{"id":557,"date":"2026-01-31T20:46:54","date_gmt":"2026-01-31T12:46:54","guid":{"rendered":"https:\/\/blog.itsmygo.uk\/2026\/01\/31\/making-codebases-agent-ready-%e8%ae%93%e7%a8%8b%e5%bc%8f%e7%a2%bc%e5%ba%ab%e7%82%ba-ai-agent-%e5%81%9a%e5%a5%bd%e6%ba%96%e5%82%99\/"},"modified":"2026-02-02T18:01:12","modified_gmt":"2026-02-02T10:01:12","slug":"making-codebases-agent-ready-%e8%ae%93%e7%a8%8b%e5%bc%8f%e7%a2%bc%e5%ba%ab%e7%82%ba-ai-agent-%e5%81%9a%e5%a5%bd%e6%ba%96%e5%82%99","status":"publish","type":"post","link":"https:\/\/blog.itsmygo.uk\/wordpress\/2026\/01\/31\/making-codebases-agent-ready-%e8%ae%93%e7%a8%8b%e5%bc%8f%e7%a2%bc%e5%ba%ab%e7%82%ba-ai-agent-%e5%81%9a%e5%a5%bd%e6%ba%96%e5%82%99\/","title":{"rendered":"Making Codebases Agent Ready \u2014 \u8b93\u7a0b\u5f0f\u78bc\u5eab\u70ba AI Agent \u505a\u597d\u6e96\u5099"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Factory AI \u5171\u540c\u5275\u8fa6\u4eba\u66a8\u6280\u8853\u9577 Eno Reyes \u5728\u672c\u5834\u6f14\u8b1b\u4e2d\u63d0\u51fa\u4e00\u500b\u6838\u5fc3\u8ad6\u9ede\uff1a\u9650\u5236 AI \u7a0b\u5f0f\u78bc\u4ee3\u7406\uff08Coding Agent\uff09\u767c\u63ee\u7684\u74f6\u9838\uff0c\u4e0d\u662f\u6a21\u578b\u80fd\u529b\u672c\u8eab\uff0c\u800c\u662f\u7d44\u7e54\u7684\u81ea\u52d5\u5316\u9a57\u8b49\uff08Validation\uff09\u6c34\u6e96\u3002\u4ed6\u5f9e\u300c\u900f\u904e\u9a57\u8b49\u5be6\u73fe\u81ea\u52d5\u5316\u300d\u7684\u6982\u5ff5\u51fa\u767c\uff0c\u8aaa\u660e\u70ba\u4ec0\u9ebc\u8edf\u9ad4\u958b\u767c\u9ad8\u5ea6\u53ef\u9a57\u8b49\uff0c\u4e26\u547c\u7c72\u5de5\u7a0b\u7d44\u7e54\u6295\u8cc7\u6539\u5584\u9a57\u8b49\u57fa\u790e\u8a2d\u65bd\uff0c\u624d\u80fd\u771f\u6b63\u91cb\u653e AI Agent \u7684\u6f5b\u529b\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=ShuJ_CN6zr4<\/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>\u8edf\u9ad4\u958b\u767c\u662f\u76ee\u524d\u6700\u5177\u300c\u53ef\u9a57\u8b49\u6027\u300d\u7684\u9818\u57df\uff0c\u9019\u4e5f\u662f\u70ba\u4ec0\u9ebc Coding Agent \u662f\u7576\u4eca\u6700\u5148\u9032\u7684 AI Agent<\/li>\n<li>Andrej Karpathy \u63d0\u51fa\u7684\u300cSoftware 2.0\u300d\u6982\u5ff5\uff1a\u5f9e\u300c\u900f\u904e\u898f\u683c\u8aaa\u660e\u5efa\u69cb\u300d\u8f49\u5411\u300c\u900f\u904e\u9a57\u8b49\u5be6\u73fe\u81ea\u52d5\u5316\u300d<\/li>\n<li>\u9a57\u8b49\u7684\u975e\u5c0d\u7a31\u6027\uff08Asymmetry of Verification\uff09\uff1a\u8a31\u591a\u4efb\u52d9\u9a57\u8b49\u6bd4\u89e3\u6c7a\u5bb9\u6613\u5f97\u591a<\/li>\n<li>\u5927\u591a\u6578\u7a0b\u5f0f\u78bc\u5eab\u7684\u9a57\u8b49\u8986\u84cb\u7387\u50c5 50-60%\uff0c\u5c0d\u4eba\u985e\u5920\u7528\uff0c\u4f46\u5c0d AI Agent \u800c\u8a00\u9060\u9060\u4e0d\u5920<\/li>\n<li>\u958b\u767c\u6d41\u7a0b\u6b63\u5f9e\u50b3\u7d71\u958b\u767c\u8f49\u5411\u300c\u898f\u683c\u9a45\u52d5\u958b\u767c\u300d\uff08Specification-Driven Development\uff09<\/li>\n<li>\u6295\u8cc7\u9a57\u8b49\u57fa\u790e\u8a2d\u65bd\u5e36\u4f86\u7684\u4e0d\u662f 1.5x \u6216 2x \u7684\u6548\u7387\u63d0\u5347\uff0c\u800c\u662f 5x-7x \u7684\u98db\u8e8d<\/li>\n<li>\u4e00\u500b\u6709\u4e3b\u898b\u7684\u5de5\u7a0b\u5e2b\uff08Opinionated Engineer\uff09\u53ef\u4ee5\u900f\u904e\u5b9a\u7fa9\u9a57\u8b49\u6a19\u6e96\uff0c\u6709\u610f\u7fa9\u5730\u6539\u8b8a\u6574\u500b\u4f01\u696d\u7684\u958b\u767c\u901f\u5ea6<\/li>\n<li>\u8edf\u9ad4\u5de5\u7a0b\u5e2b\u7684\u89d2\u8272\u6b63\u5728\u8f49\u578b\uff1a\u5f9e\u76f4\u63a5\u5beb\u7a0b\u5f0f\u78bc\uff0c\u8b8a\u6210\u7b56\u5283 AI \u69cb\u5efa\u8edf\u9ad4\u7684\u74b0\u5883\u8207\u7d04\u675f<\/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\uff1aFactory AI \u7684\u4f7f\u547d<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Eno Reyes \u662f Factory AI \u7684\u5171\u540c\u5275\u8fa6\u4eba\u66a8\u6280\u8853\u9577\uff0c\u516c\u53f8\u6210\u7acb\u65bc\u5169\u5e74\u534a\u524d\uff0c\u4f7f\u547d\u662f\u300c\u70ba\u8edf\u9ad4\u5de5\u7a0b\u5e36\u4f86\u81ea\u4e3b\u6027\uff08Autonomy\uff09\u300d\u3002\u4ed6\u8868\u793a\u672c\u5834\u6f14\u8b1b\u7684\u76ee\u6a19\u662f\u8b93\u807d\u773e\u5e36\u8d70\u4e00\u4e9b\u53ef\u4ee5\u61c9\u7528\u65bc\u81ea\u8eab\u7d44\u7e54\u3001\u5718\u968a\u548c\u7522\u54c1\u7684\u6d1e\u898b\uff0c\u800c\u4e14\u9019\u4e9b\u89c0\u9ede\u4e0d\u9650\u65bc\u7279\u5b9a\u5de5\u5177\uff0c\u9069\u7528\u65bc\u6240\u6709\u6d89\u53ca AI \u7684\u958b\u767c\u5de5\u5177\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[01:05] \u5f9e Karpathy \u7684\u63a8\u6587\u8ac7\u8d77\uff1a\u900f\u904e\u9a57\u8b49\u5be6\u73fe\u81ea\u52d5\u5316<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Eno \u5f15\u7528 Andrej Karpathy \u7684\u63a8\u6587\uff0c\u8ac7\u5230\u300cSoftware 2.0\u300d\u7684\u6982\u5ff5\u3002\u6838\u5fc3\u89c0\u9ede\u662f\uff1aAI \u7cfb\u7d71\u80fd\u89e3\u6c7a\u554f\u984c\u7684\u908a\u754c\uff0c\u672c\u8cea\u4e0a\u53d6\u6c7a\u65bc\u4f60\u662f\u5426\u80fd\u5b9a\u7fa9\u4e00\u500b\u76ee\u6a19\uff08Objective\uff09\uff0c\u4e26\u5728\u53ef\u80fd\u7684\u89e3\u6c7a\u65b9\u6848\u7a7a\u9593\u4e2d\u9032\u884c\u641c\u7d22\u3002\u50b3\u7d71\u8edf\u9ad4\u5de5\u7a0b\u900f\u904e\u300c\u898f\u683c\u8aaa\u660e\u300d\uff08Specification\uff09\u4f86\u5efa\u69cb\u2014\u2014\u8f38\u5165\u662f