{"id":565,"date":"2026-01-31T21:26:11","date_gmt":"2026-01-31T13:26:11","guid":{"rendered":"https:\/\/blog.itsmygo.uk\/2026\/01\/31\/claude-agent-sdk-%e5%ae%8c%e6%95%b4%e5%b7%a5%e4%bd%9c%e5%9d%8a-thariq-shihipar-anthropic\/"},"modified":"2026-02-02T18:01:11","modified_gmt":"2026-02-02T10:01:11","slug":"claude-agent-sdk-%e5%ae%8c%e6%95%b4%e5%b7%a5%e4%bd%9c%e5%9d%8a-thariq-shihipar-anthropic","status":"publish","type":"post","link":"https:\/\/blog.itsmygo.uk\/wordpress\/2026\/01\/31\/claude-agent-sdk-%e5%ae%8c%e6%95%b4%e5%b7%a5%e4%bd%9c%e5%9d%8a-thariq-shihipar-anthropic\/","title":{"rendered":"Claude Agent SDK \u5b8c\u6574\u5de5\u4f5c\u574a \u2014 Thariq Shihipar, Anthropic"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Anthropic \u7684 Thariq Shihipar \u5728\u9019\u5834\u5169\u5c0f\u6642\u7684\u5de5\u4f5c\u574a\u4e2d\uff0c\u6df1\u5165\u4ecb\u7d39\u4e86 Claude Agent SDK \u7684\u8a2d\u8a08\u7406\u5ff5\u8207\u5be6\u6230\u7528\u6cd5\u3002\u5f9e\u300c\u70ba\u4ec0\u9ebc Bash \u662f\u4f60\u552f\u4e00\u9700\u8981\u7684\u5de5\u5177\u300d\u5230\u5982\u4f55\u8a2d\u8a08 Agent \u8ff4\u5708\u7684\u4e09\u5927\u6b65\u9a5f\uff08\u8490\u96c6\u4e0a\u4e0b\u6587\u3001\u57f7\u884c\u52d5\u4f5c\u3001\u9a57\u8b49\u7d50\u679c\uff09\uff0c\u518d\u5230\u73fe\u5834\u4f7f\u7528 Claude Code \u539f\u578b\u88fd\u4f5c\u4e00\u500b Pokemon Agent\u3002\u9019\u5834\u5de5\u4f5c\u574a\u4e0d\u53ea\u662f\u6280\u8853\u6559\u5b78\uff0c\u66f4\u63ed\u793a\u4e86 Anthropic \u5167\u90e8\u5efa\u69cb Agent \u7684\u6838\u5fc3\u54f2\u5b78\uff1a\u7c21\u55ae\u4f46\u4e0d\u5bb9\u6613\uff0c\u8b93\u6a21\u578b\u50cf\u88ab\u95dc\u5728\u623f\u9593\u88e1\u7684\u4eba\u4e00\u6a23\u81ea\u4e3b\u89e3\u6c7a\u554f\u984c\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\"><p>\u539f\u5f71\u7247\u9023\u7d50\uff1ahttps:\/\/www.youtube.com\/watch?v=TqC1qOfiVcQ<\/p><\/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<li>Claude Agent SDK \u5efa\u69cb\u5728 Claude Code \u4e4b\u4e0a\uff0c\u5c07\u5167\u90e8\u5efa\u69cb Agent \u7684\u6700\u4f73\u5be6\u8e10\u6253\u5305\u6210\u958b\u767c\u8005\u53ef\u7528\u7684\u6846\u67b6<\/li>\n<li><strong>Bash \u662f\u6700\u5f37\u5927\u7684 Agent \u5de5\u5177<\/strong>\uff1a\u5b83\u662f\u7b2c\u4e00\u500b\u300cCode Mode\u300d\uff0c\u80fd\u7d44\u5408\u3001\u5132\u5b58\u3001\u52d5\u614b\u751f\u6210\u8173\u672c\uff0c\u53d6\u4ee3\u5927\u91cf\u5c08\u7528\u5de5\u5177<\/li>\n<li>Agent \u8ff4\u5708\u7684\u4e09\u5927\u6b65\u9a5f\uff1a\u8490\u96c6\u4e0a\u4e0b\u6587\uff08Gather Context\uff09\u3001\u57f7\u884c\u52d5\u4f5c\uff08Take Action\uff09\u3001\u9a57\u8b49\u7d50\u679c\uff08Verify Work\uff09<\/li>\n<li>\u7528\u7a0b\u5f0f\u78bc\u751f\u6210\uff08Code Generation\uff09\u4f86\u8655\u7406\u975e\u7a0b\u5f0f\u78bc\u4efb\u52d9\uff0c\u4f8b\u5982\u67e5\u5929\u6c23\u3001\u5206\u6790\u96fb\u5b50\u90f5\u4ef6<\/li>\n<li>Sub-Agent \u662f\u7ba1\u7406\u4e0a\u4e0b\u6587\u8996\u7a97\u7684\u95dc\u9375\u624b\u6bb5\uff0c\u53ef\u5e73\u884c\u8655\u7406\u4efb\u52d9\u4e26\u56de\u50b3\u7d50\u679c\u7d66\u4e3b Agent<\/li>\n<li>Skills \u662f\u4e00\u7a2e\u6f38\u9032\u5f0f\u4e0a\u4e0b\u6587\u63ed\u793a\uff08Progressive Context Disclosure\uff09\u6a5f\u5236\uff0c\u8b93 Agent \u6309\u9700\u8f09\u5165\u5c08\u696d\u77e5\u8b58<\/li>\n<li>\u5b89\u5168\u6027\u63a1\u7528\u300c\u745e\u58eb\u8d77\u53f8\u9632\u79a6\u300d\u6a21\u578b\uff1a\u6a21\u578b\u5c0d\u9f4a + \u6b0a\u9650\u63a7\u5236 + Sandbox \u591a\u5c64\u9632\u8b77<\/li>\n<li>\u5efa\u69cb Agent \u6642\u61c9\u512a\u5148\u8003\u616e\uff1a\u554f\u984c\u7684\u53ef\u9a57\u8b49\u6027\u548c\u72c0\u614b\u7684\u53ef\u9006\u6027<\/li>\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\u8207\u8b70\u7a0b\u6982\u89bd<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Thariq \u958b\u5834\u4ecb\u7d39\u4e86\u672c\u6b21\u5de5\u4f5c\u574a\u7684\u8b70\u7a0b\uff1a\u4ec0\u9ebc\u662f Claude Agent SDK\u3001\u70ba\u4ec0\u9ebc\u8981\u4f7f\u7528\u5b83\u3001\u4ec0\u9ebc\u662f Agent\u3001\u5982\u4f55\u8a2d\u8a08 Agent\uff0c\u4ee5\u53ca\u73fe\u5834 live coding \u74b0\u7bc0\u3002\u4ed6\u5f37\u8abf\u9019\u4e0d\u662f\u4e00\u500b\u9810\u5148\u6e96\u5099\u597d\u7684 demo\uff0c\u800c\u662f\u6703\u73fe\u5834\u601d\u8003\u3001\u5373\u6642\u89e3\u6c7a\u554f\u984c\uff0c\u56e0\u70ba\u5efa\u69cb Agent \u8ff4\u5708\u672c\u8eab\u5c31\u662f\u4e00\u9580\u300c\u85dd\u8853\u8207\u76f4\u89ba\u300d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[02:30] AI \u529f\u80fd\u7684\u6f14\u9032\uff1a\u5f9e\u55ae\u4e00 LLM \u5230 Agent<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Thariq \u63cf\u8ff0\u4e86 AI \u529f\u80fd\u7684\u4e09\u500b\u6f14\u9032\u968e\u6bb5\u3002\u6700\u521d\u662f\u55ae\u4e00 LLM \u529f\u80fd\uff0c\u50cf\u662f\u5206\u985e\u6587\u5b57\u3001\u56de\u50b3\u56fa\u5b9a\u985e\u5225\u7684\u56de\u61c9\u3002\u63a5\u8457\u662f\u5de5\u4f5c\u6d41\uff08Workflow\uff09\uff0c\u4f8b\u5982\u6a19\u8a18\u96fb\u5b50\u90f5\u4ef6\u3001\u900f\u904e RAG \u7d22\u5f15\u7a0b\u5f0f\u78bc\u5eab\u4f86\u63d0\u4f9b\u88dc\u5168\u5efa\u8b70\uff0c\u9019\u4e9b\u90fd\u6709\u975e\u5e38\u7d50\u69cb\u5316\u7684\u8f38\u5165\u8f38\u51fa\u3002\u73fe\u5728\u9032\u5165\u4e86 Agent \u6642\u4ee3\uff0c\u4ee5 Claude Code \u70ba\u5178\u578b\u4ee3\u8868\u2014\u2014\u4f60\u4e0d\u9650\u5236\u5b83\u80fd\u505a\u4ec0\u9ebc\uff0c\u53ea\u662f\u7528\u81ea\u7136\u8a9e\u8a00\u8207\u5b83\u5c0d\u8a71\uff0c\u5b83\u6703\u81ea\u4e3b\u6c7a\u5b9a\u884c\u52d5\u8ecc\u8de1\u3001\u5efa\u69cb\u81ea\u5df1\u7684\u4e0a\u4e0b\u6587\uff0c\u9ad8\u5ea6\u81ea\u4e3b\u5730\u5de5\u4f5c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[05:00] \u70ba\u4ec0\u9ebc\u5efa\u69cb\u5728 