{"id":63,"date":"2025-10-26T01:29:27","date_gmt":"2025-10-25T17:29:27","guid":{"rendered":"http:\/\/39.105.22.143\/?p=63"},"modified":"2025-11-18T23:13:51","modified_gmt":"2025-11-18T15:13:51","slug":"ai-agent-%e6%ad%a3%e5%9c%a8%e9%87%8d%e5%a1%91%e4%b8%80%e5%88%87%ef%bc%9a%e4%bb%8e%e6%89%a7%e8%a1%8c%e5%91%bd%e4%bb%a4%e5%88%b0%e5%ae%8c%e6%88%90%e7%9b%ae%e6%a0%87","status":"publish","type":"post","link":"https:\/\/www.xiewuyi.com\/index.php\/2025\/10\/26\/ai-agent-%e6%ad%a3%e5%9c%a8%e9%87%8d%e5%a1%91%e4%b8%80%e5%88%87%ef%bc%9a%e4%bb%8e%e6%89%a7%e8%a1%8c%e5%91%bd%e4%bb%a4%e5%88%b0%e5%ae%8c%e6%88%90%e7%9b%ae%e6%a0%87\/","title":{"rendered":"AI Agent \u6b63\u5728\u91cd\u5851\u4e00\u5207\uff1a\u4ece\u201c\u6267\u884c\u547d\u4ee4\u201d\u5230\u201c\u5b8c\u6210\u76ee\u6807\u201d"},"content":{"rendered":"\n<h3 class=\"wp-block-heading\">\u4f60\u60f3\u8981\u201c\u5b9e\u4e60\u751f\u201d\u8fd8\u662f\u201cCEO\u201d\uff1f<\/h3>\n\n\n\n<p>\u5047\u8bbe\u4f60\u6709\u4e24\u79cd\u7c7b\u578b\u7684\u52a9\u7406\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u201c\u5b9e\u4e60\u751f\u201d\u52a9\u7406\uff1a<\/strong> \u4f60\u5fc5\u987b\u7ed9\u4ed6\u975e\u5e38\u5177\u4f53\u7684\u6307\u4ee4\uff1a\u201c\u7b2c\u4e00\u6b65\uff0c\u53bb\u8c37\u6b4c\u641c\u7d22\u2018AI Agent\u2019\uff1b\u7b2c\u4e8c\u6b65\uff0c\u6253\u5f00\u524d 5 \u4e2a\u94fe\u63a5\uff1b\u7b2c\u4e09\u6b65\uff0c\u603b\u7ed3\u6bcf\u4e2a\u94fe\u63a5\u7684\u6838\u5fc3\u89c2\u70b9&#8230;\u201d\u3002\u4f60\u5fc5\u987b\u5168\u7a0b\u76ef\u7740\u4ed6\uff0c\u4e00\u65e6\u51fa\u9519\uff0c\u6574\u4e2a\u6d41\u7a0b\u5c31\u4f1a\u5361\u4f4f\u3002<\/li>\n\n\n\n<li><strong>\u201cCEO\u201d\u52a9\u7406\uff1a<\/strong> \u4f60\u53ea\u9700\u8981\u544a\u8bc9\u4ed6\u4e00\u4e2a\u76ee\u6807\uff1a\u201c\u4e0b\u5468\u7ed9\u6211\u4e00\u4efd\u5173\u4e8e AI Agent \u73b0\u72b6\u7684\u6df1\u5ea6\u62a5\u544a\uff0c\u8981\u5305\u542b\u6838\u5fc3\u6280\u672f\u3001\u5e02\u573a\u6311\u6218\u548c\u672a\u6765\u8d8b\u52bf\u3002\u201d \u81f3\u4e8e\u4ed6\u5982\u4f55\u53bb\u641c\u96c6\u8d44\u6599\u3001\u662f\u53bb\u95ee\u4e13\u5bb6\u8fd8\u662f\u67e5\u8bba\u6587\u3001\u5982\u4f55\u7ec4\u7ec7\u62a5\u544a\uff0c\u4f60\u4e00\u6982\u4e0d\u7ba1\u3002\u4ed6\u4f1a\u81ea\u5df1\u89c4\u5212\u3001\u6267\u884c\u3001\u53cd\u601d\u3001\u4ea4\u4ed8\u6700\u7ec8\u7ed3\u679c\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u5728\u8fc7\u53bb\uff0c\u6211\u4eec\u4f7f\u7528 ChatGPT \u65f6\uff0c\u6211\u4eec\u626e\u6f14\u7684\u662f\u201c\u8001\u677f\u201d\uff0c\u800c ChatGPT \u662f\u201c\u5b9e\u4e60\u751f\u201d\u3002<\/p>\n\n\n\n<p><strong>\u800c AI Agent\uff0c\u5c31\u662f\u90a3\u4e2a\u201cAI CEO\u201d\u52a9\u7406\u3002<\/strong><\/p>\n\n\n\n<p>\u8fd9\u79cd\u4ece\u201c\u6267\u884c\u547d\u4ee4\u201d\uff08\u547d\u4ee4\u5f0f\uff09\u5230\u201c\u5b8c\u6210\u76ee\u6807\u201d\uff08\u58f0\u660e\u5f0f\uff09\u7684\u8303\u5f0f\u8f6c\u53d8\uff0c\u6b63\u662f AI Agent \u7684\u6838\u5fc3\u3002\u4eca\u5929\uff0c\u6211\u4eec\u5c31\u6765\u6df1\u5ea6\u62c6\u89e3\u8fd9\u4e2a\u201cAI CEO\u201d\u7684\u5927\u8111\uff0c\u770b\u770b\u5b83\u5982\u4f55\u5de5\u4f5c\uff0c\u4e3a\u4f55\u9891\u9891\u201c\u7ffb\u8f66\u201d\uff0c\u4ee5\u53ca\u6211\u4eec\u8be5\u5982\u4f55\u52a1\u5b9e\u5730\u9a7e\u9a6d\u5b83\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e00\u3001Agent \u7684\u201c\u5927\u8111\u201d\uff1a\u62c6\u89e3\u6838\u5fc3\u4e09\u8981\u7d20<\/h3>\n\n\n\n<p>\u9996\u5148\uff0c\u4e00\u4e2a\u5e38\u89c1\u7684\u8bef\u533a\u662f <strong>Agent \u2260 LLM<\/strong>\u3002<\/p>\n\n\n\n<p>\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u53ea\u662f Agent \u7684\u201c\u63a8\u7406\u5927\u8111\u201d\uff08<em>\u53d1\u6563\uff1aAndrej Karpathy \u628a\u73b0\u4ee3 AI Agent \u67b6\u6784\u4e2d\u7684 LLM \u6bd4\u4f5c CPU\uff0c\u628a\u4e0a\u4e0b\u6587\u7a97\u53e3\u6bd4\u4f5c RAM\uff0c\u5373\u7f13\u5b58<\/em>\uff09\u3002\u4e00\u4e2a\u771f\u6b63\u7684 Agent \u662f\u4e00\u4e2a\u5b8c\u6574\u7684<strong>\u7cfb\u7edf<\/strong>\uff0c\u5b83\u7531\u4e09\u5927\u6838\u5fc3\u652f\u67f1\u6784\u6210\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u89c4\u5212 (Planning)\uff1a<\/strong> \u8fd9\u662f Agent \u62e5\u6709\u201c\u667a\u6167\u201d\u7684\u5173\u952e\u3002\u5b83\u4e0d\u4ec5\u4ec5\u662f\u6267\u884c\uff0c\u66f4\u662f\u201c\u601d\u8003\u201d\u3002\u5f53\u9762\u5bf9\u4e00\u4e2a\u201c\u505a\u62a5\u544a\u201d\u7684\u590d\u6742\u4efb\u52a1\u65f6\uff0c\u5b83\u4f1a\u9996\u5148\u8fdb\u884c<strong>\u4efb\u52a1\u5206\u89e3<\/strong>\uff08\u201c1. \u641c\u7d22\uff1b2. \u7b5b\u9009\uff1b3. \u603b\u7ed3&#8230;\u201d\uff09\u3002\n<ul