{"id":7587,"date":"2026-07-04T08:41:23","date_gmt":"2026-07-04T00:41:23","guid":{"rendered":"http:\/\/switch.linesno.com\/?p=7587"},"modified":"2026-07-04T08:41:23","modified_gmt":"2026-07-04T00:41:23","slug":"agent-%e6%99%ba%e8%83%bd%e4%bd%93%e6%9e%b6%e6%9e%84%e8%ae%be%e8%ae%a1%ef%bc%9a%e4%bb%8e%e5%8e%9f%e7%90%86%e5%88%b0%e5%b7%a5%e7%a8%8b%e5%ae%9e%e8%b7%b5","status":"publish","type":"post","link":"http:\/\/switch.linesno.com\/?p=7587","title":{"rendered":"Agent \u667a\u80fd\u4f53\u67b6\u6784\u8bbe\u8ba1\uff1a\u4ece\u539f\u7406\u5230\u5de5\u7a0b\u5b9e\u8df5"},"content":{"rendered":"\n<h1 class=\"wp-block-heading\">Agent \u667a\u80fd\u4f53\u67b6\u6784\u8bbe\u8ba1\uff1a\u4ece\u539f\u7406\u5230\u5de5\u7a0b\u5b9e\u8df5<\/h1>\n\n\n\n<h2 class=\"wp-block-heading\">\u76ee\u5f55<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><a href=\"#\u5f15\u8a00\u4e3a\u4ec0\u4e48\u6211\u4eec\u9700\u8981-agent\">\u5f15\u8a00\uff1a\u4e3a\u4ec0\u4e48\u6211\u4eec\u9700\u8981 Agent<\/a><\/li>\n\n\n\n<li><a href=\"#agent-\u7684\u6838\u5fc3\u67b6\u6784\u56db\u8981\u7d20\">Agent \u7684\u6838\u5fc3\u67b6\u6784\u56db\u8981\u7d20<\/a><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>2.1 <a href=\"#21-\u89c4\u5212planning\">\u89c4\u5212\uff08Planning\uff09<\/a><\/li>\n\n\n\n<li>2.2 <a href=\"#22-\u8bb0\u5fc6memory\">\u8bb0\u5fc6\uff08Memory\uff09<\/a><\/li>\n\n\n\n<li>2.3 <a href=\"#23-\u5de5\u5177\u4f7f\u7528tool-use\">\u5de5\u5177\u4f7f\u7528\uff08Tool Use\uff09<\/a><\/li>\n\n\n\n<li>2.4 <a href=\"#24-\u591a-agent-\u534f\u4f5cmulti-agent-collaboration\">\u591a Agent \u534f\u4f5c\uff08Multi-Agent Collaboration\uff09<\/a><\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><a href=\"#agent-\u67b6\u6784\u5168\u666f\u56fe\">Agent \u67b6\u6784\u5168\u666f\u56fe<\/a><\/li>\n\n\n\n<li><a href=\"#\u4e3b\u6d41\u8bbe\u8ba1\u6a21\u5f0f\">\u4e3b\u6d41\u8bbe\u8ba1\u6a21\u5f0f<\/a><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>4.1 <a href=\"#41-react-\u6a21\u5f0f\">ReAct \u6a21\u5f0f<\/a><\/li>\n\n\n\n<li>4.2 <a href=\"#42-plan-and-execute-\u6a21\u5f0f\">Plan-and-Execute \u6a21\u5f0f<\/a><\/li>\n\n\n\n<li>4.3 <a href=\"#43-reflexion-\u6a21\u5f0f\">Reflexion \u6a21\u5f0f<\/a><\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><a href=\"#\u4ee3\u7801\u5b9e\u6218\u6784\u5efa\u4e00\u4e2a\u53ef\u6269\u5c55\u7684-agent-\u6846\u67b6\">\u4ee3\u7801\u5b9e\u6218\uff1a\u6784\u5efa\u4e00\u4e2a\u53ef\u6269\u5c55\u7684 Agent \u6846\u67b6<\/a><\/li>\n\n\n\n<li><a href=\"#\u5de5\u7a0b\u843d\u5730\u5efa\u8bae\">\u5de5\u7a0b\u843d\u5730\u5efa\u8bae<\/a><\/li>\n\n\n\n<li><a href=\"#\u672a\u6765\u8d8b\u52bf\">\u672a\u6765\u8d8b\u52bf<\/a><\/li>\n\n\n\n<li><a href=\"#\u603b\u7ed3\">\u603b\u7ed3<\/a><\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u5f15\u8a00\uff1a\u4e3a\u4ec0\u4e48\u6211\u4eec\u9700\u8981 Agent<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5927\u8bed\u8a00\u6a21\u578b\u50cf\u662f\u4e00\u4f4d\u5b66\u8bc6\u6e0a\u535a\u4f46\u201c\u4e0e\u4e16\u9694\u7edd\u201d\u7684\u5b66\u8005\u2014\u2014\u5b83\u80fd\u56de\u7b54\u4f60\u7684\u95ee\u9898\uff0c\u5374\u65e0\u6cd5\u4e3b\u52a8\u67e5\u9605\u6700\u65b0\u4fe1\u606f\u3001\u64cd\u4f5c\u5916\u90e8\u7cfb\u7edf\u6216\u8bb0\u4f4f\u4f60\u6628\u5929\u8bf4\u8fc7\u7684\u8bdd\u3002<strong>Agent \u667a\u80fd\u4f53<\/strong>\u6b63\u662f\u4e3a\u5b83\u88c5\u4e0a\u624b\u811a\u3001\u773c\u8033\u548c\u8bb0\u4e8b\u672c\u7684\u5b58\u5728\uff0c\u8ba9\u6a21\u578b\u4ece\u9759\u6001\u7684\u77e5\u8bc6\u5e93\u53d8\u6210\u4e00\u4e2a\u80fd\u591f<strong>\u611f\u77e5\u3001\u51b3\u7b56\u3001\u884c\u52a8<\/strong>\u7684\u81ea\u4e3b\u5b9e\u4f53\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u628a\u5927\u6a21\u578b\u6bd4\u4f5c\u5927\u8111\uff0cAgent \u5c31\u662f\u5b8c\u6574\u7684\u8eab\u4f53\uff1a\u5b83\u6709<strong>\u89c4\u5212\u80fd\u529b<\/strong>\uff0c\u80fd\u591f\u5c06\u590d\u6742\u4efb\u52a1\u62c6\u89e3\u6210\u6b65\u9aa4\uff1b\u6709<strong>\u8bb0\u5fc6<\/strong>\uff0c\u80fd\u5728\u4f1a\u8bdd\u548c\u957f\u671f\u5b58\u50a8\u4e2d\u4fdd\u7559\u4e0a\u4e0b\u6587\uff1b\u80fd<strong>\u4f7f\u7528\u5de5\u5177<\/strong>\uff0c\u8c03\u7528 