Claude Code \u4e4b\u4e0a<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Anthropic \u5728\u5167\u90e8\u5efa\u69cb Agent \u6642\uff0c\u767c\u73fe\u4e0d\u65b7\u91cd\u8907\u6253\u9020\u76f8\u540c\u7684\u5143\u4ef6\uff1a\u5de5\u5177\u7cfb\u7d71\u3001\u8ff4\u5708\u57f7\u884c\u3001Prompt \u8a2d\u8a08\u3001\u6a94\u6848\u7cfb\u7d71\u4e92\u52d5\u3001Skills\u3001Sub-Agent\u3001Web Search\u3001\u8a18\u61b6\u9ad4\u7ba1\u7406\u3001\u58d3\u7e2e\uff08Compacting\uff09\u3001Hooks \u7b49\u3002Claude Agent SDK \u5c31\u662f\u628a\u9019\u4e00\u5207\u6253\u5305\u8d77\u4f86\u4f9b\u958b\u767c\u8005\u4f7f\u7528\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u500b\u95dc\u9375\u767c\u73fe\u662f\uff1aClaude Code \u91cb\u51fa\u5f8c\uff0c\u4e0d\u53ea\u5de5\u7a0b\u5e2b\u5728\u7528\uff0c\u8ca1\u52d9\u3001\u8cc7\u6599\u79d1\u5b78\u3001\u884c\u92b7\u7b49\u975e\u6280\u8853\u4eba\u54e1\u4e5f\u958b\u59cb\u4f7f\u7528\u5b83\u4f86\u8655\u7406\u975e\u7a0b\u5f0f\u78bc\u4efb\u52d9\u3002Anthropic \u610f\u8b58\u5230\u9019\u662f\u4e00\u500b\u81ea\u7136\u6e67\u73fe\u7684\u6a21\u5f0f\uff0c\u65bc\u662f\u6c7a\u5b9a\u628a Agent SDK \u5efa\u69cb\u5728 Claude Code \u4e4b\u4e0a\u3002\u9019\u4e9b\u90fd\u662f\u5f9e\u5927\u898f\u6a21\u90e8\u7f72 Claude Code \u4e2d\u5b78\u5230\u7684\u7d93\u9a57\u6559\u8a13\uff0c\u4f8b\u5982\u5de5\u5177\u4f7f\u7528\u932f\u8aa4\u8655\u7406\u3001\u4e0a\u4e0b\u6587\u58d3\u7e2e\u7b49\u6700\u4f73\u5be6\u8e10\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[10:00] Bash Is All You Need \u2014 Bash \u662f\u6700\u5f37\u5927\u7684 Agent \u5de5\u5177<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u662f Thariq \u6700\u6838\u5fc3\u7684\u4e3b\u5f35\u3002Bash \u5de5\u5177\u8b93 Claude Code \u5982\u6b64\u5f37\u5927\uff0c\u56e0\u70ba\u5b83\u672c\u8cea\u4e0a\u662f\u7b2c\u4e00\u500b\u300cCode Mode\u300d\u2014\u2014\u5373\u7a0b\u5f0f\u5316\u5de5\u5177\u547c\u53eb\uff08Programmatic Tool Use\uff09\u3002Bash \u80fd\u505a\u5230\u7684\u4e8b\u60c5\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5c07\u5de5\u5177\u547c\u53eb\u7d50\u679c\u5132\u5b58\u5230\u6a94\u6848<\/li>\n<li>\u52d5\u614b\u5132\u5b58\u8a18\u61b6<\/li>\n<li>\u52d5\u614b\u751f\u6210\u8173\u672c\u4e26\u57f7\u884c<\/li>\n<li>\u7d44\u5408\u529f\u80fd\uff08\u5982 tail\u3001grep\uff09<\/li>\n<li>\u4f7f\u7528\u65e2\u6709\u8edf\u9ad4\uff08\u5982 FFmpeg\u3001LibreOffice\uff09<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u4f60\u5728\u8a2d\u8a08\u4e00\u500b Agent \u6846\u67b6\uff0c\u50b3\u7d71\u505a\u6cd5\u662f\u70ba\u6bcf\u500b\u529f\u80fd\u5efa\u7acb\u5c08\u7528\u5de5\u5177\uff08\u641c\u5c0b\u5de5\u5177\u3001lint \u5de5\u5177\u3001\u57f7\u884c\u5de5\u5177\uff09\uff0c\u6700\u7d42\u6703\u6709\u5e7e\u5341\u751a\u81f3\u4e0a\u767e\u500b\u5de5\u5177\u3002\u800c Claude Code \u53ea\u7528 grep \u548c\u4f60\u7684\u5957\u4ef6\u7ba1\u7406\u5668\uff08\u5982 <code>npm run test<\/code>\u3001<code>npm run lint<\/code>\uff09\u5c31\u80fd\u641e\u5b9a\uff0c\u751a\u81f3\u80fd\u5728\u4f60\u6c92\u6709 linter \u6642\u4e3b\u52d5\u5e6b\u4f60\u5b89\u88dd ESLint\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[15:00] Bash \u5728\u975e\u7a0b\u5f0f\u78bc Agent \u4e2d\u7684\u5a01\u529b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Thariq \u7528\u96fb\u5b50\u90f5\u4ef6 Agent \u8209\u4f8b\u3002\u5047\u8a2d\u7528\u6236\u554f\u300c\u9019\u9031\u6211\u5728\u53eb\u8eca\u4e0a\u82b1\u4e86\u591a\u5c11\u9322\uff1f\u300d\u6c92\u6709 Bash \u7684 Agent \u641c\u5c0b\u6536\u4ef6\u5323\u5f97\u5230\u4e00\u767e\u5c01\u90f5\u4ef6\uff0c\u7136\u5f8c\u5fc5\u9808\u5728\u4e0a\u4e0b\u6587\u4e2d\u300c\u601d\u8003\u300d\u6240\u6709\u5167\u5bb9\u3002\u5c31\u50cf\u6709\u4eba\u628a\u4e00\u758a\u7d19\u4e1f\u7d66\u4f60\u8b93\u4f60\u7b97\u6578\u4e00\u6a23\u56f0\u96e3\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6709\u4e86 Bash\uff0cAgent \u53ef\u4ee5\u628a\u641c\u5c0b\u7d50\u679c\u5b58\u5230\u6a94\u6848\u3001\u7528 grep \u904e\u6ffe\u50f9\u683c\u3001\u7528\u8173\u672c\u52a0\u7e3d\u3001\u751a\u81f3\u81ea\u6211\u6aa2\u67e5\u2014\u2014\u628a\u6bcf\u500b\u50f9\u683c\u5b58\u6210\u5e36\u884c\u865f\u7684\u6a94\u6848\uff0c\u4e8b\u5f8c\u9010\u4e00\u6838\u5c0d\u3002\u9019\u7a2e\u7d44\u5408\u80fd\u529b\u662f Bash \u7684\u6838\u5fc3\u512a\u52e2\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53e6\u4e00\u500b\u4f8b\u5b50\u662f\u5f71\u7247\u6703\u8b70 Agent\uff1a\u8981\u627e\u51fa\u8ca1\u5831\u96fb\u8a71\u6703\u8b70\u4e2d\u8b1b\u8005\u63d0\u5230\u300c\u5b63\u5ea6\u696d\u7e3e\u300d\u7684\u6240\u6709\u6642\u523b\uff0c\u53ef\u4ee5\u7528 FFmpeg \u5207\u5272\u5f71\u7247\u3001\u7528 jq \u5206\u6790\u8cc7\u6599\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[22:00] \u5de5\u5177\uff08Tools\uff09vs Bash vs \u7a0b\u5f0f\u78bc\u751f\u6210\uff08Codegen\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Thariq \u4ecb\u7d39\u4e86 Agent \u53ef\u7528\u7684\u4e09\u7a2e\u884c\u52d5\u65b9\u5f0f\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5de5\u5177\uff08Tools\uff09<\/strong>\uff1a\u6975\u5ea6\u7d50\u69cb\u5316\u3001\u975e\u5e38\u53ef\u9760\u3001\u6700\u5c11\u91cd\u8a66\u3002\u7f3a\u9ede\u662f\u4e0a\u4e0b\u6587\u4f54\u7528\u5927\uff0850-100 \u500b\u5de5\u5177\u6703\u8b93\u6a21\u578b\u6df7\u4e82\uff09\u3001\u4e0d\u53ef\u7d44\u5408\u3001\u4e0d\u53ef\u767c\u73fe\u3002\u9069\u5408\u539f\u5b50\u64cd\u4f5c\uff0c\u5982\u5beb\u5165\u6a94\u6848\u3001\u767c\u9001\u96fb\u5b50\u90f5\u4ef6\u7b49\u4e0d\u53ef\u9006\u52d5\u4f5c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Bash<\/strong>\uff1a\u9ad8\u5ea6\u53ef\u7d44\u5408\u3001\u975c\u614b\u8173\u672c\u4f54\u7528\u5c11\u91cf\u4e0a\u4e0b\u6587\u3001\u652f\u63f4\u6f38\u9032\u5f0f\u767c\u73fe\uff08\u5982 <code>playwright --help<\/code>\uff09\u3002\u7f3a\u9ede\u662f\u9700\u8981\u4e00\u4e9b\u767c\u73fe\u6642\u9593\uff0c\u547c\u53eb\u6210\u529f\u7387\u53ef\u80fd\u7565\u4f4e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7a0b\u5f0f\u78bc\u751f\u6210\uff08Codegen\uff09<\/strong>\uff1a\u6700\u9ad8\u7d44\u5408\u80fd\u529b\u3001\u52d5\u614b\u8173\u672c\u3002\u7f3a\u9ede\u662f\u57f7\u884c\u6642\u9593\u6700\u9577\uff08\u9700\u8981 lint\u3001\u53ef\u80fd\u9700\u8981\u7de8\u8b6f\uff09\u3002\u9069\u5408\u9ad8\u5ea6\u52d5\u614b\u7684\u908f\u8f2f\u3001API \u7d44\u5408\u3001\u8cc7\u6599\u5206\u6790\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728 Claude Code \u4e2d\uff0c\u5beb\u5165\u6a94\u6848\u7528\u7684\u662f\u5c08\u7528\u5de5\u5177\uff08\u56e0\u70ba\u9700\u8981\u7528\u6236\u5be9\u6279\uff09\uff0c\u4f46\u641c\u5c0b\u3001lint\u3001\u932f\u8aa4\u6aa2\u67e5\u7b49\u90fd\u7528 Bash\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[30:00] Skills \u2014 \u6f38\u9032\u5f0f\u4e0a\u4e0b\u6587\u63ed\u793a<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Skills \u662f Claude Code \u6700\u8fd1\u63a8\u51fa\u7684\u529f\u80fd\uff0c\u672c\u8cea\u4e0a\u662f\u4e00\u7d44\u6a94\u6848\u7684\u96c6\u5408\u3002Agent \u9700\u8981\u5b8c\u6210\u67d0\u500b\u4efb\u52d9\u6642\uff0c\u6703\u9032\u5165 Skills \u8cc7\u6599\u593e\u8b80\u53d6\u6307\u4ee4\u3001\u57f7\u884c\u8173\u672c\u3002\u4f8b\u5982 DOCX Skills \u6559 Agent \u5982\u4f55\u7528\u7a0b\u5f0f\u78bc\u751f\u6210\u4f86\u5efa\u7acb\u6587\u4ef6\u6a94\u6848\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Skills \u9069\u5408\u9700\u8981\u5927\u91cf\u5c08\u696d\u77e5\u8b58\u7684\u53ef\u91cd\u8907\u4efb\u52d9\u3002\u4f8b\u5982\u6700\u8fd1\u91cb\u51fa\u7684\u524d\u7aef\u8a2d\u8a08 Skill\uff0c\u5c31\u662f\u7531 Anthropic \u6700\u512a\u79c0\u7684 AI \u524d\u7aef\u5de5\u7a0b\u5e2b\u7cbe\u5fc3\u6253\u78e8\u7684 Prompt\u3002Skills \u4e5f\u662f\u300cBash Tool \u4fe1\u4ef0\u300d\u7684\u9ad4\u73fe\u2014\u2014\u5b83\u5011\u672c\u8cea\u4e0a\u5c31\u662f Agent \u53ef\u4ee5 <code>cd<\/code> \u9032\u53bb\u95b1\u8b80\u7684\u8cc7\u6599\u593e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u95dc\u65bc Skills \u8207 Claude.md \u7684\u5340\u5206\uff0cThariq \u5766\u8a00\u9019\u4e9b\u6982\u5ff5\u90fd\u9084\u5f88\u65b0\uff08Skills \u624d\u91cb\u51fa\u5169\u9031\uff09\uff0c\u6700\u4f73\u5be6\u8e10\u4ecd\u5728\u63a2\u7d22\u4e2d\u3002\u5927\u65b9\u5411\u662f Skills \u7528\u65bc\u6f38\u9032\u5f0f\u4e0a\u4e0b\u6587\u63ed\u793a\u2014\u2014Agent \u6309\u9700\u8f09\u5165\uff0c\u800c\u975e\u4e00\u958b\u59cb\u5c31\u628a\u6240\u6709\u8cc7\u8a0a\u585e\u9032 Prompt\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[38:00] Agent \u8ff4\u5708\u7684\u8a2d\u8a08<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Agent \u8ff4\u5708\u7684\u4e09\u5927\u6b65\u9a5f\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u8490\u96c6\u4e0a\u4e0b\u6587\uff08Gather Context\uff09<\/strong>\uff1a\u5c0d Claude Code \u4f86\u8aaa\u662f grep \u548c\u5c0b\u627e\u6a94\u6848\uff1b\u5c0d\u96fb\u5b50\u90f5\u4ef6 Agent \u4f86\u8aaa\u662f\u627e\u5230\u76f8\u95dc\u90f5\u4ef6\u3002\u5f88\u591a\u4eba\u6703\u4f4e\u4f30\u6216\u8df3\u904e\u9019\u4e00\u6b65\u3002<\/li>\n<li><strong>\u57f7\u884c\u52d5\u4f5c\uff08Take Action\uff09<\/strong>\uff1aAgent \u6709\u4e86\u6b63\u78ba\u5de5\u5177\u5f8c\u5982\u4f55\u5b8c\u6210\u5de5\u4f5c\u2014\u2014\u7a0b\u5f0f\u78bc\u751f\u6210\u548c Bash \u662f\u66f4\u9748\u6d3b\u7684\u884c\u52d5\u65b9\u5f0f\u3002<\/li>\n<li><strong>\u9a57\u8b49\u7d50\u679c\uff08Verify Work\uff09<\/strong>\uff1a\u9019\u662f\u9078\u64c7 Agent \u9069\u7528\u5834\u666f\u7684\u95dc\u9375\u6307\u6a19\u3002\u5982\u679c\u4f60\u80fd\u9a57\u8b49\u5de5\u4f5c\u6210\u679c\uff08\u5982\u7a0b\u5f0f\u78bc\u53ef\u4ee5 lint\u3001\u7de8\u8b6f\u3001\u57f7\u884c\uff09\uff0c\u90a3\u5b83\u5c31\u662f\u5f88\u597d\u7684 Agent \u5019\u9078\u5834\u666f\u3002\u7814\u7a76\u985e\u4efb\u52d9\u8f03\u96e3\u9a57\u8b49\uff0c\u4f46\u53ef\u4ee5\u900f\u904e\u5f15\u7528\u4f86\u6e90\u4f86\u90e8\u5206\u9054\u6210\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u8a2d\u8a08 Agent \u8ff4\u5708\u7684\u7b2c\u4e00\u6cd5\u5247\uff1a<strong>\u53cd\u8986\u95b1\u8b80 Agent \u7684 Transcript<\/strong>\uff0c\u89c0\u5bdf\u5b83\u5728\u505a\u4ec0\u9ebc\u3001\u70ba\u4ec0\u9ebc\u9019\u6a23\u505a\u3001\u4f60\u80fd\u5982\u4f55\u5e6b\u52a9\u5b83\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[45:00] \u5be6\u6230\u6848\u4f8b\uff1a\u8a66\u7b97\u8868 Agent \u8a2d\u8a08<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Thariq \u7528\u8a66\u7b97\u8868 Agent \u4f5c\u70ba\u6848\u4f8b\uff0c\u5e36\u9818\u89c0\u773e\u601d\u8003\u5982\u4f55\u8a2d\u8a08\u641c\u5c0b\u3001\u57f7\u884c\u548c\u9a57\u8b49\u6b65\u9a5f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0d\u65bc\u641c\u5c0b\u8a66\u7b97\u8868\uff0c\u89c0\u773e\u63d0\u51fa\u4e86\u591a\u7a2e\u65b9\u6848\uff1a\u8f49\u6210 CSV \u5f8c\u7528 grep\u3001\u7528 AWK\u3001\u7528 Google APIs\u3001\u7528 SQLite \u76f4\u63a5\u67e5\u8a62 CSV\u3002Thariq \u7279\u5225\u63a8\u5d07 SQLite \u65b9\u6848\u2014\u2014\u628a\u554f\u984c\u8f49\u63db\u6210\u6a21\u578b\u719f\u6089\u7684\u4ecb\u9762\uff08SQL\uff09\uff0c\u662f\u5f88\u6709\u5275\u610f\u7684 API \u8a2d\u8a08\u3002\u5176\u4ed6\u641c\u5c0b\u4ecb\u9762\u8a2d\u8a08\u5305\u62ec\uff1a\u4f7f\u7528\u8a66\u7b97\u8868\u5ea7\u6a19\u8a9e\u6cd5\uff08\u5982 