x\uff0c\u8f38\u51fa\u662f y\u3002\u4f46\u5982\u679c\u8f49\u63db\u601d\u7dad\uff0c\u6539\u70ba\u300c\u900f\u904e\u9a57\u8b49\u5be6\u73fe\u81ea\u52d5\u5316\u300d\uff08Automation via Verification\uff09\uff0c\u80fd\u5920\u5efa\u69cb\u7684\u6771\u897f\u5c31\u6703\u5927\u4e0d\u76f8\u540c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[02:15] \u9a57\u8b49\u7684\u975e\u5c0d\u7a31\u6027<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Eno \u5f15\u7528 Jason \u7684\u6587\u7ae0\u8ac7\u5230\u300c\u9a57\u8b49\u7684\u975e\u5c0d\u7a31\u6027\u300d\uff08Asymmetry of Verification\uff09\uff0c\u9019\u8207 P vs NP \u554f\u984c\u5bc6\u5207\u76f8\u95dc\u3002\u8a31\u591a\u4efb\u52d9\u9a57\u8b49\u8d77\u4f86\u6bd4\u89e3\u6c7a\u5b83\u5011\u5bb9\u6613\u5f97\u591a\u3002\u6700\u9069\u5408 AI \u8655\u7406\u7684\u554f\u984c\u5177\u5099\u4ee5\u4e0b\u7279\u9ede\uff1a\u5b58\u5728\u5ba2\u89c0\u4e8b\u5be6\uff08Objective Truth\uff09\u3001\u9a57\u8b49\u901f\u5ea6\u5feb\u3001\u53ef\u4ee5\u5927\u898f\u6a21\u4e26\u884c\u9a57\u8b49\u3001\u4f4e\u96dc\u8a0a\uff08\u9a57\u8b49\u7d50\u679c\u9ad8\u5ea6\u53ef\u9760\uff09\u3001\u5177\u6709\u9023\u7e8c\u6027\u8a0a\u865f\uff08\u4e0d\u53ea\u662f\u5c0d\u6216\u932f\uff0c\u800c\u662f\u6709\u7a0b\u5ea6\u4e4b\u5206\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8edf\u9ad4\u958b\u767c\u6070\u6070\u9ad8\u5ea6\u6eff\u8db3\u9019\u4e9b\u689d\u4ef6\uff0c\u9019\u5c31\u662f\u70ba\u4ec0\u9ebc\u8edf\u9ad4\u958b\u767c Agent \u662f\u7576\u4eca\u4e16\u754c\u4e0a\u6700\u5148\u9032\u7684 AI Agent\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[03:30] \u8edf\u9ad4\u9a57\u8b49\u7684\u73fe\u6709\u57fa\u790e\u8a2d\u65bd<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u904e\u53bb 20-30 \u5e74\uff0c\u8edf\u9ad4\u7522\u696d\u5df2\u7d93\u5efa\u7acb\u4e86\u5927\u91cf\u81ea\u52d5\u5316\u9a57\u8b49\u548c\u6e2c\u8a66\u57fa\u790e\u8a2d\u65bd\uff1a\u55ae\u5143\u6e2c\u8a66\uff08Unit Test\uff09\u3001\u7aef\u5c0d\u7aef\u6e2c\u8a66\uff08End-to-End Test\uff09\u3001QA \u6e2c\u8a66\u7b49\u3002\u800c\u4e14\u9019\u500b\u908a\u754c\u9084\u5728\u64f4\u5c55\u4e2d\u2014\u2014\u50cf Browserbase \u9019\u6a23\u7684\u516c\u53f8\u548c\u96fb\u8166\u4f7f\u7528\u4ee3\u7406\uff08Computer Use Agent\uff09\u6b63\u5728\u8b93\u9a57\u8b49\u8907\u96dc\u7684\u8996\u89ba\u6216\u524d\u7aef\u8b8a\u66f4\u8b8a\u5f97\u66f4\u5bb9\u6613\u3002\u6b64\u5916\uff0cOpenAPI Spec \u7b49\u6587\u4ef6\u6a19\u6e96\u4e5f\u662f\u53ef\u4ee5\u81ea\u52d5\u9a57\u8b49\u7684\u5143\u7d20\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Eno \u63d0\u51fa\u4e86\u4e00\u4efd\u81ea\u6211\u6aa2\u67e5\u6e05\u55ae\uff1a\u4f60\u7684\u7a0b\u5f0f\u78bc\u683c\u5f0f\u6709\u81ea\u52d5\u9a57\u8b49\u55ce\uff1f\u6709 Linter \u55ce\uff1f\u6709 AGENTS.md \u6a94\u6848\u55ce\uff1f\u9019\u4e9b\u5c0d\u5c08\u696d\u5de5\u7a0b\u5e2b\u4f86\u8aaa\u770b\u4f3c\u7406\u6240\u7576\u7136\uff0c\u4f46\u4ed6\u8a8d\u70ba\u53ef\u4ee5\u505a\u5f97\u66f4\u9032\u4e00\u6b65\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[05:00] \u70ba\u4ec0\u9ebc 50-60% \u7684\u8986\u84cb\u7387\u5c0d AI Agent \u4e0d\u5920<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5927\u591a\u6578\u8edf\u9ad4\u7d44\u7e54\u7684\u6e2c\u8a66\u8986\u84cb\u7387\u5927\u7d04\u5728 50-60%\u3002\u9019\u5c0d\u4eba\u985e\u958b\u767c\u8005\u4f86\u8aaa\u5920\u7528\u4e86\uff0c\u56e0\u70ba\u4eba\u985e\u6703\u624b\u52d5\u6e2c\u8a66\u3001\u4f9d\u9760\u7d93\u9a57\u5224\u65b7\u3002\u4f60\u7684\u516c\u53f8\u53ef\u80fd\u6709\u4e00\u500b\u4e0d\u7a69\u5b9a\u7684\u5efa\u7f6e\u6d41\u7a0b\uff08Flaky Build\uff09\uff0c\u6bcf\u4e09\u6b21\u5931\u6557\u4e00\u6b21\uff0c\u6240\u6709\u4eba\u6697\u5730\u88e1\u90fd\u5f88\u8a0e\u53ad\u5b83\u4f46\u6c92\u4eba\u8aaa\u2014\u2014\u5728\u5927\u578b\u5de5\u7a0b\u7d44\u7e54\u4e2d\u9019\u5df2\u6210\u70ba\u88ab\u63a5\u53d7\u7684\u5e38\u614b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u7576\u4f60\u958b\u59cb\u5c07 AI Agent \u5f15\u5165\u8edf\u9ad4\u958b\u767c\u751f\u547d\u9031\u671f\u2014\u2014\u4e0d\u53ea\u662f\u4e92\u52d5\u5f0f\u7de8\u7a0b\uff08Interactive Coding\uff09\uff0c\u9084\u5305\u62ec\u7a0b\u5f0f\u78bc\u5be9\u67e5\uff08Code Review\uff09\u3001\u6587\u4ef6\u64b0\u5beb\u3001\u6e2c\u8a66\u7b49\u6240\u6709\u74b0\u7bc0\u2014\u2014\u9019\u7a2e\u4e0d\u8db3\u5c31\u6703\u56b4\u91cd\u9650\u5236 Agent \u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[06:30] \u9a57\u8b49\u56b4\u683c\u7684\u7d44\u7e54 vs \u4e00\u822c\u7d44\u7e54<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Eno \u89c0\u5bdf\u5230\uff0c\u76ee\u524d\u4e16\u754c\u4e0a\u6700\u597d\u7684\u516c\u53f8\u5df2\u7d93\u5f15\u5165\u4e86\u975e\u5e38\u56b4\u683c\u7684\u9a57\u8b49\u6a19\u6e96\uff0c\u56e0\u6b64\u4ed6\u5011\u4f7f\u7528 Agent \u7684\u80fd\u529b\u9060\u9060\u8d85\u904e\u4e00\u822c\u958b\u767c\u8005\u3002\u50b3\u7d71\u7684\u958b\u767c\u6d41\u7a0b\u662f\u300c\u7406\u89e3\u554f\u984c \u2192 \u8a2d\u8a08\u65b9\u6848 \u2192 \u7de8\u78bc \u2192 \u6e2c\u8a66\u300d\uff0c\u4f46\u5982\u679c\u6709\u56b4\u683c\u7684\u9a57\u8b49\u6a5f\u5236\uff0c\u4f7f\u7528 Agent \u7684\u6d41\u7a0b\u5c31\u6703\u8b8a\u6210\uff1a\u6307\u5b9a\u9a57\u8b49\u7d04\u675f\u548c\u9700\u6c42 \u2192 \u751f\u6210\u89e3\u6c7a\u65b9\u6848 \u2192 \u81ea\u52d5\u9a57\u8b49\u52a0\u4e0a\u500b\u4eba\u76f4\u89ba\u5224\u65b7 \u2192 \u6301\u7e8c\u8fed\u4ee3\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[07:45] \u898f\u683c\u9a45\u52d5\u958b\u767c\u7684\u8208\u8d77<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u7a2e\u5f9e\u50b3\u7d71\u958b\u767c\u5230\u300c\u898f\u683c\u9a45\u52d5\u958b\u767c\u300d\uff08Specification-Driven Development\uff09\u7684\u8f49\u8b8a\u6b63\u5728\u6ef2\u900f\u5230\u5404\u7a2e\u5de5\u5177\u4e2d\u3002\u4e0d\u540c\u7684\u5de5\u5177\u90fd\u958b\u59cb\u652f\u6301\u898f\u683c\u6a21\u5f0f\uff08Spec Mode\uff09\u3001\u8a08\u5283\u6a21\u5f0f\uff08Plan Mode\uff09\u3002\u6709\u4e9b IDE \u6574\u9ad4\u67b6\u69cb\u5c31\u570d\u7e5e\u8457\u9019\u7a2e\u898f\u683c\u9a45\u52d5\u6d41\u7a0b\u8a2d\u8a08\u3002\u5c07\u898f\u683c\u9a45\u52d5\u958b\u767c\u548c\u56b4\u683c\u7684\u9a57\u8b49\u7d50\u5408\u8d77\u4f86\uff0c\u624d\u662f\u69cb\u5efa\u53ef\u9760\u4e14\u9ad8\u54c1\u8cea\u89e3\u6c7a\u65b9\u6848\u7684\u95dc\u9375\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[08:30] \u7d44\u7e54\u61c9\u8a72\u505a\u51fa\u7684\u6c7a\u7b56<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Eno \u63d0\u51fa\u4e86\u4e00\u500b\u5c16\u92b3\u7684\u554f\u984c\uff1a\u4f5c\u70ba\u7d44\u7e54\uff0c\u4f60\u7684\u6700\u4f73\u6c7a\u7b56\u662f\u4ec0\u9ebc\uff1f\u662f\u82b1 45 \u5929\u6bd4\u8f03\u6240\u6709\u53ef\u80fd\u7684\u7de8\u7a0b\u5de5\u5177\uff0c\u7136\u5f8c\u5224\u65b7\u67d0\u500b\u5de5\u5177\u56e0\u70ba\u5728 SWE-bench \u4e0a\u591a\u4e86 10% \u7684\u6e96\u78ba\u7387\u5c31\u7a0d\u5fae\u597d\u4e00\u9ede\uff1f\u9084\u662f\u6539\u5584\u7d44\u7e54\u5be6\u8e10\uff0c\u8b93\u6240\u6709\u9019\u4e9b Coding Agent \u90fd\u80fd\u6210\u529f\uff0c\u7136\u5f8c\u96a8\u4fbf\u9078\u4e00\u500b\u958b\u767c\u8005\u559c\u6b61\u7684\u5de5\u5177\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b54\u6848\u986f\u7136\u662f\u5f8c\u8005\u3002\u6709\u4e86\u9a57\u8b49\u6a19\u6e96\u5f8c\uff0c\u4f60\u624d\u80fd\u5f15\u5165\u66f4\u8907\u96dc\u7684 AI \u5de5\u4f5c\u6d41\u7a0b\u3002\u5982\u679c\u4f60\u7121\u6cd5\u81ea\u52d5\u9a57\u8b49\u4e00\u500b PR \u662f\u5426\u5408\u7406\u3001\u7a0b\u5f0f\u78bc\u662f\u5426\u4e0d\u6703\u641e\u58de\u751f\u7522\u74b0\u5883\uff0c\u90a3\u4f60\u5c31\u4e0d\u53ef\u80fd\u540c\u6642\u4e26\u884c\u591a\u500b Agent\uff0c\u4e5f\u4e0d\u53ef\u80fd\u5c07\u5927\u898f\u6a21\u73fe\u4ee3\u5316\u5c08\u6848\u5206\u89e3\u6210\u591a\u500b\u5b50\u4efb\u52d9\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[10:15] \u7a0b\u5f0f\u78bc\u5be9\u67e5\u8207\u6587\u4ef6\u7684\u91cd\u8981\u6027<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u4f60\u60f3\u8981\u9ad8\u54c1\u8cea\u7684 AI \u751f\u6210\u7684\u7a0b\u5f0f\u78bc\u5be9\u67e5\uff0c\u4f60\u9700\u8981\u70ba AI \u7cfb\u7d71\u63d0\u4f9b\u6587\u4ef6\u3002\u662f\u7684\uff0cAgent \u6703\u9010\u6f38\u8b8a\u5f97\u66f4\u64c5\u9577\u81ea\u52d5\u5224\u65b7\u662f\u5426\u8981\u57f7\u884c Lint \u6216\u6e2c\u8a66\uff0c\u4e5f\u6703\u66f4\u64c5\u9577\u5728\u6c92\u6709\u660e\u78ba\u6307\u793a\u7684\u60c5\u6cc1\u4e0b\u5c0b\u627e\u89e3\u6c7a\u65b9\u6848\u3001\u66f4\u64c5\u9577\u641c\u7d22\u3002\u4f46\u5b83\u5011\u4e0d\u6703\u6191\u7a7a\u5275\u9020\u51fa\u9a57\u8b49\u6a19\u6e96\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u5c31\u662f\u70ba\u4ec0\u9ebc Eno \u8a8d\u70ba\u8edf\u9ad4\u958b\u767c\u8005\u5c07\u7e7c\u7e8c\u6df1\u5ea6\u53c3\u8207\u8edf\u9ad4\u5efa\u69cb\u904e\u7a0b\u2014\u2014\u89d2\u8272\u6b63\u5728\u8f49\u578b\uff1a\u5f9e\u76f4\u63a5\u5beb\u7a0b\u5f0f\u78bc\uff0c\u8b8a\u6210\u7b56\u5283\u8edf\u9ad4\u69cb\u5efa\u74b0\u5883\u3001\u8a2d\u5b9a\u7d04\u675f\u3001\u5efa\u69cb\u81ea\u52d5\u5316\u6d41\u7a0b\u3001\u6301\u7e8c\u5f15\u5165\u66f4\u591a\u6709\u4e3b\u898b\u7684\uff08Opinionated\uff09\u898f\u7bc4\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[11:45] \u516b\u5927\u81ea\u52d5\u5316\u9a57\u8b49\u652f\u67f1<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Eno \u63d0\u5230\u4e86\u516b\u500b\u81ea\u52d5\u5316\u9a57\u8b49\u7684\u652f\u67f1\uff0c\u7d44\u7e54\u53ef\u4ee5\u9010\u4e00\u6aa2\u8996\u81ea\u5df1\u7684\u9054\u6210\u7a0b\u5ea6\u3002\u95dc\u9375\u554f\u984c\u5305\u62ec\uff1a\u4f60\u7684 Linter \u6709\u591a\u597d\uff1f\u662f\u5426\u6709\u597d\u5230 Coding Agent \u7522\u51fa\u7684\u7a0b\u5f0f\u78bc\u80fd\u9054\u5230\u8cc7\u6df1\u5de5\u7a0b\u5e2b\u7684\u6c34\u6e96\uff1f\u4f60\u6709 AGENTS.md \u6a94\u6848\u55ce\uff1f\u9019\u662f\u5e7e\u4e4e\u6240\u6709 Coding Agent \u90fd\u652f\u63f4\u7684\u958b\u653e\u6a19\u6e96\u3002\u4f60\u662f\u5426\u6709\u80fd\u5728 AI \u7522\u751f\u4f4e\u54c1\u8cea\u7a0b\u5f0f\u78bc\uff08AI Slop\uff09\u6642\u5931\u6557\u3001\u5728\u9ad8\u54c1\u8cea\u7a0b\u5f0f\u78bc\u901a\u904e\u6642\u6210\u529f\u7684\u6e2c\u8a66\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ed6\u7279\u5225\u63d0\u5230\uff0c\u5982\u679c\u4f60\u6709\u5de5\u5177\u80fd\u8ffd\u8e64\u54ea\u4e9b\u958b\u767c\u8005\u4f7f\u7528\u4e86\u4ec0\u9ebc\u5de5\u5177\uff0c\u4f60\u53ef\u80fd\u6703\u767c\u73fe\u521d\u968e\u958b\u767c\u8005\u5b8c\u5168\u7121\u6cd5\u4f7f\u7528\u9019\u4e9b