{"id":6635,"date":"2025-12-10T16:49:03","date_gmt":"2025-12-10T08:49:03","guid":{"rendered":"https:\/\/nullthought.net\/?p=6635"},"modified":"2025-12-10T16:49:45","modified_gmt":"2025-12-10T08:49:45","slug":"%e5%a4%9aagent%e7%b3%bb%e7%bb%9f%e6%9e%b6%e6%9e%84%e9%80%89%e6%8b%a9%e7%9a%84%e9%87%8f%e5%8c%96%e8%af%84%e4%bc%b0","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=6635","title":{"rendered":"\u591aAgent\u7cfb\u7edf\u67b6\u6784\u9009\u62e9\u7684\u91cf\u5316\u8bc4\u4f30"},"content":{"rendered":"\n<p>\u8bba\u6587<strong><a href=\"https:\/\/arxiv.org\/abs\/2512.08296\" target=\"_blank\" rel=\"noreferrer noopener\">Towards a Science of Scaling Agent Systems<\/a><\/strong>\u5173\u5fc3\u7684\u662f\u4e00\u4e2a\u73b0\u5728\u5de5\u7a0b\u754c\u5929\u5929\u5728\u505a\u3001\u4f46\u51e0\u4e4e\u6ca1\u4eba\u7cfb\u7edf\u91cf\u5316\u7684\u95ee\u9898\uff1a<strong>\u591a Agent \u7cfb\u7edf\u5230\u5e95\u4ec0\u4e48\u65f6\u5019\u6709\u7528\uff1f\u4ec0\u4e48\u65f6\u5019\u53cd\u800c\u62d6\u540e\u817f\uff1f<\/strong><\/p>\n\n\n\n<p>\u73b0\u5728\u5f88\u591a\u5e94\u7528\u4e0d\u518d\u662f\u201c\u4e00\u95ee\u4e00\u7b54\u201d\uff0c\u800c\u662f\u8ba9\u5927\u6a21\u578b\u4f5c\u4e3a\u201cAgent\u201d\u5728\u73af\u5883\u91cc\u53cd\u590d\uff1a\u89c2\u5bdf \u2192 \u601d\u8003 \u2192 \u8c03\u7528\u5de5\u5177 \/ \u884c\u52a8 \u2192 \u518d\u89c2\u5bdf\u3002\u5b9e\u8df5\u4e2d\u5e38\u89c1\u7684\u8bf4\u6cd5\u662f\u201c\u591a\u627e\u51e0\u4e2a Agent \u4e00\u8d77\u5408\u4f5c\u4e00\u5b9a\u6bd4\u4e00\u4e2a\u5f3a\u201d\uff0c\u4f46\u4e4b\u524d\u5927\u90e8\u5206\u9a8c\u8bc1\u90fd\u5728\u9759\u6001\u9898\u76ee\u4e0a\uff0c\u6bd4\u5982\u7f16\u7a0b\u9898\u3001\u6570\u5b66\u9898\uff0c\u8fd9\u7c7b\u4efb\u52a1\u6839\u672c\u4e0d\u9700\u8981\u4e0e\u73af\u5883\u6301\u7eed\u4ea4\u4e92\u3002\u8bba\u6587\u8ba4\u4e3a\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u771f\u6b63\u7684 Agent \u5f0f\u4efb\u52a1<\/strong>\uff08\u6bd4\u5982\u7f51\u9875\u6d4f\u89c8\u3001\u91d1\u878d\u5206\u6790\u3001\u6e38\u620f\u89c4\u5212\u3001\u590d\u6742\u529e\u516c\u6d41\u7a0b\uff09\u6709\u4e09\u5927\u7279\u70b9\uff1a\u591a\u6b65\u4ea4\u4e92\u3001\u90e8\u5206\u53ef\u89c2\u6d4b\u3001\u9700\u8981\u6839\u636e\u53cd\u9988\u6301\u7eed\u6539\u7b56\u7565\u3002<\/li>\n\n\n\n<li>\u5728\u8fd9\u7c7b\u4efb\u52a1\u4e0a\uff0c\u591a Agent \u4f1a\u5f15\u5165\u201c\u6c9f\u901a\u6210\u672c\u3001\u4e0a\u4e0b\u6587\u788e\u7247\u5316\u3001\u9519\u8bef\u7ea7\u8054\u201d\u7b49\u65b0\u95ee\u9898\uff0c\u7406\u8bba\u4e0a\u4e0d\u53ef\u80fd\u6c38\u8fdc\u662f\u597d\u4e8b\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4f5c\u8005\u60f3\u505a\u7684\u662f\uff1a<strong>\u5efa\u7acb\u4e00\u5957\u201cAgent \u7cfb\u7edf\u7f29\u653e\u7684\u79d1\u5b66\u201d<\/strong>\u2014\u2014\u7528\u5b9e\u9a8c\u548c\u7edf\u8ba1\u6a21\u578b\uff0c\u5b9a\u91cf\u8bf4\u660e\uff1aAgent \u6570\u91cf\u3001\u67b6\u6784\u3001\u6a21\u578b\u80fd\u529b\u3001\u4efb\u52a1\u7c7b\u578b\u4e4b\u95f4\u662f\u600e\u4e48\u76f8\u4e92\u4f5c\u7528\u7684\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u4f5c\u8005\u4e3aYubin Kim, Ken Gu, Chanwoo Park, Chunjong Park, Samuel Schmidgall, A. Ali Heydari, Yao Yan, Zhihan Zhang, Yuchen Zhuang, Mark Malhotra, Paul Pu Liang, Hae Won Park, Yuzhe Yang, Xuhai Xu, Yilun Du, Shwetak Patel, Tim Althoff, Daniel McDuff, Xin Liu\uff0c\u6765\u81eaGoogle Research, Google DeepMind, Massachusetts Institute of Technology(MIT)\u3002<\/p>\n\n\n\n<p>\u4e00\u3001\u7814\u7a76\u5bf9\u8c61\u4e0e\u5b9e\u9a8c\u8bbe\u8ba1<\/p>\n\n\n\n<p>\u8bba\u6587\u7cfb\u7edf\u6bd4\u8f83\u4e86 <strong>5 \u79cd Agent \u67b6\u6784<\/strong>\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5355 Agent \u7cfb\u7edf\uff08SAS\uff09\uff1a\u53ea\u6709\u4e00\u4e2a Agent\uff0c\u6240\u6709\u611f\u77e5\u3001\u89c4\u5212\u548c\u52a8\u4f5c\u90fd\u5728\u4e00\u6761\u8bb0\u5fc6\u94fe\u91cc\u5b8c\u6210\u3002<\/li>\n\n\n\n<li>\u591a Agent \u2013 \u72ec\u7acb\u578b\uff08Independent\uff09\uff1a\u591a\u4e2a Agent \u5404\u5e72\u5404\u7684\uff0c\u4e2d\u95f4\u4e0d\u4ea4\u6d41\uff0c\u6700\u540e\u6295\u7968\u6216\u6c47\u603b\u3002<\/li>\n\n\n\n<li>\u591a Agent \u2013 \u96c6\u4e2d\u5f0f\uff08Centralized\uff09\uff1a\u6709\u4e00\u4e2a\u534f\u8c03\u8005\u8d1f\u8d23\u5206\u5de5\u3001\u6536\u96c6\u548c\u6c47\u603b\uff0c\u5b50 Agent \u4e4b\u95f4\u4e0d\u4e92\u76f8\u8bf4\u8bdd\u3002<\/li>\n\n\n\n<li>\u591a Agent \u2013 \u53bb\u4e2d\u5fc3\u5316\uff08Decentralized\uff09\uff1a\u6240\u6709 Agent \u53ef\u4ee5\u591a\u8f6e\u4e92\u76f8\u4ea4\u6d41\u3001\u8fa9\u8bba\u3002<\/li>\n\n\n\n<li>\u591a Agent \u2013 \u6df7\u5408\u5f0f\uff08Hybrid\uff09\uff1a\u65e2\u6709\u534f\u8c03\u8005\uff0c\u53c8\u5141\u8bb8\u90e8\u5206 Agent \u4e4b\u95f4\u76f4\u63a5\u6c9f\u901a\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u5728 <strong>\u4efb\u52a1\u65b9\u9762<\/strong>\uff0c\u9009\u4e86\u56db\u7c7b\u5178\u578b\u7684 Agent \u5f0f\u57fa\u51c6\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Web \u6d4f\u89c8\u4e0e\u4fe1\u606f\u68c0\u7d22\uff08BrowseComp-Plus\uff09<\/li>\n\n\n\n<li>\u91d1\u878d\u5206\u6790\u4e0e\u51b3\u7b56\uff08Finance-Agent\uff09<\/li>\n\n\n\n<li>\u6e38\u620f\u73af\u5883\u4e2d\u7684\u89c4\u5212\u4e0e\u5408\u6210\uff08PlanCraft\uff0c\u7c7b\u4f3c Minecraft \u5f0f\u4efb\u52a1\uff09<\/li>\n\n\n\n<li>\u7efc\u5408\u529e\u516c \/ \u5de5\u5177\u94fe\u4efb\u52a1\uff08Workbench\uff09<\/li>\n<\/ul>\n\n\n\n<p>\u5728 <strong>\u6a21\u578b\u65b9\u9762<\/strong>\uff0c\u8986\u76d6\u4e86\u4e09\u5927\u4e3b\u6d41\u5bb6\u65cf\uff0c\u6bcf\u5bb6\u591a\u6863\u80fd\u529b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>OpenAI\uff08\u5982 GPT-5 \u7cfb\u5217\uff09<\/li>\n\n\n\n<li>Google\uff08\u5982 Gemini 2.0\/2.5 \u7cfb\u5217\uff09<\/li>\n\n\n\n<li>Anthropic\uff08\u5982 Claude Sonnet \u7cfb\u5217\uff09<\/li>\n<\/ul>\n\n\n\n<p>\u6700\u5173\u952e\u7684\u662f\uff0c\u4f5c\u8005\u505a\u4e86\u4e25\u683c\u7684\u201c\u53d7\u63a7\u5b9e\u9a8c\u201d\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5404\u4e2a\u67b6\u6784\u5728\u540c\u4e00\u4efb\u52a1\u4e0a\u4f7f\u7528<strong>\u5b8c\u5168\u4e00\u6837\u7684\u5de5\u5177\u63a5\u53e3\u3001\u63d0\u793a\u7ed3\u6784\u548c\u603b token \u9884\u7b97<\/strong>\uff1b<\/li>\n\n\n\n<li>\u53ea\u6539\u53d8\uff1a<strong>\u6a21\u578b\u80fd\u529b<\/strong>\u548c<strong>\u534f\u8c03\u7ed3\u6784<\/strong>\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u6837\u53ef\u4ee5\u6bd4\u8f83\u6e05\u695a\u5730\u628a\u201c\u67b6\u6784\u5e26\u6765\u7684\u5dee\u5f02\u201d\u4ece\u201c\u63d0\u793a\u5199\u5f97\u597d\u4e0d\u597d\u3001\u7b97\u529b\u7ed9\u5f97\u591a\u4e0d\u591a\u201d\u7b49\u5e72\u6270\u56e0\u7d20\u4e2d\u5265\u79bb\u51fa\u6765\u3002\u6574\u4f53\u4e00\u5171\u8dd1\u4e86 <strong>180 \u79cd\u914d\u7f6e<\/strong>\uff0c\u6bcf\u79cd\u591a\u6b21\u91cd\u590d\uff0c\u7edf\u8ba1\u6210\u529f\u7387\u548c\u884c\u4e3a\u7279\u5f81\u3002<\/p>\n\n\n\n<p>\u4e8c\u3001\u4e3b\u8981\u5b9e\u9a8c\u53d1\u73b0\uff08\u73b0\u8c61\u5c42\u9762\u7684\u7ed3\u8bba\uff09<\/p>\n\n\n\n<p>\u6574\u4f53\u7ed3\u679c\u975e\u5e38\u201c\u6253\u8138\u201d\u90a3\u53e5\u201c\u591a Agent \u4e00\u5b9a\u66f4\u597d\u201d\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4ece\u56db\u4e2a\u4efb\u52a1\u5e73\u5747\u6765\u770b\uff0c\u591a Agent \u67b6\u6784\u7684\u5e73\u5747\u6536\u76ca\u5176\u5b9e\u662f<strong>\u7565\u5fae\u8d1f\u6570<\/strong>\u3002<\/li>\n\n\n\n<li>\u5177\u4f53\u5230\u6bcf\u4e2a\u4efb\u52a1\uff0c\u5dee\u5f02\u975e\u5e38\u5927\uff0c\u751a\u81f3<strong>\u65b9\u5411\u76f8\u53cd<\/strong>\uff1a<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u91d1\u878d\u5206\u6790\uff08Finance-Agent\uff09\n<ul class=\"wp-block-list\">\n<li>\u591a Agent\uff0c\u5c24\u5176\u662f\u96c6\u4e2d\u5f0f\u548c\u53bb\u4e2d\u5fc3\u5316\u7ed3\u6784\uff0c\u80fd\u8ba9\u6210\u529f\u7387\u63d0\u5347\u975e\u5e38\u660e\u663e\uff0c\u6709\u7684\u914d\u7f6e\u80fd\u6bd4\u5355 Agent \u63d0\u9ad8\u63a5\u8fd1\u4e00\u500d\u3002<\/li>\n\n\n\n<li>\u539f\u56e0\uff1a\u8fd9\u7c7b\u4efb\u52a1\u53ef\u4ee5\u81ea\u7136\u62c6\u5206\u6210\u5b50\u5206\u6790\uff08\u770b\u8d44\u4ea7\u8d1f\u503a\u8868\u3001\u770b\u73b0\u91d1\u6d41\u3001\u770b\u884c\u4e1a\u5bf9\u6bd4\u7b49\uff09\uff0c<strong>\u5206\u5de5+\u6c47\u603b<\/strong>\u7684\u6a21\u5f0f\u975e\u5e38\u9002\u914d\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u529e\u516c\u5de5\u4f5c\u6d41\u4efb\u52a1\uff08Workbench\uff09\n<ul class=\"wp-block-list\">\n<li>\u591a Agent \u6548\u679c\u5f88\u6709\u9650\uff0c\u6709\u65f6\u7565\u597d\u4e00\u70b9\uff0c\u6709\u65f6\u7565\u5dee\u4e00\u70b9\uff0c\u6574\u4f53\u63a5\u8fd1\u201c\u6253\u5e73\u201d\u3002<\/li>\n\n\n\n<li>\u8bf4\u660e\uff1a\u4efb\u52a1\u786e\u5b9e\u6709\u5de5\u5177\u8c03\u7528\u548c\u591a\u6b65\u903b\u8f91\uff0c\u4f46\u53ef\u5206\u89e3\u6027\u6709\u9650\uff0c\u591a Agent \u5e26\u6765\u7684\u989d\u5916\u534f\u8c03\u5728\u5f88\u591a\u60c5\u51b5\u4e0b\u62b5\u6d88\u4e86\u6f5c\u5728\u6536\u76ca\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Web \u6d4f\u89c8\u5bfc\u822a\uff08BrowseComp-Plus\uff09\n<ul class=\"wp-block-list\">\n<li>\u7eaf\u72ec\u7acb\u591a Agent\uff08\u5927\u5bb6\u5404\u81ea\u4e71\u901b\u6700\u540e\u6295\u7968\uff09\u6548\u679c<strong>\u53cd\u800c\u5f88\u5dee<\/strong>\uff1b<\/li>\n\n\n\n<li>\u6709\u4e00\u5b9a\u4ea4\u6d41\u7684\u53bb\u4e2d\u5fc3\u5316\u67b6\u6784\u80fd\u7565\u5fae\u63d0\u5347\u6210\u529f\u7387\u3002<\/li>\n\n\n\n<li>\u7406\u89e3\u4e3a\uff1a\u5728\u4fe1\u606f\u566a\u58f0\u5927\u7684\u7f51\u7edc\u73af\u5883\u91cc\uff0c\u9700\u8981\u4e92\u76f8\u5206\u4eab\u8def\u5f84\u548c\u8bc1\u636e\uff0c\u5355\u7eaf\u201c\u591a\u6b21\u76f2\u8bd5+\u6295\u7968\u201d\u4f1a\u66f4\u5bb9\u6613\u96c6\u4f53\u8d70\u9519\u8def\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u6e38\u620f\u89c4\u5212\u4efb\u52a1\uff08PlanCraft\uff09\n<ul class=\"wp-block-list\">\n<li>\u51e0\u4e4e\u6240\u6709\u591a