B3:B5\uff09\u3001SQL \u67e5\u8a62\u3001XML \u67e5\u8a62\uff08\u56e0\u70ba XLSX \u5e95\u5c64\u662f XML\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u95dc\u9375\u6d1e\u5bdf\uff1a\u8490\u96c6\u4e0a\u4e0b\u6587\u662f\u975e\u5e38\u6709\u5275\u610f\u7684\u5de5\u4f5c\uff0c\u53ea\u5617\u8a66\u4e00\u7a2e\u65b9\u6cd5\u7d55\u5c0d\u4e0d\u5920\u3002\u8981\u5617\u8a66 SQL\u3001grep\u3001\u5ea7\u6a19\u641c\u5c0b\u7b49\u591a\u7a2e\u65b9\u5f0f\uff0c\u8dd1\u6e2c\u8a66\u6bd4\u8f03\u6548\u679c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[55:00] Sub-Agent \u7684\u5a01\u529b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Sub-Agent \u662f\u7ba1\u7406\u4e0a\u4e0b\u6587\u7684\u5229\u5668\u3002\u4e3b Agent \u53ef\u4ee5\u6d3e\u51fa\u641c\u5c0b Sub-Agent \u53bb\u505a\u5927\u91cf\u5de5\u4f5c\uff0c\u53ea\u9700\u8981\u770b\u6700\u7d42\u7d50\u679c\uff0c\u907f\u514d\u4e0a\u4e0b\u6587\u6c59\u67d3\u3002\u4f8b\u5982\u8a66\u7b97\u8868 Agent \u53ef\u4ee5\u540c\u6642\u6d3e\u51fa\u591a\u500b\u8b80\u53d6 Sub-Agent\uff0c\u5206\u5225\u8b80\u53d6\u548c\u6458\u8981\u4e0d\u540c\u7684\u5de5\u4f5c\u8868\uff0c\u7136\u5f8c\u56de\u50b3\u7d50\u679c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Thariq \u7279\u5225\u81ea\u8c6a\u7684\u662f Claude Code \u5728 Sub-Agent \u642d\u914d Bash \u65b9\u9762\u7684\u8868\u73fe\u3002\u5e73\u884c\u57f7\u884c\u591a\u500b Sub-Agent \u6642\uff0cBash \u6703\u7522\u751f\u5f88\u591a\u8907\u96dc\u7684 Race Condition\uff0cClaude Code \u5718\u968a\u6295\u5165\u4e86\u5927\u91cf\u5de5\u4f5c\u4f86\u89e3\u6c7a\u9019\u4e9b\u554f\u984c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[62:00] \u5b89\u5168\u6027\uff1a\u745e\u58eb\u8d77\u53f8\u9632\u79a6\u6a21\u578b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u9762\u5c0d\u300c\u7d66 Agent \u9019\u9ebc\u5927\u7684\u6b0a\u529b\uff0c\u5982\u4f55\u78ba\u4fdd\u5b89\u5168\uff1f\u300d\u7684\u554f\u984c\uff0cThariq \u4ecb\u7d39\u4e86\u300c\u745e\u58eb\u8d77\u53f8\u9632\u79a6\u300d\uff08Swiss Cheese Defense\uff09\uff1a\u6bcf\u4e00\u5c64\u90fd\u6709\u9632\u79a6\uff0c\u52a0\u5728\u4e00\u8d77\u5c31\u80fd\u6514\u4f4f\u4e00\u5207\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6a21\u578b\u5c64<\/strong>\uff1a\u5c0d\u9f4a\u8a13\u7df4\uff08\u63a8\u85a6\u53c3\u8003 Anthropic \u7684 Reward Hacking \u8ad6\u6587\uff09<\/li>\n<li><strong>\u6846\u67b6\u5c64<\/strong>\uff1a\u6b0a\u9650\u63a7\u5236\u3001Prompt \u7d04\u675f\u3001Bash \u5de5\u5177\u89e3\u6790\u5668\uff08\u80fd\u53ef\u9760\u5730\u77e5\u9053 Bash \u5728\u57f7\u884c\u4ec0\u9ebc\uff09<\/li>\n<li><strong>Sandbox \u5c64<\/strong>\uff1a\u6c99\u7bb1\u5316\u7db2\u8def\u8acb\u6c42\u548c\u6a94\u6848\u7cfb\u7d71\u64cd\u4f5c\uff0c\u9632\u6b62\u8cc7\u6599\u5916\u6d29<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c Agent \u88ab\u60e1\u610f\u63a5\u7ba1\uff0cSandbox \u78ba\u4fdd\u5b83\u7121\u6cd5\u5c07\u8cc7\u8a0a\u5916\u9001\u3002\u642d\u914d Cloudflare\u3001Modal\u3001E2B\u3001Daytona \u7b49 Sandbox \u63d0\u4f9b\u5546\uff0c\u53ef\u4ee5\u505a\u5230\u4e0d\u5728\u500b\u4eba\u96fb\u8166\u6216\u6709\u751f\u7522\u74b0\u5883\u5bc6\u9470\u7684\u6a5f\u5668\u4e0a\u904b\u884c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[70:00] \u4e0a\u4e0b\u6587\u7ba1\u7406\u8207\u58d3\u7e2e<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Thariq \u5206\u4eab\u4e86\u4e00\u500b\u6709\u8da3\u7684\u89c0\u5bdf\uff1a\u5f88\u591a\u7528\u6236\u544a\u8a34\u4ed6\u300c\u6211\u5df2\u7d93 Compact \u4e94\u6b21\u4e86\u300d\uff0c\u800c\u4ed6\u81ea\u5df1\u5e7e\u4e4e\u5f9e\u4e0d\u9700\u8981 Compact\u3002\u539f\u56e0\u662f\u4ed6\u7fd2\u6163\u983b\u7e41\u6e05\u9664\u4e0a\u4e0b\u6587\u8996\u7a97\u2014\u2014\u5728\u7a0b\u5f0f\u78bc\u958b\u767c\u4e2d\uff0c\u72c0\u614b\u5132\u5b58\u5728\u7a0b\u5f0f\u78bc\u5eab\u7684\u6a94\u6848\u88e1\uff0cAgent \u53ea\u9700\u8981\u770b <code>git diff<\/code> \u5c31\u80fd\u4e86\u89e3\u7576\u524d\u8b8a\u66f4\uff0c\u4e0d\u9700\u8981\u6574\u500b\u804a\u5929\u8a18\u9304\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0d\u65bc\u975e\u6280\u8853\u7528\u6236\u7684 Agent\uff0c\u4e0a\u4e0b\u6587\u7ba1\u7406\u66f4\u5177\u6311\u6230\u3002\u53ef\u80fd\u7684\u65b9\u6848\u5305\u62ec\uff1a\u6bcf\u6b21\u65b0\u554f\u984c\u6642\u81ea\u52d5 Compact\u3001\u5c07\u7528\u6236\u504f\u597d\u5132\u5b58\u5230\u6a94\u6848\u7cfb\u7d71\u3001\u8b93\u8a66\u7b97\u8868\u672c\u8eab\u627f\u8f09\u72c0\u614b\u3002\u6838\u5fc3\u89c0\u9ede\u662f\u4e0d\u9700\u8981\u767e\u842c Token \u7684\u4e0a\u4e0b\u6587\uff0c\u53ea\u9700\u8981\u597d\u7684\u4e0a\u4e0b\u6587\u7ba1\u7406\u548c UX \u8a2d\u8a08\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[75:00] \u73fe\u5834\u539f\u578b\u88fd\u4f5c\uff1aPokemon Agent<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Thariq \u73fe\u5834\u6f14\u793a\u4e86\u5982\u4f55\u7528 Claude Code \u5efa\u69cb\u4e00\u500b Pokemon Agent\u3002\u4ed6\u5148\u8b93 Claude Code \u53bb\u641c\u5c0b PokeAPI \u4e26\u751f\u6210\u4e00\u500b TypeScript \u51fd\u5f0f\u5eab\uff08\u5305\u542b <code>getPokemonByName<\/code>\u3001<code>listPokemon<\/code>\u3001<code>getSpecies<\/code> \u7b49\u4ecb\u9762\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ed6\u5c0d\u6bd4\u5c55\u793a\u4e86\u5169\u7a2e\u65b9\u6848\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7d14\u5de5\u5177\u7248<\/strong>\uff1a\u7528 Messages API \u5b9a\u7fa9\u4e86 <code>getPokemon<\/code>\u3001<code>getPokemonSpecies<\/code>\u3001<code>getMove<\/code> \u7b49\u5de5\u5177\uff0c\u900f\u904e\u5de5\u5177\u547c\u53eb\u56de\u7b54\u300cGeneration 2 \u7684\u6c34\u7cfb Pokemon \u6709\u54ea\u4e9b\uff1f\u300d<\/li>\n<li><strong>Claude Code \u7248<\/strong>\uff1a\u53ea\u7528 Claude.md \u63cf\u8ff0 API\u3001\u63d0\u4f9b\u7bc4\u4f8b\u8173\u672c\uff0c\u8b93 Agent \u81ea\u5df1\u5beb\u8173\u672c\u67e5\u8a62\u548c\u5206\u6790<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Claude Code \u7248\u80fd\u8655\u7406\u66f4\u8907\u96dc\u7684\u554f\u984c\uff0c\u5982\u300c\u6211\u60f3\u7d44\u4e00\u500b\u4ee5 Venusaur \u70ba\u6838\u5fc3\u7684\u968a\u4f0d\uff0c\u6839\u64da Smogon \u8cc7\u6599\u7d66\u5efa\u8b70\u300d\u2014\u2014\u5b83\u6703\u641c\u5c0b Smogon \u6587\u5b57\u8cc7\u6599\u3001\u5206\u6790\u6700\u5e38\u898b\u968a\u53cb\u3001\u751f\u6210\u5206\u6790\u8173\u672c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[85:00] \u5f9e\u539f\u578b\u5230\u7522\u54c1\u5316<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u90e8\u7f72 Agent \u6709\u5169\u7a2e\u8def\u7dda\u3002\u7b2c\u4e00\u7a2e\u662f\u672c\u5730\u61c9\u7528\u2014\u2014\u56e0\u70ba AI \u7684\u904b\u884c\u958b\u92b7\uff0c\u672c\u5730 App \u53ef\u80fd\u6703\u91cd\u65b0\u6d41\u884c\uff08\u5982 Claude Code \u5c31\u662f\u672c\u5730\u904b\u884c\uff09\u3002\u7b2c\u4e8c\u7a2e\u662f Sandbox \u8a17\u7ba1\uff0c\u4f7f\u7528 Cloudflare \u7b49\u63d0\u4f9b\u5546\uff0c\u7a0b\u5f0f\u78bc\u53ef\u4ee5\u7c21\u55ae\u5230 <code>sandbox.start()<\/code> \u7136\u5f8c <code>bun agent.ts<\/code>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u500b\u9032\u968e\u6280\u5de7\uff1a\u5982\u679c Agent \u9700\u8981\u81ea\u9069\u61c9 UI\uff0c\u53ef\u4ee5\u5728 Sandbox \u4e2d\u904b\u884c Dev Server\uff0cAgent \u7de8\u8f2f\u7a0b\u5f0f\u78bc\u5f8c\u5373\u6642\u91cd\u65b0\u6574\u7406\uff0c\u7528\u6236\u76f4\u63a5\u8207\u52d5\u614b\u7db2\u7ad9\u4e92\u52d5\u3002\u9019\u4e5f\u662f Lovable \u7b49\u7db2\u7ad9\u5efa\u69cb\u5668\u7684\u5de5\u4f5c\u539f\u7406\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[90:00] \u91cd\u8981\u5efa\u8b70\u8207\u54f2\u5b78<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Thariq \u5206\u4eab\u4e86\u5e7e\u500b\u95dc\u9375\u5efa\u8b70\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u95dc\u65bc\u5beb\u7a0b\u5f0f\u78bc\u7684\u5fc3\u614b<\/strong>\uff1a\u6211\u5011\u80fd\u7528 AI \u52a0\u5feb 10 \u500d\u5beb\u7a0b\u5f0f\u78bc\uff0c\u4e5f\u61c9\u8a72 10 \u500d\u901f\u5ea6\u4e1f\u68c4\u7a0b\u5f0f\u78bc\u3002\u4e0d\u8981\u904e\u5ea6\u6295\u8cc7\u5728\u9810\u6e2c\u672a\u4f86\u7684\u67b6\u69cb\u4e0a\uff0c\u5efa\u69cb\u4eca\u5929\u6709\u6548\u7684\u6771\u897f\uff0c\u6e96\u5099\u597d\u4e4b\u5f8c\u91cd\u5beb\u3002\u5c0d\u65b0\u5275\u516c\u53f8\u4f86\u8aaa\uff0c\u9019\u662f\u5c0d\u6297\u5927\u516c\u53f8\u516d\u500b\u6708\u5b75\u5316\u9031\u671f\u7684\u6700\u5927\u512a\u52e2\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u95dc\u65bc Hooks \u7684\u7528\u6cd5<\/strong>\uff1aHooks \u53ef\u4ee5\u5728\u6bcf\u6b21\u5de5\u5177\u547c\u53eb\u5f8c\u63d2\u5165\u78ba\u5b9a\u6027\u9a57\u8b49\uff0c\u4e5f\u53ef\u4ee5\u6ce8\u5165\u5373\u6642\u4e0a\u4e0b\u6587\u8b8a\u66f4\uff08\u5982\u7528\u6236\u5728 Agent \u5de5\u4f5c\u671f\u9593\u4fee\u6539\u4e86\u8a66\u7b97\u8868\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u95dc\u65bc\u5927\u578b\u7a0b\u5f0f\u78bc\u5eab<\/strong>\uff1a\u76ee\u524d\u7684\u505a\u6cd5\u662f\u64b0\u5beb\u597d\u7684 Claude.md\u3001\u78ba\u4fdd Agent \u5f9e\u6b63\u78ba\u7684\u76ee\u9304\u958b\u59cb\u3001\u5efa\u7acb\u5b8c\u5584\u7684\u9a57\u8b49\u6b65\u9a5f\u548c Hooks\u3002\u8a9e\u610f\u641c\u5c0b\uff08Semantic Search\uff09\u7684\u554f\u984c\u5728\u65bc\u6a21\u578b\u4e0d\u662f\u5728\u8a9e\u610f\u641c\u5c0b\u4e0a\u8a13\u7df4\u7684\uff0c\u800c grep \u662f\u6a21\u578b\u719f\u6089\u7684\u5de5\u5177\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\u5de5\u4f5c\u574a\u6700\u8b93\u6211\u5370\u8c61\u6df1\u523b\u7684\u89c0\u9ede\u662f\u300c\u628a Agent \u60f3\u6210\u88ab\u95dc\u5728\u623f\u9593\u88e1\u7684\u4eba\u300d\u9019\u500b\u6bd4\u55bb\u3002\u4f60\u6703\u5e0c\u671b\u7d66\u9019\u500b\u4eba\u4e00\u53f0\u96fb\u8166\u548c\u7db2\u8def\uff0c\u800c\u4e0d\u662f\u4e00\u758a\u4f60\u8a8d\u70ba\u300c\u53ef\u80fd\u6709\u7528\u300d\u7684\u7d19\u3002\u9019\u91cd\u65b0\u5b9a\u7fa9\u4e86\u6211\u5011\u8a2d\u8a08 Agent \u7684\u601d\u7dad\u2014\u2014\u8207\u5176\u7cbe\u5fc3\u6311\u9078\u4e0a\u4e0b\u6587\u9935\u7d66\u6a21\u578b\uff0c\u4e0d\u5982\u7d66\u5b83\u5de5\u5177\u8b93\u5b83\u81ea\u5df1\u53bb\u627e\u9700\u8981\u7684\u8cc7\u8a0a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u300cBash Is All You Need\u300d\u7684\u4e3b\u5f35\u521d\u807d\u6709\u4e9b\u6975\u7aef\uff0c\u4f46\u80cc\u5f8c\u7684\u908f\u8f2f\u5f88\u7d2e\u5be6\uff1a\u6bcf\u65b0\u589e\u4e00\u500b\u5c08\u7528\u5de5\u5177\uff0c\u90fd\u662f\u5728\u5047\u8a2d\u6211\u5011\u77e5\u9053 Agent \u9700\u8981\u4ec0\u9ebc\u3002\u800c Bash \u7684\u901a\u7528\u6027\u8b93 Agent \u80fd\u767c\u73fe\u548c\u7d44\u5408\u4efb\u4f55\u5de5\u5177\uff0c\u9019\u7a2e\u9748\u6d3b\u6027\u5728\u9762\u5c0d\u771f\u5be6\u4e16\u754c\u7684\u8907\u96dc\u554f\u984c\u6642\u7279\u5225\u6709\u50f9\u503c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53e6\u4e00\u500b\u503c\u5f97\u6ce8\u610f\u7684\u9ede\u662f Thariq \u53cd\u8986\u5f37\u8abf\u300cRead the Transcript\u300d\u3002\u5efa\u69cb Agent \u4e0d\u50cf\u50b3\u7d71\u8edf\u9ad4\u958b\u767c\u90a3\u6a23\u6709\u78ba\u5b9a\u7684\u8a2d\u8a08\u6a21\u5f0f\u53ef\u4ee5\u9075\u5faa\uff0c\u5b83\u66f4\u50cf\u662f\u5728\u7406\u89e3\u4e00\u500b\u6709\u6a5f\u9ad4\u2014\u2014\u4f60\u9700\u8981\u89c0\u5bdf\u5b83\u7684\u884c\u70ba\u3001\u7406\u89e3\u5b83\u7684\u504f\u597d\u3001\u70ba\u5b83\u8a2d\u8a08\u5408\u9069\u7684\u74b0\u5883\u3002\u9019\u7a2e\u300c\u990a\u6a21\u578b\u300d\u7684\u5fc3\u614b\u8f49\u8b8a\uff0c\u5c0d\u65bc\u5f9e\u50b3\u7d71\u5de5\u7a0b\u80cc\u666f\u8f49\u5411 