\u7406\u89e3\u5b83\u4eec&#xff0c;\u5e94\u5f53\u6309\u7167\u4ee5\u4e0b\u987a\u5e8f&#xff1a;<\/p>\n<ul>\n<li>Agent \u5982\u4f55\u6267\u884c\u4efb\u52a1&#xff1f;\u2014\u2014Agent Loop<\/li>\n<li>\u5982\u4f55\u63a7\u5236\u4efb\u52a1\u7684\u6267\u884c\u6d41\u7a0b&#xff1f;\u2014\u2014Graph Loop<\/li>\n<li>\u6267\u884c\u8fc7\u7a0b\u4e2d\u5982\u4f55\u53d1\u73b0\u9519\u8bef\u5e76\u6539\u8fdb&#xff1f;\u2014\u2014Reflection<\/li>\n<li>\u5177\u4f53\u6709\u54ea\u4e9b\u53cd\u9988\u6539\u8fdb\u65b9\u6848&#xff1f;\u2014\u2014Self-Refine\u3001CRITIC\u3001Reflexion<\/li>\n<li>\u8fd9\u4e9b\u673a\u5236\u5728\u5b9e\u9645 Agent \u7cfb\u7edf\u4e2d\u5982\u4f55\u7ec4\u5408&#xff1f;<\/li>\n<\/ul>\n<h3>\u4e00\u3001\u9996\u5148\u5efa\u7acb\u4e09\u4e2a\u4e0d\u540c\u7684\u6982\u5ff5\u5c42\u6b21<\/h3>\n<p>\u7406\u89e3\u8fd9\u4e9b\u6280\u672f&#xff0c;\u6700\u91cd\u8981\u7684\u662f\u533a\u5206\u4e09\u4e2a\u7ef4\u5ea6\u3002<\/p>\n<table>\n<tr>\u7ef4\u5ea6\u6838\u5fc3\u95ee\u9898\u5bf9\u5e94\u6982\u5ff5<\/tr>\n<tbody>\n<tr>\n<td>\u6267\u884c\u673a\u5236<\/td>\n<td>\u667a\u80fd\u4f53\u5982\u4f55\u4e0d\u65ad\u51b3\u7b56\u3001\u884c\u52a8\u5e76\u5b8c\u6210\u4efb\u52a1&#xff1f;<\/td>\n<td>Agent Loop<\/td>\n<\/tr>\n<tr>\n<td>\u7f16\u6392\u673a\u5236<\/td>\n<td>\u5982\u4f55\u7ec4\u7ec7\u8282\u70b9\u6267\u884c\u3001\u6761\u4ef6\u5206\u652f\u548c\u5faa\u73af&#xff1f;<\/td>\n<td>Graph Loop<\/td>\n<\/tr>\n<tr>\n<td>\u53cd\u9988\u6539\u8fdb\u673a\u5236<\/td>\n<td>\u5982\u4f55\u5224\u65ad\u7ed3\u679c\u662f\u5426\u5b58\u5728\u95ee\u9898&#xff0c;\u5e76\u5229\u7528\u53cd\u9988\u4f18\u5316&#xff1f;<\/td>\n<td>Reflection<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8fd9\u4e09\u4e2a\u7ef4\u5ea6\u53ef\u4ee5\u540c\u65f6\u5b58\u5728\u4e8e\u540c\u4e00\u4e2a Agent \u7cfb\u7edf\u4e2d&#xff0c;\u5e76\u4e0d\u76f8\u4e92\u6392\u65a5\u3002<\/p>\n<p>\u4f8b\u5982&#xff0c;\u7528\u6237\u8981\u6c42 Agent \u4fee\u590d\u4e00\u6bb5\u4ee3\u7801\u3002<\/p>\n<p>Agent \u9996\u5148\u5206\u6790\u4ee3\u7801\u3001\u8c03\u7528\u5de5\u5177\u3001\u8bfb\u53d6\u62a5\u9519\u4fe1\u606f\u3001\u4fee\u6539\u6587\u4ef6\u3002\u8fd9\u4e00\u7cfb\u5217\u6301\u7eed\u51b3\u7b56\u4e0e\u5de5\u5177\u4ea4\u4e92&#xff0c;\u53ef\u4ee5\u901a\u8fc7 Agent Loop \u5b8c\u6210\u3002<\/p>\n<p>\u5982\u679c\u7cfb\u7edf\u5c06\u201c\u751f\u6210\u4ee3\u7801\u3001\u8fd0\u884c\u6d4b\u8bd5\u3001\u68c0\u67e5\u7ed3\u679c\u201d\u62c6\u6210\u4e0d\u540c\u8282\u70b9&#xff0c;\u5e76\u5728\u6d4b\u8bd5\u5931\u8d25\u65f6\u901a\u8fc7\u6761\u4ef6\u8fb9\u8fd4\u56de\u4fee\u6539\u8282\u70b9&#xff0c;\u5c31\u5f62\u6210\u4e86 Graph Loop\u3002<\/p>\n<p>\u800c\u5f53\u7cfb\u7edf\u6839\u636e\u6d4b\u8bd5\u7ed3\u679c\u5206\u6790\u9519\u8bef\u539f\u56e0&#xff0c;\u5224\u65ad\u5e94\u8be5\u5982\u4f55\u6539\u8fdb\u4ee3\u7801\u65f6&#xff0c;\u5c31\u4f7f\u7528\u4e86\u53cd\u9988\u4e0e\u53cd\u601d\u673a\u5236\u3002<\/p>\n<p>\u8fd9\u91cc\u9700\u8981\u533a\u5206\u4e09\u79cd\u4e0d\u540c\u7684\u4e1c\u897f&#xff1a;<\/p>\n<ul>\n<li>Agent Loop \u5173\u6ce8\u6267\u884c\u8fc7\u7a0b&#xff1b;<\/li>\n<li>Graph Loop \u5173\u6ce8\u63a7\u5236\u6d41\u7ed3\u6784&#xff1b;<\/li>\n<li>Reflection \u5173\u6ce8\u53cd\u9988\u5982\u4f55\u7528\u4e8e\u6539\u8fdb\u3002<\/li>\n<\/ul>\n<p>\u5b83\u4eec\u4e0d\u662f\u4e92\u65a5\u5173\u7cfb&#xff0c;\u4e5f\u4e0d\u5b58\u5728\u56fa\u5b9a\u7684\u7236\u5b50\u5305\u542b\u5173\u7cfb\u3002<\/p>\n<h3>\u4e8c\u3001Agent Loop&#xff1a;\u667a\u80fd\u4f53\u6301\u7eed\u51b3\u7b56\u4e0e\u6267\u884c\u4efb\u52a1\u7684\u673a\u5236<\/h3>\n<h4>2.1 \u4ec0\u4e48\u662f Agent Loop&#xff1f;<\/h4>\n<p>Agent Loop \u662f\u6307 Agent \u6839\u636e\u5f53\u524d\u4efb\u52a1\u72b6\u6001\u4e0d\u65ad\u8fdb\u884c\u51b3\u7b56\u3001\u6267\u884c\u884c\u52a8\u3001\u83b7\u53d6\u89c2\u5bdf\u7ed3\u679c&#xff0c;\u518d\u5229\u7528\u65b0\u4fe1\u606f\u51b3\u5b9a\u4e0b\u4e00\u6b65\u64cd\u4f5c\u7684\u5faa\u73af\u3002<\/p>\n<p>\u5178\u578b\u6d41\u7a0b\u4e3a&#xff1a;<\/p>\n<p>LLM \u51b3\u7b56 \u2192 \u6267\u884c Action \u2192 \u83b7\u53d6 Observation \u2192 \u66f4\u65b0\u4e0a\u4e0b\u6587 \u2192 \u518d\u6b21\u51b3\u7b56<\/p>\n<p>\u76f4\u5230\u4efb\u52a1\u5b8c\u6210\u3001\u8fbe\u5230\u6267\u884c\u4e0a\u9650&#xff0c;\u6216\u8005\u6ee1\u8db3\u5176\u4ed6\u7ec8\u6b62\u6761\u4ef6\u3002<\/p>\n<p>\u4e0e\u666e\u901a\u56fa\u5b9a\u5de5\u4f5c\u6d41\u4e0d\u540c&#xff0c;Agent Loop \u7684\u6838\u5fc3\u5728\u4e8e&#xff1a;Agent \u53ef\u4ee5\u6839\u636e\u6267\u884c\u8fc7\u7a0b\u4e2d\u83b7\u5f97\u7684\u65b0\u4fe1\u606f&#xff0c;\u52a8\u6001\u51b3\u5b9a\u4e0b\u4e00\u6b65\u505a\u4ec0\u4e48\u3002<\/p>\n<p>\u4f8b\u5982&#xff0c;\u7528\u6237\u8981\u6c42 Agent \u67e5\u8be2\u67d0\u4e2a\u63a5\u53e3\u62a5\u9519\u7684\u539f\u56e0\u3002<\/p>\n<p>\u7b2c\u4e00\u8f6e&#xff1a;Agent \u51b3\u5b9a\u8bfb\u53d6\u65e5\u5fd7\u3002<\/p>\n<p>\u7b2c\u4e8c\u8f6e&#xff1a;\u6839\u636e\u65e5\u5fd7\u53d1\u73b0\u6570\u636e\u5e93\u8fde\u63a5\u5f02\u5e38&#xff0c;\u51b3\u5b9a\u68c0\u67e5\u6570\u636e\u5e93\u72b6\u6001\u3002<\/p>\n<p>\u7b2c\u4e09\u8f6e&#xff1a;\u53d1\u73b0\u8fde\u63a5\u6c60\u8017\u5c3d&#xff0c;\u51b3\u5b9a\u8fdb\u4e00\u6b65\u68c0\u67e5\u8fde\u63a5\u91ca\u653e\u903b\u8f91\u3002<\/p>\n<p>\u7b2c\u56db\u8f6e&#xff1a;\u5b9a\u4f4d\u95ee\u9898&#xff0c;\u7ed9\u51fa\u4fee\u590d\u65b9\u6848\u3002<\/p>\n<p>\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d&#xff0c;Agent \u7684\u540e\u7eed\u884c\u52a8\u5e76\u4e0d\u662f\u5168\u90e8\u63d0\u524d\u5199\u6b7b&#xff0c;\u800c\u662f\u4f9d\u8d56\u6bcf\u4e00\u6b65\u7684 Observation\u3002<\/p>\n<h4>2.2 ReAct \u4e0e Agent Loop \u7684\u5173\u7cfb<\/h4>\n<p>ReAct \u662f Agent Loop \u7684\u5178\u578b\u5b9e\u73b0\u8303\u5f0f\u3002<\/p>\n<p>ReAct \u7684\u6838\u5fc3\u601d\u60f3\u662f\u5c06\u63a8\u7406\u4e0e\u884c\u52a8\u4ea4\u66ff\u7ed3\u5408&#xff1a;<\/p>\n<p>Reasoning \u2192 Acting \u2192 Observation \u2192 Reasoning \u2192 &#8230;<\/p>\n<p>\u6a21\u578b\u53ef\u4ee5\u6839\u636e\u89c2\u5bdf\u7ed3\u679c\u8c03\u6574\u540e\u7eed\u884c\u52a8\u3002<\/p>\n<p>\u4f46\u9700\u8981\u6ce8\u610f&#xff1a;<\/p>\n<p>ReAct \u4e0d\u7b49\u4e8e Agent Loop \u7684\u5168\u90e8\u3002<\/p>\n<p>Agent Loop \u662f\u66f4\u4e00\u822c\u7684\u6267\u884c\u673a\u5236&#xff0c;\u800c ReAct \u662f\u5176\u4e2d\u4e00\u79cd\u7ecf\u5178\u7684\u63a8\u7406\u4e0e\u884c\u52a8\u7ec4\u7ec7\u65b9\u6cd5\u3002\u5176\u4ed6\u91c7\u7528\u4e0d\u540c\u89c4\u5212\u65b9\u5f0f\u7684 Agent&#xff0c;\u4e5f\u53ef\u4ee5\u5177\u6709\u6267\u884c\u5faa\u73af\u3002<\/p>\n<p>\u53e6\u5916&#xff0c;ReAct \u5e76\u4e0d\u8981\u6c42\u6a21\u578b\u628a\u6240\u6709\u5185\u90e8\u63a8\u7406\u90fd\u660e\u786e\u5c55\u793a\u51fa\u6765\u3002\u5b9e\u9645\u5de5\u7a0b\u7cfb\u7edf\u53ef\u4ee5\u901a\u8fc7\u5de5\u5177\u8c03\u7528\u3001\u72b6\u6001\u66f4\u65b0\u7b49\u65b9\u5f0f\u5b9e\u73b0\u7c7b\u4f3c\u7684\u51b3\u7b56\u4e0e\u884c\u52a8\u5faa\u73af\u3002<\/p>\n<h4>2.3 Agent Loop \u4e00\u5b9a\u5728\u8282\u70b9\u5185\u90e8\u5417&#xff1f;<\/h4>\n<p>\u4e0d\u4e00\u5b9a\u3002<\/p>\n<p>Agent