{"id":559,"date":"2026-01-31T20:55:54","date_gmt":"2026-01-31T12:55:54","guid":{"rendered":"https:\/\/blog.itsmygo.uk\/2026\/01\/31\/developer-experience-in-the-age-of-ai-coding-agents-ai-%e7%b7%a8%e7%a2%bc%e4%bb%a3%e7%90%86%e6%99%82%e4%bb%a3%e7%9a%84%e9%96%8b%e7%99%bc%e8%80%85%e9%ab%94%e9%a9%97\/"},"modified":"2026-01-31T20:55:54","modified_gmt":"2026-01-31T12:55:54","slug":"developer-experience-in-the-age-of-ai-coding-agents-ai-%e7%b7%a8%e7%a2%bc%e4%bb%a3%e7%90%86%e6%99%82%e4%bb%a3%e7%9a%84%e9%96%8b%e7%99%bc%e8%80%85%e9%ab%94%e9%a9%97","status":"publish","type":"post","link":"https:\/\/blog.itsmygo.uk\/wordpress\/2026\/01\/31\/developer-experience-in-the-age-of-ai-coding-agents-ai-%e7%b7%a8%e7%a2%bc%e4%bb%a3%e7%90%86%e6%99%82%e4%bb%a3%e7%9a%84%e9%96%8b%e7%99%bc%e8%80%85%e9%ab%94%e9%a9%97\/","title":{"rendered":"Developer Experience in the Age of AI Coding Agents \u2014 AI \u7de8\u78bc\u4ee3\u7406\u6642\u4ee3\u7684\u958b\u767c\u8005\u9ad4\u9a57"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Capital One \u7684 Max Kanat-Alexander \u5728\u672c\u6b21\u6f14\u8b1b\u4e2d\uff0c\u5f9e\u958b\u767c\u8005\u9ad4\u9a57\uff08Developer Experience\uff09\u7684\u89d2\u5ea6\u5207\u5165\uff0c\u63a2\u8a0e\u5728 AI \u7de8\u78bc\u4ee3\u7406\u5feb\u901f\u6f14\u9032\u7684\u6642\u4ee3\uff0c\u8edf\u9ad4\u5de5\u7a0b\u7d44\u7e54\u61c9\u8a72\u505a\u51fa\u54ea\u4e9b\u300c\u7a69\u8cfa\u4e0d\u8ce0\u300d\u7684\u6295\u8cc7\u3002\u4ed6\u6307\u51fa\uff0c\u50c5\u9760 AI \u4ee3\u7406\u4e26\u4e0d\u80fd\u89e3\u6c7a\u6240\u6709\u554f\u984c\uff0c\u7d44\u7e54\u9700\u8981\u540c\u6642\u6539\u5584\u958b\u767c\u74b0\u5883\u3001\u9a57\u8b49\u6a5f\u5236\u3001\u7a0b\u5f0f\u78bc\u7d50\u69cb\u3001\u6587\u4ef6\u7ba1\u7406\u548c Code Review \u6d41\u7a0b\uff0c\u624d\u80fd\u771f\u6b63\u91cb\u653e AI \u4ee3\u7406\u8207\u958b\u767c\u8005\u7684\u751f\u7522\u529b\u6f5b\u80fd\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=rT2Del5pwg4<\/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>AI \u7de8\u78bc\u4ee3\u7406\u5f88\u5f37\u5927\uff0c\u4f46\u4e0d\u662f\u8edf\u9ad4\u5de5\u7a0b\u7d44\u7e54\u552f\u4e00\u9700\u8981\u6295\u8cc7\u7684\u65b9\u5411<\/li>\n<li>\u958b\u767c\u74b0\u5883\u61c9\u6a19\u6e96\u5316\uff0c\u4f7f\u7528\u696d\u754c\u6a19\u6e96\u5de5\u5177\uff0c\u907f\u514d\u5c0d\u6297\u6a21\u578b\u7684 training set<\/li>\n<li>\u4ee3\u7406\u9700\u8981 CLI \u6216 API \u4f86\u57f7\u884c\u64cd\u4f5c\uff0c\u6587\u5b57\u4e92\u52d5\u662f\u6700\u539f\u751f\u7684\u4ecb\u9762<\/li>\n<li>\u9ad8\u54c1\u8cea\u7684\u9a57\u8b49\uff08\u6e2c\u8a66\u3001linter\uff09\u548c\u6e05\u6670\u7684\u932f\u8aa4\u8a0a\u606f\u5c0d\u4ee3\u7406\u81f3\u95dc\u91cd\u8981<\/li>\n<li>\u7a0b\u5f0f\u78bc\u5eab\u7684\u7d50\u69cb\u76f4\u63a5\u5f71\u97ff\u4ee3\u7406\u7684\u63a8\u7406\u80fd\u529b\u548c\u6548\u80fd<\/li>\n<li>\u6587\u4ef6\u9700\u8a18\u9304\u300c\u70ba\u4ec0\u9ebc\u300d\u800c\u975e\u300c\u662f\u4ec0\u9ebc\u300d\u2014\u2014\u4ee3\u7406\u7121\u6cd5\u8b80\u53d6\u4f60\u7684\u8166\u888b<\/li>\n<li>\u5beb\u7a0b\u5f0f\u78bc\u5df2\u8b8a\u6210\u8b80\u7a0b\u5f0f\u78bc\uff0c\u6bcf\u4f4d\u5de5\u7a0b\u5e2b\u7684\u4e3b\u8981\u5de5\u4f5c\u6b63\u5728\u8b8a\u6210 Code Reviewer<\/li>\n<li>Code Review \u7684\u901f\u5ea6\u548c\u54c1\u8cea\u90fd\u9700\u8981\u63d0\u5347\uff0c\u5426\u5247\u6703\u9677\u5165\u60e1\u6027\u5faa\u74b0<\/li>\n<li>\u6838\u5fc3\u539f\u5247\uff1a\u5c0d\u4eba\u985e\u597d\u7684\u6771\u897f\uff0c\u5c0d AI \u4e5f\u597d<\/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\">[00:20] \u958b\u5834\uff1a\u524d\u6240\u672a\u898b\u7684\u8b8a\u9769\u901f\u5ea6<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Max \u63d0\u5230\u81ea\u5df1\u5f9e\u4e8b\u958b\u767c\u8005\u9ad4\u9a57\u5de5\u4f5c\u5df2\u7d93\u5f88\u9577\u6642\u9593\uff0c\u4f46\u904e\u53bb 12 \u500b\u6708\u7684\u8b8a\u5316\u901f\u5ea6\u662f\u4ed6\u524d\u6240\u672a\u898b\u7684\u3002\u6bcf\u9694 2 \u5230 3 \u9031\uff0c\u8edf\u9ad4\u5de5\u7a0b\u5e2b\u5c31\u6703\u56e0\u70ba\u65b0\u5de5\u5177\u7684\u51fa\u73fe\u800c\u611f\u5230\u9707\u9a5a\u3002\u5c0d\u65bc\u8ca0\u8cac\u958b\u767c\u8005\u9ad4\u9a57\u7684\u4eba\u4f86\u8aaa\uff0c\u9019\u500b\u554f\u984c\u66f4\u52a0\u56b4\u5cfb\u2014\u2014\u7e3d\u662f\u6709\u4eba\u554f\u300c\u6211\u80fd\u4e0d\u80fd\u7528\u9019\u500b\u65b0\u6771\u897f\uff1f\u300d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u7a2e\u4e0d\u78ba\u5b9a\u6027\u8b93\u5f88\u591a CTO \u548c\u6280\u8853\u9818\u5c0e\u8005\u5728\u554f\u81ea\u5df1\uff1a\u300c\u6211\u7684\u6295\u8cc7\u6703\u4e0d\u6703\u767d\u8cbb\uff1f\u300d\u5f88\u591a\u4eba\u7684\u7d50\u8ad6\u662f\u300c\u5c31\u5168\u6295 AI \u7de8\u78bc\u4ee3\u7406\u5427\u300d\uff0c\u4f46 Max \u8a8d\u70ba\u9019\u4e0d\u662f\u552f\u4e00\u7684\u7b54\u6848\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[02:10] \u5169\u500b\u95dc\u9375\u554f\u984c<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Max \u63d0\u51fa\u4e86\u5169\u500b\u6838\u5fc3\u554f\u984c\u4f86\u91d0\u6e05\u601d\u8def\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e00\uff0c\u5982\u4f55\u5229\u7528\u6211\u5011\u5c0d\u958b\u767c\u8005\u9ad4\u9a57\u539f\u5247\u7684\u7406\u89e3\uff0c\u627e\u5230\u7121\u8ad6\u672a\u4f86\u5982\u4f55\u8b8a\u5316\u90fd\u6709\u50f9\u503c\u7684\u6295\u8cc7\u65b9\u5411\uff1f\u7b2c\u4e8c\uff0c\u6211\u5011\u9700\u8981\u5728 AI \u4ee3\u7406\u4e4b\u5916\u505a\u4ec0\u9ebc\uff0c\u624d\u80fd\u5f9e\u4ee3\u7406\u4e2d\u7372\u5f97\u6700\u5927\u50f9\u503c\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ed6\u5f37\u8abf\uff0c\u9019\u4e9b\u4e0d\u662f\u5c0f\u554f\u984c\u2014\u2014\u5b83\u5011\u53ef\u80fd\u6c7a\u5b9a\u4e00\u5bb6\u8edf\u9ad4\u4f01\u696d\u7684\u6210\u6557\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[02:42] \u6a19\u6e96\u5316\u958b\u767c\u74b0\u5883<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e00\u500b\u300c\u7a69\u8cfa\u4e0d\u8ce0\u300d\u7684\u6295\u8cc7\u662f\u958b\u767c\u74b0\u5883\u3002\u4f60\u61c9\u8a72\u4f7f\u7528\u696d\u754c\u6a19\u6e96\u5de5\u5177\uff0c\u4e26\u4e14\u4ee5\u696d\u754c\u6a19\u6e96\u7684\u65b9\u5f0f\u4f7f\u7528\u5b83\u5011\u2014\u2014\u56e0\u70ba\u90a3\u5c31\u662f\u6a21\u578b training set \u88e1\u7684\u5167\u5bb9\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u96d6\u7136\u4f60\u53ef\u4ee5\u5beb instruction files \u8a66\u5716\u8b93\u6a21\u578b\u505a\u4e00\u4e9b\u975e\u6a19\u6e96\u7684\u4e8b\u60c5\uff0c\u4f46\u4f60\u672c\u8cea\u4e0a\u662f\u5728\u5c0d\u6297 training set\u3002\u5982\u679c\u4f60\u767c\u660e\u4e86\u81ea\u5df1\u7684\u5957\u4ef6\u7ba1\u7406\u5668\uff0c\u4f60\u53ef\u80fd\u61c9\u8a72\u653e\u68c4\u5b83\uff0c\u56de\u5230\u5916\u754c\u901a\u7528\u7684\u505a\u6cd5\u3002\u9019\u4e5f\u610f\u5473\u8457\u4f60\u4e0d\u80fd\u518d\u4f7f\u7528\u51b7\u9580\u7684\u7a0b\u5f0f\u8a9e\u8a00\u4e86\u2014\u2014\u81f3\u5c11\u4e0d\u80fd\u7528\u5728\u65e5\u5e38\u7684 agentic \u8edf\u9ad4\u958b\u767c\u5de5\u4f5c\u4e2d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Max \u4e5f\u56de\u61c9\u4e86\u4e00\u500b\u5e38\u898b\u7591\u554f\uff1a\u9019\u662f\u5426\u610f\u5473\u8457\u6211\u5011\u6c38\u9060\u4e0d\u6703\u6709\u65b0\u5de5\u5177\u4e86\uff1f\u4ed6\u8a8d\u70ba\u4e0d\u6703\uff0c\u56e0\u70ba\u7e3d\u6703\u6709\u611b\u597d\u8005\u63a8\u52d5\u5275\u65b0\uff0c\u4f46\u4f01\u696d\u74b0\u5883\u4e2d\u4f7f\u7528\u672a\u7d93\u9a57\u8b49\u7684\u65b0\u6280\u8853\uff0c\u7121\u8ad6\u6709\u6c92\u6709 AI\uff0c\u4e00\u76f4\u90fd\u662f\u500b\u554f\u984c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[04:23] \u70ba\u4ee3\u7406\u63d0\u4f9b CLI \u548c API<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee3\u7406\u9700\u8981 CLI \u6216 API \u4f86\u57f7\u884c\u64cd\u4f5c\u3002\u96d6\u7136\u53ef\u4ee5\u8b93\u4ee3\u7406\u4f7f\u7528 computer use \u6216\u5beb Playwright \u4f86\u64cd\u4f5c\u700f\u89bd\u5668\uff0c\u4f46\u70ba\u4ec0\u9ebc\u8981\u9019\u9ebc\u505a\u5462\uff1f\u5982\u679c\u4f60\u80fd\u63d0\u4f9b\u4e00\u500b CLI\uff0c\u8b93\u4ee3\u7406\u4ee5\u6700\u539f\u751f\u7684\u6587\u5b57\u4e92\u52d5\u65b9\u5f0f\u57f7\u884c\uff0c\u6e96\u78ba\u5ea6\u6703\u5927\u5e45\u63d0\u5347\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u6e96\u78ba\u5ea6\u81f3\u95dc\u91cd\u8981\u7684\u5834\u666f\u4e0b\uff0c\u9078\u64c7\u4ee3\u7406\u6700\u64c5\u9577\u7684\u4e92\u52d5\u65b9\u5f0f\u2014\u2014\u6587\u5b57\u4ecb\u9762\u2014\u2014\u624d\u662f\u6b63\u78ba\u7684\u505a\u6cd5\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[04:55] \u6295\u8cc7\u9a57\u8b49\u6a5f\u5236<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4efb\u4f55\u5f62\u5f0f\u7684\u5ba2\u89c0\u3001\u78ba\u5b9a\u6027\u9a57\u8b49\u90fd\u80fd\u63d0\u5347\u4ee3\u7406\u7684\u80fd\u529b\u3002\u4e0d\u7ba1\u9a57\u8b49\u5f9e\u54ea\u88e1\u4f86\uff0c\u95dc\u9375\u662f\u8981\u6709\u9ad8\u54c1\u8cea\u7684\u9a57\u8b49\u4e26\u7522\u751f\u6e05\u6670\u7684\u932f\u8aa4\u8a0a\u606f\u3002\u9019\u548c\u4f60\u4e00\u76f4\u4ee5\u4f86\u5c0d\u6e2c\u8a66\u548c linter \u7684\u8981\u6c42\u5176\u5be6\u662f\u4e00\u6a23\u7684\uff0c\u4f46\u5c0d\u4ee3\u7406\u4f86\u8aaa\u66f4\u52a0\u91cd\u8981\u2014\u2014\u56e0\u70ba\u4ee3\u7406\u7121\u6cd5\u5f9e\u300c500 Internal Error\u300d\u9019\u7a2e\u6a21\u7cca\u7684\u932f\u8aa4\u4e2d\u63a8\u65b7\u554f\u984c\u6240\u5728\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7136\u800c\uff0c\u5982\u679c\u4f60\u8b93\u4ee3\u7406\u5728\u4e00\u500b\u5b8c\u5168\u4e0d\u53ef\u6e2c\u8a66\u7684\u7a0b\u5f0f\u78bc\u5eab\u4e0a\u5beb\u6e2c\u8a66\uff0c\u5b83\u6703\u5beb\u51fa\u90a3\u7a2e\u300c\u6211\u6309\u4e86\u6309\u9215\uff0c\u6309\u9215\u6210\u529f\u88ab\u6309\u4e86\uff0c\u6e2c\u8a66\u901a\u904e\u300d\u7684\u5047\u6e2c\u8a66\u3002\u5f88\u591a\u4f01\u696d\u90fd\u6709\u5927\u91cf