AI Agent \u958b\u767c\u7684\u4eba\u5c24\u5176\u91cd\u8981\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u5f8c\uff0c\u300c\u7c21\u55ae\u4f46\u4e0d\u5bb9\u6613\u300d\u9019\u500b\u5b9a\u4f4d\u5f88\u7cbe\u6e96\u3002Agent \u7684\u7a0b\u5f0f\u78bc\u91cf\u4e0d\u9700\u8981\u5927\uff0c\u4f46\u6bcf\u4e00\u884c\u80cc\u5f8c\u90fd\u9700\u8981\u5c0d\u6a21\u578b\u884c\u70ba\u7684\u6df1\u523b\u7406\u89e3\u548c\u5927\u91cf\u5be6\u9a57\u3002\u9019\u4e5f\u662f\u70ba\u4ec0\u9ebc Thariq \u6bd4\u55bb Agent SDK \u50cf React\u2014\u2014\u96d6\u7136\u4e00\u958b\u59cb\u89ba\u5f97\u9ebb\u7169\uff08JSX\u3001Bundler\u3001Sandbox\uff09\uff0c\u4f46\u5b83\u63d0\u4f9b\u4e86\u6b63\u78ba\u7684\u62bd\u8c61\u5c64\u7d1a\uff0c\u8b93\u4f60\u80fd\u5c08\u6ce8\u5728\u771f\u6b63\u91cd\u8981\u7684\u9818\u57df\u554f\u984c\u4e0a\u3002<\/p>\n\n    \n\n<div id=\"quiz-40d0cf04\">\n<style>\n#quiz-40d0cf04 .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-40d0cf04 .badge.scenario {\n        background: #ebf8ff;\n        color: #2b6cb0;\n      }#quiz-40d0cf04 .badge.debug {\n        background: #fef3c7;\n        color: #92400e;\n      }#quiz-40d0cf04 .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-40d0cf04 .question-adv h3 {\n        margin-top: 0;\n        color: #2d3748;\n      }#quiz-40d0cf04 .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-40d0cf04 .options-adv {\n        list-style: none;\n        padding: 0;\n      }#quiz-40d0cf04 .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-40d0cf04 .options-adv li:hover:not(.disabled) {\n        border-color: #ed8936;\n        background: #fffaf0;\n      }#quiz-40d0cf04 .options-adv li.disabled {\n        cursor: default;\n        opacity: 0.7;\n      }#quiz-40d0cf04 .options-adv li.show-answer {\n        border-color: #48bb78;\n        background: #f0fff4;\n      }#quiz-40d0cf04 .options-adv li.wrong {\n        border-color: #fc8181;\n        background: #fff5f5;\n      }#quiz-40d0cf04 .feedback-adv {\n        margin-top: 16px;\n        padding: 14px;\n        border-radius: 8px;\n        display: none;\n        line-height: 1.6;\n      }#quiz-40d0cf04 .feedback-adv.correct {\n        background: #f0fff4;\n        color: #276749;\n        display: block;\n      }#quiz-40d0cf04 .feedback-adv.wrong {\n        background: #fff5f5;\n        color: #c53030;\n        display: block;\n      }#quiz-40d0cf04 .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-40d0cf04 .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\uff1aClaude Agent SDK \u5b8c\u6574\u5de5\u4f5c\u574a<\/h1>\n    <div class=\"intro\">\n      <strong>\u6e2c\u9a57\u76ee\u6a19\uff1a<\/strong>\u9a57\u8b49\u4f60\u662f\u5426\u80fd\u5728\u5be6\u969b\u60c5\u5883\u4e2d\u61c9\u7528 Claude Agent SDK \u7684\u8a2d\u8a08\u7406\u5ff5\u8207\u6700\u4f73\u5be6\u8e10\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. \u96fb\u5b50\u90f5\u4ef6 Agent \u7684\u641c\u5c0b\u7b56\u7565 <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">\u4f60\u6b63\u5728\u7528 Claude Agent SDK \u5efa\u69cb\u4e00\u500b\u96fb\u5b50\u90f5\u4ef6\u5206\u6790 Agent\u3002\n\u7528\u6236\u554f\uff1a\u300c\u9019\u500b\u6708\u6211\u5728 Uber \u548c Lyft \u4e0a\u82b1\u4e86\u591a\u5c11\u9322\uff1f\u300d\nAgent \u641c\u5c0b\u6536\u4ef6\u5323\u5f8c\u56de\u50b3\u4e86 120 \u5c01\u76f8\u95dc\u90f5\u4ef6\u3002\n\n\u4f60\u9700\u8981\u8b93 Agent \u5f9e\u9019\u4e9b\u90f5\u4ef6\u4e2d\u6e96\u78ba\u8a08\u7b97\u7e3d\u82b1\u8cbb\u3002<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(1, 'A', 'B')\">A. \u628a 120 \u5c01\u90f5\u4ef6\u5168\u90e8\u653e\u5165\u4e0a\u4e0b\u6587\u8996\u7a97\uff0c\u8b93\u6a21\u578b\u9010\u4e00\u95b1\u8b80\u4e26\u52a0\u7e3d\u91d1\u984d<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'B', 'B')\">B. \u7528 Bash \u5c07\u641c\u5c0b\u7d50\u679c\u5b58\u5165\u6a94\u6848\uff0c\u7528 grep \u904e\u6ffe\u91d1\u984d\u6b04\u4f4d\uff0c\u5beb\u8173\u672c\u52a0\u7e3d\u4e26\u5c07\u7d50\u679c\u5b58\u6a94\u4f9b\u6838\u5c0d<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'C', 'B')\">C. \u5efa\u7acb\u4e00\u500b\u5c08\u7528\u7684\u300c\u8a08\u7b97\u7e3d\u91d1\u984d\u300dTool\uff0c\u50b3\u5165\u90f5\u4ef6 ID \u5217\u8868\u4f5c\u70ba\u53c3\u6578<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'D', 'B')\">D. \u6d3e\u51fa 120 \u500b Sub-Agent\uff0c\u6bcf\u500b Sub-Agent \u8655\u7406\u4e00\u5c01\u90f5\u4ef6\u4e26\u56de\u50b3\u91d1\u984d<\/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. \u8a66\u7b97\u8868 Agent \u7684\u641c\u5c0b\u4ecb\u9762\u8a2d\u8a08 <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">\u4f60\u8981\u5efa\u69cb\u4e00\u500b\u8a66\u7b97\u8868 Agent\uff0c\u7528\u6236\u6703\u554f\u985e\u4f3c\u300c2026 \u5e74\u7684\u71df\u6536\u662f\u591a\u5c11\uff1f\u300d\u7684\u554f\u984c\u3002\n\u8a66\u7b97\u8868\u6709\u4e0a\u767e\u500b\u6b04\u4f4d\u548c\u4e0a\u842c\u7b46\u8cc7\u6599\u3002\n\n\u4f60\u5728\u8a2d\u8a08\u300c\u8490\u96c6\u4e0a\u4e0b\u6587\u300d\u6b65\u9a5f\u6642\uff0c\u54ea\u7a2e\u505a\u6cd5\u6700\u7b26\u5408 Anthropic \u7684\u5efa\u8b70\uff1f<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(2, 'A', 'C')\">A. \u628a\u6574\u500b\u8a66\u7b97\u8868\u8f49\u6210 JSON \u653e\u5165 System Prompt\uff0c\u8b93\u6a21\u578b\u76f4\u63a5\u89e3\u6790<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'B', 'C')\">B. \u70ba\u6bcf\u7a2e\u67e5\u8a62\u985e\u578b\u5404\u5efa\u7acb\u4e00\u500b\u5c08\u7528 