class=\"wp-block-list\">\n<li><strong>ReAct \u6846\u67b6\uff1a<\/strong> \u8fd9\u662f\u76ee\u524d Agent \u6700\u6838\u5fc3\u7684\u8fd0\u884c\u903b\u8f91\u4e4b\u4e00\uff0c\u5168\u79f0\u4e3a <strong>Re<\/strong>asoning + <strong>Act<\/strong>ing \uff08\u63a8\u7406+\u884c\u52a8\uff09\u3002\u4f20\u7edf LLM \u6b62\u6b65\u4e8e\u201c\u601d\u8003\u201d\uff08Chain of Thought\uff0c\u601d\u7ef4\u94fe\uff09\uff0c\u800c Agent \u5219\u5c06\u201c\u601d\u8003\u201d\u548c\u201c\u884c\u52a8\u201d\u7ed3\u5408\u3002\n<ul class=\"wp-block-list\">\n<li><strong>Reasoning (\u63a8\u7406)\uff1a<\/strong> LLM \u4f1a\u5148\u751f\u6210\u4e00\u4e2a\u201c\u601d\u8003\u201d\uff1a\u201c\u6211\u9700\u8981\u77e5\u9053\u2018AI Agent\u2019\u7684\u6700\u65b0\u8fdb\u5c55\u3002\u201d<\/li>\n\n\n\n<li><strong>Acting (\u884c\u52a8)\uff1a<\/strong>\u57fa\u4e8e\u8fd9\u4e2a\u601d\u8003\uff0c\u5b83\u51b3\u5b9a\u8c03\u7528\u4e00\u4e2a\u201c\u884c\u52a8\u201d\uff1a<code>Action: search(\"AI Agent \u6700\u65b0\u8fdb\u5c55\")<\/code>\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u81ea\u6211\u53cd\u601d (Self-Reflection)\uff1a<\/strong> \u5728 ReAct \u5faa\u73af\u4e2d\uff0cAgent \u4f1a\u201c\u89c2\u5bdf\u201d\u5230\u884c\u52a8\u7684\u7ed3\u679c\uff08<code>Observation: \"\u641c\u7d22\u7ed3\u679c...\"<\/code>\uff09\uff0c\u7136\u540e\u8fdb\u884c<strong>\u81ea\u6211\u53cd\u601d<\/strong>\uff1a\u201c\u8fd9\u4e2a\u7ed3\u679c\u592a\u5bbd\u6cdb\u4e86\uff0c\u6211\u5e94\u8be5\u641c\u7d22\u2018AI Agent \u5de5\u7a0b\u6311\u6218\u2019\u3002\u201d \u8fd9\u79cd\u201c\u601d\u8003 -&gt; \u884c\u52a8 -&gt; \u89c2\u5bdf -&gt; \u601d\u8003\u201d\u7684\u5faa\u73af\uff0c\u5c31\u662f\u5b83\u8fed\u4ee3\u6539\u8fdb\u3001\u89e3\u51b3\u590d\u6742\u95ee\u9898\u7684\u5173\u952e\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u8bb0\u5fc6 (Memory)\uff1a<\/strong> \u4f60\u4e0d\u4f1a\u5e0c\u671b\u4f60\u7684 CEO \u52a9\u7406\u8f6c\u5934\u5c31\u5fd8\u4e86\u4e94\u5206\u949f\u524d\u4f60\u8bf4\u7684\u8bdd\u3002Agent \u901a\u8fc7\u4e24\u79cd\u8bb0\u5fc6\u514b\u670d LLM \u7684\u201c\u91d1\u9c7c\u8111\u201d\uff1a\n<ul class=\"wp-block-list\">\n<li><strong>\u77ed\u671f\u8bb0\u5fc6\uff1a<\/strong> \u5373 LLM \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u7528\u4e8e\u5904\u7406\u5f53\u4e0b\u7684\u4efb\u52a1\u3002\uff08<em>\u53d1\u6563\uff1a\u201c\u4e0a\u4e0b\u6587\u5de5\u7a0b\u201d\u5c31\u662f\u5f53\u4e0b\u89e3\u51b3\u77ed\u671f\u8bb0\u5fc6\u9650\u5236\u7684\u4e00\u4e2a\u91cd\u8981\u8bfe\u9898<\/em>\uff09<\/li>\n\n\n\n<li><strong>\u957f\u671f\u8bb0\u5fc6\uff1a<\/strong> \u4e00\u4e2a\u5916\u90e8\u7684<strong>\u5411\u91cf\u6570\u636e\u5e93<\/strong>\u3002\u8fd9\u662f\u89e3\u51b3\u201c\u4e0a\u4e0b\u6587\u7a97\u53e3\u9650\u5236\u201d\u7684\u5173\u952e\u3002Agent \u53ef\u4ee5\u628a\u5b66\u5230\u7684\u7ecf\u9a8c\u3001\u5173\u952e\u4fe1\u606f\u3001\u4e43\u81f3\u8fc7\u53bb\u7684\u5bf9\u8bdd\u5386\u53f2\u201c\u5b58\u5165\u201d\u8fd9\u4e2a\u6570\u636e\u5e93\uff0c\u5e76\u5728\u672a\u6765\u9700\u8981\u65f6\u901a\u8fc7\u201c\u68c0\u7d22\u201d\uff08\u4f8b\u5982\uff0c\u68c0\u7d22 N \u4e2a\u6700\u8fd1\u7684\u6b65\u9aa4 + K \u4e2a\u6700\u76f8\u5173\u7684\u6b65\u9aa4\uff09\u6765\u201c\u8bb0\u8d77\u201d\u8fc7\u53bb\u7684\u201c\u6211\u201d\u662f\u8c01\u3001\u505a\u8fc7\u4ec0\u4e48\u3002\uff08<em>\u53d1\u6563\uff1a\u201cRAG\u201d\u662f\u5f53\u4e0b\u505a\u957f\u671f\u8bb0\u5fc6\u7684\u4e3b\u6d41\u65b9\u6848<\/em>\uff09<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u5de5\u5177\u4f7f\u7528 (Tool Use)\uff1a<\/strong> LLM \u672c\u8eab\u88ab\u201c\u51bb\u7ed3\u201d\u5728\u8bad\u7ec3\u6570\u636e\u91cc\uff08<em>\u53d1\u6563\uff1aLLM\u662f\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u8be6\u60c5\u89c1\u6587\u7ae0\u201c<a href=\"https:\/\/www.xiewuyi.com\/index.php\/2025\/10\/19\/%e5%a4%a7%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%ef%bc%88llm%ef%bc%89%e8%ae%ad%e7%bb%83%e7%9a%84%e4%b8%89%e4%b8%aa%e9%98%b6%e6%ae%b5\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u8bad\u7ec3\u7684\u4e09\u4e2a\u9636\u6bb5<\/a>\u201d<\/em>\uff09\uff0c\u5b83\u65e2\u4e0d\u77e5\u9053\u4eca\u5929\u7684\u5929\u6c14\uff0c\u4e5f\u4e0d\u4f1a\u8fd0\u884c\u4ee3\u7801\u3002\u5de5\u5177\u8d4b\u4e88\u4e86 