Coding Agent\u3002\u539f\u56e0\u4e0d\u662f\u4ed6\u5011\u80fd\u529b\u4e0d\u8db3\uff0c\u800c\u662f\u6709\u4e9b\u5c0f\u773e\u5be6\u8e10\uff08Niche Practices\uff09\u7f3a\u4e4f\u81ea\u52d5\u5316\u9a57\u8b49\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[13:30] Google\/Meta \u8207\u4e00\u822c\u7d44\u7e54\u7684\u5dee\u7570<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Eno \u4ee5 Google\u3001Meta \u70ba\u4f8b\uff1a\u4e00\u500b\u525b\u5165\u8077\u7684\u65b0\u4eba\uff0c\u5e7e\u4e4e\u96f6\u4e0a\u4e0b\u6587\uff08Zero Context\uff09\uff0c\u5c31\u80fd\u63d0\u4ea4\u4e00\u500b\u8b93 YouTube \u6309\u9215\u908a\u89d2\u8b8a\u5713\u7684\u4fee\u6539\uff0c\u800c\u4e14\u6709\u76f8\u7576\u628a\u63e1\u4e0d\u6703\u8b93\u5341\u5104\u7528\u6236\u7684 YouTube \u639b\u6389\u3002\u9019\u662f\u56e0\u70ba\u5728\u7a0b\u5f0f\u78bc\u88ab\u90e8\u7f72\u4e4b\u524d\uff0c\u5fc5\u9808\u7d93\u904e\u760b\u72c2\u6578\u91cf\u7684\u9a57\u8b49\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u5728\u7684\u5dee\u5225\u662f\uff0c\u6211\u5011\u6709\u4e86 Coding Agent \u53ef\u4ee5\u8b58\u5225\u9019\u4e9b\u9a57\u8b49\u7f3a\u53e3\u5728\u54ea\u88e1\uff0c\u800c\u4e14\u80fd\u5920\u81ea\u52d5\u4fee\u88dc\u9019\u4e9b\u554f\u984c\u3002\u4f60\u53ef\u4ee5\u8981\u6c42 Coding Agent \u627e\u51fa Linter \u4e0d\u5920\u56b4\u683c\u7684\u5730\u65b9\uff0c\u4e5f\u53ef\u4ee5\u8981\u6c42\u5b83\u751f\u6210\u6e2c\u8a66\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[14:30] \u300c\u54c1\u8cea\u4e0d\u4f73\u7684\u6e2c\u8a66\u4e5f\u6bd4\u6c92\u6709\u6e2c\u8a66\u597d\u300d<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Eno \u5f15\u7528\u4e86 Factory AI \u5de5\u7a0b\u5e2b Alvin \u7684\u4e00\u53e5\u8a71\uff1a\u300cA slop test is better than no test\u300d\u2014\u2014\u54c1\u8cea\u4e0d\u4f73\u7684\u6e2c\u8a66\u4e5f\u6bd4\u6c92\u6709\u6e2c\u8a66\u597d\u3002\u4ed6\u627f\u8a8d\u9019\u6709\u9ede\u722d\u8b70\uff0c\u4f46\u8ad6\u9ede\u662f\uff1a\u53ea\u8981\u6e2c\u8a66\u5b58\u5728\uff0c\u7576\u4fee\u6539\u6b63\u78ba\u6642\u5b83\u80fd\u901a\u904e\uff0c\u4e14\u5927\u81f4\u7b26\u5408\u4f60\u60f3\u8981\u69cb\u5efa\u7684\u898f\u683c\uff0c\u4eba\u5011\u5c31\u6703\u9010\u6b65\u5f37\u5316\u5b83\u3002\u5176\u4ed6 Agent \u4e5f\u6703\u6ce8\u610f\u5230\u9019\u4e9b\u6e2c\u8a66\u4e26\u9075\u5faa\u5176\u6a21\u5f0f\u3002\u4f60\u8d8a\u6709\u4e3b\u898b\uff0c\u9019\u500b\u6b63\u5411\u5faa\u74b0\u5c31\u8d8a\u5feb\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[15:30] \u6b63\u5411\u53cd\u994b\u5faa\u74b0<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Eno \u63cf\u8ff0\u4e86\u4e00\u500b\u5f37\u5927\u7684\u53cd\u994b\u5faa\u74b0\uff1a\u66f4\u597d\u7684 Agent \u2192 \u6539\u5584\u74b0\u5883 \u2192 \u66f4\u597d\u7684 Agent \u2192 \u66f4\u591a\u6642\u9593\u6539\u5584\u74b0\u5883\u3002\u9019\u5c31\u662f\u65b0\u7684\u958b\u767c\u8005\u9ad4\u9a57\uff08DevX\uff09\u5faa\u74b0\uff0c\u7d44\u7e54\u53ef\u4ee5\u6295\u8cc7\u65bc\u6b64\uff0c\u800c\u4e14\u5b83\u6703\u5f37\u5316\u4f60\u63a1\u8cfc\u7684\u6240\u6709\u5de5\u5177\u2014\u2014\u7121\u8ad6\u662f\u7a0b\u5f0f\u78bc\u5be9\u67e5\u5de5\u5177\u9084\u662f Coding Agent\uff0c\u90fd\u6703\u53d7\u76ca\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u4e5f\u6539\u8b8a\u4e86\u9818\u5c0e\u8005\u7684\u601d\u7dad\u6a21\u5f0f\u3002\u50b3\u7d71\u4e0a\uff0c\u5de5\u7a0b\u5c08\u6848\u7684\u6295\u5165\u662f\u300c\u71df\u904b\u652f\u51fa\u300d\uff08OpEx\uff09\u2014\u2014\u6211\u5011\u9700\u8981\u66f4\u591a\u4eba\u4f86\u89e3\u6c7a\u554f\u984c\u3002\u4f46\u73fe\u5728\u4f60\u9084\u53ef\u4ee5\u6295\u8cc7\u65bc\u9019\u500b\u74b0\u5883\u53cd\u994b\u5faa\u74b0\uff0c\u8b93\u6bcf\u500b\u4eba\u90fd\u8b8a\u5f97\u66f4\u6709\u6548\u7387\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[17:00] \u4e00\u500b\u6709\u4e3b\u898b\u7684\u5de5\u7a0b\u5e2b\u53ef\u4ee5\u6539\u8b8a\u6574\u500b\u4f01\u696d<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Eno \u5f37\u8abf\u4e86\u4e00\u500b\u95dc\u9375\u6d1e\u898b\uff1a\u5982\u679c\u4f60\u662f\u90a3\u500b\u80fd\u8aaa\u300c\u9019\u662f\u6211\u7684\u610f\u898b\uff0c\u9019\u662f\u6211\u5e0c\u671b\u8edf\u9ad4\u88ab\u5efa\u69cb\u7684\u65b9\u5f0f\u300d\u7684\u4eba\uff0c\u4f60\u7684\u80fd\u529b\u6bd4\u4ee5\u5f80\u4efb\u4f55\u6642\u5019\u90fd\u80fd\u66f4\u5927\u898f\u6a21\u5730\u64f4\u5c55\u3002\u4e00\u500b\u6709\u4e3b\u898b\u7684\u5de5\u7a0b\u5e2b\uff08Opinionated Engineer\uff09\uff0c\u900f\u904e\u5b9a\u7fa9\u9a57\u8b49\u6a19\u6e96\u548c\u81ea\u52d5\u5316\u898f\u7bc4\uff0c\u53ef\u4ee5\u6709\u610f\u7fa9\u5730\u6539\u8b8a\u6574\u500b\u4f01\u696d\u7684\u958b\u767c\u901f\u5ea6\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[18:00] \u5c55\u671b\u672a\u4f86\uff1a\u5f9e\u4e00\u5c0f\u6642\u7684\u4fee\u5fa9\u5faa\u74b0\u5230 5x-7x \u7684\u6548\u7387\u63d0\u5347<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Eno \u63cf\u7e6a\u4e86\u4e00\u500b\u9858\u666f\uff1a\u5ba2\u6236\u554f\u984c\u9032\u4f86 \u2192 Bug \u88ab\u63d0\u4ea4 \u2192 Ticket \u88ab Coding Agent \u63a5\u6536\u4e26\u57f7\u884c \u2192 \u7d50\u679c\u5448\u73fe\u7d66\u958b\u767c\u8005 \u2192 \u958b\u767c\u8005\u9ede\u64ca\u6279\u51c6 \u2192 \u7a0b\u5f0f\u78bc\u5408\u4f75\u4e26\u90e8\u7f72\u5230\u751f\u7522\u74b0\u5883\u2014\u2014\u6574\u500b\u5faa\u74b0\u53ea\u9700 1-2 \u5c0f\u6642\u3002\u9019\u5728\u6280\u8853\u4e0a\u4eca\u5929\u5c31\u53ef\u884c\uff0c\u9650\u5236\u56e0\u7d20\u4e0d\u662f Coding Agent \u7684\u80fd\u529b\uff0c\u800c\u662f\u4f60\u7684\u7d44\u7e54\u7684\u9a57\u8b49\u6a19\u6e96\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6295\u8cc7\u9a57\u8b49\u57fa\u790e\u8a2d\u65bd\u5e36\u4f86\u7684\u4e0d\u662f 1.5x \u6216 2x \u7684\u6548\u7387\u63d0\u5347\uff0c\u800c\u662f\u771f\u6b63\u7684 5x\u30016x\u30017x\u3002\u4f46\u9019\u9700\u8981\u7d44\u7e54\u4e3b\u52d5\u6295\u8cc7\u2014\u2014AI \u4e0d\u6703\u81ea\u52d5\u8cdc\u4e88\u4f60\u9019\u4e9b\uff0c\u9019\u662f\u4f60\u4f5c\u70ba\u7d44\u7e54\u5fc5\u9808\u505a\u51fa\u7684\u9078\u64c7\u3002\u5982\u679c\u73fe\u5728\u5c31\u505a\u51fa\u9019\u500b\u9078\u64c7\uff0cEno \u4fdd\u8b49\u4f60\u7684\u7d44\u7e54\u5c07\u9032\u5165\u958b\u767c\u901f\u5ea6\u7684\u524d 1-5%\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\">Eno \u7684\u6f14\u8b1b\u9ede\u51fa\u4e86\u4e00\u500b\u5f88\u591a\u5718\u968a\u5728\u300cAI \u5de5\u5177\u7126\u616e\u75c7\u300d\u4e2d\u5ffd\u7565\u7684\u76f2\u9ede\uff1a\u8207\u5176\u82b1\u6642\u9593\u6bd4\u8f03\u54ea\u500b Coding Agent \u7684 benchmark \u5206\u6578\u9ad8 3%\uff0c\u4e0d\u5982\u56de\u982d\u5be9\u8996\u81ea\u5df1\u7684\u7a0b\u5f0f\u78bc\u5eab\u662f\u5426\u6e96\u5099\u597d\u8b93 AI \u4f86\u5de5\u4f5c\u3002\u9019\u500b\u89c0\u9ede\u975e\u5e38\u52d9\u5be6\uff0c\u56e0\u70ba\u5b83\u628a\u63a7\u5236\u6b0a\u4ea4\u56de\u5230\u5de5\u7a0b\u5718\u968a\u624b\u4e2d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u300cA slop test is better than no test\u300d\u9019\u53e5\u8a71\u503c\u5f97\u6df1\u601d\u3002\u5728\u8ffd\u6c42\u5b8c\u7f8e\u7684\u5de5\u7a0b\u6587\u5316\u4e2d\uff0c\u5f88\u591a\u5718\u968a\u5be7\u53ef\u4e0d\u5beb\u6e2c\u8a66\u4e5f\u4e0d\u9858\u5beb\u300c\u4e0d\u5b8c\u7f8e\u300d\u7684\u6e2c\u8a66\u3002\u4f46\u5728 AI Agent \u7684\u6642\u4ee3\uff0c\u6709\u6e2c\u8a66\u548c\u6c92\u6e2c\u8a66\u7684\u5dee\u8ddd\uff0c\u9060\u5927\u65bc\u597d\u6e2c\u8a66\u548c\u666e\u901a\u6e2c\u8a66\u7684\u5dee\u8ddd\u3002\u9019\u662f\u4e00\u500b\u503c\u5f97\u8abf\u6574\u7684\u5fc3\u614b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u904e\uff0c\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cEno \u4f5c\u70ba AI \u7a0b\u5f0f\u78bc\u5de5\u5177\u7684\u5275\u8fa6\u4eba\uff0c\u4ed6\u7684\u89c0\u9ede\u81ea\u7136\u5e36\u6709\u5546\u696d\u7acb\u5834\u3002\u4ed6\u5c07\u8cac\u4efb\u5f9e\u300c\u5de5\u5177\u4e0d\u5920\u597d\u300d\u8f49\u5411\u300c\u4f60\u7684\u74b0\u5883\u4e0d\u5920\u597d\u300d\uff0c\u9019\u5c0d\u5de5\u5177\u5ee0\u5546\u7576\u7136\u6709\u5229\u3002\u73fe\u5be6\u4e2d\uff0c\u5169\u8005\u90fd\u5f88\u91cd\u8981\u2014\u2014\u5de5\u5177\u80fd\u529b\u548c\u74b0\u5883\u6e96\u5099\u5ea6\u9700\u8981\u540c\u6b65\u63d0\u5347\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u5f8c\uff0c\u300c\u4e00\u500b\u6709\u4e3b\u898b\u7684\u5de5\u7a0b\u5e2b\u53ef\u4ee5\u6539\u8b8a\u6574\u500b\u4f01\u696d\u300d\u9019\u500b\u8aaa\u6cd5\u4ee4\u4eba\u632f\u596e\uff0c\u4f46\u4e5f\u6697\u793a\u4e86\u4e00\u500b\u6311\u6230\uff1a\u5728\u5927\u578b\u7d44\u7e54\u4e2d\uff0c\u63a8\u52d5\u9a57\u8b49\u6a19\u6e96\u7684\u7d71\u4e00\u9700\u8981\u8de8\u5718\u968a\u7684\u5171\u8b58\u548c\u6301\u7e8c\u7684\u6587\u5316\u5efa\u8a2d\uff0c\u9019\u5f80\u5f80\u6bd4\u6280\u8853\u672c\u8eab\u66f4\u96e3\u3002<\/p>\n\n    \n\n<div id=\"quiz-a334c076\">\n<style>\n#quiz-a334c076 .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-a334c076 .badge.scenario {\n        background: #ebf8ff;\n        color: #2b6cb0;\n      }#quiz-a334c076 .badge.debug {\n        background: #fef3c7;\n        color: #92400e;\n      }#quiz-a334c076 .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-a334c076 .question-adv h3 {\n        margin-top: 0;\n        color: #2d3748;\n      }#quiz-a334c076 .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-a334c076 .options-adv {\n        list-style: none;\n        padding: 0;\n      }#quiz-a334c076 .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-a334c076 .options-adv li:hover:not(.disabled) {\n        border-color: #ed8936;\n        background: #fffaf0;\n      }#quiz-a334c076 .options-adv li.disabled {\n        cursor: default;\n        opacity: 0.7;\n      }#quiz-a334c076 .options-adv li.show-answer {\n        border-color: #48bb78;\n        background: #f0fff4;\n      }#quiz-a334c076 .options-adv li.wrong {\n        border-color: #fc8181;\n        background: #fff5f5;\n      }#quiz-a334c076 .feedback-adv {\n        margin-top: 16px;\n        padding: 14px;\n        border-radius: 8px;\n        display: none;\n        line-height: 1.6;\n      }#quiz-a334c076 .feedback-adv.correct {\n        background: #f0fff4;\n        color: #276749;\n        display: block;\n      }#quiz-a334c076 .feedback-adv.wrong {\n        background: #fff5f5;\n        color: #c53030;\n        display: block;\n      }#quiz-a334c076 .