Tool\uff08\u67e5\u71df\u6536 Tool\u3001\u67e5\u5229\u6f64 Tool\u3001\u67e5\u6210\u672c Tool\uff09<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'C', 'C')\">C. \u5c07\u8a66\u7b97\u8868\u8f49\u63db\u6210 SQLite \u8cc7\u6599\u5eab\uff0c\u8b93 Agent \u7528 SQL \u67e5\u8a62\u2014\u2014\u56e0\u70ba\u6a21\u578b\u5c0d SQL \u975e\u5e38\u719f\u6089<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'D', 'C')\">D. \u53ea\u63d0\u4f9b\u8a66\u7b97\u8868\u7684\u524d 10 \u884c\u7d66 Agent \u770b\uff0c\u8b93\u5b83\u731c\u6e2c\u8cc7\u6599\u7d50\u69cb\u5f8c\u76f4\u63a5\u56de\u7b54<\/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. Agent \u9069\u7528\u5834\u666f\u7684\u5224\u65b7 <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">\u4f60\u7684\u5718\u968a\u6b63\u5728\u8a55\u4f30\u54ea\u4e9b\u4efb\u52d9\u9069\u5408\u7528 Claude Agent SDK \u5efa\u69cb Agent\u3002\n\u4ee5\u4e0b\u662f\u56db\u500b\u5019\u9078\u4efb\u52d9\uff0c\u6839\u64da\u5de5\u4f5c\u574a\u4e2d\u5f37\u8abf\u7684\u300c\u53ef\u9a57\u8b49\u6027\u300d\u548c\u300c\u53ef\u9006\u6027\u300d\u539f\u5247\uff0c\n\u54ea\u4e00\u500b\u662f\u6700\u4f73\u7684 Agent \u5019\u9078\u5834\u666f\uff1f<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(3, 'A', 'A')\">A. \u81ea\u52d5\u5316\u7a0b\u5f0f\u78bc\u5be9\u67e5\uff1a\u53ef\u4ee5\u7528 lint\u3001\u7de8\u8b6f\u3001\u6e2c\u8a66\u4f86\u9a57\u8b49\uff0c\u4e14\u6709 Git \u6b77\u53f2\u7d00\u9304\u53ef\u4ee5\u56de\u6eaf<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'B', 'A')\">B. \u81ea\u52d5\u5728\u96fb\u5546\u7db2\u7ad9\u4e0b\u55ae\uff1a\u64cd\u4f5c\u4e0d\u53ef\u9006\uff0c\u52a0\u932f\u5546\u54c1\u5230\u8cfc\u7269\u8eca\u6703\u5c0e\u81f4\u8907\u96dc\u7684\u72c0\u614b\u8b8a\u5316<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'C', 'A')\">C. \u6df1\u5ea6\u7814\u7a76\u5831\u544a\u751f\u6210\uff1a\u5f88\u96e3\u9a57\u8b49\u7814\u7a76\u7d50\u679c\u7684\u6b63\u78ba\u6027\uff0c\u53ea\u80fd\u90e8\u5206\u900f\u904e\u5f15\u7528\u4f86\u6e90\u78ba\u8a8d<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'D', 'A')\">D. \u5373\u6642\u793e\u7fa4\u5a92\u9ad4\u767c\u6587\uff1a\u767c\u5e03\u5f8c\u96e3\u4ee5\u64a4\u56de\uff0c\u4e14\u7121\u78ba\u5b9a\u6027\u7684\u9a57\u8b49\u65b9\u6cd5\u5224\u65b7\u8cbc\u6587\u54c1\u8cea<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv3\"><\/div>\n    <\/div>\n\n    <!-- \u932f\u8aa4\u8a3a\u65b7\u984c 1 -->\n    <div class=\"question-adv\" id=\"qAdv4\">\n      <h3>4. Agent \u67b6\u69cb\u8a2d\u8a08\u7684\u53cd\u6a21\u5f0f <span class=\"badge debug\">\u932f\u8aa4\u8a3a\u65b7<\/span><\/h3>\n      <div class=\"code-block\">\u5c0f\u660e\u7528 Claude Agent SDK \u5efa\u69cb\u4e86\u4e00\u500b\u5ba2\u670d Agent\uff0c\u4f46\u6548\u80fd\u5f88\u5dee\u3002\n\u4ee5\u4e0b\u662f\u4ed6\u7684\u8a2d\u8a08\uff1a\n\n&#8211; \u5b9a\u7fa9\u4e86 85 \u500b\u5c08\u7528 Tool\uff08\u67e5\u8a02\u55ae\u3001\u67e5\u7269\u6d41\u3001\u67e5\u9000\u8ca8\u3001\u67e5\u512a\u60e0\u5238&#8230;\uff09\n&#8211; \u6bcf\u500b Tool \u90fd\u6709\u8a73\u7d30\u7684 JSON Schema \u63cf\u8ff0\n&#8211; Bash Tool \u88ab\u8a17\u7ba1\u5728\u7368\u7acb\u7684\u865b\u64ec\u74b0\u5883\u4e2d\uff0c\u8207 Agent \u7684\u6a94\u6848\u7cfb\u7d71\u9694\u96e2\n&#8211; \u6240\u6709 Tool \u547c\u53eb\u7684\u7d50\u679c\u76f4\u63a5\u7559\u5728\u4e0a\u4e0b\u6587\u8996\u7a97\u4e2d\uff0c\u4e0d\u5132\u5b58\u5230\u6a94\u6848<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(4, 'A', 'D')\">A. \u554f\u984c\u53ea\u5728\u65bc Tool \u6578\u91cf\u592a\u591a\uff0c\u61c9\u8a72\u6e1b\u5c11\u5230 10 \u500b\u4ee5\u5167\u5c31\u80fd\u89e3\u6c7a<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'B', 'D')\">B. \u554f\u984c\u5728\u65bc\u6c92\u6709\u4f7f\u7528 Sub-Agent\uff0c\u61c9\u8a72\u70ba\u6bcf\u500b\u529f\u80fd\u5efa\u7acb\u7368\u7acb\u7684 Sub-Agent<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'C', 'D')\">C. \u554f\u984c\u5728\u65bc JSON Schema \u592a\u8a73\u7d30\uff0c\u7c21\u5316\u63cf\u8ff0\u5c31\u80fd\u6539\u5584\u6548\u80fd<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'D', 'D')\">D. \u6709\u591a\u91cd\u554f\u984c\uff1aTool \u904e\u591a\u4f54\u7528\u5927\u91cf\u4e0a\u4e0b\u6587\u3001Bash \u8207\u6a94\u6848\u7cfb\u7d71\u9694\u96e2\u662f\u53cd\u6a21\u5f0f\u3001Tool \u7d50\u679c\u4e0d\u5b58\u6a94\u5c0e\u81f4\u4e0a\u4e0b\u6587\u81a8\u8139<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv4\"><\/div>\n    <\/div>\n\n    <!-- \u932f\u8aa4\u8a3a\u65b7\u984c 2 -->\n    <div class=\"question-adv\" id=\"qAdv5\">\n      <h3>5. Agent \u5b89\u5168\u6027\u8a2d\u8a08\u7684\u6f0f\u6d1e <span class=\"badge debug\">\u932f\u8aa4\u8a3a\u65b7<\/span><\/h3>\n      <div class=\"code-block\">\u5c0f\u83ef\u90e8\u7f72\u4e86\u4e00\u500b Agent\uff0c\u8655\u7406\u7528\u6236\u4e0a\u50b3\u7684\u6587\u4ef6\u4e26\u751f\u6210\u5206\u6790\u5831\u544a\u3002\n\u5979\u7684\u5b89\u5168\u63aa\u65bd\u5982\u4e0b\uff1a\n\n1. \u4f7f\u7528 Claude \u6a21\u578b\u7684\u5c0d\u9f4a\u80fd\u529b\uff08\u6a21\u578b\u5c64\u9632\u8b77\uff09\n2. \u5728 System Prompt \u4e2d\u52a0\u5165\u300c\u4e0d\u8981\u57f7\u884c\u5371\u96aa\u64cd\u4f5c\u300d\u7684\u6307\u4ee4\n3. Agent \u904b\u884c\u5728\u5979\u7684\u958b\u767c\u7b46\u96fb\u4e0a\uff0c\u53ef\u4ee5\u5b58\u53d6\u516c\u53f8 VPN \u548c\u751f\u7522\u74b0\u5883\u5bc6\u9470\n4. \u6c92\u6709\u9650\u5236\u7db2\u8def\u8acb\u6c42\u7684\u7bc4\u570d\n\n\u4e00\u4f4d\u5b89\u5168\u5de5\u7a0b\u5e2b\u6307\u51fa\u9019\u500b\u90e8\u7f72\u5b58\u5728\u56b4\u91cd\u98a8\u96aa\u3002\u6700\u95dc\u9375\u7684\u554f\u984c\u662f\u4ec0\u9ebc\uff1f<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(5, 