Agent \u67b6\u6784\u5728\u8fd9\u91cc\u90fd<strong>\u660e\u663e\u9000\u6b65<\/strong>\uff0c\u6709\u7684\u6bd4\u5355 Agent \u6210\u529f\u7387\u4f4e\u4e00\u5927\u622a\u3002<\/li>\n\n\n\n<li>\u8fd9\u7c7b\u4efb\u52a1\u662f\u5178\u578b\u7684<strong>\u5f3a\u987a\u5e8f\u4f9d\u8d56<\/strong>\uff1a\u6bcf\u4e00\u6b65\u884c\u4e3a\u6539\u53d8\u73af\u5883\uff0c\u540e\u9762\u5fc5\u987b\u7d27\u5bc6\u63a5\u7740\u524d\u9762\u7684\u72b6\u6001\u63a8\u6f14\uff1b\u591a Agent \u53c2\u4e0e\u540e\uff0c\u628a\u8fd9\u6761\u8fde\u7eed\u7684\u63a8\u7406\u94fe\u201c\u5207\u788e\u201d\u4e86\uff0c\u5bfc\u81f4\u4e0a\u4e0b\u6587\u4e0d\u8fde\u8d2f\u3001\u9519\u8bef\u96be\u4ee5\u7ea0\u6b63\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<p>\u7528\u4e00\u53e5\u8bdd\u6982\u62ec\u73b0\u8c61\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u591a Agent \u6709\u65f6\u80fd\u6551\u573a\uff08\u5c24\u5176\u662f\u53ef\u5206\u89e3\u7684\u5206\u6790\u4efb\u52a1\uff09\uff0c\u6709\u65f6\u57fa\u672c\u767d\u5fd9\u6d3b\uff0c\u6709\u65f6\u4f1a\u628a\u597d\u597d\u7684\u5355 Agent \u641e\u5d29\u3002<\/p>\n<\/blockquote>\n\n\n\n<p>\u4e09\u3001\u7f29\u653e\u89c4\u5f8b\u4e0e\u5173\u952e\u673a\u5236\uff08\u539f\u56e0\u5c42\u9762\u7684\u603b\u7ed3\uff09<\/p>\n\n\n\n<p>\u4e3a\u4e86\u628a\u8fd9\u4e9b\u73b0\u8c61\u53d8\u6210\u53ef\u9884\u6d4b\u7684\u89c4\u5f8b\uff0c\u4f5c\u8005\u6784\u5efa\u4e86\u4e00\u4e2a\u7edf\u8ba1\u6a21\u578b\uff0c\u628a\u6bcf\u4e2a\u914d\u7f6e\u4e0b\u7684\u6027\u80fd\u8868\u793a\u6210\u591a\u79cd\u56e0\u7d20\u7684\u51fd\u6570\u3002\u6a21\u578b\u4e2d\u8003\u8651\u4e86\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6a21\u578b\u81ea\u8eab\u80fd\u529b\uff08\u4e00\u4e2a\u7efc\u5408\u201c\u667a\u529b\u6307\u6570\u201d\uff09\uff1b<\/li>\n\n\n\n<li>Agent \u6570\u91cf\uff1b<\/li>\n\n\n\n<li>\u4efb\u52a1\u5de5\u5177\u6570\u91cf\u548c\u590d\u6742\u5ea6\uff1b<\/li>\n\n\n\n<li>\u5355 Agent \u7684\u57fa\u7ebf\u8868\u73b0\uff1b<\/li>\n\n\n\n<li>\u591a Agent \u534f\u4f5c\u8fc7\u7a0b\u4e2d\u7684\u5b9e\u6d4b\u6307\u6807\uff0c\u5982\uff1a\n<ul class=\"wp-block-list\">\n<li>\u534f\u8c03\u5f00\u9500\uff08\u6bd4\u8d77\u5355 Agent \u591a\u7528\u4e86\u591a\u5c11 token \/ \u6b65\u6570\uff09\uff1b<\/li>\n\n\n\n<li>\u534f\u8c03\u6548\u7387\uff08\u5355\u4f4d\u5f00\u9500\u6362\u6765\u7684\u6210\u529f\u7387\uff09\uff1b<\/li>\n\n\n\n<li>\u9519\u8bef\u653e\u5927\u7a0b\u5ea6\uff08\u9519\u8bef\u5728\u591a Agent \u91cc\u88ab\u653e\u5927\u7684\u500d\u6570\uff09\uff1b<\/li>\n\n\n\n<li>\u5197\u4f59\u5ea6\uff08\u4e0d\u540c Agent 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class=\"wp-block-list\">\n<li>\u4e0d\u540c\u67b6\u6784\u5bf9\u9519\u8bef\u7684\u5904\u7406\u80fd\u529b\u5dee\u5f02\u5de8\u5927\uff1a\n<ul class=\"wp-block-list\">\n<li>\u72ec\u7acb\u591a Agent 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class=\"wp-block-list\">\n<li>\u63d0\u9ad8\u5de5\u5177\u8d28\u91cf\u3001\u72b6\u6001\u8868\u793a\uff1b<\/li>\n\n\n\n<li>\u505a\u597d\u8bb0\u5fc6\u4e0e\u68c0\u7d22\uff1b<\/li>\n\n\n\n<li>\u4f18\u5316\u63d0\u793a\u4e0e\u6d41\u7a0b\uff1b<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u800c\u4e0d\u662f\u6025\u7740\u201c\u628a\u7cfb\u7edf\u5305\u6210\u4e00\u4e2a Agent \u56e2\u961f\u201d\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u8bc6\u522b\u4efb\u52a1\u662f\u5426\u201c\u80fd\u62c6\u5f00\u505a\u201d\n<ul class=\"wp-block-list\">\n<li>\u91d1\u878d\u5206\u6790\u8fd9\u7c7b\u53ef\u4ee5\u81ea\u7136\u62c6\u6210\u591a\u4e2a\u5b50\u4efb\u52a1\u7684\u573a\u666f\uff0c\u96c6\u4e2d\u5f0f\u6216\u6df7\u5408\u5f0f\u591a Agent \u5f80\u5f80\u6709\u771f\u5b9e\u6536\u76ca\u3002<\/li>\n\n\n\n<li>\u5982\u679c\u4efb\u52a1\u672c\u8eab\u62c6\u4e0d\u5f00\uff0c\u53ea\u80fd\u6cbf\u7740\u4e00\u6761\u957f\u94fe\u4e00\u6b65\u4e00\u6b65\u63a8\u4e0b\u53bb\uff0c\u591a Agent 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class=\"wp-block-list\">\n<li>\u5f53\u524d\u53ea\u8986\u76d6\u4e86\u56db\u4e2a\u57fa\u51c6\u4efb\u52a1\uff0c\u867d\u7136\u65b9\u5411\u591a\u6837\uff0c\u4f46\u4ecd\u7136\u4e0d\u80fd\u56ca\u62ec\u6240\u6709\u771f\u5b9e\u4e1a\u52a1\uff1b<\/li>\n\n\n\n<li>Agent \u6570\u91cf\u548c\u67b6\u6784\u62d3\u6251\u8fd8\u7b97\u201c\u4e2d\u7b49\u89c4\u6a21\u201d\uff0c\u672a\u6765\u5927\u89c4\u6a21 Agent \u56e2\u961f\u53ef\u80fd\u6709\u65b0\u7684\u73b0\u8c61\uff1b<\/li>\n\n\n\n<li>\u67b6\u6784\u8bbe\u8ba1\u76ee\u524d\u4ecd\u7531\u4eba\u624b\u5de5\u8bbe\u5b9a\uff0c\u672a\u6765\u53ef\u4ee5\u5f15\u5165\u81ea\u52a8\u641c\u7d22\uff0c\u8ba9\u7cfb\u7edf\u81ea\u5df1\u5b66\u4f1a\u201c\u9009\u961f\u53cb\u3001\u9009\u961f\u5f62\u201d\uff1b<\/li>\n\n\n\n<li>\u968f\u7740\u57fa\u7840\u6a21\u578b\u8d8a\u6765\u8d8a\u5f3a\uff0c\u4eca\u5929\u5fc5\u987b Agent \u5316\u7684\u4efb\u52a1\uff0c\u5c06\u6765\u53ef\u80fd\u4e00\u6761\u957f prompt \u5c31\u641e\u5b9a\uff0c\u201c\u4ec0\u4e48\u7b97 Agent 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