Agent \u201c\u52a8\u624b\u201d\u7684\u80fd\u529b\u3002\n<ul class=\"wp-block-list\">\n<li><strong>\u4e3a\u4ec0\u4e48\u9700\u8981\u5de5\u5177\uff1f<\/strong> \u56e0\u4e3a LLM \u662f\u201c\u79bb\u7ebf\u201d\u7684\uff0c\u800c\u4e16\u754c\u662f\u201c\u5728\u7ebf\u201d\u7684\u3002\u5de5\u5177\u5c31\u662f Agent \u4e0e\u771f\u5b9e\u4e16\u754c\u4e92\u52a8\u7684\u201c\u624b\u201d\u548c\u201c\u773c\u201d\u3002<\/li>\n\n\n\n<li><strong>\u5e38\u89c1\u7684\u5de5\u5177\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528<strong>\u641c\u7d22\u5f15\u64ce<\/strong>\u83b7\u53d6\u5b9e\u65f6\u4fe1\u606f\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528<strong>\u4ee3\u7801\u6267\u884c\u5668<\/strong>\u6765\u8ba1\u7b97\u6216\u8fd0\u884c\u7a0b\u5e8f\u3002<\/li>\n\n\n\n<li>\u8fde\u63a5\u5230<strong>\u6570\u636e\u5e93<\/strong>\uff08\u5982\u516c\u53f8\u7684\u5185\u90e8\u77e5\u8bc6\u5e93\uff09\u6765\u83b7\u53d6\u4e13\u6709\u6570\u636e\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u4e13\u7528\u5de5\u5177\u6848\u4f8b\uff1a<\/strong>\u50cf <strong>ChemCrow<\/strong> \u8fd9\u6837\u7684\u79d1\u5b66\u53d1\u73b0 Agent\uff0c\u5b83\u88ab\u8d4b\u4e88\u4e86 13 \u4e2a\u5316\u5b66\u9886\u57df\u7684\u4e13\u4e1a\u5de5\u5177\uff0c\u4f7f\u5176\u80fd\u81ea\u4e3b\u5b8c\u6210\u836f\u7269\u53d1\u73b0\u7b49\u590d\u6742\u4efb\u52a1\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image size-full is-style-default\" style=\"margin-top:0;margin-bottom:0\"><img loading=\"lazy\" decoding=\"async\" width=\"2466\" height=\"1136\" src=\"http:\/\/39.105.22.143\/wp-content\/uploads\/2025\/10\/Agent.png\" alt=\"\" class=\"wp-image-68\" style=\"box-shadow:none\" srcset=\"https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/10\/Agent.png 2466w, https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/10\/Agent-300x138.png 300w, https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/10\/Agent-1024x472.png 1024w, https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/10\/Agent-768x354.png 768w, https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/10\/Agent-1536x708.png 1536w, https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/10\/Agent-2048x943.png 2048w\" sizes=\"auto, (max-width: 2466px) 100vw, 2466px\" \/><figcaption class=\"wp-element-caption\">\u4ee5 LLM \u4e3a\u6838\u5fc3\u7684 Agent \u7cfb\u7edf\u67b6\u6784<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e8c\u3001\u201cAgent\u201d\u7684\u8fdb\u5316\u9636\u68af\uff1a\u4eceL1\u5230L4\u7684\u81ea\u4e3b\u4e4b\u8def<\/h3>\n\n\n\n<p>\u201cAgent\u201d\u7684\u667a\u80fd\u548c\u81ea\u4e3b\u6027\u4e0d\u662f\u4e00\u8e74\u800c\u5c31\u7684\u3002\u5c31\u50cf\u81ea\u52a8\u9a7e\u9a76\u4ece\u201c\u5de1\u822a\u5b9a\u901f\u201d\u8fdb\u5316\u5230\u201c\u5b8c\u5168\u81ea\u52a8\u9a7e\u9a76\u201d\u4e00\u6837\uff0cAI Agent \u4e5f\u6709\u7740\u6e05\u6670\u7684\u8fdb\u5316\u7b49\u7ea7\u3002<\/p>\n\n\n\n<p>\u6839\u636e <a href=\"https:\/\/aws.amazon.com\/blogs\/aws-insights\/the-rise-of-autonomous-agents-what-enterprise-leaders-need-to-know-about-the-next-wave-of-ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">AWS \u7684\u5212\u5206<\/a>\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u5176\u5206\u4e3a\u56db\u4e2a\u7b49\u7ea7\uff08L1-L4\uff09\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>L1 &#8211; \u94fe (Chain):<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u8fd9\u662f\u6700\u57fa\u7840\u7684\u81ea\u52a8\u5316\u3002<\/strong> \u5728\u8fd9\u4e2a\u7ea7\u522b\uff0c<strong>\u52a8\u4f5c\u548c\u987a\u5e8f\u90fd\u662f\u9884\u5148\u5b9a\u4e49\u597d\u7684<\/strong>\uff0c\u5c31\u50cf\u4e00\u4e2a\u56fa\u5b9a\u7684\u6d41\u6c34\u7ebf\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u201c\u673a\u5668\u4eba\u6d41\u7a0b\u81ea\u52a8\u5316\u201d\uff08RPA\uff09\u3002<\/li>\n\n\n\n<li><em>\u4f8b\u5b50\uff1a<\/em> \u4e00\u4e2a\u81ea\u52a8\u4ece PDF \u53d1\u7968\u4e2d\u63d0\u53d6\u6570\u636e\uff0c\u5e76\u5c06\u5176\u586b\u5165\u6570\u636e\u5e93\u7684\u811a\u672c\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>L2 &#8211; \u5de5\u4f5c\u6d41 (Workflow):<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u52a8\u4f5c\u662f\u9884\u5b9a\u4e49\u7684\uff0c\u4f46\u987a\u5e8f\u662f\u52a8\u6001\u7684\u3002<\/strong> \u5728\u8fd9\u4e2a\u7ea7\u522b\uff0c\u7cfb\u7edf\u5f00\u59cb\u4f7f\u7528 LLM \u6216\u8def\u7531\u5668\u6765\u201c\u51b3\u7b56\u201d\u4e0b\u4e00\u6b65\u8be5\u505a\u4ec0\u4e48\uff0c\u4f46\u5b83\u7684\u9009\u9879\u4ecd\u7136\u88ab\u9650\u5236\u5728\u4eba\u7c7b\u9884\u5148\u8bbe\u5b9a\u7684\u51e0\u4e2a\u201c\u52a8\u4f5c\u201d\u4e4b\u5185\u3002<\/li>\n\n\n\n<li><em>\u4f8b\u5b50\uff1a<\/em> \u8fd9\u5c31\u662f <a href=\"https:\/\/www.anthropic.com\/research\/building-effective-agents\" target=\"_blank\" rel=\"noreferrer noopener\">Anthropic \u63d0\u5021\u7684\u201c\u63d0\u793a\u94fe\u201d\u6216\u201c\u8def\u7531\u201d\u6a21\u5f0f<\/a>\u3002\u4f8b\u5982\uff0c\u4e00\u4e2a\u5ba2\u670d\u5de5\u4f5c\u6d41\uff0c\u53ef\u4ee5\u52a8\u6001\u51b3\u5b9a\u662f\u201c\u56de\u590d\u7b80\u5355\u95ee\u9898\u201d\u8fd8\u662f\u201c\u8f6c\u63a5\u4eba\u5de5\u201d\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>L3 &#8211; \u90e8\u5206\u81ea\u4e3b (Partially Autonomous):<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u8fd9\u662f Agent \u5f00\u59cb\u771f\u6b63\u201c\u81ea\u4e3b\u201d\u7684\u8d77\u70b9\u3002<\/strong> \u4f60\u7ed9\u5b83\u4e00\u4e2a\u76ee\u6807\u548c\u4e00\u4e2a\u201c\u5de5\u5177\u5305\u201d\uff08\u7279\u5b9a\u9886\u57df\u7684 API\uff09\uff0c\u5b83\u5c31\u80fd<strong>\u81ea\u4e3b\u5730\u89c4\u5212\u3001\u6267\u884c\u548c\u8c03\u6574\u4e00\u7cfb\u5217\u52a8\u4f5c<\/strong>\uff0c\u53ea\u9700\u5f88\u5c11\u7684\u4eba\u5de5\u76d1\u7763\u3002<\/li>\n\n\n\n<li><em>\u4f8b\u5b50\uff1a<\/em> \u8fd9\u5c31\u662f <strong>ReAct \u5faa\u73af<\/strong>\u7684\u7528\u6b66\u4e4b\u5730\u3002\u6bd4\u5982\u4e00\u4e2a SQL Agent\uff0c\u5f53\u5b83\u7b2c\u4e00\u6b21\u67e5\u8be2\u6570\u636e\u5e93\u5931\u8d25\u65f6\uff08\u201c\u8868\u540d\u9519\u8bef\u201d\uff09\uff0cL2 \u5de5\u4f5c\u6d41\u4f1a\u5d29\u6e83\uff0c\u4f46 L3 Agent \u80fd\u201c\u89c2\u5bdf\u201d\u5230\u9519\u8bef\uff0c\u201c\u53cd\u601d\u201d\u5e76\u201c\u4fee\u6b63\u201dSQL \u8bed\u53e5\uff0c\u7136\u540e\u8fdb\u884c\u7b2c\u4e8c\u6b21\u5c1d\u8bd5\uff0c\u76f4\u5230\u6210\u529f\u4e3a\u6b62\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>L4 &#8211; \u5b8c\u5168\u81ea\u4e3b (Fully Autonomous):<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u8fd9\u662f\u6211\u4eec\u8ffd\u6c42\u7684\u201cAI CEO\u201d\u3002<\/strong> \u5728\u8fd9\u4e2a\u7ea7\u522b\uff0cAgent \u51e0\u4e4e\u4e0d\u9700\u8981\u76d1\u7763\uff0c\u53ef\u4ee5\u8de8\u9886\u57df\u5de5\u4f5c\u3002\u5b83\u4e0d\u4ec5\u80fd\u89c4\u5212\u548c\u6267\u884c\uff0c\u751a\u81f3\u80fd<strong>\u4e3b\u52a8\u8bbe\u5b9a\u65b0\u76ee\u6807\u3001\u9002\u5e94\u7ed3\u679c\u3001\u751a\u81f3\u81ea\u5df1\u521b\u9020\u6216\u9009\u62e9\u65b0\u5de5\u5177<\/strong>\u6765\u5b8c\u6210\u4efb\u52a1\u3002<\/li>\n\n\n\n<li><em>\u4f8b\u5b50\uff1a<\/em> \u65af\u5766\u798f\u7684\u201c<strong>Agent\u5c0f\u9547<\/strong>\u201d\uff08\u6a21\u62df\u4eba\u751f\uff09\u5b9e\u9a8c\u5c31\u662f L4 \u7684\u96cf\u5f62\uff0cAgent \u4eec\u4f1a\u201c\u4e3b\u52a8\u201d\u53d1\u8d77\u548c\u7b79\u529e\u6d3e\u5bf9\u3002AutoGPT \u90a3\u79cd\u201c\u5e2e\u6211\u589e\u52a0\u63a8\u7279\u7c89\u4e1d\u201d\u7684\u5f00\u653e\u5f0f\u76ee\u6807\u4e5f\u5c5e\u4e8e\u6b64\u7c7b\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\uff08<em>\u6ce8\uff1a\u6839\u636e <a href=\"https:\/\/aws.amazon.com\/blogs\/aws-insights\/the-rise-of-autonomous-agents-what-enterprise-leaders-need-to-know-about-the-next-wave-of-ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">AWS \u7684\u6587\u7ae0<\/a>\uff0c\u622a\u81f3 2025 \u5e74\u521d\uff0c\u5927\u591a\u6570\u4f01\u4e1a\u5e94\u7528\u4ecd\u505c\u7559\u5728 L1 \u548c L2\uff0c\u5c11\u6570\u5728 L3 \u63a2\u7d22\uff0cL4 \u4ecd\u5904\u4e8e\u8d77\u6b65\u9636\u6bb5\u3002<\/em>\uff09<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e09\u3001\u7406\u60f3 vs. \u73b0\u5b9e\uff1a\u4e3a\u4ec0\u4e48\u4f60\u7684\u201cAI CEO\u201d\u603b\u662f\u7ffb\u8f66\uff1f<\/h3>\n\n\n\n<p>\u7406\u8bba\u5f88\u4e30\u6ee1\uff0c\u4f46\u4efb\u4f55\u4e00\u4e2a\u5c1d\u8bd5\u8fc7\u5f00\u53d1 L3\/L4 Agent \u7684\u5f00\u53d1\u8005\u90fd\u4f1a\u53d1\u73b0\uff0c\u73b0\u5b9e\u5f88\u9aa8\u611f\u3002Agent \u5e38\u5e38\u8dd1\u7740\u8dd1\u7740\u5c31\u201c\u8dd1\u504f\u4e86\u201d\uff0c\u5fd8\u4e86\u6700\u521d\u7684\u76ee\u6807\uff0c\u6216\u8005\u9677\u5165\u4e86\u65e0\u6cd5\u89e3\u51b3\u7684\u5faa\u73af\u3002<\/p>\n\n\n\n<p>\u4e3a\u4ec0\u4e48\uff1f\u56e0\u4e3a\u5c06 Agent \u4ece\u201c\u73a9\u5177\u201d\u53d8\u4e3a\u201c\u751f\u4ea7\u529b\u5de5\u5177\u201d\u6781\u5176\u56f0\u96be\u3002\u6839\u636e