legacy \u7a0b\u5f0f\u78bc\u5eab\uff0c\u5b83\u5011\u4e0d\u662f\u70ba\u6e2c\u8a66\u800c\u8a2d\u8a08\u7684\uff0c\u53ea\u6709\u9ad8\u5c64\u7d1a\u7684\u7aef\u5230\u7aef\u6e2c\u8a66\uff0c\u7f3a\u4e4f\u4ee3\u7406\u80fd\u5920\u8fed\u4ee3\u904b\u884c\u7684\u512a\u8cea\u55ae\u5143\u6e2c\u8a66\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[06:40] \u6539\u5584\u7a0b\u5f0f\u78bc\u5eab\u7d50\u69cb<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7a0b\u5f0f\u78bc\u5eab\u7684\u7d50\u69cb\u662f\u53e6\u4e00\u9805\u503c\u5f97\u9577\u671f\u6295\u8cc7\u7684\u9818\u57df\u3002\u4ee3\u7406\u5728\u7d50\u69cb\u826f\u597d\u7684\u7a0b\u5f0f\u78bc\u5eab\u4e0a\u8868\u73fe\u66f4\u597d\u3002\u5728\u5927\u578b\u4f01\u696d\u4e2d\uff0c\u5b58\u5728\u4e00\u4e9b\u4eba\u985e\u90fd\u7121\u6cd5\u7406\u89e3\u7684 legacy \u7a0b\u5f0f\u78bc\u5eab\u2014\u2014\u56e0\u70ba\u7406\u89e3\u6240\u9700\u7684\u8cc7\u8a0a\u4e0d\u5728\u7a0b\u5f0f\u78bc\u4e2d\uff0c\u800c\u4e14\u7a0b\u5f0f\u78bc\u7d50\u69cb\u672c\u8eab\u5c31\u8b93\u63a8\u7406\u8b8a\u5f97\u4e0d\u53ef\u80fd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee3\u7406\u4e5f\u6703\u9047\u5230\u540c\u6a23\u7684\u56f0\u5883\u3002\u96d6\u7136\u5b83\u5011\u53ef\u4ee5\u50cf\u4eba\u985e\u4e00\u6a23\u901a\u904e\u53cd\u8986\u8a66\u932f\u4f86\u6478\u7d22\uff0c\u4f46\u9019\u6703\u5927\u5e45\u964d\u4f4e\u4ee3\u7406\u7684\u80fd\u529b\u3002\u5982\u679c\u7a0b\u5f0f\u78bc\u5eab\u552f\u4e00\u80fd\u505a\u7684\u5c31\u662f\u300c\u6309\u6309\u9215\u7136\u5f8c\u770b\u5b83\u6709\u6c92\u6709\u7206\u70b8\u300d\uff0c\u4ee3\u7406\u4e5f\u7121\u80fd\u70ba\u529b\uff0c\u9664\u975e\u5148\u9032\u884c\u91cd\u69cb\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[08:00] \u6587\u4ef6\uff1a\u8a18\u9304\u300c\u70ba\u4ec0\u9ebc\u300d<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6587\u4ef6\u4e00\u76f4\u662f\u958b\u767c\u8005\u9ad4\u9a57\u9818\u57df\u722d\u8ad6\u4e0d\u4f11\u7684\u8a71\u984c\u3002\u5de5\u7a0b\u5e2b\u8a0e\u53ad\u5beb\u6587\u4ef6\uff0c\u6587\u4ef6\u7684\u50f9\u503c\u4e5f\u5e38\u88ab\u8cea\u7591\u3002\u4f46\u5f9e AI \u4ee3\u7406\u7684\u89d2\u5ea6\u4f86\u770b\uff0c\u554f\u984c\u5f88\u6e05\u695a\uff1a\u4ee3\u7406\u7121\u6cd5\u8b80\u53d6\u4f60\u7684\u8166\u888b\uff0c\u5b83\u4e5f\u6c92\u6709\u53c3\u52a0\u4f60\u90a3\u5834\u6c92\u6709\u6703\u8b70\u8a18\u9304\u7684\u53e3\u982d\u6703\u8b70\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f88\u591a\u516c\u53f8\u4f9d\u8cf4\u90e8\u843d\u77e5\u8b58\uff08tribal knowledge\uff09\u4f86\u7406\u89e3\u7cfb\u7d71\u9700\u6c42\u548c\u898f\u683c\u3002\u5982\u679c\u7a0b\u5f0f\u78bc\u662f\u53ef\u7406\u89e3\u7684\uff08\u524d\u9762\u63d0\u5230\u7684\u6b65\u9a5f\u90fd\u505a\u597d\u4e86\uff09\uff0c\u4f60\u4e0d\u9700\u8981\u91cd\u65b0\u89e3\u91cb\u7a0b\u5f0f\u78bc\u672c\u8eab\u2014\u2014\u4f60\u751a\u81f3\u53ef\u4ee5\u76f4\u63a5\u554f\u4ee3\u7406\u300c\u5e6b\u6211\u63cf\u8ff0\u9019\u500b\u7a0b\u5f0f\u78bc\u5eab\u7684\u7d50\u69cb\u300d\u3002\u4f46\u4ee3\u7406\u6c38\u9060\u4e0d\u6703\u77e5\u9053\u300c\u70ba\u4ec0\u9ebc\u300d\u4f60\u9019\u6a23\u5beb\uff0c\u9664\u975e\u90a3\u88ab\u8a18\u9304\u5728\u67d0\u500b\u5b83\u80fd\u5b58\u53d6\u7684\u5730\u65b9\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u57fa\u672c\u539f\u5247\u662f\uff1a\u4efb\u4f55\u4e0d\u5728\u7a0b\u5f0f\u78bc\u4e2d\u6216\u7121\u6cd5\u5b58\u5728\u65bc\u7a0b\u5f0f\u78bc\u4e2d\u7684\u8cc7\u8a0a\uff0c\u90fd\u9700\u8981\u88ab\u5beb\u4e0b\u4f86\u653e\u5728\u4ee3\u7406\u80fd\u5b58\u53d6\u7684\u5730\u65b9\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[09:44] \u5beb\u7a0b\u5f0f\u78bc\u5df2\u7d93\u8b8a\u6210\u8b80\u7a0b\u5f0f\u78bc<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u5011\u4e00\u76f4\u90fd\u82b1\u66f4\u591a\u6642\u9593\u8b80\u7a0b\u5f0f\u78bc\u800c\u975e\u5beb\u7a0b\u5f0f\u78bc\u3002\u4f46\u4eca\u5929\u7684\u5dee\u7570\u662f\uff1a\u5beb\u7a0b\u5f0f\u78bc\u672c\u8eab\u5df2\u7d93\u8b8a\u6210\u4e86\u8b80\u7a0b\u5f0f\u78bc\u3002\u5373\u4f7f\u5728\u300c\u5beb\u300d\u7a0b\u5f0f\u78bc\u7684\u6642\u5019\uff0c\u6211\u5011\u82b1\u5728\u95b1\u8b80\u4e0a\u7684\u6642\u9593\u4e5f\u9060\u591a\u65bc\u5be6\u969b\u8f38\u5165\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u610f\u5473\u8457\u6bcf\u4f4d\u8edf\u9ad4\u5de5\u7a0b\u5e2b\u7684\u4e3b\u8981\u5de5\u4f5c\u6b63\u5728\u8b8a\u6210 Code Reviewer\u3002\u800c\u5728\u6df1\u5ea6\u63a1\u7528 agentic coding \u7684\u5718\u968a\u4e2d\uff0cPR \u7684\u6578\u91cf\u9060\u8d85\u4ee5\u5f80\uff0c\u5c0e\u81f4 Code Review \u672c\u8eab\u6210\u70ba\u74f6\u9838\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[10:41] \u63d0\u5347 Code Review \u901f\u5ea6<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u9700\u8981\u63d0\u5347 Code Review \u7684\u901f\u5ea6\u2014\u2014\u4e0d\u662f\u7e2e\u77ed\u6574\u9ad4 Code Review \u7684\u6642\u9593\uff08\u56e0\u70ba\u90a3\u662f\u54c1\u8cea\u6d41\u7a0b\uff09\uff0c\u800c\u662f\u8b93\u6bcf\u4e00\u6b21\u56de\u61c9\u90fd\u66f4\u5feb\u3002\u540c\u6a23\u7684\u908f\u8f2f\u4e5f\u9069\u7528\u65bc\u548c\u4ee3\u7406\u7684\u8fed\u4ee3\uff1a\u4f60\u8981\u8ffd\u6c42\u6b63\u78ba\u7684\u7d50\u679c\uff0c\u800c\u4e0d\u662f\u5728\u6642\u9593\u9650\u5236\u5167\u4ea4\u51fa\u4e0d\u80fd\u7528\u7684\u5783\u573e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u5718\u968a\u5c64\u7d1a\uff0cMax \u6307\u51fa\u4e00\u500b\u5e38\u898b\u7684\u300c\u793e\u4ea4\u75be\u75c5\u300d\uff1a\u4eba\u5011\u5728 Slack \u7fa4\u7d44\u767c\u8a0a\u606f\u8acb\u6c42 PR Review\uff0c\u7d50\u679c\u7e3d\u662f\u540c\u4e00\u500b\u4eba\u505a\u4e86\u6240\u6709\u7684 review\u3002\u7576 PR \u6578\u91cf\u5287\u589e\u6642\uff0c\u9019\u500b\u4eba\u6839\u672c\u625b\u4e0d\u4f4f\u3002\u89e3\u6c7a\u65b9\u6848\u662f\uff1a\u5c07 review \u5206\u914d\u7d66\u7279\u5b9a\u500b\u4eba\uff0c\u5efa\u7acb\u5206\u914d\u7cfb\u7d71\uff0c\u4e26\u8a2d\u5b9a SLO\uff08Service Level Objectives\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53e6\u4e00\u500b\u554f\u984c\u662f GitHub \u76ee\u524d\u4e0d\u64c5\u9577\u986f\u793a\u300c\u73fe\u5728\u8f2a\u5230\u8ab0\u884c\u52d5\u300d\u3002\u5f88\u591a\u4eba\u4f9d\u9760 Slack \u544a\u8a34\u5c0d\u65b9\u300c\u4f60\u53ef\u4ee5\u518d\u770b\u4e00\u6b21\u6211\u7684 PR \u4e86\u300d\uff0c\u9019\u662f\u4e00\u500b\u7cdf\u7cd5\u53c8\u4f4e\u6548\u7684\u7cfb\u7d71\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[13:14] \u5805\u6301 Code Review \u54c1\u8cea<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Code Review \u7684\u54c1\u8cea\u540c\u6a23\u91cd\u8981\u2014\u2014\u7121\u8ad6\u662f\u958b\u767c\u8005\u548c\u4ee3\u7406\u7684\u4e92\u52d5\uff0c\u9084\u662f\u6b63\u5f0f\u7684 Code Review \u6d41\u7a0b\u3002\u5fc5\u9808\u5805\u6301\u9ad8\u6a19\u6e96\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8edf\u9ad4\u8a2d\u8a08\u7684\u76ee\u6a19\u4e0d\u662f\u5b8c\u7f8e\uff0c\u800c\u662f\u300c\u5920\u597d\u4e14\u6bd4\u4e4b\u524d\u66f4\u597d\u300d\u3002\u4f46\u5c0d\u65bc\u9577\u671f\u5b58\u5728\u7684\u7cfb\u7d71\uff0c\u300c\u5920\u597d\u300d\u7684\u6a19\u6e96\u9060\u6bd4\u5927\u591a\u6578\u4eba\u60f3\u50cf\u7684\u8981\u9ad8\u3002\u5982\u679c\u4f60\u6c92\u6709\u80fd\u529b\u62d2\u7d55\u4e0d\u8a72\u5408\u4f75\u7684\u6771\u897f\uff0cagentic coder \u7684\u751f\u7522\u529b\u589e\u76ca\u6703\u9010\u5e74\u905e\u6e1b\uff0c\u56e0\u70ba\u7cfb\u7d71\u6703\u8b8a\u5f97\u8d8a\u4f86\u8d8a\u96e3\u4ee5\u7dad\u8b77\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u554f\u984c\u5728\u65bc\uff0c\u5f88\u591a\u516c\u53f8\u88e1\u6700\u64c5\u9577 Code Review \u7684\u4eba\u628a\u6240\u6709\u6642\u9593\u82b1\u5728\u958b\u6703\u548c\u7b56\u7565\u8a0e\u8ad6\u4e0a\uff0c\u6839\u672c\u4e0d\u505a Code Review\uff0c\u4e5f\u6c92\u6709\u5728\u6559\u5c0e\u8cc7\u6dfa\u5de5\u7a0b\u5e2b\u3002Max \u8a8d\u70ba\u5fc5\u9808\u900f\u904e\u5e2b\u5f92\u5236\uff08apprenticeship\uff09\u8b93\u6700\u512a\u79c0\u7684 reviewer \u5e36\u9818\u65b0\u4eba\uff0c\u56e0\u70ba\u5728\u4ed6 20 \u591a\u5e74\u7684\u7d93\u9a57\u4e2d\uff0c\u4ed6\u5f9e\u672a\u627e\u5230\u6bd4\u300c\u4e00\u8d77\u505a Code Review\u300d\u66f4\u597d\u7684\u6559\u5b78\u65b9\u5f0f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[14:54] \u60e1\u6027\u5faa\u74b0 vs. \u826f\u6027\u5faa\u74b0<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u4e0d\u505a\u524d\u9762\u63d0\u5230\u7684\u9019\u4e9b\u6295\u8cc7\uff0c\u6703\u767c\u751f\u4ec0\u9ebc\uff1f\u7cdf\u7cd5\u7684\u7a0b\u5f0f\u78bc\u5eab\u914d\u4e0a\u6df7\u4e82\u7684\u74b0\u5883\uff0c\u4ee3\u7406\u7522\u51fa\u5783\u573e\uff0c\u958b\u767c\u8005\u611f\u5230\u632b\u6298\u5f8c\u653e\u68c4\u6399\u624e\u76f4\u63a5\u9001 PR\uff0c\u54c1\u8cea\u4f4e\u843d\u7684 Code Review \u8b93\u4e00\u5207\u6a61\u76ae\u5716\u7ae0\u5f0f\u5730\u901a\u904e\u2014\u2014\u5927\u91cf\u7684 rubber stamp PR \u4e0d\u65b7\u6e67\u5165\uff0c\u9677\u5165\u60e1\u6027\u5faa\u74b0\u3002Max \u9810\u6e2c\uff0c\u8655\u65bc\u9019\u7a2e\u5faa\u74b0\u4e2d\u7684\u5718\u968a\uff0c\u4ee3\u7406\u751f\u7522\u529b\u6703\u5728\u4e00\u5e74\u5167\u6301\u7e8c\u4e0b\u964d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53cd\u904e\u4f86\uff0c\u5982\u679c\u4f60\u6295\u8cc7\u6539\u5584\u9019\u4e9b\u57fa\u790e\u8a2d\u65bd\uff0c\u4ee3\u7406\u80fd\u5e6b\u52a9\u958b\u767c\u8005\u66f4\u6709\u751f\u7522\u529b\uff0c\u800c\u66f4\u9ad8\u7684\u751f\u7522\u529b\u53c8\u53cd\u904e\u4f86\u52a0\u901f\u6539\u9032\uff0c\u5f62\u6210\u826f\u6027\u5faa\u74b0\u3002\u96d6\u7136\u9019\u4e9b\u807d\u8d77\u4f86\u662f\u6602\u8cb4\u7684\u57fa\u790e\u6295\u8cc7\uff0c\u4f46\u73fe\u5728\u6b63\u662f\u505a\u9019\u4e9b\u6295\u8cc7\u7684\u6642\u6a5f\uff0c\u56e0\u70ba\u9019\u662f\u4f60\u80fd\u5728\u8edf\u9ad4\u5de5\u7a0b\u901f\u5ea6\u4e0a\u62c9\u958b\u6700\u5927\u5dee\u8ddd\u7684\u6642\u523b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[16:30] \u7e3d\u7d50\uff1a\u7a69\u8cfa\u4e0d\u8ce0\u7684\u6295\u8cc7\u6e05\u55ae<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Max \u6700\u5f8c\u7e3d\u7d50\u4e86\u4e00\u7cfb\u5217\u300c\u7a69\u8cfa\u4e0d\u8ce0\u300d\u7684\u6295\u8cc7\u65b9\u5411\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6a19\u6e96\u5316\u958b\u767c\u74b0\u5883<\/li>\n<li>\u70ba\u9700\u8981\u7684\u529f\u80fd\u5efa\u7acb CLI \u6216 API\uff08\u4e14\u5fc5\u9808\u80fd\u5728\u958b\u767c\u968e\u6bb5\u904b\u884c\uff0c\u4e0d\u53ea\u662f CI\uff09<\/li>\n<li>\u6539\u5584\u9a57\u8b49\u6a5f\u5236<\/li>\n<li>\u91cd\u69cb\u4ee5\u63d0\u5347\u53ef\u6e2c\u8a66\u6027\u548c\u7a0b\u5f0f\u78bc\u53ef\u63a8\u7406\u6027<\/li>\n<li>\u5c07\u5916\u90e8\u8108\u7d61\u548c\u8a2d\u8a08\u610f\u5716\uff08the why\uff09\u5beb\u4e0b\u4f86<\/li>\n<li>\u52a0\u901f Code Review \u7684\u6bcf\u4e00\u6b21\u56de\u61c9<\/li>\n<li>\u63d0\u5347 Code Review \u7684\u54c1\u8cea\u6a19\u6e96<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c CI \u9700\u8981 15-20 \u5206\u9418\u624d\u80fd\u8dd1\u5b8c\uff0c\u800c\u4ee3\u7406\u53c8\u6bd4\u4eba\u985e\u66f4\u5bb9\u6613\u72af\u932f\u3001\u9700\u8981\u53cd\u8986\u57f7\u884c\uff0c\u90a3\u958b\u767c\u8005\u7684\u751f\u7522\u529b\u5c31\u5b8c\u4e86\u3002\u628a\u56de\u994b\u5faa\u74b0\u7e2e\u77ed\u5230 30 \u79d2\uff0c\u9ad4\u9a57\u6703\u5b8c\u5168\u4e0d\u540c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[17:34] \u6838\u5fc3\u539f\u5247\uff1a\u5c0d\u4eba\u985e\u597d\u7684\uff0c\u5c0d AI \u4e5f\u597d<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6240\u6709\u9019\u4e9b\u6295\u8cc7\u7684\u80cc\u5f8c\u6709\u4e00\u500b\u5171\u540c\u539f\u5247\uff1a<strong>\u5c0d\u4eba\u985e\u597d\u7684\u6771\u897f\uff0c\u5c0d AI \u4e5f\u597d\u3002<\/strong> \u9019\u610f\u5473\u8457\u7576\u6211\u5011\u6295\u8cc7\u6539\u5584\u958b\u767c\u8005\u9ad4\u9a57\u6642\uff0c\u7121\u8ad6\u5982\u4f55\u90fd\u6703\u5e6b\u5230\u958b\u767c\u8005\u3002\u5373\u4f7f\u6709\u6642\u5019\u6211\u5011\u6c92\u80fd\u5e6b\u5230\u4ee3\u7406\uff0c\u6211\u5011\u81f3\u5c11\u4fdd\u8b49\u5e6b\u5230\u4e86\u4eba\u985e\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\">Max \u7684\u6f14\u8b1b\u7cbe\u6e96\u5730\u9ede\u51fa\u4e86\u5f88\u591a\u5718\u968a\u5728\u64c1\u62b1 AI \u7de8\u78bc\u4ee3\u7406\u6642\u5bb9\u6613\u5ffd\u8996\u7684\u76f2\u9ede\u3002\u8a31\u591a\u7d44\u7e54\u6025\u65bc\u5c0e\u5165 AI \u5de5\u5177\uff0c\u537b\u5ffd\u7565\u4e86\u300c\u5730\u57fa\u300d\u7684\u91cd\u8981\u6027\u2014\u2014\u5982\u679c\u4f60\u7684\u7a0b\u5f0f\u78bc\u5eab\u662f\u4e00\u5718\u4e82\u3001\u6c92\u6709\u6e2c\u8a66\u3001\u7f3a\u4e4f\u6587\u4ef6\uff0c\u90a3\u9ebc\u518d\u5f37\u5927\u7684 AI \u4ee3\u7406\u4e5f\u53ea\u80fd\u5728\u6ce5\u5df4\u4e0a\u84cb\u623f\u5b50\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7279\u5225\u503c\u5f97\u6ce8\u610f\u7684\u662f\u4ed6\u5c0d Code Review \u7684\u89c0\u9ede\u3002\u5728 agentic coding \u6642\u4ee3\uff0cPR \u6578\u91cf\u7206\u70b8\u6027\u589e\u9577\uff0c\u4f46 Code Review \u7684\u80fd\u529b\u4e26\u6c92\u6709\u8ddf\u8457\u7dda\u6027\u589e\u9577\u3002\u5982\u679c\u4e0d\u4e3b\u52d5\u5efa\u7acb\u5206\u914d\u6a5f\u5236\u548c\u54c1\u8cea\u6a19\u6e96\uff0c\u9019\u500b\u74f6\u9838\u53ea\u6703\u8d8a\u4f86\u8d8a\u56b4\u91cd\u3002\u4ed6\u63d0\u5230\u7684\u300crubber stamp PR \u60e1\u6027\u5faa\u74b0\u300d\u662f\u4e00\u500b\u975e\u5e38\u771f\u5be6\u7684\u98a8\u96aa\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u300c\u5c0d\u4eba\u985e\u597d\u7684\uff0c\u5c0d AI \u4e5f\u597d\u300d\u9019\u500b\u539f\u5247\u975e\u5e38\u6709\u529b\u3002\u5b83\u63d0\u4f9b\u4e86\u4e00\u500b\u7c21\u6f54\u7684\u6c7a\u7b56\u6846\u67b6\uff1a\u5728\u4e0d\u78ba\u5b9a\u8a72\u6295\u8cc7\u4ec0\u9ebc\u7684\u6642\u5019\uff0c\u512a\u5148\u6539\u5584\u5c0d\u4eba\u985e\u958b\u767c\u8005\u6709\u5e6b\u52a9\u7684\u57fa\u790e\u8a2d\u65bd\uff0c\u9019\u6a23\u7121\u8ad6 AI \u6280\u8853\u5982\u4f55\u6f14\u9032\uff0c\u4f60\u7684\u6295\u8cc7\u90fd\u4e0d\u6703\u767d\u8cbb\u3002\u9019\u4e5f\u547c\u61c9\u4e86\u8edf\u9ad4\u5de5\u7a0b\u4e2d\u4e00\u500b\u6c38\u6046\u7684\u9053\u7406\u2014\u2014\u597d\u7684\u5de5\u7a0b\u5be6\u8e10\u5f9e\u4f86\u90fd\u662f\u503c\u5f97\u7684\uff0c\u53ea\u662f\u5728 AI \u6642\u4ee3\u8b8a\u5f97\u66f4\u52a0\u4e0d\u53ef\u6216\u7f3a\u3002<\/p>\n\n    \n\n<div id=\"quiz-f745de36\">\n<style>\n#quiz-f745de36 .