{"id":842,"date":"2026-07-12T03:40:54","date_gmt":"2026-07-11T19:40:54","guid":{"rendered":"https:\/\/blog.itsmygo.uk\/2026\/07\/12\/tool-skill-or-subagent-decomposing-an-agent-that-outgrew-its-prompt%ef%bc%88%e5%b7%a5%e5%85%b7%e3%80%81%e6%8a%80%e8%83%bd%ef%bc%8c%e9%82%84%e6%98%af%e5%ad%90%e4%bb%a3%e7%90%86%ef%bc%9f%e6%8b%86\/"},"modified":"2026-07-12T03:40:54","modified_gmt":"2026-07-11T19:40:54","slug":"tool-skill-or-subagent-decomposing-an-agent-that-outgrew-its-prompt%ef%bc%88%e5%b7%a5%e5%85%b7%e3%80%81%e6%8a%80%e8%83%bd%ef%bc%8c%e9%82%84%e6%98%af%e5%ad%90%e4%bb%a3%e7%90%86%ef%bc%9f%e6%8b%86","status":"publish","type":"post","link":"https:\/\/blog.itsmygo.uk\/wordpress\/2026\/07\/12\/tool-skill-or-subagent-decomposing-an-agent-that-outgrew-its-prompt%ef%bc%88%e5%b7%a5%e5%85%b7%e3%80%81%e6%8a%80%e8%83%bd%ef%bc%8c%e9%82%84%e6%98%af%e5%ad%90%e4%bb%a3%e7%90%86%ef%bc%9f%e6%8b%86\/","title":{"rendered":"Tool, skill, or subagent? Decomposing an agent that outgrew its prompt\uff08\u5de5\u5177\u3001\u6280\u80fd\uff0c\u9084\u662f\u5b50\u4ee3\u7406\uff1f\u62c6\u89e3\u4e00\u500b\u9577\u5230\u8d85\u51fa\u63d0\u793a\u7bc4\u570d\u7684 AI \u4ee3\u7406\uff09"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u9019\u662f Anthropic \u61c9\u7528\u4eba\u5de5\u667a\u6167\uff08Applied AI\uff09\u5718\u968a\u5de5\u7a0b\u5e2b Will \u5728\u300cCode w\/ Claude London\u300d\u5be6\u4f5c\u5de5\u4f5c\u574a\u7684\u5206\u4eab\u3002\u4ed6\u7528\u4e00\u500b\u540d\u70ba <strong>Stock Pilot<\/strong> \u7684\u5eab\u5b58\u7ba1\u7406\u4ee3\u7406\u7576\u7bc4\u4f8b\uff0c\u793a\u7bc4\u4e00\u500b\u5e38\u898b\u7684\u56f0\u5883\uff1a\u4ee3\u7406\u96a8\u8457\u696d\u52d9\u9700\u6c42\u4e0d\u65b7\u52a0\u529f\u80fd\uff0c\u7cfb\u7d71\u63d0\u793a\uff08system prompt\uff09\u81a8\u8139\u5230\u6578\u767e\u884c\u3001\u5de5\u5177\u8207\u5b50\u4ee3\u7406\u8d8a\u5806\u8d8a\u591a\uff0c\u6700\u5f8c\u8a55\u4f30\u5206\u6578\u4e0d\u5347\u53cd\u964d\u3002\u8b1b\u8005\u793a\u7bc4\u5982\u4f55\u7528\u300c\u8a55\u4f30\u722c\u5c71\uff08eval hill climbing\uff09\u300d\u7684\u6d41\u7a0b\uff0c\u91cd\u65b0\u5728\u5de5\u5177\uff08tool\uff09\u3001\u6280\u80fd\uff08skill\uff09\u3001\u5b50\u4ee3\u7406\uff08subagent\uff09\u4e09\u7a2e\u539f\u8a9e\u4e4b\u9593\u505a\u51fa\u6b63\u78ba\u53d6\u6368\uff0c\u4e26\u628a\u4ee3\u7406\u9077\u79fb\u5230 Claude \u7ba1\u7406\u7684\u4ee3\u7406\uff08Claude-managed agents, CMA\uff09\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u539f\u5f71\u7247\u9023\u7d50\uff1ahttps:\/\/www.youtube.com\/watch?v=mWvtOHlZM-I<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\">\u5f71\u7247\u91cd\u9ede<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n\n<li>\u4ee3\u7406\u5e38\u898b\u7684\u9000\u5316\u6a21\u5f0f\uff1a\u4e0d\u65b7\u52a0\u529f\u80fd \u2192 \u7cfb\u7d71\u63d0\u793a\u81a8\u8139\u5230\u7d04 400 \u884c\u300112 \u7a2e\u5de5\u5177\u3001\u591a\u500b\u5b50\u4ee3\u7406 \u2192 \u8a55\u4f30\u5206\u6578\u56de\u9000\u3002<\/li>\n\n\n<li>\u7bc4\u4f8b\u4ee3\u7406 Stock Pilot\uff1a\u4e2d\u578b\u96f6\u552e\u5546\u7684\u5eab\u5b58\u7ba1\u7406\u4ee3\u7406\uff0c\u80fd\u63d0\u9192\u4f4e\u5eab\u5b58\u3001\u9810\u6e2c\u9700\u6c42\u3001\u6311\u9078\u4f9b\u61c9\u5546\u3001\u9001\u51fa\u63a1\u8cfc\u8a02\u55ae\u3001\u7522\u751f\u6bcf\u9031\u5831\u544a\u3002<\/li>\n\n\n<li>\u8a55\u4f30\u9ad4\u7cfb\uff1a12 \u9805\u8a55\u4f30\u4efb\u52d9\u30015 \u7a2e\u8a55\u5206\u5668\uff1bR \u7cfb\u5217\u4ee3\u8868\u56de\u6b78\uff08regression\uff0c\u55ae\u8f2a\uff09\uff0cF \u7cfb\u5217\u4ee3\u8868\u6545\u969c\u6a21\u5f0f\uff08failure mode\uff0c\u591a\u8f2a\uff09\u3002<\/li>\n\n\n<li>\u78ba\u5b9a\u6027 vs \u975e\u78ba\u5b9a\u6027\u8a55\u5206\u5668\uff1a\u524d\u8005\u770b\u56de\u5408\u6578\u3001\u5ef6\u9072\u3001token \u6578\uff1b\u5f8c\u8005\u7528 LLM-as-judge \u8a55\u500b\u6027\u3001\u8a9e\u6c23\u3001\u98a8\u683c\u8207\u8f38\u51fa\u54c1\u8cea\u3002<\/li>\n\n\n<li>\u4e09\u500b\u5178\u578b\u5931\u6557\uff1aF1\uff08\u8def\u5f91\u7e5e\u9060\u3001\u6548\u7387\u4e0d\u8db3\uff09\u3001F2\uff08\u5b50\u4ee3\u7406\u8207\u5354\u8abf\u5668\u6e9d\u901a\u65b7\u88c2\uff09\u3001R8\uff08\u7cfb\u7d71\u63d0\u793a\u4e2d\u5169\u6bb5\u7b56\u7565\u4e92\u76f8\u77db\u76fe\uff0c\u5c0e\u81f4\u9810\u6e2c\u500d\u6578\u5e7b\u89ba\uff09\u3002<\/li>\n\n\n<li>R8 \u6839\u56e0\u662f\u300c\u60c5\u5883\u554f\u984c\u300d\u800c\u975e\u300c\u6a21\u578b\u554f\u984c\u300d\uff1a\u904e\u9577\u4e14\u4e92\u76f8\u885d\u7a81\u7684\u7cfb\u7d71\u63d0\u793a\u8b93\u6a21\u578b\u6df7\u4e82\u3002<\/li>\n\n\n<li>\u89e3\u6cd5\u4e00\uff1a\u7528\u6280\u80fd\uff08skill\uff09\u53d6\u4ee3\u5197\u9577\u7cfb\u7d71\u63d0\u793a\uff0c\u9760\u6f38\u9032\u5f0f\u63ed\u9732\uff08progressive disclosure\uff09\uff0c\u628a\u7d04 400 \u884c\u63d0\u793a\u7e2e\u5230\u7d04 50 \u884c\u3002<\/li>\n\n\n<li>\u89e3\u6cd5\u4e8c\uff1a\u512a\u5148\u4f7f\u7528\u985e\u4eba\u3001\u539f\u59cb\u7684\u5167\u5efa\u5de5\u5177\uff08\u7a0b\u5f0f\u57f7\u884c\u3001\u6a94\u6848\u7cfb\u7d71\u3001\u7db2\u8def\u641c\u5c0b\u3001\u5f85\u8fa6\u6e05\u55ae\uff09\uff0c\u5c11\u5806\u758a\u81ea\u8a02\u5de5\u5177\u8207\u96dc\u4e82\u7684 MCP \u4f3a\u670d\u5668\u3002<\/li>\n\n\n<li>\u89e3\u6cd5\u4e09\uff1a\u9700\u8981\u6642\u624d\u7528\u5b50\u4ee3\u7406\uff0c\u4e26\u5584\u7528 CMA \u539f\u751f\u7684\u5b50\u4ee3\u7406\u53ef\u89c0\u6e2c\u6027\uff0c\u78ba\u4fdd\u5354\u8abf\u5668\u8207\u5b50\u4ee3\u7406\u4e4b\u9593\u6e9d\u901a\u9806\u66a2\u3002<\/li>\n\n\n<li>\u628a\u81ea\u5efa\u65bc Messages API \u7684\u4ee3\u7406\u9077\u79fb\u5230 Claude \u7ba1\u7406\u7684\u4ee3\u7406\uff08CMA\uff09\uff0c\u628a\u57fa\u790e\u8a2d\u65bd\u3001\u64f4\u5c55\u3001\u8a18\u61b6\u9ad4\u3001\u5b89\u5168\u7b49\u96dc\u52d9\u5378\u8f09\uff0c\u5c08\u6ce8\u5728\u4ee3\u7406\u67b6\u69cb\u672c\u8eab\u3002<\/li>\n\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u8a73\u7d30\u5167\u5bb9<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">00:00 \u958b\u5834\uff1a\u4e00\u500b\u300c\u9577\u592a\u5927\u300d\u7684\u4ee3\u7406<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8b1b\u8005 Will \u81ea\u6211\u4ecb\u7d39\uff0c\u4ed6\u5728 Anthropic \u7684\u61c9\u7528\u4eba\u5de5\u667a\u6167\u5718\u968a\uff0c\u6642\u9593\u5206\u914d\u5728\u5167\u90e8\u5de5\u7a0b\u8207\u5354\u52a9\u5ba2\u6236\u5efa\u7acb\u4ee3\u7406\u4e4b\u9593\u3002\u4ed6\u5148\u63cf\u7e6a\u4e00\u500b\u5927\u5bb6\u90fd\u719f\u6089\u7684\u60c5\u5883\uff1a\u4f60\u958b\u767c\u4e26\u4e0a\u7dda\u4e86\u4e00\u500b\u4ee3\u7406\u4f86\u89e3\u6c7a\u67d0\u500b\u554f\u984c\uff0c\u4e00\u958b\u59cb\u8868\u73fe\u5f88\u597d\uff1b\u5e7e\u9031\u5f8c\u696d\u52d9\u8981\u6c42\u52a0\u65b0\u529f\u80fd\uff0c\u518d\u904e\u5e7e\u9031\u53c8\u52a0\u66f4\u591a\u529f\u80fd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u500b\u6a21\u5f0f\u6301\u7e8c\u4e0b\u53bb\uff0c\u4e0d\u77e5\u4e0d\u89ba\u7cfb\u7d71\u63d0\u793a\u5c31\u9577\u5230\u6578\u767e\u884c\uff0c\u4ee3\u7406\u624b\u4e0a\u63e1\u6709\u6578\u5341\u7a2e\u5de5\u5177\u8207\u5b50\u4ee3\u7406\u3002\u56e0\u70ba\u8907\u96dc\u5ea6\u4e0a\u5347\uff0c\u4ee3\u7406\u5728\u539f\u672c\u8868\u73fe\u4e0d\u932f\u7684\u5730\u65b9\u53cd\u800c\u958b\u59cb\u9000\u6b65\u3002\u4ed6\u5f37\u8abf\u9019\u7a2e\u60c5\u6cc1\u975e\u5e38\u666e\u904d\u2014\u2014\u4e0d\u53ea\u662f\u5ba2\u6236\uff0cAnthropic \u81ea\u5df1\u4e5f\u5e38\u9047\u5230\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">04:31 \u7bc4\u4f8b\u4ee3\u7406\uff1aStock Pilot \u7684\u554f\u984c\u63cf\u8ff0<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u6b21\u5de5\u4f5c\u574a\u805a\u7126\u4e00\u500b\u540d\u70ba Stock Pilot \u7684\u5eab\u5b58\u7ba1\u7406\u4ee3\u7406\uff0c\u670d\u52d9\u5c0d\u8c61\u662f\u4e2d\u578b\u96f6\u552e\u5546\u3002\u5b83\u80fd\u63d0\u9192\u5eab\u5b58\u6c34\u4f4d\u904e\u4f4e\u3001\u9810\u6e2c\u9700\u6c42\u3001\u81ea\u884c\u6311\u9078\u4f9b\u61c9\u5546\u3001\u9001\u51fa\u63a1\u8cfc\u8a02\u55ae\uff0c\u6700\u7d42\u9084\u80fd\u70ba\u54e1\u5de5\u7522\u751f\u6bcf\u9031\u5831\u544a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u4e9b\u529f\u80fd\u55ae\u7368\u770b\u90fd\u4e0d\u7b97\u7279\u5225\u8907\u96dc\uff0c\u554f\u984c\u51fa\u5728\u300c\u53ea\u9867\u52a0\u529f\u80fd\u3001\u4e0d\u66f4\u65b0\u67b6\u69cb\u300d\u3002\u9577\u671f\u7d2f\u7a4d\u4e0b\u4f86\uff0c\u8907\u96dc\u5ea6\u958b\u59cb\u5f15\u767c\u5be6\u969b\u554f\u984c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">06:00 \u73fe\u6cc1\u67b6\u69cb\uff1a\u5354\u8abf\u5668 + 400 \u884c\u63d0\u793a + 12 \u7a2e\u5de5\u5177<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u4eca\u7684\u4ee3\u7406\u7531\u4e00\u500b\u5354\u8abf\u5668\uff08orchestrator\uff0c\u756b\u9762\u4e0a\u7684 Stock Navigator\uff09\u7d71\u7c4c\u904b\u4f5c\u3002\u5b83\u7684\u7cfb\u7d71\u63d0\u793a\u5df2\u6210\u9577\u5230\u5927\u7d04 400 \u884c\uff0c\u64c1\u6709 12 \u7a2e\u5de5\u5177\uff0c\u5176\u4e2d\u6709 3 \u500b\u5de5\u5177\u5176\u5be6\u662f\u300c\u5177\u6709\u5b8c\u5168\u9694\u96e2\u4e0a\u4e0b\u6587\u8996\u7a97\u7684\u5b50\u4ee3\u7406\u300d\u7684\u5c01\u88dd\u3002\u5009\u5eab\u4e2d\u7684 <code>before<\/code> \u8cc7\u6599\u593e\u5c31\u662f\u9019\u500b\u7248\u672c\u7684\u4ee3\u7406\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u7a2e\u300c\u5354\u8abf\u5668 + \u5197\u9577\u7cfb\u7d71\u63d0\u793a + \u5927\u91cf\u5de5\u5177 + \u591a\u500b\u5b50\u4ee3\u7406\u300d\u7684\u7d44\u5408\uff0c\u6b63\u662f\u8a55\u4f30\u5206\u6578\u958b\u59cb\u4e0b\u6ed1\u7684\u539f\u56e0\u3002\u800c\u5b83\u6703\u8b8a\u6210\u9019\u6a23\uff0c\u662f\u56e0\u70ba\u9810\u6e2c\u529f\u80fd\u88ab\u505a\u6210\u5b50\u4ee3\u7406\u3001\u5831\u544a\u64b0\u5beb\u529f\u80fd\u53c8\u88ab\u505a\u6210\u53e6\u4e00\u500b\u5b50\u4ee3\u7406\uff0c\u4e00\u8def\u52a0\u4e0a\u53bb\u537b\u6c92\u6709\u56de\u982d\u6574\u7406\u67b6\u69cb\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">09:00 \u8a55\u4f30\u9ad4\u7cfb\uff1aR\uff08\u56de\u6b78\uff09\u8207 F\uff08\u6545\u969c\u6a21\u5f0f\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Stock Pilot \u6709 12 \u9805\u8a55\u4f30\u4efb\u52d9\u3001\u6d89\u53ca 5 \u7a2e\u8a55\u5206\u5668\u3002\u756b\u9762\u5de6\u5074\u4ee5 R \u958b\u982d\u7684\u662f\u56de\u6b78\uff08regression\uff09\u8a55\u4f30\uff1a\u8f03\u8cbc\u8fd1\u771f\u5be6\u7684\u55ae\u8f2a\u4efb\u52d9\uff0c\u7d66\u6a21\u578b\u4e00\u500b\u4efb\u52d9\u3001\u6a21\u578b\u547c\u53eb\u5de5\u5177\u4e26\u56de\u61c9\uff0c\u4e3b\u8981\u8a55\u4f30\u9019\u500b\u56de\u61c9\u3002\u4ee5 F \u958b\u982d\u7684\u662f\u6545\u969c\u6a21\u5f0f\uff08failure mode\uff09\uff1a\u8f03\u8907\u96dc\u7684\u591a\u8f2a\u4efb\u52d9\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8a55\u5206\u5668\u5206\u5169\u985e\u3002\u78ba\u5b9a\u6027\u8a55\u5206\u5668\u91dd\u5c0d\u56de\u5408\u6578\u3001\u5ef6\u9072\u3001\u5b8c\u6210\u4efb\u52d9\u6240\u7528\u7684 