LangChain \u521b\u59cb\u4eba Harrison Chase \u7684\u4e00\u7ebf\u5b9e\u6218\u7ecf\u9a8c\uff0cAgent \u81f3\u5c11\u9762\u4e34\u4e03\u5927\u5de5\u7a0b\u6311\u6218\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u6311\u6218\uff1a\u7a33\u5b9a\u89e3\u6790 LLM \u7684\u8f93\u51fa<\/strong>\n<ul class=\"wp-block-list\">\n<li><em>\u95ee\u9898\uff1a<\/em> LLM \u8fd4\u56de\u7684\u662f\u4e00\u4e32\u201c\u5b57\u7b26\u4e32\u201d\uff0c\u4f60\u9700\u8981\u975e\u5e38\u7a33\u5b9a\u5730\u4ece\u4e2d\u89e3\u6790\u51fa\u5b83\u60f3\u8c03\u7528\u7684\u201c\u5de5\u5177\u201d\u548c\u201c\u53c2\u6570\u201d\u3002<\/li>\n\n\n\n<li><em>\u89e3\u6cd5\uff1a<\/em> \u5f3a\u5236 LLM \u8f93\u51fa <strong>JSON<\/strong> \u683c\u5f0f\uff0c\u5e76\u4f7f\u7528\u201c<strong>\u8f93\u51fa\u89e3\u6790\u5668<\/strong>\u201d\uff08Output Parsers\uff09\uff0c\u8fd9\u4e9b\u89e3\u6790\u5668\u751a\u81f3\u53ef\u4ee5\u5728\u89e3\u6790\u5931\u8d25\u65f6\uff0c\u53cd\u8fc7\u6765\u201c\u91cd\u8bd5\u201d\u6216\u201c\u4fee\u590d\u201dLLM \u7684\u8f93\u51fa\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6311\u6218\uff1a\u8ba9 Agent \u6070\u5f53\u4f7f\u7528\u5de5\u5177<\/strong>\n<ul class=\"wp-block-list\">\n<li><em>\u95ee\u9898\uff1a<\/em> Agent \u600e\u4e48\u77e5\u9053\u8be5\u7528\u54ea\u4e2a\u5de5\u5177\uff1f<\/li>\n\n\n\n<li><em>\u89e3\u6cd5\uff1a<\/em> <strong>\u201c\u5de5\u5177\u63cf\u8ff0\u201d\u81f3\u5173\u91cd\u8981<\/strong>\u3002\u4f60\u5fc5\u987b\u50cf\u201c\u4e3a\u521d\u7ea7\u5f00\u53d1\u8005\u5199\u6587\u6863\u201d\u4e00\u6837\uff0c\u6e05\u6670\u63cf\u8ff0\u6bcf\u4e2a\u5de5\u5177\u7684\u7528\u9014\u548c\u53c2\u6570\uff0c\u8fd9\u88ab\u79f0\u4e3a <strong>ACI<\/strong> (Agent-Computer Interface\uff0c\u667a\u80fd\u4f53-\u8ba1\u7b97\u673a\u63a5\u53e3)\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6311\u6218\uff08\u53cd\u76f4\u89c9\uff09\uff1a\u8ba9 Agent <mark style=\"background-color:rgba(0, 0, 0, 0);color:#ff6900\" class=\"has-inline-color\">\u522b\u7528<\/mark>\u5de5\u5177<\/strong>\n<ul class=\"wp-block-list\">\n<li><em>\u95ee\u9898\uff1a<\/em> \u5f00\u53d1\u8005\u53d1\u73b0\uff0cAgent \u503e\u5411\u4e8e\u201c\u5de5\u5177\u4f9d\u8d56\u201d\uff0c\u5373\u4f7f\u5728\u95f2\u804a\u65f6\u4e5f\u975e\u8981\u8c03\u7528\u4e00\u4e2a\u5de5\u5177\uff0c\u5bfc\u81f4\u7b54\u975e\u6240\u95ee\u3002<\/li>\n\n\n\n<li><em>\u89e3\u6cd5\uff08HACK\uff09\uff1a<\/em> \u5728\u63d0\u793a\u8bcd\u91cc\u63d0\u9192\u5b83\uff1b\u6216\u8005\u4e00\u4e2a\u201c\u9ed1\u5ba2\u201d\u6280\u5de7\uff1a\u521b\u5efa\u4e00\u4e2a\u53eb <code>respond_to_user<\/code>\uff08\u56de\u590d\u7528\u6237\uff09\u7684\u201c\u5047\u5de5\u5177\u201d\uff0cAgent \u5c31\u4f1a\u503e\u5411\u4e8e\u8c03\u7528\u8fd9\u4e2a\u201c\u5de5\u5177\u201d\u6765\u56de\u590d\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6311\u6218\uff1aAgent \u4f1a\u201c\u5fd8\u8bb0\u201d\u6700\u521d\u76ee\u6807<\/strong>\n<ul class=\"wp-block-list\">\n<li><em>\u95ee\u9898\uff1a<\/em> \u5728\u957f\u4efb\u52a1\u4e2d\uff0cAgent \u8dd1\u4e86\u51e0\u4e2a\u6b65\u9aa4\u540e\uff0c\u5c31\u201c\u8dd1\u504f\u4e86\u201d\u3002<\/li>\n\n\n\n<li><em>\u89e3\u6cd5\uff1a<\/em> \u5728\u6bcf\u4e00\u6b65\u7684\u63d0\u793a\u8bcd\u6700\u540e\uff0c<strong>\u201c\u91cd\u7533\u6700\u7ec8\u76ee\u6807\u201d<\/strong>\u3002 2. \u50cf BabyAGI \u9879\u76ee\u90a3\u6837\uff0c<strong>\u5206\u79bb\u201c\u89c4\u5212\u201d\u548c\u201c\u6267\u884c\u201d<\/strong>\uff0c\u6709\u4e00\u4e2a\u201c\u89c4\u5212 Agent\u201d\u4e13\u95e8\u7ef4\u62a4\u9ad8\u7ea7\u4efb\u52a1\u5217\u8868\uff0c\u9632\u6b62\u201c\u6267\u884c Agent\u201d\u8ff7\u5931\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6311\u6218\uff1a\u89e3\u51b3\u201c\u4e0a\u4e0b\u6587\u7a97\u53e3\u201d\u9650\u5236<\/strong>\n<ul class=\"wp-block-list\">\n<li><em>\u95ee\u9898\uff1a<\/em> \u51e0\u6b65\u7684\u201c\u601d\u8003-\u884c\u52a8-\u89c2\u5bdf\u201d\u5faa\u73af\u5c31\u4f1a\u585e\u6ee1\u4e0a\u4e0b\u6587\u3002<\/li>\n\n\n\n<li><em>\u89e3\u6cd5\uff1a<\/em> \u4f9d\u9760\u201c\u957f\u671f\u8bb0\u5fc6\u201d\u3002\u5178\u578b\u7684\u505a\u6cd5\u662f\uff0c\u5728\u63d0\u793a\u8bcd\u4e2d\u585e\u5165\u201c<strong>N \u4e2a\u6700\u8fd1\u7684\u6b65\u9aa4 + K \u4e2a\u6700\u76f8\u5173\u7684\u6b65\u9aa4<\/strong>\u201d\uff0c\u517c\u987e\u65f6\u6548\u6027\u548c\u76f8\u5173\u6027\u3002\u6216\u8005\u5feb\u6ee1\u65f6\u7ed9\u4e0a\u4e0b\u6587\u505a\u4e00\u4e0b\u6458\u8981\uff0c\u628a\u6458\u8981\u4f5c\u4e3a\u65b0\u7684\u4e0a\u4e0b\u6587\u8f93\u5165\u3002\uff08<em><mark style=\"background-color:rgba(0, 0, 0, 0);color:#ff6900\" class=\"has-inline-color\">\u53d1\u6563\uff1a\u672a\u6765\u53ef\u80fd\u53ef\u4ee5\u5e94\u7528DeepSeek\u63d0\u51fa\u7684\u201c<a href=\"https:\/\/github.com\/deepseek-ai\/DeepSeek-OCR\/blob\/main\/DeepSeek_OCR_paper.