'A', 'C')\">A. System Prompt \u7684\u5b89\u5168\u6307\u4ee4\u4e0d\u5920\u8a73\u7d30\uff0c\u61c9\u8a72\u5217\u51fa\u6240\u6709\u7981\u6b62\u7684\u64cd\u4f5c<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'B', 'C')\">B. \u61c9\u8a72\u5728\u6a21\u578b\u5c64\u4f7f\u7528\u66f4\u5f37\u7684\u5c0d\u9f4a\u8a13\u7df4\uff0c\u78ba\u4fdd\u6a21\u578b\u6c38\u9060\u4e0d\u6703\u9055\u53cd\u6307\u4ee4<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'C', 'C')\">C. \u7f3a\u5c11 Sandbox \u5c64\u9632\u8b77\u2014\u2014Agent \u5728\u6709\u751f\u7522\u5bc6\u9470\u7684\u6a5f\u5668\u4e0a\u904b\u884c\u4e14\u672a\u9650\u5236\u7db2\u8def\uff0c\u5373\u4f7f\u88ab\u5165\u4fb5\u4e5f\u80fd\u5916\u6d29\u654f\u611f\u8cc7\u6599<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'D', 'C')\">D. \u7f3a\u5c11 Bash Tool \u89e3\u6790\u5668\u4f86\u76e3\u63a7 Agent \u57f7\u884c\u7684\u547d\u4ee4\u5167\u5bb9<\/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: \"\u6839\u64da\u5de5\u4f5c\u574a\u7684\u6838\u5fc3\u7406\u5ff5\u300cBash Is All You Need\u300d\uff0c\u9762\u5c0d\u5927\u91cf\u8cc7\u6599\u6642\uff0cBash \u7684\u7d44\u5408\u80fd\u529b\u662f\u6700\u4f73\u7b56\u7565\u3002Agent \u53ef\u4ee5\u5c07\u641c\u5c0b\u7d50\u679c\u5b58\u5230\u6a94\u6848\u3001\u7528 <code>grep<\/code> \u904e\u6ffe\u50f9\u683c\u3001\u5beb\u8173\u672c\u52a0\u7e3d\uff0c\u751a\u81f3\u5b58\u6210\u5e36\u884c\u865f\u7684\u6a94\u6848\u4ee5\u4fbf\u4e8b\u5f8c\u6838\u5c0d\u3002\u9078\u9805 A \u628a\u6240\u6709\u90f5\u4ef6\u653e\u5165\u4e0a\u4e0b\u6587\u6703\u5c0e\u81f4\u56b4\u91cd\u7684\u4e0a\u4e0b\u6587\u81a8\u8139\uff1b\u9078\u9805 C \u7684\u5c08\u7528 Tool \u7121\u6cd5\u9748\u6d3b\u61c9\u5c0d\u4e0d\u540c\u683c\u5f0f\u7684\u90f5\u4ef6\uff1b\u9078\u9805 D \u70ba\u6bcf\u5c01\u90f5\u4ef6\u5efa\u7acb Sub-Agent \u592a\u904e\u6d6a\u8cbb\u8cc7\u6e90\uff0cSub-Agent \u9069\u5408\u66f4\u5927\u7c92\u5ea6\u7684\u4efb\u52d9\u5206\u6d3e\u3002\",\n        2: \"Thariq \u5728\u5de5\u4f5c\u574a\u4e2d\u7279\u5225\u63a8\u5d07\u5c07\u8a66\u7b97\u8868\u8f49\u63db\u6210 SQLite \u7684\u505a\u6cd5\uff0c\u56e0\u70ba\u9019\u662f\u300c\u628a\u554f\u984c\u8f49\u63db\u6210\u6a21\u578b\u719f\u6089\u7684\u4ecb\u9762\u300d\u7684\u5178\u7bc4\u3002\u6a21\u578b\u5c0d SQL \u975e\u5e38\u719f\u6089\uff08in-distribution\uff09\uff0c\u80fd\u5beb\u51fa\u6e96\u78ba\u7684\u67e5\u8a62\u3002\u9078\u9805 A \u628a\u6574\u500b\u8a66\u7b97\u8868\u585e\u5165\u4e0a\u4e0b\u6587\u4e0d\u73fe\u5be6\u4e14\u6548\u679c\u5dee\uff1b\u9078\u9805 B \u70ba\u6bcf\u7a2e\u67e5\u8a62\u5efa\u7acb Tool \u4e0d\u53ef\u64f4\u5c55\uff0c\u4e14\u9055\u53cd Bash \u512a\u5148\u539f\u5247\uff1b\u9078\u9805 D \u53ea\u770b\u524d 10 \u884c\u7121\u6cd5\u8655\u7406\u8907\u96dc\u67e5\u8a62\u3002\u6838\u5fc3\u601d\u60f3\u662f\u8b93\u554f\u984c\u76e1\u91cf\u843d\u5728\u6a21\u578b\u7684\u300c\u5206\u4f48\u5167\u300d\u3002\",\n        3: \"\u5de5\u4f5c\u574a\u5f37\u8abf\u9078\u64c7 Agent \u5834\u666f\u7684\u5169\u500b\u95dc\u9375\u6307\u6a19\uff1a<strong>\u53ef\u9a57\u8b49\u6027<\/strong>\u548c<strong>\u53ef\u9006\u6027<\/strong>\u3002\u7a0b\u5f0f\u78bc\u5be9\u67e5\u5b8c\u7f8e\u7b26\u5408\uff1a\u53ef\u4ee5\u7528 lint\u3001\u7de8\u8b6f\u3001\u6e2c\u8a66\u4f86\u9a57\u8b49\u7d50\u679c\uff0c\u7528 Git \u6b77\u53f2\u4f86\u56de\u6eaf\uff08\u9ad8\u5ea6\u53ef\u9006\uff09\u3002\u9078\u9805 B \u7684\u96fb\u5546\u4e0b\u55ae\u662f Thariq \u660e\u78ba\u63d0\u5230\u7684\u300c\u4e0d\u597d\u7684\u4f8b\u5b50\u300d\u2014\u2014\u50cf\u5728 DoorDash \u9ede\u932f\u6771\u897f\u4e00\u6a23\uff0c\u72c0\u614b\u6a5f\u8b8a\u5f97\u66f4\u8907\u96dc\uff1b\u9078\u9805 C \u7814\u7a76\u5831\u544a\u9a57\u8b49\u56f0\u96e3\uff1b\u9078\u9805 D 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\u90fd\u6c92\u6709\u89f8\u53ca\u6838\u5fc3\u7684\u67b6\u69cb\u8a2d\u8a08\u554f\u984c\u3002\",\n        5: \"\u6839\u64da\u5de5\u4f5c\u574a\u4ecb\u7d39\u7684\u300c\u745e\u58eb\u8d77\u53f8\u9632\u79a6\u300d\u6a21\u578b\uff0c\u5b89\u5168\u9700\u8981\u6a21\u578b\u5c64\u3001\u6846\u67b6\u5c64\u3001Sandbox \u5c64\u4e09\u5c64\u9632\u8b77\u3002\u5c0f\u83ef\u7684\u90e8\u7f72\u6700\u95dc\u9375\u7684\u554f\u984c\u662f\u7f3a\u5c11 Sandbox \u5c64\u2014\u2014Agent \u5728\u6709\u751f\u7522\u5bc6\u9470\u7684\u958b\u767c\u7b46\u96fb\u4e0a\u904b\u884c\u3001\u4e14\u672a\u9650\u5236\u7db2\u8def\u8acb\u6c42\u3002Thariq \u5f37\u8abf\u300clethal trifecta\u300d\uff08\u81f4\u547d\u4e09\u5408\u4e00\uff09\u7684\u6982\u5ff5\uff1a\u5982\u679c\u653b\u64ca\u8005\u80fd\u57f7\u884c\u7a0b\u5f0f\u78bc\u3001\u5b58\u53d6\u6a94\u6848\u7cfb\u7d71\u3001\u53c8\u80fd\u900f\u904e\u7db2\u8def\u5916\u6d29\u8cc7\u6599\uff0c\u5c31\u662f\u6700\u5371\u96aa\u7684\u60c5\u6cc1\u3002Sandbox \u5316\u7db2\u8def\u8acb\u6c42\u548c\u4f7f\u7528\u9694\u96e2\u5bb9\u5668\uff08\u5982 Cloudflare\u3001E2B\u3001Daytona\uff09\u662f\u95dc\u9375\u9632\u7dda\u3002\u9078\u9805 A \u548c B \u53ea\u52a0\u5f37\u4e86\u55ae\u4e00\u5c64\u7684\u9632\u8b77\uff0c\u4e0d\u5920\u5168\u9762\uff1b\u9078\u9805 D \u96d6\u7136\u4e5f\u6709\u5e6b\u52a9\uff0c\u4f46\u5728\u6c92\u6709 Sandbox \u7684\u60c5\u6cc1\u4e0b\u6548\u679c\u6709\u9650\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 + \" \/ \" + totalAdv + \"<br>\" + msg;\n        }\n      }\n    \n<\/script>\n<\/div>\n\n\n<div class=\"wp-like-post__wrapper\" style=\"\"><button type=\"button\" class=\"wp-like-post__button \" style=\"height: 30px; color: #000000;\" data-post-id=\"565\" data-total-likes=\"0\" data-likes-from-user=\"0\"><svg 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