API\u3001\u641c\u7d22\u6570\u636e\u5e93\uff1b\u8fd8\u80fd<strong>\u4e0e\u5176\u5b83 Agent \u534f\u4f5c<\/strong>\uff0c\u50cf\u56e2\u961f\u4e00\u6837\u89e3\u51b3\u66f4\u5e9e\u5927\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u6587\u5c06\u4ece\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u7684\u89c6\u89d2\uff0c\u6df1\u5165\u62c6\u89e3 Agent \u67b6\u6784\u7684\u6838\u5fc3\u7ec4\u4ef6\u3001\u8bbe\u8ba1\u6a21\u5f0f\u4e0e\u5de5\u7a0b\u843d\u5730\u7b56\u7565\uff0c\u5e76\u63d0\u4f9b\u4e00\u4e2a\u53ef\u8fd0\u884c\u7684\u4ee3\u7801\u6846\u67b6\uff0c\u5e2e\u52a9\u4f60\u5c06 Agent \u4ece\u6982\u5ff5\u53d8\u4e3a\u53ef\u7ef4\u62a4\u7684\u4ea7\u54c1\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Agent \u7684\u6838\u5fc3\u67b6\u6784\u56db\u8981\u7d20<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u4e2a\u6210\u719f\u7684 Agent \u7cfb\u7edf\u901a\u5e38\u56f4\u7ed5\u56db\u4e2a\u5173\u952e\u80fd\u529b\u6784\u5efa\uff1a\u89c4\u5212\u3001\u8bb0\u5fc6\u3001\u5de5\u5177\u4f7f\u7528\u548c\u591a Agent \u534f\u4f5c\u3002\u8fd9\u56db\u4e2a\u8981\u7d20\u5e76\u975e\u5b64\u7acb\u5b58\u5728\uff0c\u800c\u662f\u901a\u8fc7\u4e00\u4e2a\u4e2d\u5fc3\u5316\u7684\u201c\u63a7\u5236\u5668\u201d\u7f16\u6392\u5728\u4e00\u8d77\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2.1 \u89c4\u5212\uff08Planning\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u89c4\u5212\u662f Agent \u7684\u51b3\u7b56\u4e2d\u67a2\uff0c\u8d1f\u8d23\u5c06\u201c\u5b8c\u6210 Q3 \u8d22\u52a1\u62a5\u544a\u201d\u8fd9\u7c7b\u6a21\u7cca\u76ee\u6807\u5206\u89e3\u4e3a\u201c\u4ece\u6570\u636e\u5e93\u62c9\u53d6\u6570\u636e \u2192 \u6e05\u6d17 \u2192 \u7f16\u5199\u5206\u6790 \u2192 \u751f\u6210\u56fe\u8868 \u2192 \u5bfc\u51fa PDF\u201d\u8fd9\u6837\u7684\u53ef\u6267\u884c\u6b65\u9aa4\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4e3b\u8981\u6311\u6218<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u52a8\u6001\u8c03\u6574\uff1a\u5916\u90e8\u5de5\u5177\u8fd4\u56de\u5f02\u5e38\u6216\u53d1\u73b0\u65b0\u4fe1\u606f\u65f6\uff0c\u9700\u8981\u5b9e\u65f6\u4fee\u6b63\u540e\u7eed\u8ba1\u5212\u3002<\/li>\n\n\n\n<li>\u6210\u672c\u63a7\u5236\uff1a\u6bcf\u4e00\u6b65\u8c03\u7528\u5927\u6a21\u578b\u90fd\u6709\u6210\u672c\uff0c\u9700\u5728\u201c\u5468\u5bc6\u89c4\u5212\u201d\u548c\u201c\u7075\u6d3b\u54cd\u5e94\u201d\u4e4b\u95f4\u5e73\u8861\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5e38\u89c1\u5b9e\u73b0\u65b9\u5f0f\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u601d\u7ef4\u94fe\uff08Chain-of-Thought\uff09\u7ed3\u5408\u4efb\u52a1\u5206\u89e3<\/strong>\uff1a\u8ba9\u6a21\u578b\u5148\u8f93\u51fa\u8ba1\u5212\uff0c\u518d\u9010\u6b65\u6267\u884c\u3002<\/li>\n\n\n\n<li><strong>\u9884\u5904\u7406\u63a7\u5236\u5668<\/strong>\uff1a\u7528\u8f7b\u91cf\u7ea7\u89c4\u5219\u6216\u4e13\u7528\u6a21\u578b\u9884\u5148\u89c4\u5212\uff0c\u518d\u7528\u5927\u6a21\u578b\u6267\u884c\u5177\u4f53\u6b65\u9aa4\u3002<\/li>\n\n\n\n<li><strong>\u53cd\u9988\u5faa\u73af<\/strong>\uff1a\u6267\u884c\u7ed3\u679c\u91cd\u65b0\u8f93\u5165\u89c4\u5212\u5668\uff0c\u5f62\u6210\u81ea\u9002\u5e94\u95ed\u73af\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2.2 \u8bb0\u5fc6\uff08Memory\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6ca1\u6709\u8bb0\u5fc6\u7684 Agent \u5c31\u50cf\u91d1\u9c7c\uff0c\u6bcf\u6b21\u5bf9\u8bdd\u90fd\u4ece\u96f6\u5f00\u59cb\u3002\u8bb0\u5fc6\u5206\u4e3a\u4e24\u7c7b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u77ed\u671f\u8bb0\u5fc6<\/strong>\uff1a\u5f53\u524d\u4efb\u52a1\u4e0a\u4e0b\u6587\uff0c\u5982\u7528\u6237\u5f53\u8f6e\u5bf9\u8bdd\u3001\u5df2\u5b8c\u6210\u7684\u5b50\u4efb\u52a1\u3001\u4e34\u65f6\u53d8\u91cf\u7b49\u3002\u901a\u5e38\u7528\u6ed1\u52a8\u7a97\u53e3\u3001\u5411\u91cf\u68c0\u7d22\u6216\u6458\u8981\u538b\u7f29\u6765\u7ba1\u7406\u4e0a\u4e0b\u6587\u957f\u5ea6\u3002<\/li>\n\n\n\n<li><strong>\u957f\u671f\u8bb0\u5fc6<\/strong>\uff1a\u6301\u4e45\u5316\u7684\u77e5\u8bc6\uff0c\u4f8b\u5982\u7528\u6237\u504f\u597d\u3001\u5386\u53f2\u9879\u76ee\u6570\u636e\u3001\u5b66\u4e60\u5230\u7684\u6280\u80fd\u3002\u53ef\u4ee5\u4f7f\u7528\u5411\u91cf\u6570\u636e\u5e93\uff08\u5982 