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">\u4e0a\u4e0b\u6587\u5149\u5b66\u538b\u7f29<\/a>\u201d\uff0c\u5b9e\u73b0\u65e0\u9650\u4e0a\u4e0b\u6587<\/mark><\/em>\uff09<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6311\u6218\uff1a\u5de5\u5177\u7684\u201c\u8f93\u51fa\u201d\u592a\u957f<\/strong>\n<ul class=\"wp-block-list\">\n<li><em>\u95ee\u9898\uff1a<\/em> \u4e00\u4e2a API \u8c03\u7528\u53ef\u80fd\u8fd4\u56de\u6d77\u91cf\u7684 JSON \u6570\u636e\uff0c\u77ac\u95f4\u585e\u7206\u4e0a\u4e0b\u6587\u3002<\/li>\n\n\n\n<li><em>\u89e3\u6cd5\uff1a<\/em> \u5fc5\u987b\u5bf9\u8f93\u51fa\u8fdb\u884c\u201c<strong>\u89e3\u6790\u548c\u526a\u88c1<\/strong>\u201d\u3002\u4f8b\u5982\uff0c\uff08\u8ba9\u53e6\u4e00\u4e2a LLM \u603b\u7ed3\uff09\u6216\u8005\uff08\u53ea\u4fdd\u7559\u6700\u91cd\u8981\u7684\u5b57\u6bb5\uff09\u6216\u8005\uff08\u53ea\u7c97\u66b4\u5730\u53d6\u524d 1000 \u4e2a\u5b57\u7b26\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6311\u6218\uff1a\u5982\u4f55\u201c\u8bc4\u4f30\u201d Agent<\/strong>\n<ul class=\"wp-block-list\">\n<li><em>\u95ee\u9898\uff1a<\/em> \u53ea\u770b\u201c\u6700\u7ec8\u7b54\u6848\u201d\u662f\u5426\u6b63\u786e\u662f\u8fdc\u8fdc\u4e0d\u591f\u7684\u3002<\/li>\n\n\n\n<li><em>\u89e3\u6cd5\uff1a<\/em> \u5fc5\u987b\u8bc4\u4f30\u201c<strong>\u4e2d\u95f4\u8f68\u8ff9<\/strong>\u201d\uff08intermediate steps\uff09\u3002\u4f8b\u5982\uff1a\u5b83\u662f\u5426\u8c03\u7528\u4e86\u6b63\u786e\u7684\u5de5\u5177\uff1f\u5b83\u662f\u5426\u8d70\u4e86\u5f2f\u8def\uff08\u6548\u7387\uff09\uff1f\u5b83\u8c03\u7528\u5de5\u5177\u7684\u53c2\u6570\u662f\u5426\u6b63\u786e\uff1f<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u56db\u3001\u52a1\u5b9e\u4e4b\u8def\uff1a\u522b\u5148\u62db\u201cCEO\u201d\uff0c\u5148\u5efa\u201c\u5de5\u4f5c\u6d41\u201d<\/h3>\n\n\n\n<p>\u9762\u5bf9\u5982\u6b64\u591a\u7684\u6311\u6218\uff0c\u6211\u4eec\u8be5\u600e\u4e48\u529e\uff1f<\/p>\n\n\n\n<p>Anthropic \u6839\u636e\u5176\u5ba2\u6237\u7684\u6210\u529f\u7ecf\u9a8c\uff0c\u7ed9\u51fa\u4e86\u4e00\u4e2a\u975e\u5e38\u52a1\u5b9e\u7684\u7b54\u6848\uff1a<strong>\u4e0d\u8981\u4e00\u5f00\u59cb\u5c31\u8ffd\u6c42\u90a3\u4e2a\u201c\u5b8c\u5168\u81ea\u4e3b\u201d\u7684 L4 CEO\u3002<\/strong><\/p>\n\n\n\n<p>\u4e00\u4e2a\u53cd\u76f4\u89c9\u7684\u771f\u76f8\u662f\uff1a<strong>\u76ee\u524d\u6700\u6210\u529f\u7684 Agent\uff0c\u5f80\u5f80\u4e0d\u662f\u6700\u201c\u81ea\u4e3b\u201d\u7684\u3002<\/strong><\/p>\n\n\n\n<p>\u5728\u771f\u5b9e\u7684\u751f\u4ea7\u73af\u5883\u4e2d\uff0c<strong>\u53ef\u63a7\u7684\u3001\u53ef\u9884\u6d4b\u7684\u201cL2 \u5de5\u4f5c\u6d41 (Workflows)\u201d<\/strong> \u8fdc\u6bd4\u4e0d\u53ef\u63a7\u7684\u201cL3\/L4 \u81ea\u4e3b Agent (Agents)\u201d \u66f4\u53ef\u9760\u3001\u66f4\u6210\u529f\u3002<\/p>\n\n\n\n<p>\u4e0e\u5176\u8ffd\u6c42\u4e00\u4e2a\u5927\u800c\u5168\u7684 Agent\uff0c\u4e0d\u5982\u50cf\u642d\u4e50\u9ad8\u4e00\u6837\uff0c\u4ece Anthropic \u63d0\u5021\u7684\u7b80\u5355\u201c\u53ef\u7ec4\u5408\u6a21\u5f0f\u201d\u5f00\u59cb\u6784\u5efa\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6a21\u5f0f\u4e00\uff1a\u63d0\u793a\u94fe (Chaining) &#8211; L2<\/strong>\n<ul class=\"wp-block-list\">\n<li><em>\u6bd4\u55bb\uff1a<\/em> \u5de5\u4e1a\u6d41\u6c34\u7ebf\u3002<\/li>\n\n\n\n<li><em>\u505a\u6cd5\uff1a<\/em> A -&gt; B -&gt; C \u7684\u56fa\u5b9a\u6d41\u7a0b\u3002\u4f8b\u5982\uff1a\u7b2c\u4e00\u6b65\uff0cLLM \u751f\u6210\u5927\u7eb2\uff1b\u7b2c\u4e8c\u6b65\uff0c\u4eba\u7c7b\u5ba1\u6838\u5458\u70b9\u51fb\u201c\u6279\u51c6\u201d\uff1b\u7b2c\u4e09\u6b65\uff0c\u53e6\u4e00\u4e2a LLM \u6839\u636e\u5df2\u6279\u51c6\u7684\u5927\u7eb2\u64b0\u5199\u6b63\u6587\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"2056\" height=\"382\" src=\"http:\/\/39.105.22.143\/wp-content\/uploads\/2025\/10\/Chain-1.png\" alt=\"\" class=\"wp-image-74\" style=\"box-shadow:none\" srcset=\"https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/10\/Chain-1.png 2056w, https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/10\/Chain-1-300x56.png 