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-f745de36 .badge.scenario {\n        background: #ebf8ff;\n        color: #2b6cb0;\n      }#quiz-f745de36 .badge.debug {\n        background: #fef3c7;\n        color: #92400e;\n      }#quiz-f745de36 .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-f745de36 .question-adv h3 {\n        margin-top: 0;\n        color: #2d3748;\n      }#quiz-f745de36 .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-f745de36 .options-adv {\n        list-style: none;\n        padding: 0;\n      }#quiz-f745de36 .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-f745de36 .options-adv li:hover:not(.disabled) {\n        border-color: #ed8936;\n        background: #fffaf0;\n      }#quiz-f745de36 .options-adv li.disabled {\n        cursor: default;\n        opacity: 0.7;\n      }#quiz-f745de36 .options-adv li.show-answer {\n        border-color: #48bb78;\n        background: #f0fff4;\n      }#quiz-f745de36 .options-adv li.wrong {\n        border-color: #fc8181;\n        background: #fff5f5;\n      }#quiz-f745de36 .feedback-adv {\n        margin-top: 16px;\n        padding: 14px;\n        border-radius: 8px;\n        display: none;\n        line-height: 1.6;\n      }#quiz-f745de36 .feedback-adv.correct {\n        background: #f0fff4;\n        color: #276749;\n        display: block;\n      }#quiz-f745de36 .feedback-adv.wrong {\n        background: #fff5f5;\n        color: #c53030;\n        display: block;\n      }#quiz-f745de36 .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-f745de36 .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\uff1aAI \u7de8\u78bc\u4ee3\u7406\u6642\u4ee3\u7684\u958b\u767c\u8005\u9ad4\u9a57<\/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 Max Kanat-Alexander \u6f14\u8b1b\u4e2d\u7684\u958b\u767c\u8005\u9ad4\u9a57\u539f\u5247\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\u7684\u5718\u968a\u6b63\u5728\u8a55\u4f30\u662f\u5426\u8981\u8b93 AI \u7de8\u78bc\u4ee3\u7406\u64cd\u4f5c\u5167\u90e8\u90e8\u7f72\u5de5\u5177\u3002\u76ee\u524d\u9019\u4e9b\u5de5\u5177\u53ea\u6709 Web UI \u4ecb\u9762\uff0c\u6c92\u6709\u7a0b\u5f0f\u5316\u7684\u5b58\u53d6\u65b9\u5f0f\u3002\u4f5c\u70ba\u6280\u8853\u8ca0\u8cac\u4eba\uff0c\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; \u5167\u90e8\u90e8\u7f72\u5de5\u5177\u53ea\u6709 Web UI\n&#8211; AI \u4ee3\u7406\u9700\u8981\u64cd\u4f5c\u9019\u4e9b\u5de5\u5177\u4f86\u5b8c\u6210\u81ea\u52d5\u5316\u4efb\u52d9\n&#8211; \u5718\u968a\u5e0c\u671b\u76e1\u5feb\u8b93\u4ee3\u7406\u6295\u5165\u4f7f\u7528<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(1, 'A', 'B')\">A. \u8b93\u4ee3\u7406\u4f7f\u7528 computer use \u529f\u80fd\u64cd\u4f5c Web UI\uff0c\u9019\u662f\u6700\u5feb\u7684\u89e3\u6cd5<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'B', 'B')\">B. \u70ba\u9019\u4e9b\u5de5\u5177\u5efa\u7acb CLI \u6216 API\uff0c\u8b93\u4ee3\u7406\u4ee5\u6587\u5b57\u4e92\u52d5\u65b9\u5f0f\u64cd\u4f5c<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'C', 'B')\">C. \u8b93\u4ee3\u7406\u5beb Playwright \u8173\u672c\u4f86\u81ea\u52d5\u5316\u700f\u89bd\u5668\u64cd\u4f5c<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'D', 'B')\">D. \u66ab\u6642\u653e\u68c4\u8b93\u4ee3\u7406\u64cd\u4f5c\u9019\u4e9b\u5de5\u5177\uff0c\u7b49\u5de5\u5177\u5ee0\u5546\u81ea\u5df1\u51fa API<\/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\u63a1\u7528 agentic coding \u5f8c\uff0cPR \u6578\u91cf\u589e\u52a0\u4e86 3 \u500d\u3002\u76ee\u524d Code Review \u662f\u5728 Slack \u7fa4\u7d44\u767c\u8a0a\u606f\u8acb\u4eba\u5e6b\u5fd9\u770b\uff0c\u4f46 review \u901f\u5ea6\u8ddf\u4e0d\u4e0a\u3002\u4f60\u61c9\u8a72\u600e\u9ebc\u6539\u5584\uff1f <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">\u73fe\u6cc1\uff1a\n&#8211; PR \u6578\u91cf\u5f9e\u6bcf\u9031 20 \u500b\u589e\u52a0\u5230\u6bcf\u9031 60 \u500b\n&#8211; \u5718\u968a 8 \u4eba\uff0creview \u8acb\u6c42\u767c\u5728\u516c\u5171 Slack \u983b\u9053\n&#8211; \u7d71\u8a08\u986f\u793a\u4e00\u500b\u4eba\u5b8c\u6210\u4e86 70% \u7684 review\n&#8211; \u5e73\u5747 review \u7b49\u5f85\u6642\u9593\u5f9e 2 \u5c0f\u6642\u589e\u52a0\u5230 8 \u5c0f\u6642<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(2, 'A', 'C')\">A. \u5f15\u5165 AI Code Review \u5de5\u5177\u4f86\u81ea\u52d5\u5be9\u67e5\u6240\u6709 PR\uff0c\u6e1b\u5c11\u4eba\u5de5\u8ca0\u64d4<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'B', 'C')\">B. \u964d\u4f4e Code Review \u6a19\u6e96\uff0c\u53ea\u6aa2\u67e5\u95dc\u9375\u908f\u8f2f\uff0c\u52a0\u5feb\u901a\u904e\u901f\u5ea6<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'C', 'C')\">C. \u5efa\u7acb\u81ea\u52d5\u5206\u914d\u7cfb\u7d71\u5c07 review \u6307\u6d3e\u7d66\u7279\u5b9a\u500b\u4eba\uff0c\u4e26\u8a2d\u5b9a\u56de\u61c9\u6642\u9593 