token \u6578\u7b49\u6307\u6a19\u8a55\u5206\uff0c\u4e26\u8ffd\u8e64\u9019\u4e9b\u6307\u6a19\u96a8\u6642\u9593\u8b8a\u5316\uff1b\u975e\u78ba\u5b9a\u6027\u8a55\u5206\u5668\u5247\u7528\u300cLLM \u7576\u8a55\u5be9\uff08LLM-as-judge\uff09\u300d\u4f86\u8a55\u4f30\u500b\u6027\u3001\u8a9e\u6c23\u3001\u98a8\u683c\u8207\u8f38\u51fa\u54c1\u8cea\u7b49\u96e3\u4ee5\u91cf\u5316\u7684\u7279\u5fb5\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">13:00 \u4e09\u500b\u5931\u6557\u6848\u4f8b\uff1aF1\u3001F2\u3001R8<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n\n<li><strong>F1\uff08\u6bcf\u65e5\u4f4e\u5eab\u5b58\u6383\u63cf\uff09<\/strong>\uff1a\u4ee3\u7406\u6700\u5f8c\u6709\u5230\u6b63\u78ba\u7d42\u9ede\uff0c\u4f46\u8d70\u4e86\u4e00\u689d\u975e\u5e38\u7e5e\u3001\u6548\u7387\u5f88\u5dee\u7684\u8def\u5f91\uff0c\u56e0\u70ba\u6548\u7387\u4e0d\u9054\u6a19\u800c\u5931\u6557\u3002<\/li>\n\n\n<li><strong>F2\uff08\u7279\u5b9a\u4fc3\u92b7\u7684\u8a02\u8cfc\u6d41\u7a0b\uff09<\/strong>\uff1a\u5b50\u4ee3\u7406\u5176\u5be6\u6b63\u78ba\u5b8c\u6210\u4e86\u4efb\u52d9\uff0c\u4f46\u5b50\u4ee3\u7406\u8207\u5354\u8abf\u5668\u4e4b\u9593\u51fa\u73fe\u6e9d\u901a\u65b7\u88c2\u3002\u8b1b\u8005\u6307\u51fa\uff0c\u7576\u7cfb\u7d71\u6709\u5927\u91cf\u5b50\u4ee3\u7406\u6642\uff0c\u300c\u5354\u8abf\u5668 \u2194 \u5b50\u4ee3\u7406\u300d\u7684\u901a\u8a0a\u662f\u5ba2\u6236\u5e38\u898b\u7684\u6545\u969c\u9ede\u3002<\/li>\n\n\n<li><strong>R8\uff08\u4fc3\u92b7\u6708\u4efd\u7684\u9810\u6e2c\uff09<\/strong>\uff1a\u7cfb\u7d71\u63d0\u793a\u4e2d\u6709\u5169\u6bb5\u7b56\u7565\u5206\u8655\u4e0d\u540c\u4f4d\u7f6e\u3001\u5f7c\u6b64\u77db\u76fe\uff0c\u96a8\u8457\u63d0\u793a\u8d8a\u52a0\u8d8a\u591a\uff0c\u6a21\u578b\u958b\u59cb\u6df7\u4e82\u800c\u5931\u6557\u3002<\/li>\n\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">15:36 \u57fa\u6e96\u7dda\u8207 R8 \u7684\u5e7b\u89ba\u6839\u56e0<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">README \u4e2d\u9019\u6279\u8a55\u4f30\u4e00\u958b\u59cb\u7d04\u6709 83% \u901a\u904e\u7387\u2014\u2014\u807d\u8d77\u4f86\u9084\u884c\uff0c\u4f46\u82e5\u653e\u5230\u88fd\u9020\u696d\uff0c17% \u7684\u5931\u6557\u7387\u4ee3\u50f9\u975e\u5e38\u6602\u8cb4\u3002\u6df1\u5165\u770b R8\uff1a\u756b\u9762\u4e0a\u6a21\u578b\u6b63\u78ba\u6293\u5230\u4e86\u9810\u6e2c\u57fa\u7dda\uff08\u6bcf\u65e5 12 \u55ae\u4f4d\uff09\u8207\u4fc3\u92b7\u500d\u6578\uff083.1 \u500d\uff09\uff0c\u4f46\u5728\u5f8c\u7e8c\u8a08\u7b97\u6642\u537b\u51fa\u73fe\u5e7b\u89ba\uff0c\u5be6\u969b\u7528\u6210\u4e86 1.35 \u500d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u95dc\u9375\u5728\u65bc\uff1a\u9019\u4e0d\u662f\u6a21\u578b\u554f\u984c\uff0c\u800c\u662f\u60c5\u5883\u554f\u984c\u3002\u7cfb\u7d71\u63d0\u793a\u8b8a\u5f97\u53c8\u9577\u53c8\u6709\u885d\u7a81\uff0c\u8b93\u6a21\u578b\u6df7\u4e82\uff0c\u624d\u5c0e\u81f4\u9019\u6b21\u8a55\u4f30\u5931\u6557\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">17:51 \u65b9\u6cd5\u8ad6\uff1a\u8a55\u4f30\u722c\u5c71\uff08eval hill climbing\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5de5\u4f5c\u574a\u7684\u6838\u5fc3\u6d41\u7a0b\u662f\uff1a\u8dd1\u4e00\u6574\u5957\u8a55\u4f30\u62ff\u5230\u57fa\u6e96\u7dda\uff08\u7d04 83%\uff09\uff0c\u5c0d\u5931\u6557\u7d50\u679c\u505a\u5206\u985e\uff08classification\uff09\uff0c\u64da\u6b64\u66f4\u65b0\u4ee3\u7406\u8a2d\u8a08\uff0c\u518d\u91cd\u8dd1\u8a55\u4f30\uff0c\u8b93\u901a\u904e\u7387\u4e00\u6b65\u6b65\u5f80\u4e0a\u722c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5be6\u9a57\u6703\u5f9e\u300c\u81ea\u5efa\u65bc Messages API \u7684\u4ee3\u7406\u300d\uff08<code>before<\/code> \u8cc7\u6599\u593e\uff09\u958b\u59cb\uff0c\u9019\u662f\u8b1b\u8005\u570d\u7e5e Anthropic Messages API \u81ea\u5df1\u5beb\u7684\u4ee3\u7406\u8ff4\u5708\u8207\u6846\u67b6\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">19:09 \u9077\u79fb\u5230 Claude \u7ba1\u7406\u7684\u4ee3\u7406\uff08CMA\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a5\u8457\u4ed6\u628a\u4ee3\u7406\u9077\u79fb\u5230 Claude \u7ba1\u7406\u7684\u4ee3\u7406\uff08Claude-managed agents\uff0cCMA\uff0c\u5c0d\u61c9 <code>starter<\/code> \u8cc7\u6599\u593e\uff09\u3002CMA \u8b93\u958b\u767c\u8005\u4e0d\u5fc5\u81ea\u884c\u7dad\u8b77\u4ee3\u7406\u6846\u67b6\uff0c\u4e5f\u4e0d\u7528\u7169\u60f1\u628a\u4ee3\u7406\u64f4\u5c55\u5230\u6210\u5343\u4e0a\u842c\u4f7f\u7528\u8005\u6642\u7684\u57fa\u790e\u8a2d\u65bd\u3001\u64f4\u5c55\u6027\u3001\u8a18\u61b6\u9ad4\u8207\u5b89\u5168\u554f\u984c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u8b1b\u8005\u6240\u8aaa\uff1a\u5728\u672c\u5730\u5efa\u4e00\u500b\u4ee3\u7406\u5f88\u5feb\uff0c\u4f46\u8981\u9060\u7aef\u8a17\u7ba1\u3001\u8b93\u6210\u767e\u4e0a\u5343\u4f7f\u7528\u8005\u540c\u6642\u4e92\u52d5\u6642\uff0c\u5404\u7a2e\u5de5\u7a0b\u8ca0\u64d4\u5c31\u6e67\u73fe\u3002CMA \u7684\u771f\u6b63\u50f9\u503c\uff0c\u662f\u628a\u4ee3\u7406\u8207\u300c\u6703\u8a71\u7d30\u7bc0\u300d\u4ee5\u53ca\u300c\u5be6\u969b\u57f7\u884c\u5de5\u5177\u547c\u53eb\u7684\u6c99\u76d2\u74b0\u5883\u300d\u5206\u96e2\uff0c\u8b93\u5de5\u7a0b\u5e2b\u5c08\u6ce8\u5728\u4ee3\u7406\u672c\u8eab\u7684\u8a2d\u8a08\u2014\u2014\u4e5f\u5c31\u662f\u5de5\u5177\u3001\u6280\u80fd\u3001\u5b50\u4ee3\u7406\u7684\u53d6\u6368\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">29:21 \u7528 Claude Code \u8dd1\u8a55\u4f30\u8207\u5206\u985e<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8b1b\u8005\u7528 Claude Code \u642d\u914d Opus\uff08\u628a thinking \/ effort \u958b\u5230\u6700\u9ad8\uff09\u4f86\u8dd1\u8a55\u4f30\uff0c\u8b93 Claude \u5e6b\u5fd9\u5206\u6790\u767c\u751f\u4e86\u4ec0\u9ebc\u3002\u4ed6\u900f\u904e Claude Code \u7684 bash \u529f\u80fd\u57f7\u884c <code>uv run evals --agent<\/code>\uff0c\u91cd\u8dd1\u5f8c\u7d50\u679c\u53ea\u6709 62%\uff0812 \u9805\u901a\u904e 7 \u9805\uff09\uff0c\u6bd4\u539f\u672c 83% \u66f4\u5dee\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Claude \u91dd\u5c0d\u672a\u901a\u904e\u7684\u8a55\u4f30\u7d66\u51fa\u8a3a\u65b7\uff0c\u6b78\u7d0d\u51fa\u5e7e\u500b\u4e3b\u984c\uff1a\u6a21\u578b\u627f\u64d4\u4e86\u5f88\u591a\u672c\u8a72\u7531\u5de5\u5177\u5b8c\u6210\u7684\u5de5\u4f5c\u3001\u8f38\u51fa\u7d50\u69cb\u4e0d\u4e00\u81f4\u3001\u4ee5\u53ca\u7cfb\u7d71\u63d0\u793a\u904e\u9577\u9020\u6210\u7684\u7b56\u7565\u885d\u7a81\u8207\u6df7\u4e82\u3002\u9019\u6b63\u597d\u5c0d\u61c9\u8981\u52d5\u624b\u4fee\u6b63\u7684\u65b9\u5411\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">36:28 \u89e3\u6cd5\u4e00\uff1a\u7528\u6280\u80fd\uff08skill\uff09\u53d6\u4ee3\u5197\u9577\u7cfb\u7d71\u63d0\u793a<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8b1b\u8005\u5c0d\u6280\u80fd\u7684\u5b9a\u7fa9\u662f\uff1a\u300c\u6253\u5305\u597d\u3001\u53ef\u7d44\u5408\u7684\u8cc7\u8a0a\uff0cClaude \u5728\u9700\u8981\u5b8c\u6210\u7279\u5b9a\u4efb\u52d9\u6642\u624d\u8abf\u7528\u3002\u300d\u6280\u80fd\u975e\u5e38\u9069\u5408\u5c01\u88dd\u90a3\u4e9b\u300c\u5076\u723e\u624d\u9700\u8981\u3001\u4e0d\u662f\u6bcf\u6b21\u90fd\u9700\u8981\u300d\u7684\u8cc7\u8a0a\u3002\u4ee5\u5eab\u5b58\u4ee3\u7406\u70ba\u4f8b\uff0c\u5b83\u6709\u5f88\u591a\u653f\u7b56\u8207\u6d41\u7a0b\uff0c\u4f46\u9810\u6e2c\u8cc7\u8a0a\u53ea\u5728\u88ab\u8981\u6c42\u505a\u9810\u6e2c\u6642\u624d\u9700\u8981\u2014\u2014\u9019\u985e\u8cc7\u8a0a\u5c31\u9069\u5408\u653e\u9032\u6280\u80fd\uff0c\u7528\u6f38\u9032\u5f0f\u63ed\u9732\uff08progressive disclosure\uff09\u6309\u9700\u8f09\u5165\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u65bc\u662f\u4ed6\u8b93 Claude \u6aa2\u8996 <code>agent.py<\/code>\uff0c\u628a\u5927\u91cf\u7cfb\u7d71\u63d0\u793a\u8cc7\u8a0a\u642c\u9032\u6280\u80fd\u3002\u7d50\u679c\u628a\u539f\u672c\u7d04 400 \u884c\u7684\u7cfb\u7d71\u63d0\u793a\u7e2e\u77ed\u5230\u7d04 50 \u884c\uff0c\u5176\u9918\u8cc7\u8a0a\u6539\u7531\u6280\u80fd\u88dc\u5145\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">39:49 \u89e3\u6cd5\u4e8c\uff1a\u512a\u5148\u7528\u985e\u4eba\u3001\u539f\u59cb\u7684\u5167\u5efa\u5de5\u5177<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u8ad6\u662f\u5167\u90e8\u4ee3\u7406\u9084\u662f\u8207\u5ba2\u6236\u5408\u4f5c\u7684\u4ee3\u7406\uff0cAnthropic \u90fd\u9075\u5faa\u300c\u5148\u7d66\u985e\u4eba\u57fa\u672c\u80fd\u529b\uff0c\u518d\u6309\u9700\u52a0\u81ea\u8a02\u5de5\u5177\u300d\u7684\u539f\u5247\u3002Claude Code \u4e4b\u6240\u4ee5\u662f\u512a\u79c0\u7684\u7de8\u78bc\u4ee3\u7406\uff0c\u672c\u8cea\u4e0a\u662f\u300c\u7d66\u4e86 Claude \u4e00\u53f0\u96fb\u8166\u300d\uff1a\u6a94\u6848\u7cfb\u7d71\u3001\u7db2\u8def\u641c\u5c0b\u3001\u7a0b\u5f0f\u57f7\u884c\u3001\u6709\u6642\u518d\u52a0\u5f85\u8fa6\u6e05\u55ae\u3002\u5c24\u5176\u7a0b\u5f0f\u57f7\u884c\u80fd\u529b\u81f3\u95dc\u91cd\u8981\u2014\u2014\u9762\u5c0d CSV \u6216 Excel\uff0c\u80fd\u5beb\u4e26\u57f7\u884c\u7a0b\u5f0f\u78bc\u662f\u4ee3\u7406\u6700\u91cd\u8981\u7684\u80fd\u529b\u4e4b\u4e00\uff0c\u5c0d\u4e0a\u4e0b\u6587\u8996\u7a97\u7684\u4f7f\u7528\u4e5f\u9ad8\u6548\u8a31\u591a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53cd\u9762\u6559\u6750\u662f\u4e00\u5806\u96dc\u4e82\u7684 MCP \u4f3a\u670d\u5668\uff1a\u8a31\u591a\u5ba2\u6236\u6700\u5f8c\u9677\u5165\u9f90\u96dc\u7684 MCP \u751f\u614b\uff0c\u7f3a\u9ede\u662f\u9020\u6210\u4e0a\u4e0b\u6587\u6c61\u67d3\u3001\u5360\u7528\u5927\u91cf\u7a7a\u9593\u3002\u6539\u7528\u4e00\u4e9b\u539f\u59cb\u5167\u5efa\u5de5\u5177\u3001\u66ff\u63db\u6389\u8f03\u904e\u6642\u7684\u81ea\u8a02\u5de5\u5177\u5f8c\uff0c\u9019\u4e00\u8f2a\u660e\u986f\u662f\u6b63\u78ba\u7684\u6c7a\u5b9a\uff08\u96d6\u7136\u4e0d\u4fdd\u8b49\u6bcf\u6b21\u90fd\u53ea\u5347\u4e0d\u9000\uff09\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">42:36 \u89e3\u6cd5\u4e09\uff1a\u9700\u8981\u6642\u624d\u7528\u5b50\u4ee3\u7406<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7576\u554f\u984c\u9700\u8981\u5927\u91cf\u5e73\u884c\u8655\u7406\u6642\uff0c\u5b50\u4ee3\u7406\u662f\u5f88\u597d\u7684\u624b\u6bb5\uff1a\u591a\u500b\u5be6\u4f8b\u540c\u6642\u8655\u7406\u4ee5\u66f4\u5feb\u5b8c\u6210\u4efb\u52d9\uff0c\u6216\u7528\u4e00\u500b\u4e0d\u4e86\u89e3\u4e3b\u5be6\u4f8b\u4e0a\u4e0b\u6587\u7684\u7368\u7acb\u5be6\u4f8b\u4f86\u505a\u5be9\u67e5\uff0c\u907f\u514d\u6c61\u67d3\u4e3b Claude \u5be6\u4f8b\u7684\u4e0a\u4e0b\u6587\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b50\u4ee3\u7406\u5e38\u898b\u7684\u75db\u9ede\u662f\uff1a\u5f88\u96e3\u78ba\u4fdd\u5354\u8abf\u5668\u8207\u5b50\u4ee3\u7406\u4e4b\u9593\u7684\u901a\u8a0a\u6e96\u78ba\u7121\u7e2b\uff08\u5982\u524d\u9762 F2 \u7684\u5931\u6557\uff09\uff0c\u800c\u4e14\u5b50\u4ee3\u7406\u5bb9\u6613\u7522\u751f\u5927\u91cf\u96e3\u4ee5\u8ffd\u8e64\u7684\u8cc7\u8a0a\u3002Claude \u7ba1\u7406\u7684\u4ee3\u7406\u5167\u5efa\u4e86\u5b50\u4ee3\u7406\u7684\u65e5\u8a8c\u8207\u53ef\u89c0\u6e2c\u6027\u80fd\u529b\uff0c\u6b63\u662f\u70ba\u4e86\u89e3\u6c7a\u9019\u4e9b\u554f\u984c\u3002\u6574\u9ad4\u539f\u5247\u662f\uff1a\u5148\u9760\u985e\u4eba\u7684\u57fa\u672c\u80fd\u529b\u628a\u4ee3\u7406\u505a\u5f37\uff0c\u771f\u7684\u9700\u8981\u6642\u624d\u5f15\u5165\u5b50\u4ee3\u7406\uff0c\u63db\u53d6\u66f4\u5927\u7684\u6c7a\u7b56\u5f48\u6027\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6211\u7684\u60f3\u6cd5<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u5834\u5206\u4eab\u6700\u503c\u5f97\u8a18\u4f4f\u7684\u4e00\u53e5\u8a71\uff0c\u662f\u628a R8 \u7684\u5931\u6557\u5b9a\u8abf\u70ba\u300c\u60c5\u5883\u554f\u984c\uff0c\u800c\u975e\u6a21\u578b\u554f\u984c\u300d\u3002\u5728\u5be6\u52d9\u4e0a\uff0c\u5f88\u591a\u4eba\u4e00\u9047\u5230\u4ee3\u7406\u8868\u73fe\u8b8a\u5dee\u5c31\u60f3\u8457\u63db\u66f4\u5f37\u7684\u6a21\u578b\uff0c\u4f46\u66f4\u5e38\u898b\u7684\u771f\u5147\u5176\u5be6\u662f\u88ab\u6211\u5011\u81ea\u5df1\u585e\u7206\u3001\u4e14\u524d\u5f8c\u77db\u76fe\u7684\u7cfb\u7d71\u63d0\u793a\u3002\u628a\u300c\u8a72\u5e38\u99d0\u7684\u898f\u5247\u300d\u8207\u300c\u5076\u723e\u624d\u9700\u8981\u7684\u77e5\u8b58\u300d\u5206\u958b\u2014\u2014\u524d\u8005\u7559\u5728\u7cbe\u7c21\u7684\u63d0\u793a\u88e1\u3001\u5f8c\u8005\u4e0b\u653e\u5230\u6280\u80fd\u6309\u9700\u8f09\u5165\u2014\u2014\u9019\u500b\u300c\u6f38\u9032\u5f0f\u63ed\u9732\u300d\u7684\u5fc3\u6cd5\uff0c\u5e7e\u4e4e\u9069\u7528\u65bc\u4efb\u4f55\u9577\u671f\u6f14\u9032\u7684\u4ee3\u7406\uff0c\u800c\u4e0d\u53ea\u662f CMA\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u4e5f\u5f88\u8a8d\u540c\u300c\u5de5\u5177\u8981\u76e1\u91cf\u9078\u985e\u4eba\u3001\u539f\u59cb\u7684\u5167\u5efa\u80fd\u529b\u300d\u9019\u500b\u53d6\u5411\u3002\u7d66\u6a21\u578b\u4e00\u53f0\u96fb\u8166\uff08\u7a0b\u5f0f\u57f7\u884c + \u6a94\u6848\u7cfb\u7d71\uff09\u5f80\u5f80\u6bd4\u5806\u4e00\u5806\u9ad8\u5ea6\u5ba2\u88fd\u5316\u7684\u5de5\u5177\u66f4\u8010\u7528\uff0c\u56e0\u70ba\u5b83\u628a\u300c\u600e\u9ebc\u505a\u300d\u7684\u5f48\u6027\u4ea4\u9084\u7d66\u6a21\u578b\uff0c\u800c\u4e0d\u662f\u628a\u6bcf\u7a2e\u60c5\u6cc1\u90fd\u786c\u7de8\u78bc\u6210\u4e00\u500b\u5de5\u5177\u3002\u540c\u7406\uff0c\u4e00\u7aa9\u8702\u63a5\u4e0a\u5927\u91cf MCP \u4f3a\u670d\u5668\u5e36\u4f86\u7684\u4e0a\u4e0b\u6587\u6c61\u67d3\uff0c\u662f\u5f88\u5bb9\u6613\u88ab\u4f4e\u4f30\u7684\u96b1\u5f62\u6210\u672c\u2014\u2014\u5de5\u5177\u7684\u300c\u6578\u91cf\u300d\u672c\u8eab\u5c31\u662f\u4e00\u7a2e\u9700\u8981\u6cbb\u7406\u7684\u8907\u96dc\u5ea6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u5f8c\uff0c\u8b1b\u8005\u793a\u7bc4\u7684\u300c\u8a55\u4f30\u722c\u5c71\u300d\u6d41\u7a0b\u624d\u662f\u771f\u6b63\u53ef\u9077\u79fb\u7684\u65b9\u6cd5\u8ad6\uff1a\u5148\u7528\u4e00\u5957\u6db5\u84cb\u56de\u6b78\u8207\u6545\u969c\u6a21\u5f0f\u3001\u6df7\u5408\u78ba\u5b9a\u6027\u8207 LLM-as-judge \u7684\u8a55\u4f30\u5efa\u7acb\u53ef\u91cf\u5316\u57fa\u6e96\uff0c\u518d\u9760 Claude \u5e6b\u5fd9\u5206\u985e\u5931\u6557\u3001\u9010\u6b65\u6539\u67b6\u69cb\u3002\u503c\u5f97\u63d0\u9192\u7684\u662f\uff0c\u5f71\u7247\u4e2d\u91cd\u8dd1\u4e00\u5ea6\u5f9e 83% \u6389\u5230 62%\u2014\u2014\u9019\u8aaa\u660e\u6539\u52d5\u4e0d\u5fc5\u7136\u662f\u9032\u6b65\uff0c\u6b63\u56e0\u70ba\u6709\u8a55\u4f30\u5728\u628a\u95dc\uff0c\u4f60\u624d\u6562\u5927\u81bd\u91cd\u69cb\u800c\u4e0d\u662f\u6191\u611f\u89ba\u8abf\u63d0\u793a\u3002\u5c0d\u4efb\u4f55\u60f3\u628a\u73a9\u5177\u578b\u4ee3\u7406\u63a8\u4e0a\u751f\u7522\u74b0\u5883\u7684\u4eba\u4f86\u8aaa\uff0c\u5148\u628a\u8a55\u4f30\u5efa\u8d77\u4f86\uff0c\u53ef\u80fd\u6bd4\u6025\u8457\u52a0\u529f\u80fd\u66f4\u91cd\u8981\u3002<\/p>\n\n    \n\n<div id=\"quiz-ea7a5b43\">\n<style>\n#quiz-ea7a5b43 .badge {\n        display: inline-block;\n        padding: 4px 10px;\n        border-radius: 12px;\n        font-size: 0.75em;\n        font-weight: bold;\n        margin-left: 8px;\n      }#quiz-ea7a5b43 .badge.scenario {\n        background: #ebf8ff;\n        color: #2b6cb0;\n      }#quiz-ea7a5b43 .badge.debug {\n        background: #fef3c7;\n        color: #92400e;\n      }#quiz-ea7a5b43 .question-adv {\n        background: white;\n        border-radius: 10px;\n        padding: 24px;\n        margin: 20px 0;\n        box-shadow: 0 2px 8px rgba(0, 0, 0, 0.08);\n        border-left: 4px solid #ed8936;\n      }#quiz-ea7a5b43 .question-adv h3 {\n        margin-top: 0;\n        color: #2d3748;\n      }#quiz-ea7a5b43 .code-block {\n        background: #1e1e1e;\n        color: #d4d4d4;\n        padding: 14px;\n        border-radius: 6px;\n        font-family: \"Menlo\", \"Monaco\", \"Courier New\", monospace;\n        font-size: 0.9em;\n        overflow-x: auto;\n        margin: 12px 0;\n        white-space: pre-wrap;\n      }#quiz-ea7a5b43 .options-adv {\n        list-style: none;\n        padding: 0;\n      }#quiz-ea7a5b43 .options-adv li {\n        padding: 14px 16px;\n        margin: 10px 0;\n        border: 2px solid #e2e8f0;\n        border-radius: 8px;\n        cursor: pointer;\n        transition: all 0.2s;\n      }#quiz-ea7a5b43 .options-adv li:hover:not(.disabled) {\n        border-color: #ed8936;\n        background: #fffaf0;\n      }#quiz-ea7a5b43 .options-adv li.disabled {\n        cursor: default;\n        opacity: 0.7;\n      }#quiz-ea7a5b43 .options-adv li.show-answer {\n        border-color: #48bb78;\n        background: #f0fff4;\n      }#quiz-ea7a5b43 .options-adv li.wrong {\n        border-color: #fc8181;\n        background: #fff5f5;\n      }#quiz-ea7a5b43 .feedback-adv {\n        margin-top: 16px;\n        padding: 14px;\n        border-radius: 8px;\n        display: none;\n        line-height: 1.6;\n      }#quiz-ea7a5b43 .feedback-adv.correct {\n        background: #f0fff4;\n        color: #276749;\n        display: block;\n      }#quiz-ea7a5b43 .feedback-adv.wrong {\n        background: #fff5f5;\n        color: #c53030;\n        display: block;\n      }#quiz-ea7a5b43 .feedback-adv \n      .score-adv {\n        text-align: center;\n        font-size: 1.4em;\n        padding: 24px;\n        background: white;\n        border-radius: 10px;\n        margin-top: 24px;\n        box-shadow: 0 2px 8px rgba(0, 0, 0, 0.08);\n      }#quiz-ea7a5b43 .intro {\n        background: #ebf8ff;\n        padding: 16px;\n        border-radius: 8px;\n        margin-bottom: 20px;\n        color: #2c5282;\n      }\n<\/style>\n<h1>\u9032\u968e\u6e2c\u9a57\uff1a\u5de5\u5177\u3001\u6280\u80fd\uff0c\u9084\u662f\u5b50\u4ee3\u7406\uff1f<\/h1>\n    <div class=\"intro\">\n      <strong>\u6e2c\u9a57\u76ee\u6a19\uff1a<\/strong>\u9a57\u8b49\u4f60\u662f\u5426\u80fd\u628a\u5f71\u7247\u4e2d\u300c\u62c6\u89e3\u4ee3\u7406\u300d\u7684\u89c0\u9ede\u61c9\u7528\u5230\u5be6\u969b\u60c5\u5883\u3002<br \/>\n      \u5171 5 \u984c\uff0c\u5305\u542b\u60c5\u5883\u984c\u8207\u932f\u8aa4\u8a3a\u65b7\u984c\u3002\n    <\/div>\n\n    <!-- \u60c5\u5883\u984c 1 -->\n    <div class=\"question-adv\" id=\"qAdv1\">\n      <h3>1. \u60c5\u5883\u6c7a\u7b56 <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">\u4f60\u7684\u5eab\u5b58\u4ee3\u7406\u7cfb\u7d71\u63d0\u793a\u5df2\u9577\u5230\u7d04 400 \u884c\uff0c\u88e1\u9762\u585e\u4e86\u5927\u91cf\u300c\u53ea\u6709\u5728\u505a\u9700\u6c42\u9810\u6e2c\u6642\u624d\u6703\u7528\u5230\u300d\u7684\u653f\u7b56\u8207\u8a08\u7b97\u898f\u5247\u3002\u6bcf\u6b21\u57f7\u884c\u4efb\u4f55\u4efb\u52d9\uff0c\u6a21\u578b\u90fd\u8981\u5148\u8b80\u5b8c\u9019 400 \u884c\uff0c\u4e14\u8a55\u4f30\u5206\u6578\u958b\u59cb\u56de\u9000\u3002\n\u4f9d\u7167\u5f71\u7247\u7684\u5efa\u8b70\uff0c\u6700\u8a72\u512a\u5148\u505a\u7684\u662f\u4ec0\u9ebc\uff1f<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(1, 'A', 'B')\">A. \u63db\u6210\u66f4\u5927\u3001\u66f4\u5f37\u7684\u6a21\u578b\uff0c\u8b93\u5b83\u80fd\u5403\u4e0b\u66f4\u9577\u7684\u63d0\u793a<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'B', 'B')\">B. \u628a\u300c\u5076\u723e\u624d\u9700\u8981\u300d\u7684\u9810\u6e2c\u8cc7\u8a0a\u62bd\u51fa\u4f86\u505a\u6210\u6280\u80fd\uff08skill\uff09\uff0c\u9760\u6f38\u9032\u5f0f\u63ed\u9732\u6309\u9700\u8f09\u5165\uff0c\u7cbe\u7c21\u7cfb\u7d71\u63d0\u793a<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'C', 'B')\">C. \u628a\u7cfb\u7d71\u63d0\u793a\u539f\u5c01\u4e0d\u52d5\u8907\u88fd\u5230\u6bcf\u500b\u5b50\u4ee3\u7406\uff0c\u78ba\u4fdd\u8cc7\u8a0a\u4e00\u81f4<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'D', 'B')\">D. \u628a 400 \u884c\u63d0\u793a\u62c6\u6210 12 \u500b\u81ea\u8a02\u5de5\u5177\u7684\u8aaa\u660e\u6587\u5b57<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv1\"><\/div>\n    <\/div>\n\n    <!-- \u60c5\u5883\u984c 2 -->\n    <div class=\"question-adv\" id=\"qAdv2\">\n      <h3>2. \u5de5\u5177\u53d6\u6368 <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">\u4f60\u7684\u4ee3\u7406\u5e38\u9700\u8981\u8655\u7406\u96f6\u552e\u5546\u4e0a\u50b3\u7684 CSV \u8207 Excel \u6a94\uff0c\u505a\u5f59\u7e3d\u8207\u8a08\u7b97\u3002\u76ee\u524d\u4f60\u6253\u7b97\u70ba\u6bcf\u4e00\u7a2e\u5f59\u7e3d\u60c5\u5883\u5404\u5beb\u4e00\u500b\u9ad8\u5ea6\u5ba2\u88fd\u5316\u7684\u5de5\u5177\uff0c\u4e26\u518d\u63a5\u4e0a\u597d\u5e7e\u500b MCP \u4f3a\u670d\u5668\u4f86\u88dc\u8db3\u529f\u80fd\u3002\n\u4f9d\u7167\u5f71\u7247\u5c0d\u300c\u5de5\u5177\u300d\u7684\u89c0\u9ede\uff0c\u8f03\u597d\u7684\u505a\u6cd5\u662f\uff1f<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(2, 'A', 'C')\">A. \u76e1\u91cf\u591a\u63a5 MCP \u4f3a\u670d\u5668\uff0c\u529f\u80fd\u8d8a\u591a\u8d8a\u4fdd\u96aa<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'B', 'C')\">B. \u70ba\u6bcf\u4e00\u7a2e\u53ef\u80fd\u7684\u8a08\u7b97\u60c5\u6cc1\u90fd\u9810\u5148\u5beb\u597d\u4e00\u500b\u5c08\u7528\u5de5\u5177<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'C', 'C')\">C. \u512a\u5148\u7d66\u6a21\u578b\u985e\u4eba\u7684\u539f\u59cb\u80fd\u529b\uff08\u7a0b\u5f0f\u57f7\u884c\u3001\u6a94\u6848\u7cfb\u7d71\uff09\uff0c\u8b93\u5b83\u81ea\u5df1\u5beb\u4e26\u57f7\u884c\u7a0b\u5f0f\u78bc\u8655\u7406\u8cc7\u6599\uff0c\u5fc5\u8981\u6642\u624d\u52a0\u81ea\u8a02\u5de5\u5177<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'D', 'C')\">D. \u628a\u6240\u6709 CSV \u5167\u5bb9\u76f4\u63a5\u8cbc\u9032\u7cfb\u7d71\u63d0\u793a\u8b93\u6a21\u578b\u8b80<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv2\"><\/div>\n    <\/div>\n\n    <!