300w, https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/10\/Chain-1-1024x190.png 1024w, https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/10\/Chain-1-768x143.png 768w, https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/10\/Chain-1-1536x285.png 1536w, https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/10\/Chain-1-2048x381.png 2048w\" sizes=\"auto, (max-width: 2056px) 100vw, 2056px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6a21\u5f0f\u4e8c\uff1a\u8def\u7531 (Routing) &#8211; L2<\/strong>\n<ul class=\"wp-block-list\">\n<li><em>\u6bd4\u55bb\uff1a<\/em> \u667a\u80fd\u4ea4\u901a\u8b66\u5bdf\u3002<\/li>\n\n\n\n<li><em>\u505a\u6cd5\uff1a<\/em> \u4e00\u4e2a\u201c\u8def\u7531\u201dLLM \u4f5c\u4e3a\u5206\u6d41\u5668\u3002\u4f8b\u5982\uff1a\u4e00\u4e2a\u5ba2\u670d\u8bf7\u6c42\u8fdb\u6765\uff0c\u8def\u7531 LLM \u5224\u65ad\uff1a\u201c\u662f\u7b80\u5355\u9000\u6b3e\uff1f -&gt; \u8f6c\u7ed9 L2 \u5de5\u4f5c\u6d41 A\u201d\uff1b\u201c\u662f\u590d\u6742\u6280\u672f\u62b1\u6028\uff1f -&gt; \u8f6c\u7ed9 L3 Agent B \u6216\u4eba\u5de5\u201d\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"2066\" height=\"498\" src=\"http:\/\/39.105.22.143\/wp-content\/uploads\/2025\/10\/Router.png\" alt=\"\" class=\"wp-image-78\" style=\"box-shadow:none\" srcset=\"https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/10\/Router.png 2066w, https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/10\/Router-300x72.png 300w, https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/10\/Router-1024x247.png 1024w, https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/10\/Router-768x185.png 768w, https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/10\/Router-1536x370.png 1536w, https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/10\/Router-2048x494.png 2048w\" sizes=\"auto, (max-width: 2066px) 100vw, 2066px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6a21\u5f0f\u4e09\uff1a\u534f\u8c03\u5668-\u5de5\u4eba (Orchestrator-Workers) &#8211; L3<\/strong>\n<ul class=\"wp-block-list\">\n<li><em>\u6bd4\u55bb\uff1a<\/em> \u201c\u603b\u5305\u5546\u201d\u4e0e\u201c\u5206\u5305\u5de5\u5934\u201d\u3002<\/li>\n\n\n\n<li><em>\u505a\u6cd5\uff1a<\/em> \u4e00\u4e2a\u201c\u534f\u8c03\u5668\u201dLLM\uff08\u603b\u5305\u5546\uff09\u63a5\u6536\u590d\u6742\u4efb\u52a1\uff08\u5982\u201c\u91cd\u6784\u8fd9\u4e2a\u9879\u76ee\u201d\uff09\uff0c\u5c06\u5176\u52a8\u6001\u5206\u89e3\u4e3a 5 \u4e2a\u5b50\u4efb\u52a1\uff0c\u7136\u540e\u201c\u5206\u6d3e\u201d\u7ed9 5 \u4e2a\u5e76\u884c\u7684\u201c\u5de5\u4eba\u201dLLM \u53bb\u6267\u884c\u3002\u6700\u540e\uff0c\u534f\u8c03\u5668\u6c47\u603b\u6240\u6709\u7ed3\u679c\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1862\" height=\"432\" src=\"http:\/\/39.105.22.143\/wp-content\/uploads\/2025\/10\/Orchestrator.png\" alt=\"\" class=\"wp-image-80\" style=\"box-shadow:none\" srcset=\"https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/10\/Orchestrator.png 1862w, https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/10\/Orchestrator-300x70.png 300w, https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/10\/Orchestrator-1024x238.png 1024w, https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/10\/Orchestrator-768x178.png 768w, https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/10\/Orchestrator-1536x356.png 1536w\" sizes=\"auto, (max-width: 1862px) 100vw, 1862px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6a21\u5f0f\u56db\uff1a\u8bc4\u4f30\u5668-\u4f18\u5316\u5668 (Evaluator-Optimizer) &#8211; L3<\/strong>\n<ul class=\"wp-block-list\">\n<li><em>\u6bd4\u55bb\uff1a<\/em> \u201c\u4f5c\u8005\u201d\u4e0e\u201c\u7f16\u8f91\u201d\u7684\u5faa\u73af\u3002<\/li>\n\n\n\n<li><em>\u505a\u6cd5\uff1a<\/em> \u4e00\u4e2a LLM\uff08\u4f18\u5316\u5668\uff09\u8d1f\u8d23\u751f\u6210\u5185\u5bb9\uff0c\u53e6\u4e00\u4e2a LLM\uff08\u8bc4\u4f30\u5668\uff09\u8d1f\u8d23\u63d0\u4f9b\u6279\u8bc4\u548c\u53cd\u9988\u3002\u4f18\u5316\u5668\u6839\u636e\u53cd\u9988\u4fee\u6539\uff0c\u5faa\u73af\u5f80\u590d\uff0c\u76f4\u5230\u8bc4\u4f30\u5668\u201c\u6ee1\u610f\u201d\u4e3a\u6b62\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1802\" height=\"446\" src=\"http:\/\/39.105.22.143\/wp-content\/uploads\/2025\/10\/Evaluator.png\" alt=\"\" class=\"wp-image-82\" style=\"box-shadow:none\" srcset=\"https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/10\/Evaluator.png 