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-a334c076 .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\u8b93\u7a0b\u5f0f\u78bc\u5eab\u70ba AI Agent \u505a\u597d\u6e96\u5099<\/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 Eno Reyes \u6f14\u8b1b\u4e2d\u7684\u89c0\u9ede\uff0c\u505a\u51fa\u6b63\u78ba\u7684\u7d44\u7e54\u6c7a\u7b56\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. \u4f60\u662f\u4e00\u9593 500 \u4eba\u5de5\u7a0b\u5718\u968a\u7684\u6280\u8853\u4e3b\u7ba1\uff0c\u6b63\u5728\u8a55\u4f30\u662f\u5426\u63a1\u7528 AI Coding Agent\u3002\u76ee\u524d\u5718\u968a\u7684\u6e2c\u8a66\u8986\u84cb\u7387\u7d04 55%\uff0cCI \u5efa\u7f6e\u6bcf\u4e09\u6b21\u6703\u6709\u4e00\u6b21\u56e0\u70ba flaky test \u800c\u5931\u6557\uff0cLinter \u898f\u5247\u4e5f\u76f8\u5c0d\u5bec\u9b06\u3002\u4f60\u61c9\u8a72\u512a\u5148\u505a\u4ec0\u9ebc\uff1f <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">\u73fe\u6cc1\uff1a\n&#8211; \u6e2c\u8a66\u8986\u84cb\u7387\uff1a55%\n&#8211; CI \u5efa\u7f6e\u7a69\u5b9a\u6027\uff1a\u7d04 67%\uff08\u6bcf 3 \u6b21\u5931\u6557 1 \u6b21\uff09\n&#8211; Linter \u898f\u5247\uff1a\u57fa\u672c\u898f\u5247\uff0c\u672a\u56b4\u683c\u914d\u7f6e\n&#8211; \u6587\u4ef6\uff1a\u7121 AGENTS.md\uff0cAPI \u6587\u4ef6\u4e0d\u5b8c\u6574<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(1, 'A', 'C')\">A. \u7acb\u5373\u82b1 45 \u5929\u5168\u9762\u8a55\u4f30\u5e02\u9762\u4e0a\u6240\u6709 Coding Agent \u5de5\u5177\uff0c\u9078\u64c7 SWE-bench \u5206\u6578\u6700\u9ad8\u7684<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'B', 'C')\">B. \u5148\u5c0e\u5165\u4e00\u500b Coding Agent \u8b93\u90e8\u5206\u5718\u968a\u8a66\u7528\uff0c\u6536\u96c6\u56de\u994b\u5f8c\u518d\u6c7a\u5b9a\u662f\u5426\u64f4\u5927<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'C', 'C')\">C. \u5148\u6295\u8cc7\u6539\u5584\u9a57\u8b49\u57fa\u790e\u8a2d\u65bd\uff08\u4fee\u5fa9 flaky test\u3001\u63d0\u9ad8\u8986\u84cb\u7387\u3001\u52a0\u5f37 Linter\u3001\u5efa\u7acb AGENTS.md\uff09\uff0c\u518d\u5c0e\u5165 Coding Agent<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'D', 'C')\">D. \u8058\u8acb\u66f4\u591a QA \u5de5\u7a0b\u5e2b\u4f86\u4eba\u5de5\u5be9\u67e5 AI \u7522\u751f\u7684\u7a0b\u5f0f\u78bc<\/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. \u4f60\u7684\u5718\u968a\u5df2\u7d93\u5c0e\u5165\u4e86 Coding Agent\uff0c\u4f46\u767c\u73fe\u8cc7\u6df1\u5de5\u7a0b\u5e2b\u4f7f\u7528\u6548\u679c\u4e0d\u932f\uff0c\u521d\u968e\u5de5\u7a0b\u5e2b\u537b\u5e7e\u4e4e\u7121\u6cd5\u6210\u529f\u4f7f\u7528\u3002\u7d93\u904e\u8abf\u67e5\uff0c\u4f60\u767c\u73fe\u521d\u968e\u5de5\u7a0b\u5e2b\u4e3b\u8981\u5361\u5728\u67d0\u4e9b\u5718\u968a\u6163\u4f8b\u4e0a\uff08\u5982\u7279\u5b9a\u7684\u547d\u540d\u898f\u7bc4\u548c\u6a21\u7d44\u7d50\u69cb\uff09\u3002\u6839\u64da\u6f14\u8b1b\u5167\u5bb9\uff0c\u6700\u53ef\u80fd\u7684\u6839\u672c\u539f\u56e0\u662f\u4ec0\u9ebc\uff1f <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">\u89c0\u5bdf\u73fe\u8c61\uff1a\n&#8211; \u8cc7\u6df1\u5de5\u7a0b\u5e2b\uff1aAI Agent \u6210\u529f\u7387 ~85%\n&#8211; \u521d\u968e\u5de5\u7a0b\u5e2b\uff1aAI Agent \u6210\u529f\u7387 ~30%\n&#8211; \u5dee\u7570\u4e3b\u8981\u51fa\u73fe\u5728\u6d89\u53ca\u5718\u968a\u7279\u5b9a\u6163\u4f8b\u7684\u4efb\u52d9\u4e0a<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(2, 'A', 'B')\">A. \u521d\u968e\u5de5\u7a0b\u5e2b\u4e0d\u719f\u6089 AI \u5de5\u5177\u7684 Prompt \u5beb\u6cd5\uff0c\u9700\u8981\u52a0\u5f37 Prompt Engineering \u57f9\u8a13<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'B', 'B')\">B. \u9019\u4e9b\u5718\u968a\u6163\u4f8b\u5c6c\u65bc\u5c0f\u773e\u5be6\u8e10\uff08Niche Practices\uff09\uff0c\u7f3a\u4e4f\u81ea\u52d5\u5316\u9a57\u8b49\uff0c\u8cc7\u6df1\u5de5\u7a0b\u5e2b\u9760\u7d93\u9a57\u80fd\u624b\u52d5\u88dc\u8db3\uff0c\u4f46 Agent \u7121\u6cd5\u81ea\u52d5\u9075\u5faa<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'C', 'B')\">C. \u521d\u968e\u5de5\u7a0b\u5e2b\u61c9\u8a72\u4f7f\u7528\u66f4\u7c21\u55ae\u7684 AI \u5de5\u5177\uff0c\u76ee\u524d\u7684 Coding Agent \u5c0d\u4ed6\u5011\u4f86\u8aaa\u592a\u8907\u96dc<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'D', 'B')\">D. AI \u6a21\u578b\u672c\u8eab\u4e0d\u5920\u8070\u660e\uff0c\u9700\u8981\u7b49\u4e0b\u4e00\u4ee3\u6a21\u578b\u624d\u80fd\u89e3\u6c7a<\/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. \u4f60\u7684 CTO \u60f3\u8981\u5be6\u73fe\u9019\u6a23\u7684\u81ea\u52d5\u5316\u6d41\u7a0b\uff1a\u5ba2\u6236\u56de\u5831 Bug \u2192 \u81ea\u52d5\u5efa\u7acb Ticket \u2192 Coding Agent \u4fee\u5fa9 \u2192 \u958b\u767c\u8005\u5be9\u6838\u6279\u51c6 \u2192 \u81ea\u52d5\u90e8\u7f72\uff0c\u6574\u500b\u5faa\u74b0\u63a7\u5236\u5728 1-2 \u5c0f\u6642\u5167\u3002\u76ee\u524d\u4f60\u7684\u5718\u968a\u54ea\u9805\u6295\u8cc7\u6700\u80fd\u63a8\u52d5\u9019\u500b\u76ee\u6a19\uff1f <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">\u76ee\u6a19\u6d41\u7a0b\uff1a\nCustomer