{"id":530,"date":"2026-01-31T18:13:02","date_gmt":"2026-01-31T10:13:02","guid":{"rendered":"https:\/\/blog.itsmygo.uk\/2026\/01\/31\/frontend-is-harder-for-ai-than-backend-heres-how-to-fix-it-%e7%82%ba%e4%bb%80%e9%ba%bc-ai-%e5%af%ab%e5%89%8d%e7%ab%af%e6%af%94%e5%be%8c%e7%ab%af%e9%9b%a3%ef%bc%88%e4%bb%a5%e5%8f%8a\/"},"modified":"2026-01-31T18:13:02","modified_gmt":"2026-01-31T10:13:02","slug":"frontend-is-harder-for-ai-than-backend-heres-how-to-fix-it-%e7%82%ba%e4%bb%80%e9%ba%bc-ai-%e5%af%ab%e5%89%8d%e7%ab%af%e6%af%94%e5%be%8c%e7%ab%af%e9%9b%a3%ef%bc%88%e4%bb%a5%e5%8f%8a","status":"publish","type":"post","link":"https:\/\/blog.itsmygo.uk\/wordpress\/2026\/01\/31\/frontend-is-harder-for-ai-than-backend-heres-how-to-fix-it-%e7%82%ba%e4%bb%80%e9%ba%bc-ai-%e5%af%ab%e5%89%8d%e7%ab%af%e6%af%94%e5%be%8c%e7%ab%af%e9%9b%a3%ef%bc%88%e4%bb%a5%e5%8f%8a\/","title":{"rendered":"Frontend is HARDER for AI than Backend (Here&#8217;s How to Fix It) \u2014 \u70ba\u4ec0\u9ebc AI \u5beb\u524d\u7aef\u6bd4\u5f8c\u7aef\u96e3\uff08\u4ee5\u53ca\u89e3\u6c7a\u65b9\u6848\uff09"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">AI \u7de8\u7a0b\u4ee3\u7406\u5728\u5f8c\u7aef\u958b\u767c\u8868\u73fe\u51fa\u8272\uff0c\u4f46\u9762\u5c0d\u8907\u96dc\u7684\u524d\u7aef\u4ecb\u9762\u6642\u537b\u529b\u4e0d\u5f9e\u5fc3\u3002\u6838\u5fc3\u554f\u984c\u5728\u65bc\uff1a\u5f8c\u7aef\u7684\u56de\u994b\u5faa\u74b0\u5b8c\u5168\u57fa\u65bc\u6587\u5b57\uff08\u6e2c\u8a66\u3001Linting\u3001Type Checking\uff09\uff0c\u800c\u524d\u7aef\u958b\u767c\u9ad8\u5ea6\u4f9d\u8cf4\u8996\u89ba\u56de\u994b\u3002\u672c\u5f71\u7247\u5c55\u793a\u4e86\u5982\u4f55\u900f\u904e MCP \u700f\u89bd\u5668\u5de5\u5177\u70ba AI \u4ee3\u7406\u52a0\u5165\u8996\u89ba\u56de\u994b\u5faa\u74b0\uff0c\u8b93\u5b83\u50cf\u771f\u6b63\u7684\u524d\u7aef\u958b\u767c\u8005\u4e00\u6a23\u300c\u770b\u898b\u300d\u81ea\u5df1\u7684\u4f5c\u54c1\uff0c\u5f9e\u6839\u672c\u4e0a\u89e3\u6c7a\u9019\u500b\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=pSritFeoYFo<\/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\u7a0b\u4ee3\u7406\u5beb\u5f8c\u7aef\u7a0b\u5f0f\u78bc\u7684\u80fd\u529b\u9060\u52dd\u65bc\u524d\u7aef\uff0c\u539f\u56e0\u5728\u65bc\u56de\u994b\u5faa\u74b0\u7684\u5dee\u7570<\/li>\n<li>\u5f8c\u7aef\u7684\u56de\u994b\u5faa\u74b0\u5b8c\u5168\u57fa\u65bc\u6587\u5b57\uff08\u55ae\u5143\u6e2c\u8a66\u3001Linting\u3001\u578b\u5225\u6aa2\u67e5\uff09\uff0cLLM \u5929\u751f\u64c5\u9577\u8655\u7406\u6587\u5b57<\/li>\n<li>\u524d\u7aef\u958b\u767c\u7684\u56de\u994b\u5faa\u74b0\u9ad8\u5ea6\u4f9d\u8cf4\u8996\u89ba\uff1a\u958b\u767c\u8005\u9700\u8981\u770b UI\u3001\u611f\u53d7\u52d5\u756b\u3001\u6e2c\u8a66\u4e92\u52d5<\/li>\n<li>\u900f\u904e Chrome DevTools MCP Server \u53ef\u4ee5\u8b93 AI \u4ee3\u7406\u300c\u770b\u898b\u300d\u700f\u89bd\u5668\u756b\u9762<\/li>\n<li>Claude Code \u642d\u914d MCP \u548c Skill \u8a2d\u5b9a\uff0c\u80fd\u81ea\u52d5\u622a\u5716\u3001\u6a21\u64ec\u6df1\u8272\u6a21\u5f0f\u4e26\u9032\u884c QA \u6e2c\u8a66<\/li>\n<li>Playwright MCP \u7b49\u700f\u89bd\u5668\u5de5\u5177\u96d6\u7136\u6709\u7528\uff0c\u4f46\u6703\u6d88\u8017\u5927\u91cf context token<\/li>\n<li>\u8996\u89ba\u56de\u994b\u5faa\u74b0\u5c0d AFK\uff08\u96e2\u958b\u9375\u76e4\uff09AI \u7de8\u7a0b\u6a21\u5f0f\u5e36\u4f86\u5de8\u5927\u63d0\u5347<\/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] \u554f\u984c\u5b9a\u7fa9\uff1aAI \u64c5\u9577\u5f8c\u7aef\u537b\u4e0d\u64c5\u9577\u524d\u7aef<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI \u7de8\u7a0b\u4ee3\u7406\u76ee\u524d\u5b58\u5728\u4e00\u500b\u660e\u986f\u7684\u554f\u984c\uff1a\u5b83\u5011\u5beb\u5f8c\u7aef\u7a0b\u5f0f\u78bc\u7684\u80fd\u529b\u9060\u512a\u65bc\u524d\u7aef\u3002\u9019\u88e1\u6307\u7684\u4e0d\u662f\u90a3\u4e9b\u7c21\u55ae\u7684\u884c\u92b7\u9801\u9762\u6216\u4e00\u9375\u751f\u6210\u7684 demo\uff0c\u800c\u662f\u8907\u96dc\u7684\u4f7f\u7528\u8005\u4e92\u52d5\u3001\u591a\u6b65\u9a5f\u8868\u55ae\u3001\u4ee5\u53ca\u7d30\u81a9\u7684\u52d5\u756b\u6548\u679c\u3002\u5982\u679c\u4f60\u66fe\u5617\u8a66\u7528 LLM \u4f86\u8655\u7406\u9019\u4e9b\u9700\u6c42\uff0c\u5c31\u6703\u767c\u73fe\u5b83\u7684\u8868\u73fe\u4e0d\u76e1\u7406\u60f3\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6839\u672c\u539f\u56e0\u5728\u65bc\u56de\u994b\u5faa\u74b0\uff08feedback loop\uff09\u7684\u7cbe\u78ba\u5ea6\u5dee\u7570\u3002\u5728\u5f8c\u7aef\uff0c\u4f60\u5beb\u7a0b\u5f0f\u78bc\uff0c\u7136\u5f8c\u7528\u66f4\u591a\u7a0b\u5f0f\u78bc\u4f86\u6e2c\u8a66\u5b83\uff0c\u6e2c\u8a66\u7d50\u679c\u4ee5\u6587\u5b57\u5448\u73fe\uff0c\u6574\u500b\u74b0\u5883\u548c\u6587\u4ef6\u90fd\u662f\u6587\u5b57\u7de8\u78bc\u7684\u2014\u2014\u800c LLM \u5929\u751f\u5c31\u64c5\u9577\u8655\u7406\u6587\u5b57\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[00:55] \u524d\u7aef\u56de\u994b\u5faa\u74b0\u7684\u8996\u89ba\u672c\u8cea<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u524d\u7aef\u958b\u767c\u7684\u56de\u994b\u5faa\u74b0\u672c\u8cea\u4e0a\u662f\u8996\u89ba\u7684\u3002\u4f5c\u70ba\u524d\u7aef\u958b\u767c\u8005\uff0c\u4f60\u7684\u5de5\u4f5c\u6d41\u7a0b\u662f\uff1a\u5beb\u7a0b\u5f0f\u78bc \u2192 \u770b UI \u8b8a\u5316 \u2192 \u518d\u5beb\u7a0b\u5f0f\u78bc \u2192 \u518d\u770b