SLO<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'D', 'C')\">D. \u6e1b\u5c11\u6bcf\u4eba\u53ef\u540c\u6642\u958b\u555f\u7684 PR \u6578\u91cf\uff0c\u5f9e\u6e90\u982d\u63a7\u5236 review \u9700\u6c42<\/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\u8ca0\u8cac\u4e00\u500b\u5927\u578b\u4f01\u696d\u7684 legacy \u7cfb\u7d71\u73fe\u4ee3\u5316\u5c08\u6848\u3002\u5718\u968a\u60f3\u7528 AI \u4ee3\u7406\u52a0\u901f\u958b\u767c\uff0c\u4f46\u4ee3\u7406\u5728\u9019\u500b\u7a0b\u5f0f\u78bc\u5eab\u4e0a\u7684\u8868\u73fe\u5f88\u5dee\uff0c\u7d93\u5e38\u7522\u51fa\u4e0d\u6b63\u78ba\u7684\u7a0b\u5f0f\u78bc\u3002\u6839\u64da\u6f14\u8b1b\u7684\u5efa\u8b70\uff0c\u6700\u6709\u6548\u7684\u6539\u5584\u65b9\u5411\u662f\u4ec0\u9ebc\uff1f <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">\u7a0b\u5f0f\u78bc\u5eab\u73fe\u6cc1\uff1a\n&#8211; 15 \u5e74\u6b77\u53f2\u7684 monolith \u61c9\u7528\n&#8211; \u53ea\u6709\u9ad8\u5c64\u7d1a\u7684\u7aef\u5230\u7aef\u6e2c\u8a66\uff0c\u6c92\u6709\u55ae\u5143\u6e2c\u8a66\n&#8211; \u8a31\u591a\u696d\u52d9\u908f\u8f2f\u7684\u300c\u70ba\u4ec0\u9ebc\u300d\u53ea\u5b58\u5728\u65bc\u8cc7\u6df1\u5de5\u7a0b\u5e2b\u7684\u8166\u4e2d\n&#8211; \u7a0b\u5f0f\u78bc\u7d50\u69cb\u8907\u96dc\uff0c\u6a21\u7d44\u9593\u9ad8\u5ea6\u8026\u5408<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(3, 'A', 'D')\">A. \u66f4\u63db\u66f4\u5f37\u5927\u7684 AI \u6a21\u578b\uff0c\u7528\u66f4\u5927\u7684 context window \u4f86\u7406\u89e3\u7a0b\u5f0f\u78bc<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'B', 'D')\">B. \u5beb\u8a73\u7d30\u7684 instruction files \u6559\u4ee3\u7406\u5982\u4f55\u8655\u7406\u9019\u500b\u7a0b\u5f0f\u78bc\u5eab<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'C', 'D')\">C. \u5148\u8b93\u4ee3\u7406\u81ea\u5df1\u5beb\u6e2c\u8a66\uff0c\u518d\u7528\u9019\u4e9b\u6e2c\u8a66\u4f86\u9a57\u8b49\u5f8c\u7e8c\u7684\u4fee\u6539<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'D', 'D')\">D. \u5148\u91cd\u69cb\u7a0b\u5f0f\u78bc\u7d50\u69cb\u4e26\u88dc\u5145\u55ae\u5143\u6e2c\u8a66\uff0c\u540c\u6642\u5c07\u696d\u52d9\u8108\u7d61\u6587\u4ef6\u5316<\/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 AI \u7de8\u78bc\u4ee3\u7406\u534a\u5e74\u5f8c\uff0c\u767c\u73fe\u751f\u7522\u529b\u53cd\u800c\u5728\u9010\u6708\u4e0b\u964d\u3002\u4ee5\u4e0b\u662f\u4ed6\u5011\u7684\u5de5\u4f5c\u6d41\u7a0b\uff0c\u54ea\u500b\u74b0\u7bc0\u6700\u53ef\u80fd\u662f\u6839\u672c\u539f\u56e0\uff1f <span class=\"badge debug\">\u932f\u8aa4\u8a3a\u65b7<\/span><\/h3>\n      <div class=\"code-block\">\u5718\u968a\u5de5\u4f5c\u6d41\u7a0b\uff1a\n1. \u958b\u767c\u8005\u7d66\u4ee3\u7406\u4e0b\u6307\u4ee4\u5beb\u7a0b\u5f0f\u78bc\n2. \u4ee3\u7406\u5728 legacy \u7a0b\u5f0f\u78bc\u5eab\u4e0a\u7522\u51fa PR\n3. \u958b\u767c\u8005\u82b1 5 \u5206\u9418\u5feb\u901f\u700f\u89bd\u5f8c\u5c31 approve\n4. PR \u5408\u4f75\uff0c\u7e7c\u7e8c\u4e0b\u4e00\u500b\u4efb\u52d9\n5. CI \u53ea\u5728\u5408\u4f75\u5f8c\u624d\u57f7\u884c\u5b8c\u6574\u6e2c\u8a66\n\n\u7d50\u679c\uff1abug \u6578\u91cf\u9010\u6708\u4e0a\u5347\uff0c\u4fee bug \u7684\u6642\u9593\u8d8a\u4f86\u8d8a\u9577<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(4, 'A', 'B')\">A. \u4ee3\u7406\u7684\u80fd\u529b\u4e0d\u8db3\uff0c\u61c9\u8a72\u4f7f\u7528\u66f4\u5148\u9032\u7684 AI \u6a21\u578b<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'B', 'B')\">B. Code Review \u54c1\u8cea\u592a\u4f4e\uff0c\u5f62\u6210\u4e86 rubber stamp \u7684\u60e1\u6027\u5faa\u74b0<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'C', 'B')\">C. CI \u6d41\u7a0b\u653e\u5728\u5408\u4f75\u5f8c\u592a\u6162\uff0c\u61c9\u8a72\u6539\u70ba\u5408\u4f75\u524d\u57f7\u884c<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'D', 'B')\">D. \u958b\u767c\u8005\u7d66\u4ee3\u7406\u7684 prompt \u4e0d\u5920\u7cbe\u78ba\uff0c\u9700\u8981\u57f9\u8a13 prompt engineering<\/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\u5bb6\u516c\u53f8\u70ba\u4e86\u63d0\u5347\u4ee3\u7406\u6548\u7387\uff0c\u81ea\u884c\u958b\u767c\u4e86\u4e00\u5957\u5167\u90e8\u5957\u4ef6\u7ba1\u7406\u5de5\u5177\u548c\u81ea\u5b9a\u7fa9\u7684\u5efa\u69cb\u6d41\u7a0b\u3002\u4f46\u4ee3\u7406\u5728\u4f7f\u7528\u6642\u983b\u7e41\u51fa\u932f\u3002\u6839\u64da\u6f14\u8b1b\u89c0\u9ede\uff0c\u554f\u984c\u6700\u53ef\u80fd\u51fa\u5728\u54ea\u88e1\uff1f <span class=\"badge debug\">\u932f\u8aa4\u8a3a\u65b7<\/span><\/h3>\n      <div class=\"code-block\">\u5167\u90e8\u5de5\u5177\u93c8\uff1a\n&#8211; \u81ea\u7814\u5957\u4ef6\u7ba1\u7406\u5668 &#8220;intpkg&#8221;\uff08\u53d6\u4ee3 npm\/pip\uff09\n&#8211; \u81ea\u5b9a\u7fa9\u5efa\u69cb\u8173\u672c\uff08\u975e\u6a19\u6e96 Makefile\/webpack\uff09\n&#8211; \u79c1\u6709\u7a0b\u5f0f\u8a9e\u8a00 DSL \u7528\u65bc\u8a2d\u5b9a\u6a94\n&#8211; \u4ee3\u7406\u7684 instruction file \u5df2\u5beb\u4e86 500 \u884c\u8aaa\u660e\n\n\u4ee3\u7406\u932f\u8aa4\u7387\uff1a\u7d04 60% \u7684\u64cd\u4f5c\u9700\u8981\u4eba\u5de5\u4fee\u6b63<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(5, 'A', 'C')\">A. instruction file \u5beb\u5f97\u4e0d\u5920\u8a73\u7d30\uff0c\u9700\u8981\u88dc\u5145\u66f4\u591a\u7bc4\u4f8b<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'B', 'C')\">B. \u4ee3\u7406\u7684 context window \u4e0d\u5920\u5927\uff0c\u7121\u6cd5\u540c\u6642\u7406\u89e3\u6240\u6709\u81ea\u5b9a\u7fa9\u5de5\u5177<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'C', 'C')\">C. \u81ea\u7814\u5de5\u5177\u4e0d\u5728\u6a21\u578b\u7684 training set \u4e2d\uff0c\u4ee3\u7406\u5728\u5c0d\u6297\u8a13\u7df4\u8cc7\u6599<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'D', 'C')\">D. \u9700\u8981\u7528\u9019\u4e9b\u5167\u90e8\u5de5\u5177\u7684\u7a0b\u5f0f\u78bc\u4f86 fine-tune \u5c08\u5c6c\u6a21\u578b<\/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\u660e\u78ba\u6307\u51fa\uff0c\u4ee3\u7406\u6700\u539f\u751f\u7684\u4e92\u52d5\u65b9\u5f0f\u662f\u6587\u5b57\u3002\u96d6\u7136 computer use \u548c Playwright \u90fd\u53ef\u884c\uff0c\u4f46\u5728\u6e96\u78ba\u5ea6\u81f3\u95dc\u91cd\u8981\u7684\u5834\u666f\u4e0b\uff0cCLI \u6216 API \u80fd\u8b93\u4ee3\u7406\u4ee5\u6700\u81ea\u7136\u7684\u65b9\u5f0f\u64cd\u4f5c\uff0c\u5927\u5e45\u63d0\u5347\u6e96\u78ba\u5ea6\u548c\u6548\u7387\u3002\u7b49\u5f85\u5ee0\u5546\u51fa API \u5247\u592a\u88ab\u52d5\uff0c\u4e0d\u7b26\u5408\u4e3b\u52d5\u6295\u8cc7\u6539\u5584\u7684\u7cbe\u795e\u3002\",\n        2: \"\u6f14\u8b1b\u6307\u51fa\u5728 Slack \u7fa4\u7d44\u767c review \u8acb\u6c42\u662f\u4e00\u7a2e\u300c\u793e\u4ea4\u75be\u75c5\u300d\uff0c\u6703\u5c0e\u81f4\u8ca0\u8f09\u96c6\u4e2d\u5728\u4e00\u500b\u4eba\u8eab\u4e0a\u3002\u89e3\u6c7a\u65b9\u6848\u662f\u5efa\u7acb\u5206\u914d\u7cfb\u7d71\u3001\u6307\u6d3e\u7d66\u7279\u5b9a\u500b\u4eba\u3001\u4e26\u8a2d\u5b9a SLO\u3002\u964d\u4f4e\u6a19\u6e96\u6703\u5c0e\u81f4\u60e1\u6027\u5faa\u74b0\uff0c\u800c AI Review \u5de5\u5177\u96d6\u6709\u5e6b\u52a9\u4f46\u4e0d\u80fd\u53d6\u4ee3\u4eba\u5de5\u5be9\u67e5\u7684\u54c1\u8cea\u628a\u95dc\u3002\u9650\u5236 PR \u6578\u91cf\u5247\u662f\u5728\u6291\u5236\u4ee3\u7406\u5e36\u4f86\u7684\u751f\u7522\u529b\u63d0\u5347\u3002\",\n        3: \"\u6f14\u8b1b\u5f37\u8abf\u591a\u500b\u9762\u5411\u540c\u6642\u5f71\u97ff\u4ee3\u7406\u6548\u80fd\uff1a\u7a0b\u5f0f\u78bc\u7d50\u69cb\u5f71\u97ff\u63a8\u7406\u80fd\u529b\u3001\u7f3a\u4e4f\u55ae\u5143\u6e2c\u8a66\u8b93\u4ee3\u7406\u7121\u6cd5\u8fed\u4ee3\u9a57\u8b49\u3001\u7f3a\u4e4f\u6587\u4ef6\u8b93\u4ee3\u7406\u4e0d\u77e5\u9053\u300c\u70ba\u4ec0\u9ebc\u300d\u3002\u5728\u4e0d\u53ef\u6e2c\u8a66\u7684\u7a0b\u5f0f\u78bc\u5eab\u4e0a\u8b93\u4ee3\u7406\u5beb\u6e2c\u8a66\u53ea\u6703\u5f97\u5230\u5047\u6e2c\u8a66\u3002\u66f4\u5f37\u7684\u6a21\u578b\u6216\u66f4\u597d\u7684 instruction files \u7121\u6cd5\u6839\u672c\u89e3\u6c7a\u7d50\u69cb\u6027\u554f\u984c\u3002\u6b63\u78ba\u505a\u6cd5\u662f\u540c\u6642\u6539\u5584\u7d50\u69cb\u3001\u6e2c\u8a66\u548c\u6587\u4ef6\u3002\",\n        4: \"\u6f14\u8b1b\u63cf\u8ff0\u7684\u60e1\u6027\u5faa\u74b0\u6b63\u662f\u9019\u500b\u5834\u666f\uff1a\u4ee3\u7406\u5728\u4e0d\u826f\u7a0b\u5f0f\u78bc\u5eab\u4e0a\u7522\u51fa\u54c1\u8cea\u4e0d\u4f73\u7684\u7a0b\u5f0f\u78bc\uff0c\u958b\u767c\u8005\u8349\u7387\u901a\u904e review\uff08rubber stamp\uff09\uff0c\u4f4e\u54c1\u8cea\u7684\u7a0b\u5f0f\u78bc\u4e0d\u65b7\u7d2f\u7a4d\uff0c\u4f7f\u7cfb\u7d71\u8d8a\u4f86\u8d8a\u96e3\u7dad\u8b77\uff0c\u4ee3\u7406\u548c\u4eba\u985e\u7684\u6548\u7387\u90fd\u6301\u7e8c\u4e0b\u964d\u3002\u96d6\u7136 CI \u6d41\u7a0b\u4e5f\u6709\u6539\u5584\u7a7a\u9593\uff0c\u4f46\u6839\u672c\u539f\u56e0\u662f Code Review \u672a\u80fd\u767c\u63ee\u54c1\u8cea\u628a\u95dc\u7684\u4f5c\u7528\u3002\",\n        5: \"\u6f14\u8b1b\u7684\u6838\u5fc3\u89c0\u9ede\u4e4b\u4e00\u662f\uff1a\u61c9\u8a72\u4f7f\u7528\u696d\u754c\u6a19\u6e96\u5de5\u5177\uff0c\u4e26\u4ee5\u696d\u754c\u6a19\u6e96\u7684\u65b9\u5f0f\u4f7f\u7528\u5b83\u5011\uff0c\u56e0\u70ba\u90a3\u5c31\u662f\u6a21\u578b training set \u7684\u5167\u5bb9\u3002\u81ea\u7814\u5de5\u5177\u8feb\u4f7f\u4ee3\u7406\u5c0d\u6297\u8a13\u7df4\u8cc7\u6599\uff0c\u5373\u4f7f\u5beb\u4e86\u5927\u91cf instruction files \u4e5f\u5f88\u96e3\u514b\u670d\u3002\u6b63\u78ba\u505a\u6cd5\u662f\u76e1\u53ef\u80fd\u56de\u6b78\u696d\u754c\u6a19\u6e96\u5de5\u5177\u93c8\uff0c\u800c\u975e\u8a66\u5716\u8b93\u4ee3\u7406\u9069\u61c9\u975e\u6a19\u6e96\u74b0\u5883\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=\"559\" data-total-likes=\"0\" data-likes-from-user=\"0\"><svg 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