Pinecone\u3001Milvus\uff09\u5b58\u50a8\u8bed\u4e49\u5316\u8bb0\u5fc6\uff0c\u6216\u7ed3\u5408\u77e5\u8bc6\u56fe\u8c31\u8868\u8fbe\u5b9e\u4f53\u5173\u7cfb\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5de5\u7a0b\u8981\u70b9<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u533a\u5206\u201c\u4e8b\u5b9e\u8bb0\u5fc6\u201d\u4e0e\u201c\u7ecf\u9a8c\u8bb0\u5fc6\u201d\uff0c\u524d\u8005\u76f4\u63a5\u68c0\u7d22\uff0c\u540e\u8005\u7528\u4e8e\u4f18\u5316\u884c\u4e3a\u7b56\u7565\u3002<\/li>\n\n\n\n<li>\u5f15\u5165\u9057\u5fd8\u673a\u5236\uff0c\u81ea\u52a8\u6e05\u7406\u8fc7\u671f\u6216\u4e0d\u91cd\u8981\u7684\u4fe1\u606f\uff0c\u907f\u514d\u8bb0\u5fc6\u81a8\u80c0\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2.3 \u5de5\u5177\u4f7f\u7528\uff08Tool Use\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5de5\u5177\u662f Agent \u8fde\u63a5\u73b0\u5b9e\u4e16\u754c\u7684\u6865\u6881\u3002\u901a\u8fc7\u5b9a\u4e49\u6807\u51c6\u5316\u7684\u5de5\u5177\u63a5\u53e3\uff0cAgent \u53ef\u4ee5\u6267\u884c\u641c\u7d22\u3001\u8bfb\u5199\u6587\u4ef6\u3001\u8c03\u7528 API\u3001\u64cd\u63a7\u6d4f\u89c8\u5668\u7b49\u64cd\u4f5c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8bbe\u8ba1\u826f\u597d\u7684\u5de5\u5177\u7cfb\u7edf<\/strong>\u5e94\u5177\u5907\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u660e\u786e\u7684\u63cf\u8ff0\uff08\u540d\u79f0\u3001\u7528\u9014\u3001\u53c2\u6570 schema\uff09\uff0c\u65b9\u4fbf\u5927\u6a21\u578b\u7406\u89e3\u548c\u751f\u6210\u8c03\u7528\u3002<\/li>\n\n\n\n<li>\u9519\u8bef\u5904\u7406\u4e0e\u91cd\u8bd5\u903b\u8f91\uff0c\u907f\u514d\u4e00\u6b21\u5931\u8d25\u5373\u7ec8\u6b62\u6574\u4e2a\u4efb\u52a1\u3002<\/li>\n\n\n\n<li>\u6743\u9650\u63a7\u5236\uff0c\u9632\u6b62\u654f\u611f\u64cd\u4f5c\u88ab\u6ee5\u7528\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u6d41\u884c\u6846\u67b6\u5982 LangChain\u3001Semantic Kernel \u90fd\u63d0\u4f9b\u4e86\u5de5\u5177\u62bd\u8c61\uff0c\u4f46\u7406\u89e3\u5176\u5e95\u5c42\u539f\u7406\u80fd\u8ba9\u4f60\u66f4\u7075\u6d3b\u5730\u5e94\u5bf9\u5b9a\u5236\u9700\u6c42\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2.4 \u591a Agent \u534f\u4f5c\uff08Multi-Agent Collaboration\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f53\u5355\u4e2a Agent \u96be\u4ee5\u5e94\u5bf9\u590d\u6742\u7684\u5e76\u884c\u4efb\u52a1\u65f6\uff0c\u5f15\u5165\u591a Agent \u534f\u540c\u662f\u81ea\u7136\u7684\u9009\u62e9\u3002\u6bcf\u4e2a Agent \u53ef\u4ee5\u62e5\u6709\u72ec\u7acb\u7684\u89d2\u8272\u3001\u77e5\u8bc6\u548c\u5de5\u5177\uff0c\u901a\u8fc7\u6d88\u606f\u4f20\u9012\u3001\u5171\u4eab\u5185\u5b58\u6216\u9ed1\u677f\u7cfb\u7edf\u8fdb\u884c\u901a\u4fe1\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5e38\u89c1\u534f\u4f5c\u6a21\u5f0f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5c42\u7ea7\u7ed3\u6784<\/strong>\uff1a\u4e00\u4e2a\u4e3b\u63a7 Agent \u5206\u914d\u5b50\u4efb\u52a1\u7ed9\u4e13\u804c\u7684\u6267\u884c Agent\uff0c\u5e76\u76d1\u63a7\u8fdb\u5ea6\u3002<\/li>\n\n\n\n<li><strong>\u53bb\u4e2d\u5fc3\u5316\u8fa9\u8bba<\/strong>\uff1a\u591a\u4e2a Agent \u5c31\u540c\u4e00\u95ee\u9898\u72ec\u7acb\u63a8\u7406\uff0c\u901a\u8fc7\u8fa9\u8bba\u8fbe\u6210\u5171\u8bc6\u3002<\/li>\n\n\n\n<li><strong>\u6d41\u6c34\u7ebf<\/strong>\uff1a\u50cf\u5de5\u5382\u6d41\u6c34\u7ebf\u4e00\u6837\uff0c\u6bcf\u4e2a Agent \u5b8c\u6210\u4e00\u4e2a\u9636\u6bb5\u5e76\u5c06\u4ea7\u7269\u4f20\u9012\u7ed9\u4e0b\u4e00\u4e2a\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u591a Agent \u7cfb\u7edf\u7684\u96be\u70b9\u5728\u4e8e<strong>\u4efb\u52a1\u5206\u5de5\u4e0e\u51b2\u7a81\u6d88\u89e3<\/strong>\uff0c\u9700\u8981\u5728\u5de5\u7a0b\u4e0a\u5b9e\u73b0\u53ef\u9760\u7684\u6d88\u606f\u603b\u7ebf\u548c\u7edf\u4e00\u7684\u72b6\u6001\u7ba1\u7406\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Agent \u67b6\u6784\u5168\u666f\u56fe<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0b\u9762\u7528 Mermaid \u7ed8\u5236\u4e00\u4e2a\u5305\u542b\u4e0a\u8ff0\u56db\u8981\u7d20\u7684\u901a\u7528 Agent \u7cfb\u7edf\u67b6\u6784\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>graph TD\n    U&#91;\u7528\u6237\u8bf7\u6c42] --&gt; C&#91;\u4e2d\u592e\u63a7\u5236\u5668]\n    C --&gt; P&#91;\u89c4\u5212\u5668]\n    C --&gt; M&#91;\u8bb0\u5fc6\u7cfb\u7edf]\n    C --&gt; T&#91;\u5de5\u5177\u7ba1\u7406\u5668]\n\n    P --&gt; |\u5206\u89e3\u4efb\u52a1| TaskQ&#91;\u4efb\u52a1\u961f\u5217]\n    TaskQ --&gt; C\n\n    M --&gt; SM&#91;\u77ed\u671f\u8bb0\u5fc6]\n    M --&gt; LM&#91;\u957f\u671f\u8bb0\u5fc6]\n    SM --&gt; |\u4e0a\u4e0b\u6587\u68c0\u7d22| C\n    LM --&gt; |\u6301\u4e45\u5316\u5b58\u50a8| DB&#91;(\u5411\u91cf\u5e93 \/ \u77e5\u8bc6\u56fe\u8c31)]\n\n    T --&gt; ToolA&#91;\u641c\u7d22\u5de5\u5177]\n    T --&gt; ToolB&#91;\u6570\u636e\u5e93\u5de5\u5177]\n    T --&gt; ToolC&#91;\u81ea\u5b9a\u4e49API]\n\n    T --&gt; |\u6267\u884c\u7ed3\u679c| C\n\n    C --&gt; |\u5fc5\u8981\u65f6| MA&#91;\u591aAgent\u534f\u8c03\u5668]\n    MA --&gt; Agent1&#91;\u4e13\u9879Agent1]\n    MA --&gt; Agent2&#91;\u4e13\u9879Agent2]\n    Agent1 --&gt; MA\n    Agent2 --&gt; MA\n\n    C --&gt; |\u6700\u7ec8\u8f93\u51fa| R&#91;\u54cd\u5e94\u7ed9\u7528\u6237]<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a7\u5236\u5668\u4f5c\u4e3a\u4e2d\u67a2\uff0c\u8bfb\u53d6\u7528\u6237\u8f93\u5165\uff0c\u4ece\u8bb0\u5fc6\u4e2d\u83b7\u53d6\u4e0a\u4e0b\u6587\uff0c\u7531\u89c4\u5212\u5668\u751f\u6210\u4efb\u52a1\u5e8f\u5217\uff0c\u518d\u6309\u9700\u8c03\u7528\u5de5\u5177\u6216\u59d4\u6258\u7ed9\u5176\u4ed6 Agent\uff0c\u6700\u540e\u6574\u5408\u7ed3\u679c\u8fd4\u56de\u7528\u6237\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e3b\u6d41\u8bbe\u8ba1\u6a21\u5f0f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e1a\u754c\u5df2\u7ecf\u6c89\u6dc0\u51fa\u51e0\u79cd\u6210\u719f\u7684 Agent \u8bbe\u8ba1\u6a21\u5f0f\uff0c\u5b83\u4eec\u63d0\u4f9b\u4e86\u89e3\u51b3\u5e38\u89c1\u95ee\u9898\u7684\u6a21\u677f\uff0c\u975e\u5e38\u503c\u5f97\u501f\u9274\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4.1 ReAct \u6a21\u5f0f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">ReAct\uff08Reason + Act\uff09\u662f\u6700\u7ecf\u5178\u7684 Agent \u63a8\u7406\u8303\u5f0f\uff1a\u6a21\u578b\u4ea4\u66ff\u8fdb\u884c\u201c\u601d\u8003\u201d\uff08Reason\uff09\u548c\u201c\u884c\u52a8\u201d\uff08Act\uff09\uff0c\u6bcf\u4e00\u6b65\u90fd\u89c2\u5bdf\u884c\u52a8\u7ed3\u679c\u5e76\u51b3\u5b9a\u4e0b\u4e00\u6b65\u3002\u5b83\u50cf\u4e00\u4e2a\u4e0d\u505c\u601d\u8003\u201c\u73b0\u5728\u6211\u8be5\u505a\u4ec0\u4e48\uff1f\u884c\u52a8\u540e\u7ed3\u679c\u5982\u4f55\uff1f\u518d\u505a\u4ec0\u4e48\uff1f\u201d\u7684\u673a\u5668\u4eba\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4f2a\u4ee3\u7801\u6d41\u7a0b<\/strong>\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>1. \u63a5\u6536\u95ee\u9898: \"\u5317\u4eac\u4eca\u5929\u5929\u6c14\u5982\u4f55\uff1f\"\n2. \u601d\u8003: \u6211\u9700\u8981\u83b7\u53d6\u5317\u4eac\u4eca\u5929\u7684\u5929\u6c14\u6570\u636e\u3002\n3. \u884c\u52a8: \u8c03\u7528 search_tool(\"\u5317\u4eac \u5929\u6c14 2025-03-01\")\n4. \u89c2\u5bdf: \u8fd4\u56de \"\u6674\uff0c15\u00b0C\"\n5. \u601d\u8003: \u5df2\u5f97\u5230\u7b54\u6848\uff0c\u7ec4\u7ec7\u6210\u81ea\u7136\u8bed\u8a00\u56de\u590d\u3002\n6. \u6700\u7ec8\u56de\u7b54: \"\u5317\u4eac\u4eca\u5929\u662f\u6674\u5929\uff0c\u6c14\u6e2915\u00b0C\u3002\"<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">ReAct \u6a21\u5f0f\u7b80\u5355\u6709\u6548\uff0c\u5f88\u591a\u73b0\u4ee3 Agent \u7cfb\u7edf\u90fd\u662f\u5b83\u7684\u53d8\u4f53\u3002\u5b83\u5929\u7136\u652f\u6301\u5de5\u5177\u94fe\u5f0f\u8c03\u7528\uff0c\u4f46\u7f3a\u4e4f\u957f\u671f\u89c4\u5212\u548c\u4e8b\u540e\u53cd\u601d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4.2 Plan-and-Execute \u6a21\u5f0f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8be5\u6a21\u5f0f\u5c06\u89c4\u5212\u548c\u6267\u884c\u89e3\u8026\uff1a\u5148\u8ba9\u5927\u6a21\u578b\u751f\u6210\u4e00\u4e2a\u5b8c\u6574\u7684\u6267\u884c\u8ba1\u5212\uff08\u53ef\u80fd\u5305\u542b\u591a\u4e2a\u6b65\u9aa4\uff09\uff0c\u7136\u540e\u7531\u6267\u884c\u5f15\u64ce\u6309\u987a\u5e8f\u6267\u884c\uff0c\u6267\u884c\u8fc7\u7a0b\u4e2d\u53ef\u4ee5\u7a0d\u4f5c\u8c03\u6574\uff0c\u4f46\u6574\u4f53\u8ba1\u5212\u76f8\u5bf9\u7a33\u5b9a\u3002\u9002\u7528\u4e8e\u4efb\u52a1\u6b65\u9aa4\u660e\u786e\u3001\u53d8\u5316\u8f83\u5c11\u7684\u573a\u666f\uff0c\u6bd4\u5982\u6279\u91cf\u6570\u636e\u5904\u7406\u3001\u62a5\u544a\u751f\u6210\u7b49\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4f18\u52bf<\/strong>\uff1a\u964d\u4f4e\u89c4\u5212\u65f6\u7684\u53cd\u590d\u8c03\u7528\u6210\u672c\uff0c\u66f4\u6613\u8c03\u8bd5\u548c\u5ba1\u8ba1\u3002<br><strong>\u52a3\u52bf<\/strong>\uff1a\u5bf9\u7a81\u53d1\u72b6\u51b5\u54cd\u5e94\u8f83\u6162\uff0c\u4e0d\u9002\u5408\u5f3a\u4ea4\u4e92\u573a\u666f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4.3 Reflexion \u6a21\u5f0f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Reflexion \u5728\u884c\u52a8\u540e\u589e\u52a0\u4e86\u4e00\u4e2a\u201c\u53cd\u601d\u201d\u73af\u8282\uff1a\u6267\u884c\u5b8c\u4e00\u8f6e\u4efb\u52a1\u540e\uff0cAgent \u4f1a\u56de\u987e\u81ea\u5df1\u7684\u884c\u52a8\u8f68\u8ff9\uff0c\u5206\u6790\u5931\u8d25\u539f\u56e0\uff0c\u5c06\u6559\u8bad\u5b58\u5165\u957f\u671f\u8bb0\u5fc6\uff0c\u4ee5\u4fbf\u5728\u540e\u7eed\u7c7b\u4f3c\u4efb\u52a1\u4e2d\u6539\u8fdb\u3002\u8fd9\u76f8\u5f53\u4e8e\u7ed9 Agent \u52a0\u4e86\u4e00\u4e2a\u201c\u4e8b\u540e\u8bf8\u845b\u4eae\u201d\u6a21\u5757\uff0c\u4f7f\u5176\u80fd\u4ece\u9519\u8bef\u4e2d\u5b66\u4e60\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5173\u952e\u7ec4\u4ef6<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bc4\u4f30\u5668\uff1a\u5224\u65ad\u4efb\u52a1\u662f\u5426\u6210\u529f\u53ca\u5931\u8d25\u539f\u56e0\u3002<\/li>\n\n\n\n<li>\u53cd\u601d\u751f\u6210\u5668\uff1a\u5c06\u7ecf\u9a8c\u8f6c\u5316\u4e3a\u81ea\u7136\u8bed\u8a00\u53cd\u601d\uff0c\u5b58\u5165\u8bb0\u5fc6\u3002<\/li>\n\n\n\n<li>\u68c0\u7d22\u5668\uff1a\u540e\u7eed\u4efb\u52a1\u4e2d\u67e5\u8be2\u76f8\u5173\u53cd\u601d\uff0c\u4f18\u5316\u51b3\u7b56\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e9b\u6a21\u5f0f\u4e0d\u662f\u4e92\u65a5\u7684\uff0c\u5b9e\u9645\u9879\u76ee\u4e2d\u7ecf\u5e38\u7ec4\u5408\u4f7f\u7528\uff0c\u4f8b\u5982 Plan-and-Execute \u4e2d\u5d4c\u5165 ReAct \u5904\u7406\u5f02\u5e38\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4ee3\u7801\u5b9e\u6218\uff1a\u6784\u5efa\u4e00\u4e2a\u53ef\u6269\u5c55\u7684 Agent \u6846\u67b6<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0b\u9762\u6211\u4eec\u7528 Python \u5b9e\u73b0\u4e00\u4e2a\u7b80\u5316\u4f46\u53ef\u6269\u5c55\u7684 Agent \u6846\u67b6\uff0c\u5c55\u793a\u89c4\u5212\u3001\u8bb0\u5fc6\u3001\u5de5\u5177\u548c ReAct \u6a21\u5f0f\u7684\u96c6\u6210\u3002\u4e3a\u4e86\u805a\u7126\u6838\u5fc3\uff0c\u6211\u4eec\u5047\u8bbe\u5df2\u7ecf\u6709\u4e00\u4e2a LLM \u5ba2\u6237\u7aef <code>llm_call<\/code> \u53ef\u8c03\u7528\u5927\u6a21\u578b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import json\nfrom typing import List, Dict, Any\nfrom abc import ABC, abstractmethod\n\n# ---------- \u8bb0\u5fc6\u6a21\u5757 ----------\nclass Memory:\n    def __init__(self):\n        self.short_term = &#91;]      # \u5f53\u524d\u5bf9\u8bdd\u4e0a\u4e0b\u6587\n        self.long_term = {}       # \u6301\u4e45\u5316\u4fe1\u606f\uff08\u793a\u4f8b\uff1a\u5b57\u5178\uff09\n\n    def add_message(self, role: str, content: str):\n        self.short_term.append({\"role\": role, \"content\": content})\n        # \u7b80\u5355\u7684\u7a97\u53e3\u622a\u65ad\n        