UI\u3002\u4eba\u985e\u958b\u767c\u8005\u4e0d\u50c5\u5728\u770b\u6587\u5b57\uff0c\u9084\u5728\u63a5\u6536\u8996\u89ba\u8cc7\u8a0a\u2014\u2014\u6211\u5011\u6703\u904b\u7528\u5929\u751f\u7684\u8a2d\u8a08\u611f\u4f86\u5224\u65b7\u5143\u7d20\u4f4d\u7f6e\u662f\u5426\u6b63\u78ba\uff0c\u4e26\u89aa\u81ea\u6e2c\u8a66\u4f7f\u7528\u8005\u4e92\u52d5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u66f4\u9032\u4e00\u6b65\u8aaa\uff0c\u6211\u5011\u4e0d\u53ea\u662f\u8655\u7406\u975c\u614b\u5716\u7247\uff0c\u9084\u5728\u8655\u7406\u300c\u52d5\u614b\u5f71\u50cf\u300d\uff1a\u6211\u5011\u6703\u611f\u53d7\u6372\u52d5\u7684\u6d41\u66a2\u5ea6\u3001\u6ed1\u9f20\u61f8\u505c\u6642\u52d5\u756b\u7684\u624b\u611f\u3002\u63db\u53e5\u8a71\u8aaa\uff0c\u524d\u7aef\u958b\u767c\u7684\u56de\u994b\u5faa\u74b0\u5927\u90e8\u5206\u662f\u8996\u89ba\u7684\uff0c\u800c\u975e\u6587\u5b57\u7684\uff0c\u9019\u6b63\u662f AI \u7de8\u7a0b\u4ee3\u7406\u7684\u81f4\u547d\u50b7\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[01:30] \u5f8c\u7aef vs \u524d\u7aef\u7684\u56de\u994b\u5de5\u5177\u5dee\u7570<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f8c\u7aef\u7684\u56de\u994b\u5faa\u74b0\u53ef\u4ee5\u900f\u904e\u55ae\u5143\u6e2c\u8a66\u3001Linting\u3001\u578b\u5225\u6aa2\u67e5\u4f86\u5f37\u5316\uff0c\u9019\u4e9b\u90fd\u53ef\u4ee5\u8a2d\u5b9a\u5728 pre-commit hook \u4e2d\uff0c\u78ba\u4fdd AI \u4ee3\u7406\u63d0\u4ea4\u7a0b\u5f0f\u78bc\u6642\u80fd\u770b\u5230\u932f\u8aa4\u8a0a\u606f\u3002\u524d\u7aef\u540c\u6a23\u53ef\u4ee5\u639b\u4e0a\u9019\u4e9b\u6587\u5b57\u5de5\u5177\uff0c\u4f46\u5149\u9760\u6587\u5b57\u9084\u4e0d\u5920\u2014\u2014\u6211\u5011\u4ecd\u7136\u9700\u8981\u8996\u89ba\u5143\u7d20\uff0c\u8b93 AI \u4ee3\u7406\u7406\u89e3\u5b83\u505a\u4e86\u4ec0\u9ebc\u3001\u4ee5\u53ca\u5b83\u505a\u7684\u6771\u897f\u662f\u5426\u771f\u7684\u6b63\u5e38\u904b\u4f5c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[01:55] \u5be6\u6230\u793a\u7bc4\uff1a\u7528 Claude Code \u505a\u524d\u7aef QA<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f5c\u8005\u5c55\u793a\u4e86\u4ed6\u7528 AI \u91cd\u5efa\u90e8\u843d\u683c\u7684\u5be6\u969b\u6848\u4f8b\u3002\u4ed6\u8acb Claude Code \u6aa2\u67e5\u9996\u9801\u7684 light mode \u548c dark mode \u662f\u5426\u6b63\u5e38\u986f\u793a\uff0c\u4e26\u50b3\u5165\u672c\u5730\u4f3a\u670d\u5668\u4f4d\u5740\uff08localhost:5175\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Claude Code \u900f\u904e Chrome DevTools \u81ea\u52d5\u57f7\u884c\u4e86\u4ee5\u4e0b\u6b65\u9a5f\uff1a\u958b\u555f\u65b0\u9801\u9762\u4e26\u622a\u5716\u3001\u767c\u73fe\u9801\u9762\u6c92\u6709\u53ef\u898b\u7684\u5207\u63db\u6309\u9215\u3001\u5224\u65b7\u7db2\u7ad9\u4f7f\u7528\u7cfb\u7d71\u504f\u597d\u8a2d\u5b9a\uff08<code>prefers-color-scheme<\/code>\uff09\u3001\u5617\u8a66\u7528 JavaScript \u6a21\u64ec\u6df1\u8272\u6a21\u5f0f\u3001\u78ba\u8a8d\u7db2\u7ad9\u4f7f\u7528 media query \u4f86\u5be6\u73fe\u6df1\u8272\u6a21\u5f0f\u3001\u6700\u7d42\u6210\u529f\u6a21\u64ec\u4e26\u622a\u5716\u9a57\u8b49\u5169\u7a2e\u6a21\u5f0f\u90fd\u6b63\u5e38\u986f\u793a\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[02:55] \u8a2d\u5b9a\u65b9\u5f0f\uff1aMCP + Skill<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u5957\u8996\u89ba\u56de\u994b\u7cfb\u7d71\u7684\u8a2d\u5b9a\u76f8\u7576\u7c21\u55ae\u3002\u5728\u5c08\u6848\u4e2d\u52a0\u5165\u4e00\u500b <code>mcp.json<\/code> \u6a94\u6848\uff0c\u6307\u5411 Chrome DevTools MCP Server \u548c\u4e00\u500b\u57f7\u884c\u4e2d\u7684\u700f\u89bd\u5668 URL\u3002\u6b64\u5916\uff0c\u9084\u9700\u8981\u4e00\u500b Claude Code Skill \u4f86\u63d0\u4f9b Chrome \u9664\u932f\u7684\u524d\u7f6e\u6307\u4ee4\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Skill \u7684\u6982\u5ff5\u985e\u4f3c\u65bc\u4f60\u5728 <code>CLAUDE.md<\/code> \u6a94\u6848\u4e2d\u5beb\u7684\u6307\u4ee4\uff0c\u4f46\u5dee\u5225\u5728\u65bc\u4ee3\u7406\u53ef\u4ee5\u6309\u9700\u8f09\u5165\uff0c\u800c\u975e\u6c38\u9060\u4f54\u7528 context\u3002\u4f8b\u5982\u9019\u500b Skill \u53ea\u9700\u5beb\u4e0a\uff1a\u300c\u4f7f\u7528 Chrome DevTools MCP \u524d\uff0c\u5fc5\u9808\u5148\u555f\u52d5 headless Chrome \u4e26\u958b\u555f\u9060\u7aef\u9664\u932f\u3002\u300d\u5c31\u662f\u9019\u9ebc\u7c21\u55ae\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[03:25] \u700f\u89bd\u5668\u8b93 LLM \u66f4\u50cf\u771f\u6b63\u7684\u958b\u767c\u8005<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6709\u4e86\u700f\u89bd\u5668\u4f5c\u70ba\u5de5\u5177\uff0cLLM \u5c31\u66f4\u50cf\u4e00\u500b\u771f\u6b63\u7684\u4eba\u985e\u958b\u767c\u8005\u4e86\u2014\u2014\u5b83\u53ef\u4ee5\u4f7f\u7528\u4f60\u64c1\u6709\u7684\u6240\u6709\u56de\u994b\u5faa\u74b0\u3002\u800c\u4e14\u91cd\u8981\u7684\u662f\uff0cLLM \u4e26\u4e0d\u662f\u5728\u5beb\u6b63\u5f0f\u7684\u7aef\u5c0d\u7aef\u6e2c\u8a66\uff0c\u800c\u662f\u5728\u505a\u548c\u4eba\u985e\u958b\u767c\u8005\u4e00\u6a23\u7684\u4e8b\uff1a\u5c0d\u81ea\u5df1\u525b\u5b8c\u6210\u7684\u529f\u80fd\u505a\u81e8\u6642\u6027\u7684\u624b\u52d5\u6e2c\u8a66\uff08ad hoc testing\uff09\uff0c\u78ba\u8a8d\u529f\u80fd\u6b63\u5e38\u904b\u4f5c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[03:50] \u793e\u7fa4\u56de\u994b\u8207\u66ff\u4ee3\u5de5\u5177<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f5c\u8005\u5728 X\uff08Twitter\uff09\u4e0a\u5206\u4eab\u9019\u500b\u65b9\u6cd5\u5f8c\u6536\u5230\u8a31\u591a\u56de\u994b\u3002\u793e\u7fa4\u6307\u51fa Playwright MCP\uff08\u4f5c\u8005\u7576\u6642\u4f7f\u7528\u7684\u5de5\u5177\uff09\u8868\u73fe\u4e0d\u662f\u6700\u597d\uff0c\u6709\u5e7e\u500b\u66ff\u4ee3\u65b9\u6848\u503c\u5f97\u95dc\u6ce8\uff1aDevBrowser \u88ab\u8a55\u70ba\u4e0d\u932f\u7684\u9078\u64c7\uff0c\u53e6\u4e00\u500b\u57fa\u65bc Playwright \u7684 MCP \u4e5f\u88ab\u63a8\u85a6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u4e9b\u5de5\u5177\u7684\u5171\u540c\u554f\u984c\u662f\u300ccontext \u6d88\u8017\u904e\u5927\u300d\u2014\u2014\u5b83\u5011\u6703\u4f54\u7528\u5927\u91cf token \u4f86\u628a\u622a\u5716\u50b3\u56de LLM\uff0c\u800c\u4e14 MCP Server \u7684\u5de5\u5177\u63cf\u8ff0\u975e\u5e38\u8a73\u7d30\u3001\u5de5\u5177\u6578\u91cf\u4e5f\u5f88\u591a\uff0c\u9032\u4e00\u6b65\u52a0\u91cd\u4e86 context \u8ca0\u64d4\u3002\u6b64\u5916\uff0cClaude Code \u4e5f\u53ef\u4ee5\u900f\u904e Claude Chrome Extension \u76f4\u63a5\u4f7f\u7528 Chrome\uff0c\u4f46\u76ee\u524d\u5728 WSL \u74b0\u5883\u4e0b\u4e0d\u652f\u63f4\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[04:45] AFK AI \u7de8\u7a0b\u7684\u91cd\u5927\u63d0\u5347<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u5f8c\uff0c\u4f5c\u8005\u5f37\u8abf\u8996\u89ba\u56de\u994b\u5faa\u74b0\u5c0d AFK\uff08\u96e2\u958b\u9375\u76e4\uff09AI \u7de8\u7a0b\u6a21\u5f0f\u5e36\u4f86\u7684\u5de8\u5927\u63d0\u5347\u3002\u5982\u679c\u4f60\u5728\u4f7f\u7528\u50cf Ralph Wiggum \u9019\u985e AI \u81ea\u52d5\u5faa\u74b0\u7684\u8a2d\u5b9a\uff0c\u70ba\u4f60\u7684\u524d\u7aef\u6216\u5168\u7aef\u5de5\u4f5c\u63d2\u5165\u4e00\u500b\u700f\u89bd\u5668\u5c07\u662f\u5de8\u5927\u7684\u6539\u9032\u3002\u56e0\u70ba\u6c92\u6709\u700f\u89bd\u5668\u7684\u8a71\uff0cLLM \u57fa\u672c\u4e0a\u662f\u5728\u300c\u76f2\u98db\u300d\u2014\u2014\u5b83\u770b\u4e0d\u5230\u7a0b\u5f0f\u78bc\u8b8a\u66f4\u5be6\u969b\u57f7\u884c\u7684\u74b0\u5883\u3002\u52a0\u5165\u8996\u89ba\u56de\u994b\u5faa\u74b0\u5f8c\uff0c\u6548\u679c\u7684\u63d0\u5347\u662f\u986f\u8457\u7684\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\u90e8\u5f71\u7247\u7cbe\u6e96\u9ede\u51fa\u4e86\u4e00\u500b\u8a31\u591a\u958b\u767c\u8005\u90fd\u6709\u611f\u89f8\u4f46\u5f88\u5c11\u88ab\u7cfb\u7d71\u6027\u5206\u6790\u7684\u554f\u984c\u3002\u5f8c\u7aef\u548c\u524d\u7aef\u5c0d AI \u4ee3\u7406\u7684\u96e3\u5ea6\u5dee\u7570\uff0c\u672c\u8cea\u4e0a\u5c31\u662f\u300c\u6587\u5b57\u4e16\u754c\u300d\u548c\u300c\u8996\u89ba\u4e16\u754c\u300d\u7684\u5dee\u7570\u3002LLM \u7684\u4e16\u754c\u662f\u6587\u5b57\u7684\uff0c\u800c\u524d\u7aef\u7684\u4e16\u754c\u662f\u8996\u89ba\u7684\u2014\u2014\u9019\u500b\u9d3b\u6e9d\u9700\u8981\u5de5\u5177\u4f86\u6a4b\u63a5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">MCP \u4f5c\u70ba\u6a4b\u63a5\u65b9\u6848\u662f\u76ee\u524d\u6700\u5be6\u7528\u7684\u65b9\u5411\uff0c\u4f46 context \u6d88\u8017\u7684\u554f\u984c\u503c\u5f97\u95dc\u6ce8\u3002\u96a8\u8457\u5f71\u50cf\u58d3\u7e2e\u6280\u8853\u548c\u591a\u6a21\u614b\u6a21\u578b\u7684\u9032\u6b65\uff0c\u9019\u500b\u554f\u984c\u61c9\u8a72\u6703\u9010\u6b65\u7de9\u89e3\u3002\u672a\u4f86\u5982\u679c LLM \u80fd\u539f\u751f\u652f\u63f4\u66f4\u9ad8\u6548\u7684\u8996\u89ba\u7406\u89e3\uff08\u6bd4\u5982\u76f4\u63a5\u8655\u7406 DOM \u7d50\u69cb\u800c\u975e\u622a\u5716\uff09\uff0c\u524d\u7aef\u7684 AI \u8f14\u52a9\u958b\u767c\u9ad4\u9a57\u53ef\u80fd\u6703\u6709\u8cea\u7684\u98db\u8e8d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53e6\u4e00\u500b\u503c\u5f97\u601d\u8003\u7684\u9ede\u662f\uff1a\u9019\u5957\u65b9\u6cd5\u76ee\u524d\u4e3b\u8981\u89e3\u6c7a\u7684\u662f\u300c\u9a57\u8b49\u300d\u5c64\u9762\u7684\u554f\u984c\uff08\u78ba\u8a8d\u7d50\u679c\u662f\u5426\u6b63\u78ba\uff09\uff0c\u4f46\u524d\u7aef\u958b\u767c\u4e2d\u66f4\u56f0\u96e3\u7684\u300c\u5275\u4f5c\u300d\u5c64\u9762\uff08\u8a2d\u8a08\u76f4\u89ba\u3001\u4f7f\u7528\u8005\u9ad4\u9a57\u5224\u65b7\uff09\u4ecd\u7136\u662f AI \u7684\u5f31\u9805\u3002\u4e0d\u904e\u81f3\u5c11\u6709\u4e86\u8996\u89ba\u56de\u994b\uff0cAI \u53ef\u4ee5\u4e0d\u65b7\u5617\u8a66\u548c\u4fee\u6b63\uff0c\u9019\u5df2\u7d93\u662f\u5f88\u5927\u7684\u9032\u6b65\u4e86\u3002<\/p>\n\n    \n\n<div id=\"quiz-cedef58d\">\n<style>\n#quiz-cedef58d .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-cedef58d .badge.scenario {\n        background: #ebf8ff;\n        color: #2b6cb0;\n      }#quiz-cedef58d .badge.debug {\n        background: #fef3c7;\n        color: #92400e;\n      }#quiz-cedef58d .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-cedef58d .question-adv h3 {\n        margin-top: 0;\n        color: #2d3748;\n      }#quiz-cedef58d .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-cedef58d .options-adv {\n        list-style: none;\n        padding: 0;\n      }#quiz-cedef58d .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-cedef58d .options-adv li:hover:not(.disabled) {\n        border-color: #ed8936;\n        background: #fffaf0;\n      }#quiz-cedef58d .options-adv li.disabled {\n        cursor: default;\n        opacity: 0.7;\n      }#quiz-cedef58d .options-adv li.show-answer {\n        border-color: #48bb78;\n        background: #f0fff4;\n      }#quiz-cedef58d .options-adv li.wrong {\n        border-color: #fc8181;\n        background: #fff5f5;\n      }#quiz-cedef58d .feedback-adv {\n        margin-top: 16px;\n        padding: 14px;\n        border-radius: 8px;\n        display: none;\n        line-height: 1.6;\n      }#quiz-cedef58d .feedback-adv.correct {\n        background: #f0fff4;\n        color: #276749;\n        display: block;\n      }#quiz-cedef58d .feedback-adv.wrong {\n        background: #fff5f5;\n        color: #c53030;\n        display: block;\n      }#quiz-cedef58d .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-cedef58d .