1802w, https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/10\/Evaluator-300x74.png 300w, https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/10\/Evaluator-1024x253.png 1024w, https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/10\/Evaluator-768x190.png 768w, https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/10\/Evaluator-1536x380.png 1536w\" sizes=\"auto, (max-width: 1802px) 100vw, 1802px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">Agent \u7684\u672a\u6765\u2014\u2014\u201c\u4eba\u673a\u534f\u4f5c\u201d<\/h3>\n\n\n\n<p>AI Agent \u7684\u7ec8\u6781\u76ee\u6807\uff0c\u4e0d\u662f\u4e3a\u4e86\u201c\u53d6\u4ee3\u201d\u4eba\u7c7b\u8fd9\u4e2a\u6700\u7ec8\u7684\u201c\u8001\u677f\u201d\uff0c\u800c\u662f\u4e3a\u4e86\u201c\u589e\u5f3a\u201d\u6211\u4eec\u3002<\/p>\n\n\n\n<p>\u6b63\u5982 ByteByteGo \u548c AWS \u7684\u6587\u7ae0\u5171\u540c\u6307\u51fa\u7684\uff0c\u76ee\u524d\u6700\u5b9e\u7528\u3001\u6700\u5f3a\u5927\u7684\u67b6\u6784\u662f\u201c<strong>\u4eba\u673a\u534f\u4f5c<\/strong>\u201d\uff08Human-Machine Collaborative\uff09\u3002Agent \u6b63\u5728\u4ece\u201c\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u961f\u53cb\u201d\u3002<\/p>\n\n\n\n<p>Agent \u8d1f\u8d23\u5904\u7406\u7e41\u7410\u7684\u5206\u6790\u3001\u6267\u884c\u548c\u5e38\u89c4\u51b3\u7b56\uff0c\u800c\u4eba\u7c7b\u5219\u4ece\u201c\u5b9e\u4e60\u751f\u5bfc\u5e08\u201d\u7684\u89d2\u8272\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u4e13\u6ce8\u4e8e\u63d0\u4f9b\u521b\u610f\u3001\u628a\u63e1\u65b9\u5411\u548c\u505a\u51fa\u6700\u5173\u952e\u7684\u51b3\u7b56\u3002<\/p>\n\n\n\n<p>\u4f60\u7684\u201cAI \u5b9e\u4e60\u751f\u201d\u6b63\u5728\u7ecf\u5386\u57f9\u8bad\uff0c\u5b83\u4f1a\u5f88\u5feb\u8fdb\u5316\u6210\u201c\u7ecf\u7406\u201d\uff0c\u7136\u540e\u662f\u201c\u603b\u76d1\u201d\u3002\u800c\u4f60\u7684\u89d2\u8272\uff0c\u5c06\u6c38\u8fdc\u662f\u90a3\u4e2a\u8bbe\u5b9a\u6700\u7ec8\u76ee\u6807\u7684\u201cCEO\u201d\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>\u5b66\u4e60\u8d44\u6599\u63a8\u8350\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Lilian Weng\u6240\u8457 Agent \u67b6\u6784\uff08\u7ecf\u5178\u5fc5\u8bfb\uff09<\/strong>\uff1a\u8be6\u7ec6\u8bf4\u660e\u4e86 Agent \u7684\u6838\u5fc3\u67b6\u6784\uff08\u89c4\u5212\u3001\u8bb0\u5fc6\u3001\u5de5\u5177\uff09\u3002<a href=\"https:\/\/lilianweng.github.io\/posts\/2023-06-23-agent\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u539f\u6587\u94fe\u63a5<\/a>\u3002<\/li>\n\n\n\n<li><strong>Anthropic Agent\u6784\u5efa\u7ecf\u9a8c\u5206\u4eab\uff08\u5b9e\u7528\u5de5\u7a0b\u5efa\u8bae\uff09<\/strong>\uff1a\u63d0\u4f9b\u4e86\u201c\u5de5\u4f5c\u6d41\u201d vs \u201cAgent\u201d\u7684\u5b9e\u6218\u533a\u5206\u548c\u591a\u79cd\u53ef\u7ec4\u5408\u6a21\u5f0f\u3002<a href=\"https:\/\/www.anthropic.com\/engineering\/building-effective-agents\" target=\"_blank\" rel=\"noreferrer noopener\">\u539f\u6587\u94fe\u63a5<\/a>\u3002<\/li>\n\n\n\n<li><strong>ByteByteGo \u5bf9Agent\u7cfb\u7edf\u7684\u4ecb\u7ecd<\/strong>\uff1a\u4ecb\u7ecd\u4e86\u4e09\u79cd\u67b6\u6784\uff08\u5355\u4f53\u3001\u591a\u4f53\u3001\u4eba\u673a\u534f\u4f5c\uff09\u3002<a href=\"https:\/\/www.youtube.com\/watch?v=eHEHE2fpnWQ\" target=\"_blank\" rel=\"noreferrer noopener\">\u89c6\u9891\u94fe\u63a5<\/a>\u3002<\/li>\n\n\n\n<li><strong>LangChain \u521b\u59cb\u4eba\uff08\u5b9e\u6218\u7ecf\u9a8c\u5206\u4eab\uff09:<\/strong> \u63ed\u793a\u4e86\u8ba9 Agent \u843d\u5730\u7684\u4e03\u5927\u6838\u5fc3\u5de5\u7a0b\u6311\u6218\u548c\u89e3\u51b3\u65b9\u6848\u3002<a href=\"https:\/\/www.youtube.com\/watch?v=DWUdGhRrv2c\" target=\"_blank\" rel=\"noreferrer noopener\">\u89c6\u9891\u94fe\u63a5<\/a>\u3002<\/li>\n\n\n\n<li><strong>IBM\uff08Agent\u5206\u7c7b\u6846\u67b6\uff09<\/strong>\uff1a\u4ecb\u7ecd\u4e86\u4e94\u79cd\u7ecf\u5178\u7684 Agent \u5206\u7c7b\u3002<a href=\"https:\/\/www.youtube.com\/watch?v=fXizBc03D7E\" target=\"_blank\" rel=\"noreferrer noopener\">\u89c6\u9891\u94fe\u63a5<\/a>\u3002<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f60\u60f3\u8981\u201c\u5b9e\u4e60\u751f\u201d\u8fd8\u662f\u201cCEO\u201d\uff1f 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[&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":188,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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