Issue \u2192 Bug Ticket \u2192 Agent Fix \u2192 Dev Review \u2192 Deploy\n\u9810\u671f\u6642\u9593\uff1a1-2 \u5c0f\u6642<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(3, 'A', 'D')\">A. \u8cfc\u8cb7\u66f4\u5f37\u5927\u7684 AI \u6a21\u578b API\uff0c\u63d0\u5347 Agent \u7684\u7a0b\u5f0f\u78bc\u751f\u6210\u80fd\u529b<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'B', 'D')\">B. \u5efa\u7acb\u5b8c\u5584\u7684 Ticket \u7ba1\u7406\u81ea\u52d5\u5316\u7cfb\u7d71\uff0c\u8b93 Bug \u80fd\u81ea\u52d5\u5206\u6d3e<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'C', 'D')\">C. \u8a13\u7df4\u958b\u767c\u8005\u66f4\u5feb\u5730\u5be9\u6838 AI \u751f\u6210\u7684\u7a0b\u5f0f\u78bc<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'D', 'D')\">D. \u5f37\u5316\u7d44\u7e54\u7684\u81ea\u52d5\u5316\u9a57\u8b49\u6a19\u6e96\uff0c\u78ba\u4fdd\u80fd\u81ea\u52d5\u5224\u65b7 PR \u662f\u5426\u5b89\u5168\u4e14\u4e0d\u6703\u641e\u58de\u751f\u7522\u74b0\u5883<\/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. \u67d0\u5718\u968a\u5c0e\u5165 Coding Agent \u5f8c\uff0c\u5617\u8a66\u8b93 Agent \u540c\u6642\u4e26\u884c\u8655\u7406\u4e00\u500b\u5927\u578b\u73fe\u4ee3\u5316\u5c08\u6848\u7684\u591a\u500b\u5b50\u4efb\u52d9\uff0c\u4f46\u7d50\u679c\u6df7\u4e82\u4e0d\u582a\u2014\u2014\u591a\u500b Agent \u7522\u51fa\u7684\u7a0b\u5f0f\u78bc\u4e92\u76f8\u885d\u7a81\uff0c\u6700\u7d42\u7121\u6cd5\u6574\u5408\u3002\u6839\u64da\u6f14\u8b1b\u89c0\u9ede\uff0c\u9019\u500b\u5931\u6557\u6700\u53ef\u80fd\u7684\u6839\u672c\u539f\u56e0\u662f\u4ec0\u9ebc\uff1f <span class=\"badge debug\">\u932f\u8aa4\u8a3a\u65b7<\/span><\/h3>\n      <div class=\"code-block\">\u60c5\u6cc1\uff1a\n&#8211; \u5927\u578b\u907a\u7559\u7cfb\u7d71\u73fe\u4ee3\u5316\u5c08\u6848\n&#8211; \u62c6\u5206\u70ba 8 \u500b\u5b50\u4efb\u52d9\uff0c\u5404\u7531\u4e00\u500b Agent \u4e26\u884c\u57f7\u884c\n&#8211; \u7d50\u679c\uff1a\u7a0b\u5f0f\u78bc\u98a8\u683c\u4e0d\u4e00\u81f4\u3001API \u63a5\u53e3\u4e0d\u76f8\u5bb9\u3001\u6e2c\u8a66\u4e92\u76f8\u5e72\u64fe\n&#8211; \u5718\u968a\u7d50\u8ad6\uff1a\u300cAgent \u9084\u4e0d\u5920\u6210\u719f\uff0c\u7121\u6cd5\u8655\u7406\u9019\u7a2e\u8907\u96dc\u4efb\u52d9\u300d<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(4, 'A', 'B')\">A. \u4e26\u884c Agent \u4e4b\u9593\u7f3a\u4e4f\u5373\u6642\u901a\u8a0a\u6a5f\u5236\uff0c\u61c9\u8a72\u5f15\u5165 Agent \u9593\u5354\u4f5c\u6846\u67b6<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'B', 'B')\">B. \u9023\u55ae\u4e00\u4efb\u52d9\u7684\u81ea\u52d5\u5316\u9a57\u8b49\u90fd\u4e0d\u5b8c\u5584\uff0c\u5c31\u76f4\u63a5\u8df3\u5230\u591a Agent \u4e26\u884c\uff0c\u7f3a\u4e4f\u80fd\u81ea\u52d5\u9a57\u8b49\u6bcf\u500b PR \u662f\u5426\u5408\u683c\u7684\u57fa\u790e\u8a2d\u65bd<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'C', 'B')\">C. \u5b50\u4efb\u52d9\u62c6\u5206\u65b9\u5f0f\u4e0d\u5c0d\uff0c\u61c9\u8a72\u8b93\u4e00\u500b Agent \u6309\u9806\u5e8f\u8655\u7406\u6240\u6709\u4efb\u52d9<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'D', 'B')\">D. \u4f7f\u7528\u7684 AI \u6a21\u578b\u4e0a\u4e0b\u6587\u8996\u7a97\u4e0d\u5920\u5927\uff0c\u7121\u6cd5\u7406\u89e3\u6574\u500b\u5c08\u6848\u67b6\u69cb<\/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. \u4e00\u4f4d\u6280\u8853\u4e3b\u7ba1\u5728\u8a55\u4f30 AI \u5de5\u5177\u6642\u8aaa\uff1a\u300c\u6211\u5011\u82b1\u4e86\u5169\u500b\u6708\u6bd4\u8f03\u4e86\u4e94\u6b3e Coding Agent\uff0c\u6700\u7d42\u9078\u4e86 SWE-bench \u5206\u6578\u6700\u9ad8\u7684\u90a3\u6b3e\u3002\u4f46\u5c0e\u5165\u4e09\u500b\u6708\u5f8c\uff0c\u958b\u767c\u8005\u7684\u751f\u7522\u529b\u63d0\u5347\u53ea\u6709 10-15%\uff0c\u9060\u4f4e\u65bc\u9810\u671f\u3002\u300d\u6839\u64da\u6f14\u8b1b\u89c0\u9ede\uff0c\u9019\u4f4d\u4e3b\u7ba1\u7684\u7b56\u7565\u51fa\u4e86\u4ec0\u9ebc\u554f\u984c\uff1f <span class=\"badge debug\">\u932f\u8aa4\u8a3a\u65b7<\/span><\/h3>\n      <div class=\"code-block\">\u6c7a\u7b56\u904e\u7a0b\uff1a\n1. \u82b1 2 \u500b\u6708\u6bd4\u8f03 5 \u6b3e\u5de5\u5177\u7684 Benchmark \u5206\u6578\n2. \u9078\u64c7 SWE-bench \u5206\u6578\u6700\u9ad8\u7684\u5de5\u5177\n3. \u5168\u9762\u5c0e\u5165\u5718\u968a\n4. \u7d50\u679c\uff1a\u751f\u7522\u529b\u50c5\u63d0\u5347 10-15%\n\n\u5718\u968a\u74b0\u5883\uff1a\n&#8211; \u6e2c\u8a66\u8986\u84cb\u7387\uff1a45%\n&#8211; \u7121 AGENTS.md \u6a94\u6848\n&#8211; Linter \u898f\u5247\u5bec\u9b06\n&#8211; \u5efa\u7f6e\u6d41\u7a0b\u5076\u723e\u4e0d\u7a69\u5b9a<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(5, 'A', 'C')\">A. \u5169\u500b\u6708\u7684\u8a55\u4f30\u6642\u9593\u592a\u77ed\uff0c\u61c9\u8a72\u82b1\u66f4\u591a\u6642\u9593\u9032\u884c\u66f4\u5168\u9762\u7684\u6bd4\u8f03<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'B', 'C')\">B. \u61c9\u8a72\u9078\u64c7\u8b93\u958b\u767c\u8005\u81ea\u5df1\u7968\u9078\u559c\u6b61\u7684\u5de5\u5177\uff0c\u800c\u975e\u53ea\u770b Benchmark<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'C', 'C')\">C. \u628a\u7cbe\u529b\u653e\u5728\u6bd4\u8f03\u5de5\u5177\u4e0a\u662f\u672c\u672b\u5012\u7f6e\uff0c\u61c9\u8a72\u5148\u6295\u8cc7\u6539\u5584\u7d44\u7e54\u7684\u9a57\u8b49\u57fa\u790e\u8a2d\u65bd\uff0c\u9019\u624d\u662f\u8b93\u6240\u6709 