if len(self.short_term) &gt; 20:\n            self.short_term = self.short_term&#91;-10:]\n\n    def get_context(self) -&gt; List&#91;Dict]:\n        return self.short_term\n\n    def save_to_long_term(self, key: str, value: Any):\n        self.long_term&#91;key] = value\n\n    def get_long_term(self, key: str):\n        return self.long_term.get(key)\n\n# ---------- \u5de5\u5177\u57fa\u7c7b ----------\nclass BaseTool(ABC):\n    @abstractmethod\n    def name(self) -&gt; str:\n        pass\n\n    @abstractmethod\n    def description(self) -&gt; str:\n        pass\n\n    @abstractmethod\n    def parameters(self) -&gt; Dict:\n        pass\n\n    @abstractmethod\n    def execute(self, **kwargs) -&gt; str:\n        pass\n\n# ---------- \u793a\u4f8b\u5de5\u5177 ----------\nclass SearchTool(BaseTool):\n    def name(self):\n        return \"search\"\n\n    def description(self):\n        return \"\u641c\u7d22\u4e92\u8054\u7f51\u83b7\u53d6\u5b9e\u65f6\u4fe1\u606f\"\n\n    def parameters(self):\n        return {\n            \"type\": \"object\",\n            \"properties\": {\n                \"query\": {\"type\": \"string\", \"description\": \"\u641c\u7d22\u5173\u952e\u8bcd\"}\n            },\n            \"required\": &#91;\"query\"]\n        }\n\n    def execute(self, query: str) -&gt; str:\n        # \u6a21\u62df\u641c\u7d22\uff08\u5b9e\u9645\u5e94\u8c03\u7528\u641c\u7d22API\uff09\n        return f\"\u5173\u4e8e'{query}'\u7684\u641c\u7d22\u7ed3\u679c\uff1a\u8fd9\u662f\u6a21\u62df\u7684\u641c\u7d22\u7ed3\u679c\u3002\"\n\n# ---------- Agent \u63a7\u5236\u5668 ----------\nclass Agent:\n    def __init__(self, tools: List&#91;BaseTool]):\n        self.memory = Memory()\n        self.tools = {tool.name(): tool for tool in tools}\n        self.max_steps = 10   # \u9632\u6b62\u65e0\u9650\u5faa\u73af\n\n    def _build_system_prompt(self) -&gt; str:\n        # \u6784\u9020\u5305\u542b\u5de5\u5177\u4fe1\u606f\u7684\u7cfb\u7edf\u63d0\u793a\n        tool_descriptions = &#91;]\n        for tool in self.tools.values():\n            tool_descriptions.append(\n                f\"- {tool.name()}: {tool.description()}\uff0c\u53c2\u6570: {json.dumps(tool.parameters())}\"\n            )\n        tools_desc = \"\\n\".join(tool_descriptions)\n        return f\"\"\"\u4f60\u662f\u4e00\u4e2a\u667a\u80fd\u52a9\u7406\uff0c\u53ef\u4ee5\u501f\u52a9\u5de5\u5177\u5b8c\u6210\u7528\u6237\u4efb\u52a1\u3002\n\u53ef\u7528\u5de5\u5177\uff1a\n{tools_desc}\n\n\u8bf7\u6309\u4ee5\u4e0b\u683c\u5f0f\u4ea4\u66ff\u8fdb\u884c\u201c\u601d\u8003\u201d\u548c\u201c\u884c\u52a8\u201d\uff1a\nThought: \u4f60\u7684\u601d\u8003\u8fc7\u7a0b\nAction: \u5de5\u5177\u540d\u79f0\nAction Input: \u5de5\u5177\u53c2\u6570\uff08JSON\u683c\u5f0f\uff09\nObservation: \u5de5\u5177\u8fd4\u56de\u7ed3\u679c\n...\uff08\u53ef\u91cd\u590d\uff09\n\u5f53\u5f97\u5230\u6700\u7ec8\u7b54\u6848\u65f6\uff0c\u4f7f\u7528\uff1a\nFinal Answer: \u6700\u7ec8\u56de\u590d\u7ed9\u7528\u6237\u7684\u6587\u672c\n\"\"\"\n\n    def _call_llm(self, prompt: str) -&gt; str:\n        # \u8fd9\u91cc\u5e94\u66ff\u6362\u4e3a\u5b9e\u9645\u7684\u5927\u6a21\u578bAPI\u8c03\u7528\n        # \u6a21\u62df LLM \u7684\u7b80\u5355\u54cd\u5e94\n        # \u5b9e\u9645\u4e2d\u4f60\u9700\u8981\u89e3\u6790\u51fa Thought, Action, Final Answer \u7b49\n        return \"\u6a21\u62df\u7684LLM\u54cd\u5e94\"\n\n    def run(self, user_task: str) -&gt; str:\n        self.memory.add_message(\"user\", user_task)\n        system_prompt = self._build_system_prompt()\n        prompt = system_prompt + \"\\n\u73b0\u5728\u5f00\u59cb\u5904\u7406\u7528\u6237\u4efb\u52a1\u3002\"\n\n        for step in range(self.max_steps):\n            # \u6784\u9020\u5305\u542b\u8bb0\u5fc6\u7684\u5b8c\u6574\u8f93\u5165\n            context = self.memory.get_context()\n            full_prompt = prompt + \"\\n\" + \"\\n\".join(&#91;f\"{m&#91;'role']}: {m&#91;'content']}\" for m in context])\n\n            llm_response = self._call_llm(full_prompt)  # \u5b9e\u9645\u8c03\u7528\n\n            # \u7b80\u6613\u89e3\u6790\uff08\u771f\u5b9e\u73af\u5883\u7528\u6b63\u5219\u6216\u72b6\u6001\u673a\uff09\n            if \"Final Answer:\" in llm_response:\n                final = llm_response.split(\"Final Answer:\")&#91;1].strip()\n                self.memory.add_message(\"assistant\", final)\n                return final\n\n            if \"Action:\" in llm_response and \"Action Input:\" in llm_response:\n                action_line = llm_response.split(\"Action:\")&#91;1].split(\"Action Input:\")&#91;0].strip()\n                action_input_str = llm_response.split(\"Action Input:\")&#91;1].strip()\n                try:\n                    action_input = json.loads(action_input_str)\n                except:\n                    action_input = {\"query\": action_input_str}  # fallback\n\n                tool = self.tools.get(action_line)\n                if tool:\n                    try:\n                        observation = tool.execute(**action_input)\n                    except Exception as e:\n                        observation = f\"\u5de5\u5177\u6267\u884c\u5931\u8d25\uff1a{e}\"\n                else:\n                    observation = f\"\u5de5\u5177 {action_line} \u4e0d\u5b58\u5728\u3002\"\n\n                # \u5c06\u601d\u8003\u3001\u884c\u52a8\u3001\u89c2\u5bdf\u52a0\u5165\u8bb0\u5fc6\n                self.memory.add_message(\"assistant\", llm_response)\n                self.memory.add_message(\"system\", f\"Observation: {observation}\")\n                continue\n\n            # \u65e0\u6cd5\u89e3\u6790\uff0c\u89c6\u4e3a\u6700\u7ec8\u56de\u7b54\n            self.memory.add_message(\"assistant\", llm_response)\n            return llm_response\n\n        return \"\u8fbe\u5230\u6700\u5927\u6267\u884c\u6b65\u6570\uff0c\u4efb\u52a1\u7ec8\u6b62\u3002\"\n\n# ---------- \u4f7f\u7528\u793a\u4f8b ----------\nif __name__ == \"__main__\":\n    search_tool = SearchTool()\n    agent = Agent(tools=&#91;search_tool])\n    result = agent.run(\"\u5e2e\u6211\u67e5\u4e00\u4e0b2025\u5e74Gartner AI\u8d8b\u52bf\")\n    print(result)<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6846\u67b6\u89e3\u91ca<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>Memory<\/code> \u7ba1\u7406\u4e0a\u4e0b\u6587\uff0c<code>BaseTool<\/code> \u5b9a\u4e49\u7edf\u4e00\u63a5\u53e3\uff0c<code>Agent<\/code> \u8d1f\u8d23 ReAct \u5faa\u73af\u63a7\u5236\u3002<\/li>\n\n\n\n<li>\u53ea\u9700\u5b9e\u73b0 <code>BaseTool<\/code> \u5e76\u6ce8\u518c\u5373\u53ef\u6269\u5c55\u65b0\u80fd\u529b\u3002<\/li>\n\n\n\n<li>\u751f\u4ea7\u7ea7\u7cfb\u7edf\u8fd8\u9700\u5f15\u5165\u66f4\u7a33\u5065\u7684\u89e3\u6790\u5668\u3001\u8d85\u65f6\u4e2d\u65ad\u3001\u5e76\u53d1\u63a7\u5236\u7b49\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e2a\u6846\u67b6\u867d\u7136\u7b80\u5355\uff0c\u4f46\u6e05\u6670\u5730\u63ed\u793a\u4e86 Agent \u7684\u5185\u6838\u673a\u5236\u3002\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u4f60\u53ef\u4ee5\u8f7b\u677e\u6dfb\u52a0\u89c4\u5212\u5668\uff08\u5c06\u957f\u4efb\u52a1\u5148\u5206\u89e3\uff09\u3001\u53cd\u601d\u6a21\u5757\uff08\u5bf9 action \u7ed3\u679c\u8bc4\u4f30\u5e76\u5b58\u50a8\u7ecf\u9a8c\uff09\uff0c\u4ee5\u53ca\u591a Agent \u901a\u4fe1\u534f\u8bae\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5de5\u7a0b\u843d\u5730\u5efa\u8bae<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u4ece\u6700\u5c0f\u53ef\u884c Agent \u8d77\u6b65<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u8981\u8bd5\u56fe\u4e00\u6b65\u5b9e\u73b0\u5168\u81ea\u52a8\u5316\u7684\u8d85\u4eba Agent\u3002\u5148\u9009\u62e9\u4e00\u4e2a\u9ad8\u4ef7\u503c\u3001\u8fb9\u754c\u6e05\u6670\u7684\u573a\u666f\uff0c\u7528 ReAct + \u4e00\u4e24\u4e2a\u5de5\u5177\u6784\u5efa\u539f\u578b\uff0c\u8dd1\u901a\u6574\u4e2a\u6d41\u7a0b\u540e\u518d\u9010\u6b65\u4e30\u5bcc\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u5173\u6ce8\u53ef\u89c2\u6d4b\u6027<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Agent \u7684\u884c\u4e3a\u5f80\u5f80\u96be\u4ee5\u5b8c\u5168\u9884\u6d4b\uff0c<strong>\u65e5\u5fd7\u3001Trace \u548c\u6307\u6807\u76d1\u63a7<\/strong>\u662f\u5fc5\u5907\u80fd\u529b\u3002\u5efa\u8bae\u5728\u63a7\u5236\u5668\u3001\u5de5\u5177\u8c03\u7528\u3001\u8bb0\u5fc6\u8bfb\u5199\u7b49\u5173\u952e\u8282\u70b9\u57cb\u70b9\uff0c\u8bb0\u5f55\u6bcf\u4e00\u6b65\u7684\u8f93\u5165\u8f93\u51fa\u548c\u6267\u884c\u8017\u65f6\uff0c\u65b9\u4fbf\u8c03\u8bd5\u548c\u6210\u672c\u5206\u6790\u3002\u53ef\u4ee5\u501f\u9274 OpenTelemetry \u7b49\u6807\u51c6\uff0c\u5b9e\u73b0\u5206\u5e03\u5f0f\u8ffd\u8e2a\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u6210\u672c\u63a7\u5236\u7b56\u7565<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7f13\u5b58\u7b56\u7565<\/strong>\uff1a\u5bf9\u4e8e\u91cd\u590d\u7684\u89c4\u5212\u8bf7\u6c42\u6216\u5de5\u5177\u8c03\u7528\uff0c\u53ef\u8bbe\u7f6e\u77ed\u671f\u7f13\u5b58\u3002<\/li>\n\n\n\n<li><strong>\u6a21\u578b\u5206\u6cbb<\/strong>\uff1a\u590d\u6742\u89c4\u5212\u7528 GPT-4\uff0c\u7b80\u5355\u3001\u9ad8\u9891\u7684\u610f\u56fe\u5206\u7c7b\u6216\u5de5\u5177\u9009\u62e9\u7528\u7cbe\u8c03\u7684\u5c0f\u6a21\u578b\u6216\u89c4\u5219\u5f15\u64ce\u3002<\/li>\n\n\n\n<li><strong>\u6b65\u6570\u9650\u5236<\/strong>\uff1a\u50cf\u793a\u4f8b\u4e2d\u90a3\u6837\u5f3a\u5236\u8bbe\u7f6e <code>max_steps<\/code>\uff0c\u5e76\u8bbe\u8ba1\u4f18\u96c5\u964d\u7ea7\u65b9\u6848\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u5b89\u5168\u4e0e\u6743\u9650\u7ba1\u63a7<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5de5\u5177\u662f\u8d8a\u72f1\u7684\u9ad8\u98ce\u9669\u70b9\u3002\u52a1\u5fc5\u6267\u884c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u53c2\u6570\u6821\u9a8c\u4e0e\u767d\u540d\u5355\uff08\u4f8b\u5982\uff0c\u6587\u4ef6\u8bbf\u95ee\u9650\u5b9a\u5728\u7279\u5b9a\u76ee\u5f55\uff09\u3002<\/li>\n\n\n\n<li>\u654f\u611f\u64cd\u4f5c\uff08\u5982\u53d1\u9001\u90ae\u4ef6\u3001\u6267\u884c SQL\uff09\u9700\u4eba\u7c7b\u786e\u8ba4\u6216\u9650\u5b9a\u5f71\u54cd\u8303\u56f4\u3002<\/li>\n\n\n\n<li>\u5bf9\u7528\u6237\u8f93\u5165\u8fdb\u884c\u6e05\u6d17\uff0c\u9632\u6b62 Prompt Injection \u52ab\u6301 Agent \u884c\u4e3a\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">5. \u6e10\u8fdb\u5f0f\u8bb0\u5fc6<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5148\u7528\u7b80\u5355\u6ed1\u52a8\u7a97\u53e3\u5b9e\u73b0\u77ed\u671f\u8bb0\u5fc6\uff0c\u5feb\u901f\u4e0a\u7ebf\u3002\u957f\u671f\u8bb0\u5fc6\u4ece\u5411\u91cf\u6570\u636e\u5e93 + \u6458\u8981\u538b\u7f29\u8d77\u6b65\uff0c\u907f\u514d\u4e00\u5f00\u59cb\u5c31\u8bbe\u8ba1\u8fc7\u4e8e\u590d\u6742\u7684\u77e5\u8bc6\u56fe\u8c31\u3002\u6536\u96c6\u771f\u5b9e\u7528\u6237\u53cd\u9988\u540e\uff0c\u518d\u9488\u5bf9\u6027\u4f18\u5316\u8bb0\u5fc6\u53ec\u56de\u7b56\u7565\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">6. \u6d4b\u8bd5\u4e0e\u8bc4\u4f30<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Agent \u7684\u6d4b\u8bd5\u6bd4\u4f20\u7edf\u8f6f\u4ef6\u66f4\u5177\u6311\u6218\u3002\u5efa\u8bae\u5efa\u7acb\u5305\u542b\u5178\u578b\u4efb\u52a1\u548c\u8fb9\u7f18\u6848\u4f8b\u7684\u8bc4\u4f30\u96c6\uff0c\u91c7\u7528\u90e8\u5206\u81ea\u52a8\u5316\uff08\u5982\u7cbe\u786e\u7b54\u6848\u5339\u914d\u3001\u5de5\u5177\u8c03\u7528\u987a\u5e8f\u9a8c\u8bc1\uff09\u4e0e\u4eba\u5de5\u8bc4\u5ba1\u76f8\u7ed3\u5408\u7684\u65b9\u5f0f\u3002\u5f15\u5165\u201c\u88c1\u5224\u6a21\u578b\u201d\u81ea\u52a8\u6253\u5206\u4e5f\u662f\u5de5\u7a0b\u4e0a\u5e38\u7528\u7684\u52a0\u901f\u624b\u6bb5\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u672a\u6765\u8d8b\u52bf<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u591a\u6a21\u6001 Agent \u7684\u666e\u53ca<\/strong>\uff1a\u672a\u6765\u7684 Agent \u5c06\u80fd\u540c\u65f6\u5904\u7406\u6587\u672c\u3001\u56fe\u50cf\u3001\u97f3\u89c6\u9891\uff0c\u751a\u81f3\u76f4\u63a5\u64cd\u63a7 GUI 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