Loop \u63cf\u8ff0\u7684\u662f\u667a\u80fd\u4f53\u7684\u6267\u884c\u884c\u4e3a&#xff0c;\u800c\u4e0d\u662f\u4ee3\u7801\u5fc5\u987b\u90e8\u7f72\u5728\u54ea\u91cc\u3002<\/p>\n<p>\u5b83\u81f3\u5c11\u53ef\u4ee5\u6709\u4e24\u79cd\u5e38\u89c1\u5b9e\u73b0\u3002<\/p>\n<p>\u5b9e\u73b0\u4e00&#xff1a;\u901a\u8fc7\u666e\u901a\u7a0b\u5e8f\u5faa\u73af\u5b9e\u73b0\u3002<\/p>\n<p>\u5728\u4e00\u4e2a\u51fd\u6570\u4e2d\u53cd\u590d\u8c03\u7528\u6a21\u578b&#xff0c;\u6839\u636e\u6a21\u578b\u8f93\u51fa\u6267\u884c\u5de5\u5177&#xff0c;\u518d\u5c06\u5de5\u5177\u7ed3\u679c\u4f20\u56de\u6a21\u578b\u3002<\/p>\n<p>\u5b9e\u73b0\u4e8c&#xff1a;\u901a\u8fc7\u56fe\u7f16\u6392\u5b9e\u73b0\u3002<\/p>\n<p>\u628a\u6a21\u578b\u8c03\u7528\u548c\u5de5\u5177\u6267\u884c\u62c6\u6210\u4e24\u4e2a\u8282\u70b9&#xff1a;<\/p>\n<p>Agent \u8282\u70b9 \u2192 Tool \u8282\u70b9 \u2192 Agent \u8282\u70b9<\/p>\n<p>\u53ea\u8981 Agent \u8fd8\u9700\u8981\u8c03\u7528\u5de5\u5177&#xff0c;\u5c31\u7ee7\u7eed\u5faa\u73af&#xff1b;\u5982\u679c Agent \u7ed9\u51fa\u6700\u7ec8\u7b54\u6848&#xff0c;\u5c31\u7ed3\u675f\u3002<\/p>\n<p>\u56e0\u6b64&#xff0c;\u540c\u4e00\u4e2a Agent Loop \u65e2\u53ef\u4ee5\u88ab\u5c01\u88c5\u5728\u5355\u4e2a\u8282\u70b9\u5185\u90e8&#xff0c;\u4e5f\u53ef\u4ee5\u7531\u591a\u4e2a\u56fe\u8282\u70b9\u5171\u540c\u5b9e\u73b0\u3002<\/p>\n<p>\u4e0d\u80fd\u7b80\u5355\u8ba4\u4e3a\u201cAgent Loop \u662f\u8282\u70b9\u5185\u90e8\u5faa\u73af&#xff0c;Graph Loop \u662f\u8282\u70b9\u4e4b\u95f4\u5faa\u73af\u201d\u3002<\/p>\n<h3>\u4e09\u3001Graph Loop&#xff1a;\u56fe\u7f16\u6392\u4e2d\u7684\u5faa\u73af\u63a7\u5236\u7ed3\u6784<\/h3>\n<h4>3.1 Graph Loop \u7684\u672c\u8d28\u662f\u4ec0\u4e48&#xff1f;<\/h4>\n<p>Graph Loop \u662f\u6307\u5de5\u4f5c\u6d41\u56fe\u4e2d\u7684\u6267\u884c\u8def\u5f84\u901a\u8fc7\u67d0\u6761\u8fb9\u8fd4\u56de\u5148\u524d\u8282\u70b9&#xff0c;\u4ece\u800c\u4ea7\u751f\u5faa\u73af\u3002<\/p>\n<p>\u4f8b\u5982&#xff1a;<\/p>\n<p>\u751f\u6210\u8282\u70b9 \u2192 \u6821\u9a8c\u8282\u70b9 \u2192 \u5224\u65ad\u8282\u70b9<\/p>\n<p>\u5982\u679c\u6821\u9a8c\u6210\u529f&#xff0c;\u5219\u7ed3\u675f&#xff1b;\u5982\u679c\u6821\u9a8c\u5931\u8d25&#xff0c;\u5219\u8fd4\u56de\u751f\u6210\u8282\u70b9\u3002<\/p>\n<p>\u5b83\u7684\u672c\u8d28\u662f\u56fe\u4e0a\u7684\u5faa\u73af\u63a7\u5236\u6d41\u3002<\/p>\n<p>Graph Loop \u53ea\u89c4\u5b9a\u6d41\u7a0b\u53ef\u4ee5\u600e\u6837\u91cd\u590d\u6267\u884c&#xff0c;\u672c\u8eab\u5e76\u4e0d\u89c4\u5b9a\u5faa\u73af\u7684\u5177\u4f53\u76ee\u7684\u3002<\/p>\n<p>\u56e0\u6b64&#xff0c;\u5b83\u53ef\u4ee5\u7528\u4e8e\u5f88\u591a\u4e0d\u540c\u573a\u666f&#xff1a;<\/p>\n<ul>\n<li>Agent \u53cd\u590d\u8c03\u7528\u5de5\u5177&#xff1b;<\/li>\n<li>\u6587\u672c\u751f\u6210\u5931\u8d25\u540e\u4fee\u6539&#xff1b;<\/li>\n<li>\u4ee3\u7801\u6d4b\u8bd5\u5931\u8d25\u540e\u91cd\u8bd5&#xff1b;<\/li>\n<li>\u5ba1\u6838\u4e0d\u901a\u8fc7\u540e\u91cd\u65b0\u751f\u6210&#xff1b;<\/li>\n<li>\u5b8c\u6574\u4efb\u52a1\u5931\u8d25\u540e\u5f00\u542f\u65b0\u4e00\u8f6e\u5c1d\u8bd5\u3002<\/li>\n<\/ul>\n<h4>3.2 Graph Loop \u4e0e Agent Loop \u7684\u533a\u522b<\/h4>\n<p>\u6700\u5bb9\u6613\u6df7\u6dc6\u7684\u5730\u65b9\u662f&#xff1a;\u4e8c\u8005\u786e\u5b9e\u53ef\u80fd\u8868\u73b0\u4e3a\u76f8\u4f3c\u7684\u5faa\u73af&#xff0c;\u4f46\u5173\u6ce8\u70b9\u4e0d\u540c\u3002<\/p>\n<p>Agent Loop \u662f\u6309\u6267\u884c\u8bed\u4e49\u5b9a\u4e49\u7684&#xff1a;<\/p>\n<p>\u5b83\u8981\u6c42\u667a\u80fd\u4f53\u80fd\u591f\u6839\u636e\u72b6\u6001\u548c\u89c2\u5bdf\u7ed3\u679c\u7ee7\u7eed\u51b3\u7b56\u4e0e\u884c\u52a8\u3002<\/p>\n<p>Graph Loop \u662f\u6309\u7a0b\u5e8f\u63a7\u5236\u7ed3\u6784\u5b9a\u4e49\u7684&#xff1a;<\/p>\n<p>\u53ea\u8981\u56fe\u4e2d\u5b58\u5728\u53ef\u91cd\u590d\u6267\u884c\u7684\u5faa\u73af\u8def\u5f84&#xff0c;\u5c31\u53ef\u4ee5\u6784\u6210 Graph Loop\u3002<\/p>\n<p>\u6240\u4ee5&#xff0c;Graph Loop \u4e0d\u4e00\u5b9a\u5305\u542b Agent\u3002<\/p>\n<p>\u4f8b\u5982&#xff0c;\u4e00\u4e2a\u5b8c\u5168\u4f7f\u7528\u786e\u5b9a\u6027\u7a0b\u5e8f\u7684\u5de5\u4f5c\u6d41&#xff1a;<\/p>\n<p>\u8c03\u7528\u63a5\u53e3 \u2192 \u68c0\u67e5\u72b6\u6001\u7801 \u2192 \u5931\u8d25\u5219\u91cd\u8bd5\u63a5\u53e3<\/p>\n<p>\u8fd9\u4e5f\u53ef\u4ee5\u662f Graph Loop&#xff0c;\u4f46\u4e0d\u4e00\u5b9a\u5c5e\u4e8e Agent Loop\u3002<\/p>\n<p>\u53cd\u8fc7\u6765&#xff0c;Agent Loop \u4e5f\u4e0d\u4e00\u5b9a\u901a\u8fc7\u56fe\u5b9e\u73b0&#xff0c;\u5b83\u53ef\u4ee5\u76f4\u63a5\u7528\u666e\u901a while \u5faa\u73af\u7f16\u5199\u3002<\/p>\n<h4>3.3 Graph Loop \u4e00\u5b9a\u662f\u5c40\u90e8\u5faa\u73af\u5417&#xff1f;<\/h4>\n<p>\u4e0d\u662f\u3002<\/p>\n<p>Graph Loop \u53ef\u4ee5\u662f\u5c40\u90e8\u5faa\u73af&#xff0c;\u4e5f\u53ef\u4ee5\u662f\u6574\u4e2a\u56fe\u7684\u5faa\u73af\u3002<\/p>\n<p>\u4f8b\u5982&#xff1a;<\/p>\n<p>\u5c40\u90e8\u5faa\u73af&#xff1a;<\/p>\n<p>\u751f\u6210\u7b54\u6848 \u2192 \u68c0\u67e5\u7b54\u6848 \u2192 \u4fee\u6539\u7b54\u6848<\/p>\n<p>\u6574\u4f53\u5faa\u73af&#xff1a;<\/p>\n<p>Agent \u5b8c\u6574\u6267\u884c\u4efb\u52a1 \u2192 \u8bc4\u4f30\u662f\u5426\u6210\u529f \u2192 \u53cd\u601d\u5931\u8d25\u539f\u56e0 \u2192 \u91cd\u65b0\u6267\u884c\u4efb\u52a1<\/p>\n<p>\u53ea\u8981\u8fd9\u4e9b\u9636\u6bb5\u88ab\u5efa\u6a21\u4e3a\u56fe\u8282\u70b9&#xff0c;\u5e76\u901a\u8fc7\u6761\u4ef6\u8fb9\u8fd4\u56de\u5148\u524d\u8282\u70b9&#xff0c;\u5c31\u5c5e\u4e8e\u56fe\u4e0a\u7684\u5faa\u73af\u63a7\u5236\u3002<\/p>\n<p>\u56e0\u6b64&#xff0c;\u4e0d\u80fd\u628a\u201c\u540c\u4e00\u4e2a trial \u5185\u90e8\u7684\u5c40\u90e8\u91cd\u505a\u201d\u4f5c\u4e3a Graph Loop \u7684\u5fc5\u8981\u5b9a\u4e49\u3002<\/p>\n<p>Graph Loop \u662f\u5426\u8de8 trial\u3001\u662f\u5426\u4f7f\u7528 Memory\u3001\u662f\u5426\u91cd\u65b0\u5f00\u59cb\u5b8c\u6574\u4efb\u52a1&#xff0c;\u662f\u7cfb\u7edf\u8bbe\u8ba1\u8005\u51b3\u5b9a\u7684&#xff0c;\u800c\u4e0d\u662f\u7531 Graph Loop \u8fd9\u4e2a\u6982\u5ff5\u672c\u8eab\u51b3\u5b9a\u7684\u3002<\/p>\n<h4>3.4 Graph Loop \u4e0e Agent Loop \u53ef\u4ee5\u91cd\u5408<\/h4>\n<p>\u4e00\u4e2a\u5178\u578b\u4f8b\u5b50\u662f\u7528 LangGraph \u5b9e\u73b0 ReAct Agent&#xff1a;<\/p>\n<p>Agent \u2192 Tool \u2192 Agent<\/p>\n<p>\u8fd9\u4e2a\u5faa\u73af\u53ef\u4ee5\u540c\u65f6\u88ab\u63cf\u8ff0\u4e3a&#xff1a;<\/p>\n<ul>\n<li>\u4ece\u6267\u884c\u673a\u5236\u770b&#xff0c;\u5b83\u662f Agent Loop&#xff1b;<\/li>\n<li>\u4ece\u56fe\u7f16\u6392\u7ed3\u6784\u770b&#xff0c;\u5b83\u662f Graph Loop\u3002<\/li>\n<\/ul>\n<p>\u4e5f\u5c31\u662f\u8bf4&#xff0c;\u4e8c\u8005\u4e0d\u662f\u975e\u6b64\u5373\u5f7c&#xff0c;\u800c\u662f\u4ece\u4e24\u4e2a\u4e0d\u540c\u89d2\u5ea6\u63cf\u8ff0\u540c\u4e00\u6bb5\u6267\u884c\u6d41\u7a0b\u3002<\/p>\n<h3>\u56db\u3001Reflection&#xff1a;\u4e00\u79cd\u53cd\u9988\u9a71\u52a8\u7684\u68c0\u67e5\u4e0e\u6539\u8fdb\u673a\u5236<\/h3>\n<p>\u7406\u89e3 Reflection&#xff0c;\u9996\u5148\u8981\u907f\u514d\u5c06\u5176\u76f4\u63a5\u7b49\u540c\u4e8e\u67d0\u4e2a\u7279\u5b9a\u5faa\u73af\u3002<\/p>\n<p>Reflection \u901a\u5e38\u662f\u6307\u7cfb\u7edf\u56de\u987e\u5df2\u6709\u8f93\u51fa\u3001\u884c\u52a8\u8fc7\u7a0b\u6216\u6267\u884c\u7ed3\u679c&#xff0c;\u5206\u6790\u95ee\u9898\u5e76\u751f\u6210\u53ef\u7528\u4e8e\u6539\u8fdb\u7684\u53cd\u9988\u3002<\/p>\n<p>\u5176\u4e00\u822c\u903b\u8f91\u662f&#xff1a;<\/p>\n<p>\u4ea7\u751f\u7ed3\u679c \u2192 \u8bc4\u4f30\u7ed3\u679c \u2192 \u8bca\u65ad\u95ee\u9898 \u2192 \u5229\u7528\u53cd\u9988\u6539\u8fdb<\/p>\n<p>\u8fd9\u91cc\u6709\u4e24\u4e2a\u9700\u8981\u533a\u5206\u7684\u6982\u5ff5\u3002<\/p>\n<p>Evaluation&#xff08;\u8bc4\u4f30&#xff09; \u4e3b\u8981\u56de\u7b54&#xff1a;\u7ed3\u679c\u662f\u5426\u6b63\u786e\u3001\u662f\u5426\u5408\u683c\u3001\u5f97\u5206\u662f\u591a\u5c11&#xff1f;<\/p>\n<p>Reflection&#xff08;\u53cd\u601d&#xff09; \u66f4\u5f3a\u8c03&#xff1a;\u4e3a\u4ec0\u4e48\u4f1a\u51fa\u73b0\u95ee\u9898&#xff0c;\u5e94\u8be5\u5982\u4f55\u8c03\u6574&#xff1f;<\/p>\n<p>\u5b9e\u9645\u65b9\u6cd5\u4e2d&#xff0c;\u8bc4\u4f30\u4e0e\u53cd\u601d\u5f80\u5f80\u7d27\u5bc6\u7ed3\u5408&#xff0c;\u4f46\u4e8c\u8005\u5e76\u4e0d\u5b8c\u5168\u76f8\u540c\u3002<\/p>\n<p>\u4f8b\u5982&#xff0c;\u5355\u5143\u6d4b\u8bd5\u62a5\u544a\u67d0\u4e2a\u6d4b\u8bd5\u6ca1\u6709\u901a\u8fc7&#xff0c;\u5c5e\u4e8e\u8bc4\u4f30\u53cd\u9988&#xff1b;Agent \u6839\u636e\u5931\u8d25\u4fe1\u606f\u5206\u6790\u8fb9\u754c\u6761\u4ef6\u9057\u6f0f&#xff0c;\u5e76\u51b3\u5b9a\u8865\u5145\u76f8\u5e94\u903b\u8f91&#xff0c;\u5219\u5305\u542b\u8fdb\u4e00\u6b65\u7684\u8bca\u65ad\u4e0e\u6539\u8fdb\u3002<\/p>\n<h4>4.1 Reflection \u662f\u4e00\u4e2a\u56fa\u5b9a\u7b97\u6cd5\u5417&#xff1f;<\/h4>\n<p>\u4e0d\u662f\u3002<\/p>\n<p>Reflection \u66f4\u9002\u5408\u4f5c\u4e3a\u53cd\u9988\u6539\u8fdb\u601d\u60f3\u6216\u673a\u5236\u7684\u5bbd\u6cdb\u79f0\u547c\u3002<\/p>\n<p>Self-Refine\u3001CRITIC\u3001Reflexion \u90fd\u53ef\u4ee5\u653e\u5728\u53cd\u9988\u9a71\u52a8\u6539\u8fdb\u7684\u6846\u67b6\u4e0b\u7406\u89e3&#xff0c;\u4f46\u5b83\u4eec\u5e76\u4e0d\u662f\u67d0\u4e2a\u4e25\u683c\u6807\u51c6\u5316\u6280\u672f\u5206\u7c7b\u4e2d\u7684\u4e09\u4e2a\u56fa\u5b9a\u5b50\u7c7b\u3002<\/p>\n<p>\u8fd9\u70b9\u5f88\u91cd\u8981&#xff0c;\u56e0\u4e3a\u4e09\u8005\u7684\u7814\u7a76\u76ee\u6807\u548c\u8bbe\u8ba1\u65b9\u5f0f\u5e76\u4e0d\u5b8c\u5168\u76f8\u540c\u3002<\/p>\n<h4>4.2 Reflection \u5fc5\u987b\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u5417&#xff1f;<\/h4>\n<p>\u4e0d\u5fc5\u987b\u3002<\/p>\n<p>\u53cd\u9988\u53ef\u4ee5\u6765\u81ea\u591a\u79cd\u6765\u6e90&#xff1a;<\/p>\n<ul>\n<li>\u6a21\u578b\u81ea\u5df1\u751f\u6210\u7684\u8bc4\u4ef7&#xff1b;<\/li>\n<li>\u5916\u90e8\u5de5\u5177\u63d0\u4f9b\u7684\u8fd0\u884c\u7ed3\u679c&#xff1b;<\/li>\n<li>\u89c4\u5219\u7cfb\u7edf\u7ed9\u51fa\u7684\u5224\u65ad&#xff1b;<\/li>\n<li>\u771f\u5b9e\u73af\u5883\u8fd4\u56de\u7684\u53cd\u9988&#xff1b;<\/li>\n<li>\u4eba\u7c7b\u63d0\u4f9b\u7684\u8bc4\u4ef7\u6216\u6307\u5bfc\u3002<\/li>\n<\/ul>\n<p>\u53cd\u9988\u53ef\u80fd\u662f\u81ea\u7136\u8bed\u8a00&#xff0c;\u4e5f\u53ef\u80fd\u662f\u6d4b\u8bd5\u7ed3\u679c\u3001\u5206\u6570\u6216\u5176\u4ed6\u7ed3\u6784\u5316\u4fe1\u53f7\u3002<\/p>\n<p>\u6a21\u578b\u53ef\u4ee5\u8fdb\u4e00\u6b65\u5c06\u8fd9\u4e9b\u53cd\u9988\u8f6c\u5316\u4e3a\u81ea\u7136\u8bed\u8a00\u5f62\u5f0f\u7684\u6539\u8fdb\u5efa\u8bae\u3002<\/p>\n<p>\u9700\u8981\u5f3a\u8c03\u7684\u662f&#xff0c;Self-Refine\u3001CRITIC\u3001Reflexion \u8fd9\u4e09\u79cd\u7ecf\u5178\u65b9\u6cd5\u4e3b\u8981\u5728\u63a8\u7406\u548c\u6267\u884c\u9636\u6bb5\u5229\u7528\u53cd\u9988\u6539\u8fdb\u7ed3\u679c&#xff0c;\u800c\u4e0d\u662f\u901a\u8fc7\u6bcf\u6b21\u5931\u8d25\u66f4\u65b0\u6a21\u578b\u6743\u91cd\u3002\u4f46\u201c\u7edd\u4e0d\u66f4\u65b0\u6743\u91cd\u201d\u5e76\u4e0d\u662f\u5e7f\u4e49 Reflection \u7684\u666e\u904d\u5b9a\u4e49\u3002<\/p>\n<h4>4.3 Reflection \u5fc5\u987b\u6784\u6210\u5faa\u73af\u5417&#xff1f;<\/h4>\n<p>\u4e5f\u4e0d\u5fc5\u987b\u3002<\/p>\n<p>\u53cd\u601d\u4e4b\u540e&#xff0c;\u7cfb\u7edf\u53ef\u80fd&#xff1a;<\/p>\n<ul>\n<li>\u76f4\u63a5\u4fee\u6539\u5f53\u524d\u8f93\u51fa&#xff1b;<\/li>\n<li>\u56de\u5230\u67d0\u4e2a\u6b65\u9aa4\u91cd\u65b0\u6267\u884c&#xff1b;<\/li>\n<li>\u4fdd\u5b58\u5931\u8d25\u7ecf\u9a8c&#xff0c;\u4f9b\u4e0b\u4e00\u6b21\u5c1d\u8bd5\u4f7f\u7528&#xff1b;<\/li>\n<li>\u53ea\u751f\u6210\u8bca\u65ad\u62a5\u544a&#xff0c;\u4e0d\u81ea\u52a8\u91cd\u8bd5\u3002<\/li>\n<\/ul>\n<p>\u6240\u4ee5&#xff0c;Reflection \u63cf\u8ff0\u7684\u662f\u53cd\u9988\u6539\u8fdb\u673a\u5236&#xff0c;\u800c\u5faa\u73af\u5982\u4f55\u5b9e\u73b0&#xff0c;\u5219\u5c5e\u4e8e\u6267\u884c\u548c\u7f16\u6392\u5c42\u9762\u7684\u95ee\u9898\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\u771f\u6b63\u9700\u8981\u91cd\u70b9\u6bd4\u8f83\u7684\u662f Self-Refine\u3001CRITIC \u548c Reflexion\u3002<\/p>\n<h3>\u4e94\u3001Self-Refine\u3001CRITIC\u3001Reflexion&#xff1a;\u4e09\u79cd\u5177\u4f53\u65b9\u6cd5<\/h3>\n<p>\u8fd9\u4e09\u79cd\u65b9\u6cd5\u53ef\u4ee5\u653e\u5728\u540c\u4e00\u4e2a\u95ee\u9898\u4e0b\u6bd4\u8f83&#xff1a;<\/p>\n<p>\u6a21\u578b\u7b2c\u4e00\u6b21\u6267\u884c\u6548\u679c\u4e0d\u597d\u65f6&#xff0c;\u7cfb\u7edf\u600e\u6837\u5229\u7528\u53cd\u9988\u8ba9\u540e\u7eed\u7ed3\u679c\u66f4\u597d&#xff1f;<\/p>\n<p>\u4e09\u8005\u9009\u62e9\u4e86\u4e0d\u540c\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<h4>5.1 Self-Refine&#xff1a;\u6a21\u578b\u81ea\u5df1\u8bc4\u4ef7&#xff0c;\u5e76\u4fee\u6539\u5f53\u524d\u7ed3\u679c<\/h4>\n<p>Self-Refine \u7684\u6838\u5fc3\u601d\u60f3\u662f\u8ba9\u540c\u4e00\u4e2a\u5927\u6a21\u578b\u627f\u62c5\u751f\u6210\u3001\u53cd\u9988\u548c\u4fee\u6539\u7684\u89d2\u8272\u3002<\/p>\n<p>\u5178\u578b\u6d41\u7a0b&#xff1a;<\/p>\n<p>\u521d\u59cb\u751f\u6210 \u2192 \u81ea\u6211\u53cd\u9988 \u2192 \u6839\u636e\u53cd\u9988\u4fee\u6539 \u2192 \u518d\u6b21\u53cd\u9988 \u2192 &#8230;<\/p>\n<p>\u4f8b\u5982&#xff0c;\u8ba9\u6a21\u578b\u5199\u4e00\u5c01\u5546\u52a1\u90ae\u4ef6\u3002<\/p>\n<p>\u6a21\u578b\u5148\u751f\u6210\u521d\u7a3f&#xff0c;\u7136\u540e\u8bc4\u4f30\u63aa\u8f9e\u662f\u5426\u6b63\u5f0f\u3001\u4fe1\u606f\u662f\u5426\u5b8c\u6574\u3001\u7ed3\u6784\u662f\u5426\u6e05\u6670\u3002<\/p>\n<p>\u5982\u679c\u53d1\u73b0\u95ee\u9898&#xff0c;\u5c31\u6839\u636e\u53cd\u9988\u4fee\u6539\u539f\u7a3f&#xff0c;\u5e76\u91cd\u590d\u8fd9\u4e00\u8fc7\u7a0b&#xff0c;\u76f4\u5230\u6ee1\u8db3\u505c\u6b62\u6761\u4ef6\u3002<\/p>\n<p>\u5173\u952e\u7279\u5f81&#xff1a;<\/p>\n<ul>\n<li>\u53cd\u9988\u4e3b\u8981\u6765\u81ea\u6a21\u578b\u81ea\u8eab&#xff0c;\u800c\u4e0d\u662f\u5fc5\u987b\u4f9d\u8d56\u5916\u90e8\u5de5\u5177\u3002<\/li>\n<li>\u6539\u8fdb\u4e3b\u8981\u9488\u5bf9\u5f53\u524d\u5019\u9009\u7ed3\u679c&#xff0c;\u901a\u5e38\u4f1a\u5c06\u5df2\u6709\u5185\u5bb9\u548c\u53cd\u9988\u5171\u540c\u7528\u4e8e\u4e0b\u4e00\u6b21\u4fee\u8ba2\u3002<\/li>\n<li>\u4e0d\u9700\u8981\u8de8 trial \u7684\u7ecf\u9a8c\u8bb0\u5fc6\u3002<\/li>\n<\/ul>\n<p>Self-Refine \u7684\u521b\u65b0\u91cd\u70b9&#xff0c;\u662f\u901a\u8fc7\u6a21\u578b\u81ea\u8eab\u7684\u53cd\u9988\u4e0e\u8fed\u4ee3\u4fee\u8ba2\u63d0\u5347\u8f93\u51fa\u8d28\u91cf&#xff0c;\u800c\u4e0d\u662f\u8bbe\u8ba1\u4e00\u79cd\u5177\u6709\u957f\u671f\u7ecf\u9a8c\u79ef\u7d2f\u80fd\u529b\u7684 Agent\u3002<\/p>\n<p>\u9700\u8981\u6ce8\u610f&#xff1a;Self-Refine \u662f\u8fed\u4ee3\u4f18\u5316\u65b9\u6cd5&#xff0c;\u672c\u8eab\u5e76\u4e0d\u8981\u6c42\u4f7f\u7528 Graph \u6846\u67b6\u5b9e\u73b0\u3002<\/p>\n<h4>5.2 CRITIC&#xff1a;\u501f\u52a9\u5916\u90e8\u5de5\u5177\u9a8c\u8bc1&#xff0c;\u518d\u4fee\u6539\u7ed3\u679c<\/h4>\n<p>Self-Refine \u6709\u4e00\u4e2a\u660e\u663e\u7684\u5c40\u9650&#xff1a;\u6a21\u578b\u5982\u679c\u4e0d\u77e5\u9053\u81ea\u5df1\u9519\u5728\u54ea\u91cc&#xff0c;\u5355\u7eaf\u4f9d\u8d56\u81ea\u6211\u8bc4\u4ef7&#xff0c;\u4e5f\u53ef\u80fd\u65e0\u6cd5\u53d1\u73b0\u9519\u8bef\u3002<\/p>\n<p>CRITIC \u8bd5\u56fe\u5229\u7528\u5916\u90e8\u5de5\u5177\u63d0\u4f9b\u989d\u5916\u7684\u9a8c\u8bc1\u4fe1\u606f\u3002<\/p>\n<p>\u5178\u578b\u6d41\u7a0b&#xff1a;<\/p>\n<p>\u521d\u59cb\u751f\u6210 \u2192 \u5de5\u5177\u4ea4\u4e92\u4e0e\u68c0\u67e5 \u2192 \u83b7\u5f97\u5916\u90e8\u53cd\u9988 \u2192 \u6a21\u578b\u5206\u6790\u5e76\u4fee\u6539 \u2192 \u518d\u6b21\u9a8c\u8bc1<\/p>\n<p>\u4f8b\u5982&#xff0c;\u8ba9\u6a21\u578b\u7f16\u5199\u4e00\u4e2a\u6392\u5e8f\u7b97\u6cd5\u3002<\/p>\n<p>\u6a21\u578b\u5148\u751f\u6210\u4ee3\u7801&#xff0c;\u7136\u540e\u8c03\u7528\u4ee3\u7801\u6267\u884c\u5668\u8fd0\u884c\u6d4b\u8bd5\u3002<\/p>\n<p>\u5982\u679c\u53d1\u73b0\u6d4b\u8bd5\u5931\u8d25&#xff0c;\u6a21\u578b\u8bfb\u53d6\u6d4b\u8bd5\u53cd\u9988&#xff0c;\u5206\u6790\u9519\u8bef\u539f\u56e0\u5e76\u4fee\u6539\u4ee3\u7801\u3002<\/p>\n<p>\u7136\u540e\u91cd\u65b0\u6267\u884c\u6d4b\u8bd5\u3002<\/p>\n<p>\u4e0e Self-Refine \u76f8\u6bd4&#xff0c;CRITIC \u7684\u5173\u952e\u4e0d\u662f\u7b80\u5355\u589e\u52a0\u4e00\u4e2a\u8bc4\u5ba1\u6b65\u9aa4&#xff0c;\u800c\u662f\u5c06\u5916\u90e8\u5de5\u5177\u63d0\u4f9b\u7684\u4fe1\u606f\u5f15\u5165\u6279\u8bc4\u548c\u4fee\u8ba2\u8fc7\u7a0b\u3002<\/p>\n<p>\u4e0d\u8fc7&#xff0c;\u4e0d\u80fd\u7406\u89e3\u4e3a CRITIC \u5b8c\u5168\u7531\u5de5\u5177\u81ea\u52a8\u5224\u65ad\u6240\u6709\u9519\u8bef\u3002<\/p>\n<p>\u5de5\u5177\u901a\u5e38\u63d0\u4f9b\u68c0\u7d22\u8bc1\u636e\u3001\u6267\u884c\u7ed3\u679c\u6216\u53ef\u9a8c\u8bc1\u4fe1\u606f&#xff1b;\u5982\u4f55\u6839\u636e\u8fd9\u4e9b\u4fe1\u606f\u5f62\u6210\u6279\u8bc4\u3001\u51b3\u5b9a\u600e\u6837\u4fee\u8ba2&#xff0c;\u4ecd\u53ef\u80fd\u7531\u6a21\u578b\u5b8c\u6210\u3002<\/p>\n<p>\u56e0\u6b64&#xff0c;\u5916\u90e8\u53cd\u9988\u4e5f\u4e0d\u5fc5\u7136\u6b63\u786e\u3002\u641c\u7d22\u7ed3\u679c\u53ef\u80fd\u4e0d\u53ef\u9760&#xff0c;\u5355\u5143\u6d4b\u8bd5\u4e5f\u53ef\u80fd\u8986\u76d6\u4e0d\u5168\u9762\u3002<\/p>\n<p>CRITIC \u7684\u539f\u59cb\u65b9\u6cd5\u91cd\u70b9\u662f\u5de5\u5177\u4ea4\u4e92\u5f0f\u7684\u68c0\u67e5\u4e0e\u4fee\u6b63&#xff0c;\u800c\u4e0d\u662f\u8de8 trial \u53cd\u601d\u8bb0\u5fc6\u3002<\/p>\n<h4>5.3 Reflexion&#xff1a;\u628a\u4e00\u6b21\u5931\u8d25\u53d8\u6210\u4e0b\u4e00\u6b21\u5c1d\u8bd5\u7684\u7ecf\u9a8c<\/h4>\n<p>Reflexion \u4e0e\u524d\u4e24\u79cd\u65b9\u6cd5\u6700\u91cd\u8981\u7684\u533a\u522b&#xff0c;\u5728\u4e8e\u5b83\u5173\u6ce8\u7684\u4e0d\u53ea\u662f\u5f53\u524d\u8f93\u51fa\u7684\u4fee\u8ba2&#xff0c;\u8fd8\u5305\u62ec\u5982\u4f55\u8ba9 Agent \u5229\u7528\u5148\u524d\u5c1d\u8bd5\u7684\u7ecf\u9a8c&#xff0c;\u6539\u8fdb\u4e0b\u4e00\u6b21\u6267\u884c\u3002<\/p>\n<p>\u539f\u7248 Reflexion \u7684\u6838\u5fc3\u5305\u542b\u56db\u4e2a\u90e8\u5206&#xff1a;<\/p>\n<p>Actor\u3001Evaluator\u3001Self-Reflection\u3001Memory\u3002<\/p>\n<p>\u5b83\u4eec\u5206\u522b\u627f\u62c5\u4ee5\u4e0b\u804c\u8d23\u3002<\/p>\n<p>Actor&#xff1a;\u8d1f\u8d23\u6267\u884c\u4efb\u52a1\u3002<\/p>\n<p>Actor \u53ef\u4ee5\u91c7\u7528 ReAct \u7b49\u65b9\u5f0f\u4e0e\u73af\u5883\u4ea4\u4e92&#xff0c;\u751f\u6210\u4e00\u6761\u5b8c\u6574\u7684\u6267\u884c\u8f68\u8ff9\u3002<\/p>\n<p>Evaluator&#xff1a;\u8d1f\u8d23\u8bc4\u4ef7\u7ed3\u679c\u3002<\/p>\n<p>\u6839\u636e\u4efb\u52a1\u7ed3\u679c\u6216\u6267\u884c\u8f68\u8ff9&#xff0c;\u5224\u65ad\u672c\u6b21\u5c1d\u8bd5\u7684\u8868\u73b0&#xff0c;\u4f8b\u5982\u6210\u529f\u4e0e\u5426\u3002<\/p>\n<p>Self-Reflection&#xff1a;\u8d1f\u8d23\u53cd\u601d\u539f\u56e0\u3002<\/p>\n<p>\u5c06\u6267\u884c\u8f68\u8ff9\u548c\u8bc4\u4ef7\u53cd\u9988\u8f6c\u5316\u4e3a\u5bf9\u540e\u7eed\u884c\u52a8\u6709\u5e2e\u52a9\u7684\u7ecf\u9a8c\u3002<\/p>\n<p>Memory&#xff1a;\u8d1f\u8d23\u4fdd\u5b58\u53cd\u601d\u7ecf\u9a8c\u3002<\/p>\n<p>\u4e0b\u4e00\u8f6e\u5c1d\u8bd5\u65f6&#xff0c;Actor \u53ef\u4ee5\u8bfb\u53d6\u8fd9\u4e9b\u7ecf\u9a8c&#xff0c;\u8c03\u6574\u884c\u52a8\u7b56\u7565\u3002<\/p>\n<p>\u5176\u5178\u578b\u6d41\u7a0b\u4e3a&#xff1a;<\/p>\n<p>Trial 1&#xff1a;\u6267\u884c\u4efb\u52a1 \u2192 \u8bc4\u4ef7\u5931\u8d25 \u2192 \u751f\u6210\u53cd\u601d \u2192 \u5199\u5165 MemoryTrial 2&#xff1a;\u8bfb\u53d6 Memory \u2192 \u91cd\u65b0\u6267\u884c\u4efb\u52a1 \u2192 \u518d\u6b21\u8bc4\u4ef7<\/p>\n<p>\u5982\u679c\u4ecd\u7136\u5931\u8d25&#xff0c;\u5219\u53ef\u4ee5\u7ee7\u7eed\u53cd\u601d\u4e0e\u91cd\u8bd5&#xff0c;\u76f4\u5230\u6ee1\u8db3\u6210\u529f\u6761\u4ef6\u6216\u5c1d\u8bd5\u6b21\u6570\u4e0a\u9650\u3002<\/p>\n<p>\u4f8b\u5982&#xff0c;Agent \u9700\u8981\u5728\u4e00\u4e2a\u590d\u6742\u73af\u5883\u4e2d\u627e\u5230\u67d0\u4e2a\u7269\u54c1\u3002<\/p>\n<p>\u7b2c\u4e00\u6b21\u5c1d\u8bd5\u4e2d&#xff0c;\u5b83\u53cd\u590d\u68c0\u67e5\u540c\u4e00\u4e2a\u4f4d\u7f6e&#xff0c;\u5374\u5ffd\u7565\u4e86\u5176\u4ed6\u623f\u95f4\u3002<\/p>\n<p>\u4efb\u52a1\u5931\u8d25\u540e&#xff0c;Self-Reflection \u53ef\u80fd\u603b\u7ed3\u51fa&#xff1a;<\/p>\n<p>\u201c\u4e4b\u524d\u91cd\u590d\u68c0\u67e5\u4e86\u76f8\u540c\u533a\u57df\u3002\u4e0b\u4e00\u6b21\u5e94\u5148\u8bb0\u5f55\u5df2\u7ecf\u641c\u7d22\u8fc7\u7684\u4f4d\u7f6e&#xff0c;\u518d\u63a2\u7d22\u5c1a\u672a\u68c0\u67e5\u7684\u623f\u95f4\u3002\u201d<\/p>\n<p>\u8fd9\u6761\u7ecf\u9a8c\u88ab\u4fdd\u5b58\u5230 Memory \u4e2d\u3002<\/p>\n<p>\u7b2c\u4e8c\u6b21\u5c1d\u8bd5\u65f6&#xff0c;Actor \u5229\u7528\u8be5\u7ecf\u9a8c\u8c03\u6574\u641c\u7d22\u7b56\u7565\u3002<\/p>\n<p>Reflexion \u7684\u5173\u952e\u4e0d\u662f\u7b80\u5355\u5730\u591a\u6267\u884c\u4e00\u6b21\u4efb\u52a1&#xff0c;\u800c\u662f\u5c06\u524d\u4e00\u6b21\u5931\u8d25\u8f6c\u5316\u4e3a\u53ef\u4ee5\u5f71\u54cd\u540e\u7eed\u51b3\u7b56\u7684\u6587\u5b57\u7ecf\u9a8c\u3002<\/p>\n<h4>5.4 Reflexion \u4e2d\u7684 trial \u7a76\u7adf\u662f\u4ec0\u4e48\u610f\u601d&#xff1f;<\/h4>\n<p>\u8fd9\u662f\u7406\u89e3\u539f\u59cb\u8bba\u6587\u6700\u5173\u952e\u7684\u5730\u65b9\u3002<\/p>\n<p>\u4e00\u4e2a trial \u53ef\u4ee5\u7406\u89e3\u4e3a\u4e00\u6b21\u5b8c\u6574\u7684\u4efb\u52a1\u5c1d\u8bd5\u3002<\/p>\n<p>\u5982\u679c Actor \u91c7\u7528 ReAct&#xff0c;\u5b83\u5728\u4e00\u6b21 trial \u5185\u90e8\u5c31\u53ef\u80fd\u8fdb\u884c\u591a\u6b21\u884c\u52a8\u4e0e\u73af\u5883\u4ea4\u4e92\u3002<\/p>\n<p>\u4f8b\u5982&#xff1a;<\/p>\n<p>Trial 1 \u5185\u90e8&#xff1a;<\/p>\n<p>\u89c2\u5bdf\u73af\u5883 \u2192 \u9009\u62e9\u884c\u52a8 \u2192 \u83b7\u53d6\u53cd\u9988 \u2192 \u518d\u6b21\u9009\u62e9\u884c\u52a8 \u2192 &#8230; \u2192 \u672c\u6b21\u5c1d\u8bd5\u7ed3\u675f<\/p>\n<p>\u7136\u540e Evaluator \u5bf9\u8fd9\u6b21\u5c1d\u8bd5\u8fdb\u884c\u8bc4\u4ef7\u3002<\/p>\n<p>\u5982\u679c\u5931\u8d25&#xff0c;Self-Reflection \u751f\u6210\u53cd\u601d\u5e76\u5199\u5165 Memory&#xff0c;\u4e4b\u540e\u8fdb\u5165\u65b0\u7684 trial\u3002<\/p>\n<p>\u56e0\u6b64\u5fc5\u987b\u533a\u5206\u4e24\u4e2a\u5faa\u73af&#xff1a;<\/p>\n<p>\u5185\u5c42&#xff1a;Actor \u7684\u884c\u52a8\u5faa\u73af\u3002<\/p>\n<p>\u8d1f\u8d23\u5b8c\u6210\u5f53\u524d\u8fd9\u6b21\u5c1d\u8bd5\u3002<\/p>\n<p>\u5916\u5c42&#xff1a;Reflexion \u7684 trial \u5faa\u73af\u3002<\/p>\n<p>\u8d1f\u8d23\u901a\u8fc7\u53cd\u601d\u8bb0\u5fc6\u6539\u8fdb\u540e\u7eed\u5c1d\u8bd5\u3002<\/p>\n<p>\u5728\u539f\u7248 Reflexion \u7684\u6838\u5fc3\u8bbe\u8ba1\u4e2d&#xff0c;\u53cd\u601d\u8bb0\u5fc6\u4e3b\u8981\u7528\u4e8e\u540e\u7eed trial&#xff0c;\u800c\u4e0d\u662f\u628a\u5f53\u524d\u5df2\u7ecf\u53d1\u751f\u7684\u6574\u6761\u6267\u884c\u8f68\u8ff9\u539f\u5730\u6539\u5199\u3002<\/p>\n<p>\u4f46\u8fd9\u4e0d\u610f\u5473\u7740\u5f53\u524d trial \u5185\u4e0d\u5b58\u5728 Agent Loop&#xff0c;\u66f4\u4e0d\u610f\u5473\u7740\u6574\u4e2a Reflexion \u7cfb\u7edf\u4e0d\u80fd\u7528 Graph Loop \u5b9e\u73b0\u3002<\/p>\n<p>\u53e6\u5916&#xff0c;Reflexion \u8bba\u6587\u4e2d\u7684 Memory \u4e3b\u8981\u662f\u8de8\u540c\u4e00\u4efb\u52a1\u7684\u4e0d\u540c\u5c1d\u8bd5\u4fdd\u5b58\u53cd\u601d\u7ecf\u9a8c&#xff0c;\u4e0d\u7b49\u4e8e\u5fc5\u987b\u5177\u6709\u8de8\u6240\u6709\u4efb\u52a1\u3001\u6c38\u4e45\u6301\u4e45\u5316\u7684\u6570\u636e\u5e93\u8bb0\u5fc6\u3002<\/p>\n<h3>\u516d\u3001\u4e09\u79cd\u65b9\u6cd5\u7a76\u7adf\u6709\u4ec0\u4e48\u672c\u8d28\u533a\u522b&#xff1f;<\/h3>\n<p>\u53ef\u4ee5\u4ece\u4e09\u4e2a\u95ee\u9898\u5224\u65ad&#xff1a;<\/p>\n<p>\u7b2c\u4e00&#xff0c;\u53cd\u9988\u4ece\u54ea\u91cc\u6765&#xff1f;<\/p>\n<p>Self-Refine \u4e3b\u8981\u4f9d\u9760\u6a21\u578b\u81ea\u8eab\u53cd\u9988\u3002<\/p>\n<p>CRITIC \u5f3a\u8c03\u501f\u52a9\u5916\u90e8\u5de5\u5177\u83b7\u53d6\u53ef\u7528\u4e8e\u9a8c\u8bc1\u7684\u4fe1\u606f\u3002<\/p>\n<p>Reflexion \u53ef\u4ee5\u5229\u7528\u73af\u5883\u53cd\u9988\u3001\u8bc4\u4ef7\u5668\u3001\u6d4b\u8bd5\u7ed3\u679c\u7b49\u591a\u79cd\u4fe1\u53f7&#xff0c;\u518d\u901a\u8fc7\u81ea\u53cd\u601d\u751f\u6210\u7ecf\u9a8c\u3002<\/p>\n<p>\u7b2c\u4e8c&#xff0c;\u53cd\u9988\u4e3b\u8981\u7528\u5728\u54ea\u91cc&#xff1f;<\/p>\n<p>Self-Refine \u7528\u4e8e\u4fee\u8ba2\u5f53\u524d\u7ed3\u679c\u3002<\/p>\n<p>CRITIC \u7528\u4e8e\u901a\u8fc7\u5de5\u5177\u53cd\u9988\u68c0\u67e5\u5e76\u4fee\u8ba2\u5f53\u524d\u7ed3\u679c\u3002<\/p>\n<p>Reflexion \u5219\u5f3a\u8c03\u5c06\u672c\u6b21\u5c1d\u8bd5\u7684\u7ecf\u9a8c\u7528\u4e8e\u6539\u8fdb\u540e\u7eed\u5c1d\u8bd5\u3002<\/p>\n<p>\u7b2c\u4e09&#xff0c;\u662f\u5426\u5f3a\u8c03\u8de8 trial \u7684\u53cd\u601d\u8bb0\u5fc6&#xff1f;<\/p>\n<p>Self-Refine \u548c CRITIC \u7684\u539f\u59cb\u8bbe\u8ba1\u4e0d\u4ee5\u8de8 trial \u7684\u53cd\u601d\u8bb0\u5fc6\u4e3a\u6838\u5fc3\u3002<\/p>\n<p>Reflexion \u5219\u5c06\u8de8 trial \u7684\u7ecf\u9a8c\u8bb0\u5fc6\u4f5c\u4e3a\u5173\u952e\u8bbe\u8ba1\u3002<\/p>\n<table>\n<tr>\u5bf9\u6bd4\u7ef4\u5ea6Self-RefineCRITICReflexion<\/tr>\n<tbody>\n<tr>\n<td>\u6838\u5fc3\u76ee\u6807<\/td>\n<td>\u63d0\u9ad8\u5f53\u524d\u8f93\u51fa\u8d28\u91cf<\/td>\n<td>\u501f\u52a9\u5916\u90e8\u4fe1\u606f\u53d1\u73b0\u5e76\u4fee\u6b63\u9519\u8bef<\/td>\n<td>\u5229\u7528\u5931\u8d25\u7ecf\u9a8c\u6539\u8fdb\u540e\u7eed\u5c1d\u8bd5<\/td>\n<\/tr>\n<tr>\n<td>\u4e3b\u8981\u53cd\u9988\u6765\u6e90<\/td>\n<td>LLM \u81ea\u8eab<\/td>\n<td>\u5916\u90e8\u5de5\u5177\u4e0e\u6a21\u578b\u5206\u6790<\/td>\n<td>Evaluator\u3001\u73af\u5883\u53ca\u81ea\u53cd\u601d<\/td>\n<\/tr>\n<tr>\n<td>\u6539\u8fdb\u5bf9\u8c61<\/td>\n<td>\u5f53\u524d\u5019\u9009\u8f93\u51fa<\/td>\n<td>\u5f53\u524d\u5019\u9009\u8f93\u51fa<\/td>\n<td>\u540e\u7eed trial \u7684\u6267\u884c\u7b56\u7565\u6216\u7ed3\u679c<\/td>\n<\/tr>\n<tr>\n<td>\u5178\u578b\u8fed\u4ee3\u65b9\u5f0f<\/td>\n<td>\u53cd\u9988\u2014\u4fee\u8ba2\u5faa\u73af<\/td>\n<td>\u5de5\u5177\u68c0\u67e5\u2014\u4fee\u8ba2\u5faa\u73af<\/td>\n<td>\u6267\u884c\u2014\u8bc4\u4ef7\u2014\u53cd\u601d\u2014\u91cd\u8bd5<\/td>\n<\/tr>\n<tr>\n<td>\u8de8 trial \u53cd\u601d\u8bb0\u5fc6<\/td>\n<td>\u975e\u6838\u5fc3\u8bbe\u8ba1<\/td>\n<td>\u975e\u6838\u5fc3\u8bbe\u8ba1<\/td>\n<td>\u6838\u5fc3\u8bbe\u8ba1<\/td>\n<\/tr>\n<tr>\n<td>\u662f\u5426\u5fc5\u987b\u4f7f\u7528 Agent<\/td>\n<td>\u5426<\/td>\n<td>\u5426<\/td>\n<td>\u662f&#xff0c;\u5c5e\u4e8e Agent \u6846\u67b6<\/td>\n<\/tr>\n<tr>\n<td>\u662f\u5426\u5fc5\u987b\u4f7f\u7528 Graph<\/td>\n<td>\u5426<\/td>\n<td>\u5426<\/td>\n<td>\u5426<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u53ef\u4ee5\u7528\u4e09\u53e5\u8bdd\u6982\u62ec&#xff1a;<\/p>\n<p>Self-Refine&#xff1a;\u6211\u68c0\u67e5\u81ea\u5df1\u521a\u624d\u751f\u6210\u7684\u5185\u5bb9&#xff0c;\u7136\u540e\u4fee\u6539\u3002<\/p>\n<p>CRITIC&#xff1a;\u6211\u5229\u7528\u5916\u90e8\u5de5\u5177\u9a8c\u8bc1\u521a\u624d\u751f\u6210\u7684\u5185\u5bb9&#xff0c;\u518d\u6839\u636e\u7ed3\u679c\u4fee\u6539\u3002<\/p>\n<p>Reflexion&#xff1a;\u6211\u603b\u7ed3\u8fd9\u4e00\u6b21\u4e3a\u4ec0\u4e48\u5931\u8d25&#xff0c;\u628a\u7ecf\u9a8c\u4fdd\u5b58\u4e0b\u6765&#xff0c;\u5728\u4e0b\u4e00\u6b21\u5c1d\u8bd5\u4e2d\u907f\u514d\u91cd\u590d\u9519\u8bef\u3002<\/p>\n<p>\u4f46\u8981\u6ce8\u610f&#xff0c;\u5b83\u4eec\u4e4b\u95f4\u5e76\u4e0d\u662f\u5b8c\u5168\u4e92\u65a5\u7684\u5173\u7cfb\u3002<\/p>\n<p>\u4e00\u4e2a Reflexion Agent \u5b8c\u5168\u53ef\u4ee5\u5728\u67d0\u6b21 trial \u5185\u90e8\u4f7f\u7528 CRITIC \u6216 Self-Refine \u8fdb\u884c\u5c40\u90e8\u6539\u8fdb\u3002<\/p>\n<h3>\u4e03\u3001\u628a\u4e09\u79cd\u65b9\u6cd5\u653e\u8fdb\u4e00\u4e2a\u5b8c\u6574\u7684 Agent \u7cfb\u7edf<\/h3>\n<p>\u5047\u8bbe\u8981\u8bbe\u8ba1\u4e00\u4e2a\u81ea\u52a8\u4fee\u590d\u4ee3\u7801\u7684 Agent\u3002<\/p>\n<p>\u7528\u6237\u63d0\u4ea4\u4e86\u4e00\u4e2a\u5b58\u5728 Bug \u7684 Python \u9879\u76ee&#xff0c;\u8981\u6c42 Agent \u627e\u5230\u9519\u8bef\u5e76\u4fee\u590d\u3002<\/p>\n<p>\u6574\u4e2a\u7cfb\u7edf\u53ef\u4ee5\u5305\u542b\u4e09\u4e2a\u5c42\u6b21\u3002<\/p>\n<p>\u7b2c\u4e00\u5c42&#xff1a;Agent Loop\u2014\u2014\u6267\u884c\u4fee\u590d\u4efb\u52a1<\/p>\n<p>Agent \u6839\u636e\u5f53\u524d\u72b6\u6001\u51b3\u5b9a\u64cd\u4f5c&#xff1a;<\/p>\n<p>\u8bfb\u53d6\u4ee3\u7801 \u2192 \u5206\u6790\u5f02\u5e38 \u2192 \u8c03\u7528\u5de5\u5177 \u2192 \u67e5\u770b\u6267\u884c\u7ed3\u679c \u2192 \u7ee7\u7eed\u4fee\u6539<\/p>\n<p>\u5b83\u8d1f\u8d23\u5b9e\u9645\u63a8\u8fdb\u4efb\u52a1\u3002<\/p>\n<p>\u7b2c\u4e8c\u5c42&#xff1a;\u5f53\u524d\u5c1d\u8bd5\u4e2d\u7684\u53cd\u9988\u4fee\u8ba2<\/p>\n<p>Agent \u7f16\u5199\u8865\u4e01\u540e&#xff0c;\u9700\u8981\u9a8c\u8bc1\u4ee3\u7801\u662f\u5426\u6b63\u786e\u3002<\/p>\n<p>\u53ef\u4ee5\u4f7f\u7528 CRITIC \u98ce\u683c\u7684\u65b9\u6cd5&#xff0c;\u901a\u8fc7\u8fd0\u884c\u6d4b\u8bd5\u83b7\u53d6\u5916\u90e8\u53cd\u9988&#xff0c;\u518d\u5206\u6790\u5e76\u4fee\u6539\u4ee3\u7801\u3002<\/p>\n<p>\u5982\u679c\u6d4b\u8bd5\u5931\u8d25&#xff0c;\u53ef\u4ee5\u7ee7\u7eed\u5728\u5f53\u524d\u5c1d\u8bd5\u5185\u4fee\u8ba2\u8865\u4e01\u3002<\/p>\n<p>\u5982\u679c\u53ea\u662f\u4f18\u5316\u4ee3\u7801\u6ce8\u91ca\u3001\u9519\u8bef\u63d0\u793a\u6216\u6587\u6863\u63aa\u8f9e&#xff0c;\u4e5f\u53ef\u4ee5\u4f7f\u7528 Self-Refine \u98ce\u683c\u7684\u81ea\u8bc4\u4fee\u8ba2\u3002<\/p>\n<p>\u8fd9\u90e8\u5206\u5faa\u73af\u53ef\u4ee5\u901a\u8fc7 Graph Loop \u5b9e\u73b0\u3002<\/p>\n<p>\u7b2c\u4e09\u5c42&#xff1a;Reflexion\u2014\u2014\u5b8c\u6574\u5c1d\u8bd5\u5931\u8d25\u540e\u7684\u7ecf\u9a8c\u79ef\u7d2f<\/p>\n<p>\u5047\u8bbe\u5f53\u524d\u5c1d\u8bd5\u8fbe\u5230\u9884\u7b97\u4e0a\u9650&#xff0c;\u4ecd\u7136\u6ca1\u6709\u4fee\u590d\u95ee\u9898\u3002<\/p>\n<p>Evaluator \u5224\u65ad\u672c\u6b21\u5c1d\u8bd5\u5931\u8d25\u3002<\/p>\n<p>Self-Reflection \u5206\u6790\u672c\u6b21\u5b8c\u6574\u8f68\u8ff9&#xff0c;\u5e76\u751f\u6210\u7ecf\u9a8c&#xff1a;<\/p>\n<p>\u201c\u4e4b\u524d\u53ea\u68c0\u67e5\u4e86\u5f02\u5e38\u51fd\u6570&#xff0c;\u5ffd\u7565\u4e86\u8c03\u7528\u65b9\u4f20\u5165\u53c2\u6570\u7684\u7c7b\u578b\u3002\u4e0b\u4e00\u6b21\u5e94\u4f18\u5148\u68c0\u67e5\u8c03\u7528\u94fe\u548c\u8f93\u5165\u6570\u636e\u3002\u201d<\/p>\n<p>\u7cfb\u7edf\u5c06\u8fd9\u6761\u7ecf\u9a8c\u5199\u5165 Memory\u3002<\/p>\n<p>\u968f\u540e&#xff0c;Agent \u5f00\u542f\u65b0\u7684 trial&#xff0c;\u5229\u7528\u5df2\u6709\u7ecf\u9a8c\u91cd\u65b0\u5236\u5b9a\u4fee\u590d\u7b56\u7565\u3002<\/p>\n<p>\u8fd9\u6837\u5c31\u5f62\u6210\u4e86\u4e09\u4e2a\u4e0d\u540c\u7684\u5faa\u73af&#xff1a;<\/p>\n<table>\n<tr>\u5faa\u73af\u4f5c\u7528<\/tr>\n<tbody>\n<tr>\n<td>Agent Loop<\/td>\n<td>\u6301\u7eed\u51b3\u5b9a\u4e0b\u4e00\u6b65\u884c\u52a8<\/td>\n<\/tr>\n<tr>\n<td>\u5f53\u524d\u5c1d\u8bd5\u5185\u7684\u53cd\u9988\u4fee\u8ba2\u5faa\u73af<\/td>\n<td>\u68c0\u67e5\u5e76\u4fee\u6539\u5f53\u524d\u7ed3\u679c<\/td>\n<\/tr>\n<tr>\n<td>Reflexion \u7684\u8de8 trial \u5faa\u73af<\/td>\n<td>\u603b\u7ed3\u5931\u8d25\u7ecf\u9a8c&#xff0c;\u91cd\u65b0\u5c1d\u8bd5\u4efb\u52a1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u800c Graph Loop \u53ef\u4ee5\u7528\u4e8e\u7ec4\u7ec7\u4e0a\u8ff0\u4efb\u610f\u4e00\u79cd\u5faa\u73af\u3002<\/p>\n<p>\u8fd9\u8bf4\u660e Agent Loop\u3001Graph Loop\u3001Reflection\u3001Reflexion \u4e0d\u5e94\u8be5\u673a\u68b0\u5730\u6446\u5728\u540c\u4e00\u5f20\u201c\u8c01\u5c5e\u4e8e\u8c01\u201d\u7684\u5206\u7c7b\u6811\u4e2d\u3002<\/p>\n<p>\u5b83\u4eec\u63cf\u8ff0\u7684\u662f\u4e00\u4e2a Agent \u7cfb\u7edf\u4e2d\u4e0d\u540c\u5c42\u9762\u7684\u80fd\u529b\u4e0e\u8bbe\u8ba1\u3002<\/p>\n<h3>\u516b\u3001\u5de5\u7a0b\u5b9e\u73b0\u4e2d\u5e94\u8be5\u5982\u4f55\u8bbe\u8ba1\u5faa\u73af&#xff1f;<\/h3>\n<p>\u7406\u89e3\u7406\u8bba\u4e4b\u540e&#xff0c;\u8fd8\u9700\u8981\u77e5\u9053\u600e\u6837\u5728\u7cfb\u7edf\u4e2d\u6b63\u786e\u7ec4\u7ec7\u5faa\u73af\u3002<\/p>\n<p>\u9996\u5148&#xff0c;\u5e94\u5f53\u4e3a\u4e0d\u540c\u5faa\u73af\u8bbe\u5b9a\u72ec\u7acb\u7684\u72b6\u6001\u548c\u7ec8\u6b62\u6761\u4ef6\u3002<\/p>\n<h4>8.1 Agent \u6267\u884c\u5faa\u73af<\/h4>\n<p>\u9700\u8981\u7ba1\u7406\u5f53\u524d\u6d88\u606f\u3001\u5de5\u5177\u8c03\u7528\u7ed3\u679c\u3001\u4efb\u52a1\u72b6\u6001\u3001\u6267\u884c\u6b65\u6570\u4e0e\u9884\u7b97\u3002<\/p>\n<p>\u5178\u578b\u505c\u6b62\u6761\u4ef6\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>Agent \u5df2\u7ecf\u5b8c\u6210\u4efb\u52a1&#xff1b;<\/li>\n<li>\u4e0d\u518d\u9700\u8981\u5de5\u5177&#xff1b;<\/li>\n<li>\u8fbe\u5230\u6700\u5927\u6267\u884c\u6b65\u6570&#xff1b;<\/li>\n<li>\u8d85\u8fc7\u65f6\u95f4\u6216 token \u9884\u7b97&#xff1b;<\/li>\n<li>\u89e6\u53d1\u5f02\u5e38\u6216\u5b89\u5168\u7ec8\u6b62\u6761\u4ef6\u3002<\/li>\n<\/ul>\n<h4>8.2 \u53cd\u9988\u4fee\u8ba2\u5faa\u73af<\/h4>\n<p>\u9700\u8981\u4fdd\u5b58\u5f53\u524d\u5019\u9009\u8f93\u51fa\u3001\u8bc4\u4f30\u53cd\u9988\u3001\u4fee\u8ba2\u5386\u53f2\u548c\u5faa\u73af\u6b21\u6570\u3002<\/p>\n<p>\u5178\u578b\u505c\u6b62\u6761\u4ef6\u5305\u62ec\u8d28\u91cf\u8fbe\u6807\u3001\u8fbe\u5230\u4fee\u8ba2\u4e0a\u9650\u3001\u8fde\u7eed\u591a\u6b21\u6ca1\u6709\u6539\u5584\u3002<\/p>\n<p>\u5c24\u5176\u9700\u8981\u6ce8\u610f&#xff1a;\u6a21\u578b\u7ed9\u51fa\u201c\u5df2\u7ecf\u6b63\u786e\u201d\u7684\u81ea\u6211\u8bc4\u4ef7&#xff0c;\u4e0d\u4e00\u5b9a\u610f\u5473\u7740\u7ed3\u679c\u771f\u7684\u6b63\u786e\u3002<\/p>\n<p>\u5bf9\u4e8e\u4ee3\u7801\u6267\u884c\u3001\u6570\u636e\u8ba1\u7b97\u7b49\u4efb\u52a1&#xff0c;\u5e94\u4f18\u5148\u4f7f\u7528\u53ef\u9a8c\u8bc1\u7684\u5de5\u5177\u7ed3\u679c\u8f85\u52a9\u5224\u65ad\u3002<\/p>\n<h4>8.3 Reflexion \u7684 trial \u5faa\u73af<\/h4>\n<p>\u9700\u8981\u533a\u5206&#xff1a;<\/p>\n<p>\u5f53\u524d trial \u7684\u6267\u884c\u72b6\u6001&#xff1a;\u4fdd\u5b58\u672c\u6b21\u884c\u52a8\u3001\u5de5\u5177\u7ed3\u679c\u3001\u4e34\u65f6\u5de5\u4f5c\u4e0a\u4e0b\u6587\u7b49\u3002<\/p>\n<p>\u8de8 trial \u7684\u53cd\u601d\u8bb0\u5fc6&#xff1a;\u4fdd\u5b58\u524d\u51e0\u6b21\u5c1d\u8bd5\u4e2d\u63d0\u70bc\u51fa\u7684\u3001\u5bf9\u540e\u7eed\u51b3\u7b56\u6709\u7528\u7684\u7ecf\u9a8c\u3002<\/p>\n<p>\u8fdb\u5165\u65b0\u7684 trial \u65f6&#xff0c;\u4e0d\u80fd\u7b80\u5355\u5730\u628a\u5168\u90e8\u5931\u8d25\u65e5\u5fd7\u65e0\u9650\u8ffd\u52a0\u5230\u4e0a\u4e0b\u6587\u4e2d\u3002<\/p>\n<p>\u66f4\u597d\u7684\u65b9\u5f0f\u662f\u63d0\u70bc\u5177\u4f53\u3001\u53ef\u6267\u884c\u3001\u4e0e\u5f53\u524d\u4efb\u52a1\u76f8\u5173\u7684\u6559\u8bad&#xff0c;\u5e76\u5bf9 Memory \u8bbe\u7f6e\u5bb9\u91cf\u6216\u957f\u5ea6\u9650\u5236\u3002<\/p>\n<p>\u6b64\u5916&#xff0c;\u8fd8\u9700\u8981\u533a\u5206\u4e24\u4e2a\u6982\u5ff5&#xff1a;<\/p>\n<p>Retry&#xff1a;\u5931\u8d25\u540e\u518d\u6b21\u6267\u884c&#xff1b;<\/p>\n<p>Reflection&#xff1a;\u5206\u6790\u95ee\u9898\u5e76\u5f62\u6210\u6539\u8fdb\u4fe1\u606f\u3002<\/p>\n<p>\u4e0d\u662f\u6240\u6709 Retry \u90fd\u5177\u6709 Reflection&#xff0c;\u4e5f\u4e0d\u662f\u6240\u6709 Reflection \u90fd\u5fc5\u987b\u89e6\u53d1 Retry\u3002<\/p>\n<h3>\u4e5d\u3001\u9762\u8bd5\u4e2d\u6700\u5bb9\u6613\u88ab\u95ee\u5230\u7684\u51e0\u4e2a\u95ee\u9898<\/h3>\n<h4>\u95ee\u9898\u4e00&#xff1a;Agent Loop \u548c Graph Loop \u6709\u4ec0\u4e48\u533a\u522b&#xff1f;<\/h4>\n<p>Agent Loop \u63cf\u8ff0\u667a\u80fd\u4f53\u6301\u7eed\u51b3\u7b56\u3001\u884c\u52a8\u548c\u89c2\u5bdf\u7684\u6267\u884c\u673a\u5236&#xff1b;Graph Loop \u63cf\u8ff0\u5de5\u4f5c\u6d41\u56fe\u4e2d\u8282\u70b9\u901a\u8fc7\u5faa\u73af\u8fb9\u91cd\u590d\u6267\u884c\u7684\u63a7\u5236\u6d41\u7ed3\u6784\u3002<\/p>\n<p>\u4e8c\u8005\u4e0d\u5c5e\u4e8e\u540c\u4e00\u7ef4\u5ea6\u3002<\/p>\n<p>Agent Loop \u53ef\u4ee5\u901a\u8fc7 Graph Loop \u5b9e\u73b0&#xff0c;\u4e5f\u53ef\u4ee5\u901a\u8fc7\u666e\u901a\u7a0b\u5e8f\u5faa\u73af\u5b9e\u73b0&#xff1b;Graph Loop \u4e5f\u53ef\u4ee5\u7528\u4e8e\u5b8c\u5168\u4e0d\u5305\u542b Agent \u7684\u91cd\u8bd5\u5de5\u4f5c\u6d41\u3002<\/p>\n<h4>\u95ee\u9898\u4e8c&#xff1a;Reflection \u548c Reflexion \u6709\u4ec0\u4e48\u533a\u522b&#xff1f;<\/h4>\n<p>Reflection \u662f\u66f4\u5bbd\u6cdb\u7684\u53cd\u9988\u68c0\u67e5\u4e0e\u53cd\u601d\u6539\u8fdb\u601d\u60f3\u3002<\/p>\n<p>Reflexion \u662f\u4e00\u79cd\u5177\u4f53\u7684\u8bed\u8a00 Agent \u6846\u67b6&#xff0c;\u5b83\u901a\u8fc7 Actor \u6267\u884c\u4efb\u52a1\u3001Evaluator \u8bc4\u4ef7\u7ed3\u679c\u3001Self-Reflection \u751f\u6210\u53cd\u601d\u3001Memory \u4fdd\u5b58\u7ecf\u9a8c&#xff0c;\u4f7f Agent \u80fd\u5728\u540e\u7eed trial \u4e2d\u5229\u7528\u5148\u524d\u5931\u8d25\u7684\u4fe1\u606f\u3002<\/p>\n<p>\u56e0\u6b64&#xff0c;Reflexion \u4f7f\u7528\u4e86 Reflection \u601d\u60f3&#xff0c;\u4f46\u4e0d\u5e94\u8be5\u628a\u4e8c\u8005\u89c6\u4e3a\u4e24\u4e2a\u540c\u7ea7\u3001\u4e92\u65a5\u7684\u7b97\u6cd5\u3002<\/p>\n<h4>\u95ee\u9898\u4e09&#xff1a;Self-Refine \u548c CRITIC \u7684\u533a\u522b\u662f\u4ec0\u4e48&#xff1f;<\/h4>\n<p>\u4e8c\u8005\u90fd\u5f3a\u8c03\u6839\u636e\u53cd\u9988\u4fee\u6539\u5df2\u6709\u8f93\u51fa\u3002<\/p>\n<p>Self-Refine \u7684\u7ecf\u5178\u8bbe\u8ba1\u4e3b\u8981\u4f9d\u9760\u540c\u4e00\u4e2a\u6a21\u578b\u751f\u6210\u53cd\u9988\u5e76\u4fee\u6539\u7ed3\u679c\u3002<\/p>\n<p>CRITIC \u7684\u5173\u952e\u662f\u5f15\u5165\u5916\u90e8\u5de5\u5177&#xff0c;\u901a\u8fc7\u5de5\u5177\u4ea4\u4e92\u83b7\u5f97\u66f4\u6709\u4f9d\u636e\u7684\u68c0\u67e5\u4fe1\u606f&#xff0c;\u518d\u9a71\u52a8\u6a21\u578b\u4fee\u6b63\u8f93\u51fa\u3002<\/p>\n<p>\u6700\u91cd\u8981\u7684\u533a\u522b\u662f\u53cd\u9988\u4e0e\u9a8c\u8bc1\u4fe1\u606f\u7684\u6765\u6e90&#xff0c;\u800c\u4e0d\u662f\u662f\u5426\u4f7f\u7528 Graph \u6846\u67b6\u3002<\/p>\n<h4>\u95ee\u9898\u56db&#xff1a;CRITIC \u548c Reflexion \u7684\u533a\u522b\u662f\u4ec0\u4e48&#xff1f;<\/h4>\n<p>CRITIC \u66f4\u5173\u6ce8\u5982\u4f55\u901a\u8fc7\u5de5\u5177\u53cd\u9988\u9a8c\u8bc1\u5e76\u4fee\u6b63\u5f53\u524d\u751f\u6210\u7ed3\u679c\u3002<\/p>\n<p>Reflexion \u66f4\u5173\u6ce8\u5982\u4f55\u628a\u4e00\u6b21\u5b8c\u6574\u5c1d\u8bd5\u7684\u6267\u884c\u53cd\u9988\u8f6c\u5316\u4e3a\u53cd\u601d\u7ecf\u9a8c&#xff0c;\u5e76\u5728\u540e\u7eed trial \u4e2d\u52a0\u4ee5\u5229\u7528\u3002<\/p>\n<p>\u9700\u8981\u6ce8\u610f&#xff0c;Reflexion \u7684 Evaluator \u4e5f\u53ef\u4ee5\u4f7f\u7528\u5916\u90e8\u5de5\u5177&#xff0c;\u6240\u4ee5\u4e0d\u80fd\u7b80\u5355\u8ba4\u4e3a\u201c\u7528\u5de5\u5177\u7684\u662f CRITIC&#xff0c;\u4e0d\u7528\u5de5\u5177\u7684\u662f Reflexion\u201d\u3002<\/p>\n<h4>\u95ee\u9898\u4e94&#xff1a;Reflexion \u4e3a\u4ec0\u4e48\u9700\u8981 Memory&#xff1f;<\/h4>\n<p>\u56e0\u4e3a Reflexion \u7684\u6838\u5fc3\u76ee\u6807\u4e0d\u662f\u53ea\u5bf9\u5f53\u524d\u7ed3\u679c\u505a\u4e00\u6b21\u4fee\u8865&#xff0c;\u800c\u662f\u4f7f\u4e0b\u4e00\u6b21\u5c1d\u8bd5\u80fd\u591f\u5229\u7528\u4e4b\u524d\u7684\u7ecf\u9a8c\u3002<\/p>\n<p>\u5982\u679c\u4e0d\u5c06\u53cd\u601d\u7ed3\u679c\u4f20\u9012\u7ed9\u540e\u7eed trial&#xff0c;\u90a3\u4e48\u5355\u7eaf\u91cd\u590d\u6267\u884c\u4efb\u52a1\u672a\u5fc5\u80fd\u907f\u514d\u76f8\u540c\u7684\u9519\u8bef\u3002<\/p>\n<p>\u4e0d\u8fc7&#xff0c;Memory \u4e2d\u4fdd\u5b58\u7684\u7ecf\u9a8c\u4e5f\u53ef\u80fd\u4e0d\u51c6\u786e&#xff0c;\u56e0\u6b64\u5b9e\u9645\u5de5\u7a0b\u5b9e\u73b0\u8fd8\u9700\u8981\u8003\u8651\u8bb0\u5fc6\u7b5b\u9009\u3001\u7ea0\u9519\u548c\u5931\u6548\u673a\u5236\u3002<\/p>\n<h4>\u95ee\u9898\u516d&#xff1a;\u539f\u7248 Reflexion \u5728\u5355\u6b21 trial \u5185\u662f\u5426\u5b58\u5728\u5faa\u73af&#xff1f;<\/h4>\n<p>\u9700\u8981\u533a\u5206\u5faa\u73af\u7c7b\u578b\u3002<\/p>\n<p>\u5982\u679c Actor \u4f7f\u7528 ReAct&#xff0c;\u90a3\u4e48\u4e00\u6b21 trial \u5185\u5c31\u53ef\u80fd\u5305\u542b\u591a\u8f6e Thought\u3001Action \u548c Observation\u3002<\/p>\n<p>\u4f46 Reflexion \u6700\u6709\u4ee3\u8868\u6027\u7684\u53cd\u601d\u2014\u8bb0\u5fc6\u2014\u91cd\u65b0\u5c1d\u8bd5\u673a\u5236\u53d1\u751f\u5728 trial \u4e4b\u95f4\u3002<\/p>\n<p>\u6240\u4ee5&#xff0c;\u51c6\u786e\u7684\u8868\u8ff0\u5e94\u5f53\u662f&#xff1a;<\/p>\n<p>\u539f\u7248 Reflexion \u7684\u8de8 trial \u53cd\u601d\u4e0d\u7b49\u4e8e\u5728\u540c\u4e00\u6761\u6267\u884c\u8f68\u8ff9\u4e2d\u539f\u5730\u4fee\u8ba2&#xff0c;\u4f46\u5b83\u5e76\u4e0d\u6392\u65a5\u5355\u6b21 trial \u5185\u90e8\u5b58\u5728 Agent \u884c\u52a8\u5faa\u73af\u3002<\/p>\n<h4>\u95ee\u9898\u4e03&#xff1a;Reflexion \u53ef\u4ee5\u7528 Graph Loop \u5b9e\u73b0\u5417&#xff1f;<\/h4>\n<p>\u5f53\u7136\u53ef\u4ee5\u3002<\/p>\n<p>\u4f8b\u5982&#xff1a;<\/p>\n<p>Actor \u2192 Evaluator \u2192 Self-Reflection \u2192 Memory \u2192 Actor<\/p>\n<p>\u5176\u4e2d&#xff0c;\u4ece Memory \u8fd4\u56de Actor \u7684\u5faa\u73af\u8fb9&#xff0c;\u8868\u793a\u5f00\u542f\u4e0b\u4e00\u6b21 trial&#xff0c;\u800c\u4e0d\u662f\u8fd4\u56de\u5f53\u524d trial \u7684\u4e2d\u95f4\u6267\u884c\u6b65\u9aa4\u3002<\/p>\n<p>\u8fd9\u5c5e\u4e8e\u4e00\u79cd\u8de8 trial \u7684\u56fe\u5faa\u73af\u3002<\/p>\n<h3>\u5341\u3001\u603b\u7ed3<\/h3>\n<p>Agent Loop\u3001Graph Loop \u548c Reflection \u5206\u522b\u5c5e\u4e8e\u6267\u884c\u673a\u5236\u3001\u56fe\u7f16\u6392\u673a\u5236\u548c\u53cd\u9988\u6539\u8fdb\u673a\u5236\u4e09\u4e2a\u4e0d\u540c\u7ef4\u5ea6\u3002<\/p>\n<p>Agent Loop \u8d1f\u8d23\u8ba9 Agent \u6839\u636e\u73af\u5883\u89c2\u5bdf\u7ed3\u679c\u6301\u7eed\u51b3\u7b56\u548c\u884c\u52a8&#xff0c;ReAct \u662f\u5178\u578b\u7684\u5b9e\u73b0\u8303\u5f0f\u3002<\/p>\n<p>Graph Loop \u5219\u662f\u5de5\u4f5c\u6d41\u56fe\u4e0a\u7684\u5faa\u73af\u63a7\u5236\u7ed3\u6784&#xff0c;\u53ef\u4ee5\u7528\u6765\u5b9e\u73b0 Agent \u7684\u5de5\u5177\u8c03\u7528\u5faa\u73af\u3001\u7ed3\u679c\u4fee\u8ba2\u5faa\u73af&#xff0c;\u6216\u8005\u8de8 trial \u7684\u91cd\u8bd5\u5faa\u73af&#xff0c;\u5e76\u4e0d\u5929\u7136\u5c40\u9650\u4e8e\u8282\u70b9\u5185\u90e8\u6216\u5c40\u90e8\u5b50\u56fe\u3002<\/p>\n<p>Reflection \u662f\u901a\u8fc7\u8bc4\u4f30\u3001\u8bca\u65ad\u4e0e\u53cd\u9988\u6539\u5584\u7cfb\u7edf\u7ed3\u679c\u6216\u884c\u4e3a\u7684\u5bbd\u6cdb\u673a\u5236\u3002<\/p>\n<p>\u5177\u4f53\u5230\u7ecf\u5178\u65b9\u6cd5&#xff0c;Self-Refine \u4e3b\u8981\u901a\u8fc7\u6a21\u578b\u81ea\u8eab\u53cd\u9988\u8fed\u4ee3\u4fee\u8ba2\u5f53\u524d\u8f93\u51fa&#xff1b;CRITIC \u5f3a\u8c03\u5f15\u5165\u5916\u90e8\u5de5\u5177\u83b7\u53d6\u9a8c\u8bc1\u4fe1\u606f\u5e76\u4fee\u6539\u8f93\u51fa&#xff1b;Reflexion \u5219\u901a\u8fc7 Actor\u3001Evaluator\u3001Self-Reflection \u548c Memory&#xff0c;\u5c06\u4e00\u6b21\u5c1d\u8bd5\u7684\u5931\u8d25\u7ecf\u9a8c\u7528\u4e8e\u6307\u5bfc\u540e\u7eed trial\u3002<\/p>\n<p>\u539f\u7248 Reflexion \u7684\u53cd\u601d\u8bb0\u5fc6\u4e3b\u8981\u5728 trial \u4e4b\u95f4\u53d1\u6325\u4f5c\u7528&#xff0c;\u4f46\u6bcf\u6b21 trial \u5185\u90e8\u7684 Actor \u4ecd\u7136\u53ef\u4ee5\u901a\u8fc7 ReAct \u7b49\u65b9\u5f0f\u8fdb\u884c\u591a\u6b65\u884c\u52a8\u3002<\/p>\n<p>\u6700\u7ec8\u9700\u8981\u8bb0\u4f4f\u7684\u662f&#xff1a;Agent Loop \u89e3\u51b3\u600e\u4e48\u6267\u884c&#xff0c;Graph Loop \u89e3\u51b3\u600e\u4e48\u7f16\u6392\u5faa\u73af&#xff0c;Reflection \u89e3\u51b3\u600e\u4e48\u5229\u7528\u53cd\u9988\u6539\u8fdb&#xff0c;\u800c Self-Refine\u3001CRITIC\u3001Reflexion \u662f\u4e0d\u540c\u7684\u53cd\u9988\u6539\u8fdb\u65b9\u6848\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5f88\u591a\u4eba\u5728\u5b66\u4e60\u5927\u6a21\u578b Agent \u65f6&#xff0c;\u5bb9\u6613\u628a Agent Loop\u3001Graph Loop\u3001Reflection\u3001Reflexion \u6df7\u4e3a\u4e00\u8c08\u3002\u9020\u6210\u6df7\u6dc6\u7684\u6839\u672c\u539f\u56e0\u662f&#xff1a;\u8fd9\u4e9b\u6982\u5ff5\u63cf\u8ff0\u7684\u5e76\u4e0d\u662f\u540c\u4e00\u4ef6\u4e8b&#xff0c;\u6709\u4e9b\u5c5e\u4e8e\u6267\u884c\u673a\u5236&#xff0c;\u6709\u4e9b\u5c5e\u4e8e\u7f16\u6392\u65b9\u5f0f&#xff0c;\u6709\u4e9b\u5c5e\u4e8e\u53cd\u9988\u6539\u8fdb\u65b9\u6cd5\u3002<br \/>\n\u8981\u771f\u6b63\u7406\u89e3\u5b83\u4eec&#xff0c;\u5e94\u5f53\u6309\u7167\u4ee5\u4e0b\u987a\u5e8f&#xff1a;<br \/>\nAgent \u5982\u4f55\u6267\u884c\u4efb\u52a1&#xff1f;\u2014\u2014Agent Loop\u5982\u4f55\u63a7\u5236\u4efb\u52a1\u7684\u6267\u884c\u6d41\u7a0b&amp;#xf<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[2648],"topic":[],"class_list":["post-121110","post","type-post","status-publish","format-standard","hentry","category-server","tag-ai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u4e00\u6587\u641e\u61c2 Agent Loop\u3001Graph Loop\u3001Reflection\u3001Reflexion\uff1a\u6267\u884c\u3001\u7f16\u6392\u4e0e\u53cd\u9988\u6539\u8fdb\u7684\u5c42\u6b21\u5173\u7cfb - \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\/121110.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u4e00\u6587\u641e\u61c2 Agent Loop\u3001Graph Loop\u3001Reflection\u3001Reflexion\uff1a\u6267\u884c\u3001\u7f16\u6392\u4e0e\u53cd\u9988\u6539\u8fdb\u7684\u5c42\u6b21\u5173\u7cfb - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u5f88\u591a\u4eba\u5728\u5b66\u4e60\u5927\u6a21\u578b Agent \u65f6&#xff0c;\u5bb9\u6613\u628a Agent Loop\u3001Graph Loop\u3001Reflection\u3001Reflexion \u6df7\u4e3a\u4e00\u8c08\u3002\u9020\u6210\u6df7\u6dc6\u7684\u6839\u672c\u539f\u56e0\u662f&#xff1a;\u8fd9\u4e9b\u6982\u5ff5\u63cf\u8ff0\u7684\u5e76\u4e0d\u662f\u540c\u4e00\u4ef6\u4e8b&#xff0c;\u6709\u4e9b\u5c5e\u4e8e\u6267\u884c\u673a\u5236&#xff0c;\u6709\u4e9b\u5c5e\u4e8e\u7f16\u6392\u65b9\u5f0f&#xff0c;\u6709\u4e9b\u5c5e\u4e8e\u53cd\u9988\u6539\u8fdb\u65b9\u6cd5\u3002 \u8981\u771f\u6b63\u7406\u89e3\u5b83\u4eec&#xff0c;\u5e94\u5f53\u6309\u7167\u4ee5\u4e0b\u987a\u5e8f&#xff1a; Agent \u5982\u4f55\u6267\u884c\u4efb\u52a1&#xff1f;\u2014\u2014Agent Loop\u5982\u4f55\u63a7\u5236\u4efb\u52a1\u7684\u6267\u884c\u6d41\u7a0b&amp;#xf\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/121110.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-11-01T19:56:50+00:00\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" 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=\"5 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/121110.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/121110.html\",\"name\":\"\u4e00\u6587\u641e\u61c2 Agent Loop\u3001Graph Loop\u3001Reflection\u3001Reflexion\uff1a\u6267\u884c\u3001\u7f16\u6392\u4e0e\u53cd\u9988\u6539\u8fdb\u7684\u5c42\u6b21\u5173\u7cfb - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-11-01T19:56:50+00:00\",\"dateModified\":\"2026-11-01T19:56:50+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/121110.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/121110.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/121110.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u4e00\u6587\u641e\u61c2 Agent Loop\u3001Graph Loop\u3001Reflection\u3001Reflexion\uff1a\u6267\u884c\u3001\u7f16\u6392\u4e0e\u53cd\u9988\u6539\u8fdb\u7684\u5c42\u6b21\u5173\u7cfb\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u4e00\u6587\u641e\u61c2 Agent Loop\u3001Graph Loop\u3001Reflection\u3001Reflexion\uff1a\u6267\u884c\u3001\u7f16\u6392\u4e0e\u53cd\u9988\u6539\u8fdb\u7684\u5c42\u6b21\u5173\u7cfb - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/121110.html","og_locale":"zh_CN","og_type":"article","og_title":"\u4e00\u6587\u641e\u61c2 Agent Loop\u3001Graph Loop\u3001Reflection\u3001Reflexion\uff1a\u6267\u884c\u3001\u7f16\u6392\u4e0e\u53cd\u9988\u6539\u8fdb\u7684\u5c42\u6b21\u5173\u7cfb - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u5f88\u591a\u4eba\u5728\u5b66\u4e60\u5927\u6a21\u578b Agent \u65f6&#xff0c;\u5bb9\u6613\u628a Agent Loop\u3001Graph Loop\u3001Reflection\u3001Reflexion \u6df7\u4e3a\u4e00\u8c08\u3002\u9020\u6210\u6df7\u6dc6\u7684\u6839\u672c\u539f\u56e0\u662f&#xff1a;\u8fd9\u4e9b\u6982\u5ff5\u63cf\u8ff0\u7684\u5e76\u4e0d\u662f\u540c\u4e00\u4ef6\u4e8b&#xff0c;\u6709\u4e9b\u5c5e\u4e8e\u6267\u884c\u673a\u5236&#xff0c;\u6709\u4e9b\u5c5e\u4e8e\u7f16\u6392\u65b9\u5f0f&#xff0c;\u6709\u4e9b\u5c5e\u4e8e\u53cd\u9988\u6539\u8fdb\u65b9\u6cd5\u3002 \u8981\u771f\u6b63\u7406\u89e3\u5b83\u4eec&#xff0c;\u5e94\u5f53\u6309\u7167\u4ee5\u4e0b\u987a\u5e8f&#xff1a; Agent \u5982\u4f55\u6267\u884c\u4efb\u52a1&#xff1f;\u2014\u2014Agent Loop\u5982\u4f55\u63a7\u5236\u4efb\u52a1\u7684\u6267\u884c\u6d41\u7a0b&amp;#xf","og_url":"https:\/\/www.wsisp.com\/helps\/121110.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-11-01T19:56:50+00:00","author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"5 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/121110.html","url":"https:\/\/www.wsisp.com\/helps\/121110.html","name":"\u4e00\u6587\u641e\u61c2 Agent Loop\u3001Graph Loop\u3001Reflection\u3001Reflexion\uff1a\u6267\u884c\u3001\u7f16\u6392\u4e0e\u53cd\u9988\u6539\u8fdb\u7684\u5c42\u6b21\u5173\u7cfb - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-11-01T19:56:50+00:00","dateModified":"2026-11-01T19:56:50+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/121110.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/121110.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/121110.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"\u4e00\u6587\u641e\u61c2 Agent Loop\u3001Graph Loop\u3001Reflection\u3001Reflexion\uff1a\u6267\u884c\u3001\u7f16\u6392\u4e0e\u53cd\u9988\u6539\u8fdb\u7684\u5c42\u6b21\u5173\u7cfb"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/121110","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=121110"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/121110\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=121110"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=121110"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=121110"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=121110"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}