Coding Agent \u90fd\u80fd\u6210\u529f\u7684\u95dc\u9375<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'D', 'C')\">D. SWE-bench \u5206\u6578\u4e0d\u53ef\u9760\uff0c\u61c9\u8a72\u7528\u81ea\u5bb6\u7a0b\u5f0f\u78bc\u5eab\u505a\u5be6\u969b\u6e2c\u8a66\u4f86\u9078\u5de5\u5177<\/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: \"\u6f14\u8b1b\u7684\u6838\u5fc3\u8ad6\u9ede\u662f\uff1a\u9650\u5236 AI Agent \u767c\u63ee\u7684\u74f6\u9838\u4e0d\u662f\u5de5\u5177\u672c\u8eab\u7684\u80fd\u529b\uff0c\u800c\u662f\u7d44\u7e54\u7684\u81ea\u52d5\u5316\u9a57\u8b49\u6c34\u6e96\u3002\u82b1 45 \u5929\u6bd4\u8f03\u5de5\u5177\uff08\u9078\u9805 A\uff09\u6b63\u662f Eno \u6279\u8a55\u7684\u505a\u6cd5\u3002\u5148\u8a66\u7528\u518d\u6c7a\u5b9a\uff08\u9078\u9805 B\uff09\u96d6\u7136\u4e0d\u5dee\uff0c\u4f46\u6c92\u6709\u89e3\u6c7a\u6839\u672c\u554f\u984c\u3002\u589e\u52a0\u4eba\u5de5\u5be9\u67e5\uff08\u9078\u9805 D\uff09\u8207\u81ea\u52d5\u5316\u65b9\u5411\u80cc\u9053\u800c\u99b3\u3002\u6b63\u78ba\u505a\u6cd5\u662f\u5148\u6253\u597d\u9a57\u8b49\u57fa\u790e\uff0c\u8b93\u6240\u6709 Agent \u5de5\u5177\u90fd\u80fd\u5728\u4f60\u7684\u74b0\u5883\u4e2d\u6210\u529f\u904b\u4f5c\u3002\",\n        2: \"Eno \u5728\u6f14\u8b1b\u4e2d\u660e\u78ba\u6307\u51fa\uff0c\u521d\u968e\u5de5\u7a0b\u5e2b\u7121\u6cd5\u6210\u529f\u4f7f\u7528 Coding Agent \u7684\u539f\u56e0\u901a\u5e38\u4e0d\u662f\u4ed6\u5011\u80fd\u529b\u4e0d\u8db3\uff0c\u800c\u662f\u6709\u4e9b\u5c0f\u773e\u5be6\u8e10\uff08Niche Practices\uff09\u7f3a\u4e4f\u81ea\u52d5\u5316\u9a57\u8b49\u3002\u8cc7\u6df1\u5de5\u7a0b\u5e2b\u9760\u7d93\u9a57\u80fd\u88dc\u8db3\u9019\u4e9b\u96b1\u6027\u77e5\u8b58\uff0c\u4f46 Agent \u9700\u8981\u660e\u78ba\u7684\u9a57\u8b49\u898f\u5247\u624d\u80fd\u9075\u5faa\u3002\u89e3\u6c7a\u65b9\u6848\u662f\u628a\u9019\u4e9b\u5718\u968a\u6163\u4f8b\u5beb\u9032 Linter \u898f\u5247\u3001AGENTS.md \u6216\u81ea\u52d5\u5316\u6e2c\u8a66\u4e2d\u3002\",\n        3: \"Eno \u660e\u78ba\u8868\u793a\uff1a\u5be6\u73fe\u9019\u7a2e\u7aef\u5230\u7aef\u81ea\u52d5\u5316\u6d41\u7a0b\u5728\u6280\u8853\u4e0a\u4eca\u5929\u5c31\u53ef\u884c\uff0c\u300c\u9650\u5236\u56e0\u7d20\u4e0d\u662f Coding Agent \u7684\u80fd\u529b\uff0c\u800c\u662f\u4f60\u7684\u7d44\u7e54\u7684\u9a57\u8b49\u6a19\u6e96\u300d\u3002\u5982\u679c\u7121\u6cd5\u81ea\u52d5\u9a57\u8b49\u4e00\u500b PR \u662f\u5426\u5b89\u5168\u3001\u662f\u5426\u4e0d\u6703\u641e\u58de\u751f\u7522\u74b0\u5883\uff0c\u90a3\u6574\u500b\u81ea\u52d5\u5316\u6d41\u7a0b\u5c31\u4e0d\u53ef\u80fd\u5be6\u73fe\u3002\u8cfc\u8cb7\u66f4\u5f37\u6a21\u578b\uff08A\uff09\u3001\u81ea\u52d5\u5316 Ticket\uff08B\uff09\u3001\u52a0\u5feb\u4eba\u5de5\u5be9\u6838\uff08C\uff09\u90fd\u53ea\u662f\u5c40\u90e8\u512a\u5316\uff0c\u6838\u5fc3\u74f6\u9838\u5728\u65bc\u9a57\u8b49\u57fa\u790e\u8a2d\u65bd\u3002\",\n        4: \"Eno \u5728\u6f14\u8b1b\u4e2d\u5f37\u8abf\uff1a\u5982\u679c\u9023\u55ae\u4e00\u4efb\u52d9\u7684\u81ea\u52d5\u5316\u9a57\u8b49\u90fd\u4e0d\u5b8c\u5584\uff08\u7121\u6cd5\u81ea\u52d5\u5224\u65b7\u4e00\u500b PR \u662f\u5426\u5408\u683c\uff09\uff0c\u5c31\u4e0d\u8981\u60f3\u8457\u53bb\u505a\u591a Agent \u4e26\u884c\u9019\u7a2e\u9032\u968e\u64cd\u4f5c\u3002\u9019\u662f\u4e00\u500b\u5178\u578b\u7684\u300c\u8df3\u7d1a\u300d\u932f\u8aa4\u2014\u2014\u8df3\u904e\u4e86\u57fa\u790e\u9a57\u8b49\u76f4\u63a5\u6311\u6230\u8907\u96dc\u5de5\u4f5c\u6d41\u3002\u6b63\u78ba\u7684\u505a\u6cd5\u662f\u5148\u78ba\u4fdd\u55ae\u4e00\u4efb\u52d9\u7684\u9a57\u8b49\u8fd1\u4e4e 100% \u53ef\u9760\uff0c\u518d\u9010\u6b65\u64f4\u5c55\u5230\u4e26\u884c\u548c\u8907\u96dc\u4efb\u52d9\u3002Agent \u9593\u901a\u8a0a\uff08A\uff09\u4e0d\u662f\u6838\u5fc3\u554f\u984c\uff0c\u6309\u9806\u5e8f\u8655\u7406\uff08C\uff09\u662f\u9000\u6b65\u800c\u975e\u89e3\u6cd5\uff0c\u6a21\u578b\u80fd\u529b\uff08D\uff09\u4e5f\u4e0d\u662f\u74f6\u9838\u3002\",\n        5: \"\u9019\u6b63\u662f Eno \u5728\u6f14\u8b1b\u4e2d\u6279\u8a55\u7684\u5178\u578b\u932f\u8aa4\u6c7a\u7b56\u3002\u4ed6\u7684\u539f\u8a71\u5927\u610f\u662f\uff1a\u82b1 45 \u5929\u6bd4\u8f03\u5de5\u5177\u7136\u5f8c\u9078\u4e00\u500b SWE-bench \u5206\u6578\u591a 10% \u7684\uff0c\u4e0d\u5982\u6539\u5584\u7d44\u7e54\u5be6\u8e10\u8b93\u6240\u6709\u5de5\u5177\u90fd\u80fd\u6210\u529f\u3002\u554f\u984c\u7684\u6838\u5fc3\u4e0d\u5728\u65bc\u6bd4\u8f03\u6642\u9593\u9577\u77ed\uff08A\uff09\u3001\u9078\u64c7\u65b9\u5f0f\uff08B\uff09\uff0c\u751a\u81f3\u4e0d\u5728\u65bc\u6e2c\u8a66\u65b9\u6cd5\uff08D\uff09\uff0c\u800c\u5728\u65bc\u9019\u4f4d\u4e3b\u7ba1\u628a\u7cbe\u529b\u653e\u5728\u4e86\u932f\u8aa4\u7684\u5730\u65b9\u3002\u6295\u8cc7\u9a57\u8b49\u57fa\u790e\u8a2d\u65bd\u5e36\u4f86\u7684\u662f 5x-7x \u7684\u6548\u7387\u63d0\u5347\uff0c\u9060\u8d85\u4efb\u4f55\u5de5\u5177\u4e4b\u9593\u7684\u5dee\u7570\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    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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\" 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