-- \u60c5\u5883\u984c 3 -->\n    <div class=\"question-adv\" id=\"qAdv3\">\n      <h3>3. \u6539\u67b6\u69cb\u524d\u7684\u7b2c\u4e00\u6b65 <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">\u4f60\u63a5\u624b\u4e00\u500b\u8868\u73fe\u9000\u5316\u7684\u4ee3\u7406\uff0c\u4e3b\u7ba1\u5e0c\u671b\u4f60\u300c\u628a\u5b83\u6539\u597d\u300d\u3002\u4f60\u624b\u4e0a\u6709\u4e00\u5957\u6db5\u84cb\u56de\u6b78\uff08R\uff09\u8207\u6545\u969c\u6a21\u5f0f\uff08F\uff09\u3001\u6df7\u5408\u78ba\u5b9a\u6027\u8207 LLM-as-judge \u7684\u8a55\u4f30\u3002\n\u4f9d\u7167\u5f71\u7247\u7684\u300c\u8a55\u4f30\u722c\u5c71\uff08eval hill climbing\uff09\u300d\u65b9\u6cd5\uff0c\u4f60\u61c9\u8a72\u5148\u505a\u4ec0\u9ebc\uff1f<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(3, 'A', 'A')\">A. \u5148\u5b8c\u6574\u8dd1\u4e00\u6b21\u8a55\u4f30\u5efa\u7acb\u57fa\u6e96\u7dda\uff0c\u5c0d\u5931\u6557\u7d50\u679c\u5206\u985e\uff0c\u518d\u64da\u6b64\u66f4\u65b0\u8a2d\u8a08\u4e26\u91cd\u8dd1<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'B', 'A')\">B. \u76f4\u63a5\u6191\u7d93\u9a57\u628a\u7cfb\u7d71\u63d0\u793a\u91cd\u5beb\u4e00\u904d\uff0c\u4e4b\u5f8c\u518d\u770b\u6548\u679c<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'C', 'A')\">C. \u5148\u628a\u6240\u6709\u5b50\u4ee3\u7406\u90fd\u522a\u6389\u4ee5\u964d\u4f4e\u8907\u96dc\u5ea6<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'D', 'A')\">D. \u5148\u628a\u529f\u80fd\u5168\u90e8\u52a0\u5b8c\uff0c\u6700\u5f8c\u518d\u4e00\u6b21\u6027\u6e2c\u8a66<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv3\"><\/div>\n    <\/div>\n\n    <!-- \u932f\u8aa4\u8a3a\u65b7\u984c 4 -->\n    <div class=\"question-adv\" id=\"qAdv4\">\n      <h3>4. \u932f\u8aa4\u8a3a\u65b7 <span class=\"badge debug\">\u932f\u8aa4\u8a3a\u65b7<\/span><\/h3>\n      <div class=\"code-block\">R8 \u8a55\u4f30\uff08\u4fc3\u92b7\u6708\u4efd\u9810\u6e2c\uff09\u5931\u6557\u3002\u7d42\u7aef\u986f\u793a\uff1a\n\u9810\u6e2c\u57fa\u7dda\uff1a12 \u55ae\u4f4d\/\u65e5   \u2713 \u6b63\u78ba\n\u4fc3\u92b7\u500d\u6578\uff1a3.1 \u500d        \u2713 \u6b63\u78ba\n\u6700\u7d42\u8a08\u7b97\u4f7f\u7528\u500d\u6578\uff1a1.35 \u500d   \u2717 \u51fa\u73fe\u5e7b\u89ba\n\n\u4f9d\u7167\u5f71\u7247\u7684\u8a3a\u65b7\uff0c\u9019\u500b\u5931\u6557\u6700\u53ef\u80fd\u7684\u6839\u672c\u539f\u56e0\u662f\uff1f<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(4, 'A', 'C')\">A. \u6a21\u578b\u80fd\u529b\u4e0d\u8db3\uff0c\u5fc5\u9808\u63db\u66f4\u5f37\u7684\u6a21\u578b<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'B', 'C')\">B. \u4fc3\u92b7\u500d\u6578\u7684\u539f\u59cb\u8cc7\u6599\u672c\u8eab\u5c31\u662f\u932f\u7684<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'C', 'C')\">C. \u60c5\u5883\u554f\u984c\uff1a\u7cfb\u7d71\u63d0\u793a\u904e\u9577\u4e14\u6709\u5169\u6bb5\u4e92\u76f8\u77db\u76fe\u7684\u7b56\u7565\uff0c\u8b93\u6a21\u578b\u6df7\u4e82\u800c\u7b97\u932f\u500d\u6578<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'D', 'C')\">D. \u5b50\u4ee3\u7406\u8207\u5354\u8abf\u5668\u4e4b\u9593\u7684\u7db2\u8def\u9023\u7dda\u4e2d\u65b7<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv4\"><\/div>\n    <\/div>\n\n    <!-- \u932f\u8aa4\u8a3a\u65b7\u984c 5 -->\n    <div class=\"question-adv\" id=\"qAdv5\">\n      <h3>5. \u932f\u8aa4\u8a3a\u65b7 <span class=\"badge debug\">\u932f\u8aa4\u8a3a\u65b7<\/span><\/h3>\n      <div class=\"code-block\">F2 \u8a55\u4f30\uff08\u7279\u5b9a\u4fc3\u92b7\u7684\u8a02\u8cfc\u6d41\u7a0b\uff09\u5931\u6557\u3002\u65e5\u8a8c\u986f\u793a\uff1a\n&#8211; \u5b50\u4ee3\u7406\u5df2\u300c\u6b63\u78ba\u300d\u5b8c\u6210\u8a02\u8cfc\u5b50\u4efb\u52d9\n&#8211; \u4f46\u5354\u8abf\u5668\u6700\u7d42\u7522\u51fa\u7684\u7d50\u679c\u537b\u4e0d\u6b63\u78ba\n\n\u4f9d\u7167\u5f71\u7247\uff0c\u9019\u985e\u300c\u5b50\u4ee3\u7406\u505a\u5c0d\u4e86\u3001\u6574\u9ad4\u537b\u5931\u6557\u300d\u7684\u554f\u984c\uff0c\u6700\u8a72\u6aa2\u67e5\u8207\u5f37\u5316\u7684\u662f\u4ec0\u9ebc\uff1f<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(5, 'A', 'B')\">A. \u5b50\u4ee3\u7406\u7684\u6a21\u578b\u7248\u672c\u592a\u820a\uff0c\u5347\u7d1a\u5373\u53ef<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'B', 'B')\">B. \u5354\u8abf\u5668\u8207\u5b50\u4ee3\u7406\u4e4b\u9593\u7684\u901a\u8a0a\u2014\u2014\u8981\u78ba\u4fdd\u4ea4\u63a5\u6e96\u78ba\u7121\u7e2b\uff0c\u4e26\u5584\u7528 CMA \u539f\u751f\u7684\u5b50\u4ee3\u7406\u53ef\u89c0\u6e2c\u6027<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'C', 'B')\">C. \u628a\u5b50\u4ee3\u7406\u6539\u56de\u5beb\u9032\u4e3b\u7cfb\u7d71\u63d0\u793a\uff0c\u5b8c\u5168\u4e0d\u7528\u5b50\u4ee3\u7406<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'D', 'B')\">D. \u589e\u52a0\u66f4\u591a\u5b50\u4ee3\u7406\u5e73\u884c\u8655\u7406\u540c\u4e00\u500b\u4efb\u52d9<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv5\"><\/div>\n    <\/div>\n\n    <div class=\"score-adv\" id=\"scoreAdv\" style=\"display:none;\"><\/div>\n<script>\n\n      let answeredAdv = 0;\n      let correctAdv = 0;\n      const totalAdv = 5;\n      const explanationsAdv = {\n        1: \"\u5f71\u7247\u7684\u6838\u5fc3\u89e3\u6cd5\uff1a\u6280\u80fd\uff08skill\uff09\u662f\u300c\u6253\u5305\u597d\u3001\u53ef\u7d44\u5408\u3001Claude \u9700\u8981\u6642\u624d\u8abf\u7528\u300d\u7684\u8cc7\u8a0a\uff0c\u6700\u9069\u5408\u5c01\u88dd\u300e\u5076\u723e\u624d\u9700\u8981\u3001\u4e0d\u662f\u6bcf\u6b21\u90fd\u8981\u300f\u7684\u77e5\u8b58\u3002\u7528\u6f38\u9032\u5f0f\u63ed\u9732\u628a\u9810\u6e2c\u653f\u7b56\u4e0b\u653e\u5230\u6280\u80fd\u5f8c\uff0c\u8b1b\u8005\u628a\u7d04 400 \u884c\u7684\u7cfb\u7d71\u63d0\u793a\u7e2e\u5230\u7d04 50 \u884c\u3002A \u662f\u628a\u60c5\u5883\u554f\u984c\u8aa4\u7576\u6210\u6a21\u578b\u554f\u984c\uff1bC \u53cd\u800c\u8b93\u9577\u63d0\u793a\u64f4\u6563\u5230\u6bcf\u500b\u5b50\u4ee3\u7406\uff1bD \u8aa4\u89e3\u4e86\u5de5\u5177\u7684\u7528\u9014\u3002\",\n        2: \"\u5f71\u7247\u5f37\u8abf\u300c\u5148\u7d66\u985e\u4eba\u7684\u57fa\u672c\u80fd\u529b\uff0c\u518d\u6309\u9700\u52a0\u81ea\u8a02\u5de5\u5177\u300d\u3002\u7a0b\u5f0f\u57f7\u884c + \u6a94\u6848\u7cfb\u7d71\u5c31\u50cf\u300e\u7d66 Claude \u4e00\u53f0\u96fb\u8166\u300f\uff0c\u8655\u7406 CSV\/Excel \u6642\u80fd\u5beb\u4e26\u57f7\u884c\u7a0b\u5f0f\u78bc\uff0c\u5c0d\u4e0a\u4e0b\u6587\u8996\u7a97\u4e5f\u66f4\u9ad8\u6548\u3002A\u3001B \u6703\u9020\u6210\u4e0a\u4e0b\u6587\u6c61\u67d3\u8207\u904e\u5ea6\u5ba2\u88fd\u5316\uff08MCP \u751f\u614b\u96dc\u4e82\u662f\u5e38\u898b\u75db\u9ede\uff09\uff1bD \u6703\u628a\u4e0a\u4e0b\u6587\u585e\u7206\u3002\",\n        3: \"\u8a55\u4f30\u722c\u5c71\uff08eval hill climbing\uff09\u7684\u6d41\u7a0b\u662f\uff1a\u8dd1\u8a55\u4f30\u62ff\u57fa\u6e96\u7dda\uff08\u7d04 83%\uff09\u2192 \u5c0d\u5931\u6557\u5206\u985e \u2192 \u66f4\u65b0\u8a2d\u8a08 \u2192 \u91cd\u8dd1\uff0c\u4e00\u6b65\u6b65\u5f80\u4e0a\u722c\u3002\u6709\u8a55\u4f30\u628a\u95dc\uff0c\u91cd\u69cb\u624d\u5b89\u5168\u2014\u2014\u5f71\u7247\u4e2d\u91cd\u8dd1\u4e00\u5ea6\u5f9e 83% \u6389\u5230 62%\uff0c\u6b63\u662f\u9760\u8a55\u4f30\u624d\u770b\u5f97\u51fa\u9000\u6b65\u3002B\u3001C\u3001D \u90fd\u662f\u7f3a\u4e4f\u91cf\u5316\u4f9d\u64da\u7684\u76f2\u6539\u3002\",\n        4: \"\u8b1b\u8005\u660e\u8aaa\u9019\u662f\u300c\u60c5\u5883\u554f\u984c\uff0c\u800c\u975e\u6a21\u578b\u554f\u984c\u300d\uff1a\u7cfb\u7d71\u63d0\u793a\u8d8a\u52a0\u8d8a\u9577\uff0c\u5176\u4e2d\u5169\u6bb5\u7b56\u7565\u5206\u8655\u4e0d\u540c\u4f4d\u7f6e\u4e14\u4e92\u76f8\u77db\u76fe\uff0c\u5c0e\u81f4\u6a21\u578b\u6df7\u4e82\u3001\u628a 3.1 \u500d\u7b97\u6210 1.35 \u500d\u3002\u89e3\u6cd5\u662f\u7cbe\u7c21\u4e26\u6d88\u9664\u63d0\u793a\u4e2d\u7684\u885d\u7a81\uff0c\u800c\u4e0d\u662f\u63db\u6a21\u578b\uff08A\uff09\u6216\u602a\u8cc7\u6599\uff08B\uff09\u3002D \u662f\u53e6\u4e00\u500b\u8a55\u4f30\uff08F2\uff09\u7684\u6545\u969c\u985e\u578b\u3002\",\n        5: \"F2 \u7684\u7279\u5fb5\u662f\u300c\u5b50\u4ee3\u7406\u6b63\u78ba\u3001\u6574\u9ad4\u5931\u6557\u300d\uff0c\u6839\u56e0\u662f\u5354\u8abf\u5668\u8207\u5b50\u4ee3\u7406\u4e4b\u9593\u7684\u6e9d\u901a\u65b7\u88c2\u2014\u2014\u9019\u662f\u8907\u96dc\u591a\u5b50\u4ee3\u7406\u7cfb\u7d71\u7684\u5e38\u898b\u6545\u969c\u9ede\u3002\u61c9\u78ba\u4fdd\u4ea4\u63a5\u6e96\u78ba\u7121\u7e2b\uff0c\u4e26\u5229\u7528 Claude \u7ba1\u7406\u7684\u4ee3\u7406\uff08CMA\uff09\u539f\u751f\u7684\u65e5\u8a8c\u8207\u53ef\u89c0\u6e2c\u6027\u4f86\u8ffd\u8e64\u3002A \u8aa4\u5224\u539f\u56e0\uff1bC\u3001D \u90fd\u6c92\u5c0d\u6e96\u901a\u8a0a\u9019\u500b\u771f\u6b63\u7684\u554f\u984c\u3002\",\n      };\n\n      function checkAnswerAdv(qNum, selected, correctAns) {\n        const question = document.getElementById(\"qAdv\" + qNum);\n        if (question.classList.contains(\"answered\")) return;\n\n        question.classList.add(\"answered\");\n        answeredAdv++;\n\n        const options = question.querySelectorAll(\".options-adv li\");\n        options.forEach((opt) => {\n          opt.classList.add(\"disabled\");\n          if (opt.textContent.startsWith(correctAns + \".\")) {\n            opt.classList.add(\"show-answer\");\n          }\n        });\n\n        const feedback = document.getElementById(\"fbAdv\" + qNum);\n        if (selected === correctAns) {\n          correctAdv++;\n          feedback.className = \"feedback-adv correct\";\n          feedback.innerHTML = \"\u2713 \u6b63\u78ba\uff01\" + explanationsAdv[qNum];\n        } else {\n          feedback.className = \"feedback-adv wrong\";\n          feedback.innerHTML =\n            \"\u2717 \u932f\u8aa4\u3002\u6b63\u78ba\u7b54\u6848\u662f \" + correctAns + \"\u3002\" + explanationsAdv[qNum];\n          options.forEach((opt) => {\n            if (opt.textContent.startsWith(selected + \".\")) {\n              opt.classList.add(\"wrong\");\n            }\n          });\n        }\n\n        if (answeredAdv === totalAdv) {\n          const scoreDiv = document.getElementById(\"scoreAdv\");\n          scoreDiv.style.display = \"block\";\n          let msg = \"\";\n          if (correctAdv === totalAdv) msg = \"\ud83c\udfaf \u5b8c\u7f8e\uff01\u4f60\u5df2\u7d93\u6e96\u5099\u597d\u5be6\u6230\u4e86\uff01\";\n          else if (correctAdv >= Math.ceil(totalAdv * 0.8))\n            msg = \"\ud83d\udcaa \u5f88\u68d2\uff01\u518d\u8907\u7fd2\u4e00\u4e0b\u932f\u7684\u984c\u76ee\";\n          else if (correctAdv >= Math.ceil(totalAdv * 0.6))\n            msg = \"\ud83d\udcd6 \u5efa\u8b70\u91cd\u8b80\u76f8\u95dc\u6bb5\u843d\u5f8c\u518d\u8a66\u4e00\u6b21\";\n          else msg = \"\ud83d\udd04 \u5efa\u8b70\u91cd\u65b0\u95b1\u8b80\u6587\u4ef6\uff0c\u7279\u5225\u6ce8\u610f\u64cd\u4f5c\u6d41\u7a0b\";\n          scoreDiv.innerHTML =\n            \"\u6e2c\u9a57\u5b8c\u6210\uff01\u5f97\u5206\uff1a\" + correctAdv 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