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\u70ba\u4ec0\u9ebc AI \u5beb\u524d\u7aef\u6bd4\u5f8c\u7aef\u96e3<\/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\u6240\u5b78\uff0c\u7406\u89e3 AI \u7de8\u7a0b\u4ee3\u7406\u5728\u524d\u7aef\u958b\u767c\u4e2d\u7684\u9650\u5236\u8207\u89e3\u6c7a\u65b9\u6848\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\u6b63\u5728\u7528 AI \u7de8\u7a0b\u4ee3\u7406\u958b\u767c\u4e00\u500b\u591a\u6b65\u9a5f\u8868\u55ae\uff0c\u4ee3\u7406\u751f\u6210\u7684\u7a0b\u5f0f\u78bc\u5728\u908f\u8f2f\u4e0a\u6b63\u78ba\uff0c\u4f46\u8868\u55ae\u7684\u6b65\u9a5f\u6307\u793a\u5668\u52d5\u756b\u770b\u8d77\u4f86\u5f88\u5947\u602a\uff0c\u8f49\u5834\u6548\u679c\u4e0d\u81ea\u7136\u3002\u4f60\u61c9\u8a72\u600e\u9ebc\u505a\u4f86\u6539\u5584\u9019\u500b\u5de5\u4f5c\u6d41\u7a0b\uff1f <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">\u60c5\u5883\uff1aAI \u4ee3\u7406\u5df2\u901a\u904e\u6240\u6709\u55ae\u5143\u6e2c\u8a66\u548c\u578b\u5225\u6aa2\u67e5\uff0c\n\u4f46\u4f7f\u7528\u8005\u56de\u5831\u52d5\u756b\u6548\u679c\u4e0d\u7b26\u5408\u9810\u671f\u3002\n\u4f60\u9700\u8981\u5efa\u7acb\u4e00\u500b\u80fd\u8b93 AI \u4ee3\u7406\u81ea\u884c\u767c\u73fe\u4e26\u4fee\u6b63\u8996\u89ba\u554f\u984c\u7684\u6a5f\u5236\u3002<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(1, 'A', 'B')\">A. \u64b0\u5beb\u66f4\u8a73\u7d30\u7684\u7aef\u5c0d\u7aef\u6e2c\u8a66\u4f86\u8986\u84cb\u6240\u6709\u52d5\u756b\u6548\u679c<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'B', 'B')\">B. \u70ba AI \u4ee3\u7406\u63a5\u5165\u700f\u89bd\u5668 MCP \u5de5\u5177\uff0c\u8b93\u5b83\u80fd\u622a\u5716\u67e5\u770b\u5be6\u969b\u6e32\u67d3\u7d50\u679c<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'C', 'B')\">C. \u5728 pre-commit hook \u4e2d\u52a0\u5165\u66f4\u56b4\u683c\u7684 CSS linting \u898f\u5247<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'D', 'B')\">D. \u7528\u66f4\u8a73\u7d30\u7684 prompt \u63cf\u8ff0\u52d5\u756b\u61c9\u6709\u7684\u6548\u679c<\/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\u60f3\u8b93 Claude Code \u81ea\u52d5\u6aa2\u67e5\u7db2\u7ad9\u7684\u6df1\u8272\u6a21\u5f0f\u662f\u5426\u6b63\u5e38\u904b\u4f5c\u3002\u4f60\u5df2\u7d93\u8a2d\u5b9a\u597d Chrome DevTools MCP Server\uff0c\u4f46\u4e0d\u78ba\u5b9a\u8a72\u5982\u4f55\u7d44\u7e54\u76f8\u95dc\u7684\u8a2d\u5b9a\u6307\u4ee4\u3002\u6700\u4f73\u7684\u505a\u6cd5\u662f\u4ec0\u9ebc\uff1f <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">\u76ee\u6a19\uff1a\u8b93 Claude Code \u80fd\u6309\u9700\u555f\u52d5 headless Chrome \u4e26\u9032\u884c\u8996\u89ba\u6aa2\u67e5\u3002\n\u4f60\u5e0c\u671b\u9019\u4e9b\u6307\u4ee4\u4e0d\u6703\u6c38\u9060\u4f54\u7528 context\uff0c\u53ea\u5728\u9700\u8981\u6642\u624d\u8f09\u5165\u3002<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(2, 'A', 'C')\">A. \u628a\u6240\u6709 Chrome \u9664\u932f\u6307\u4ee4\u5beb\u5728 <code>CLAUDE.md<\/code> \u6a94\u6848\u4e2d<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'B', 'C')\">B. \u6bcf\u6b21\u624b\u52d5\u5728 prompt \u4e2d\u544a\u8a34 Claude Code \u555f\u52d5 Chrome \u7684\u6b65\u9a5f<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'C', 'C')\">C. \u5efa\u7acb\u4e00\u500b Claude Code Skill\uff0c\u8b93\u4ee3\u7406\u6309\u9700\u8f09\u5165 Chrome \u9664\u932f\u7684\u524d\u7f6e\u6307\u4ee4<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'D', 'C')\">D. \u5728 <code>mcp.json<\/code> \u4e2d\u76f4\u63a5\u5beb\u5165\u5b8c\u6574\u7684\u4f7f\u7528\u8aaa\u660e\u548c\u524d\u7f6e\u6b65\u9a5f<\/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\u6b63\u5728\u4f7f\u7528 AFK\uff08\u96e2\u958b\u9375\u76e4\uff09\u6a21\u5f0f\u8b93 AI \u81ea\u52d5\u5faa\u74b0\u958b\u767c\u5168\u7aef\u61c9\u7528\u3002AI \u4ee3\u7406\u7684\u5f8c\u7aef API \u958b\u767c\u9032\u5c55\u9806\u5229\uff0c\u4f46\u524d\u7aef\u9801\u9762\u7684\u6392\u7248\u548c\u4e92\u52d5\u6548\u679c\u7d93\u5e38\u51fa\u932f\u3002\u4f60\u61c9\u8a72\u5982\u4f55\u6539\u5584\u9019\u500b AFK \u5de5\u4f5c\u6d41\u7a0b\uff1f <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">\u73fe\u6709\u8a2d\u5b9a\uff1a\n&#8211; pre-commit hook\uff1aeslint + TypeScript \u578b\u5225\u6aa2\u67e5\n&#8211; \u81ea\u52d5\u6e2c\u8a66\uff1aJest \u55ae\u5143\u6e2c\u8a66\n&#8211; AI \u5faa\u74b0\u6a21\u5f0f\uff1aRalph Wiggum \u8a2d\u5b9a\n\n\u554f\u984c\uff1aAI \u7684\u524d\u7aef\u4fee\u6539\u7d93\u5e38\u9700\u8981\u4eba\u5de5\u4ecb\u5165\u4fee\u6b63<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(3, 'A', 'D')\">A. \u589e\u52a0\u66f4\u591a Jest \u5feb\u7167\u6e2c\u8a66\uff08snapshot testing\uff09\u4f86\u6355\u6349 UI \u8b8a\u5316<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'B', 'D')\">B. \u964d\u4f4e AI \u4ee3\u7406\u7684\u4fee\u6539\u7bc4\u570d\uff0c\u53ea\u8b93\u5b83\u8655\u7406\u5f8c\u7aef\u7a0b\u5f0f\u78bc<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'C', 'D')\">C. \u589e\u52a0\u66f4\u56b4\u683c\u7684 ESLint \u898f\u5247\u548c Stylelint \u6aa2\u67e5<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'D', 'D')\">D. \u5728\u56de\u994b\u5faa\u74b0\u4e2d\u63d2\u5165\u700f\u89bd\u5668\u5de5\u5177\uff0c\u8b93 AI \u80fd\u770b\u5230\u524d\u7aef\u7684\u5be6\u969b\u6e32\u67d3\u7d50\u679c<\/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. \u5c0f\u83ef\u70ba AI \u4ee3\u7406\u8a2d\u5b9a\u4e86 Playwright MCP Server \u4f86\u9032\u884c\u524d\u7aef\u8996\u89ba\u6e2c\u8a66\uff0c\u4f46\u767c\u73fe AI \u4ee3\u7406\u7684 context window \u5f88\u5feb\u5c31\u88ab\u7528\u5b8c\uff0c\u5c0e\u81f4\u5f8c\u7e8c\u56de\u8986\u54c1\u8cea\u4e0b\u964d\u3002\u6700\u53ef\u80fd\u7684\u539f\u56e0\u662f\u4ec0\u9ebc\uff1f <span class=\"badge debug\">\u932f\u8aa4\u8a3a\u65b7<\/span><\/h3>\n      <div class=\"code-block\">\u8a2d\u5b9a\u5167\u5bb9\uff1a\n\/\/ mcp.json\n{\n  &#8220;mcpServers&#8221;: {\n    &#8220;playwright&#8221;: {\n      &#8220;command&#8221;: &#8220;npx&#8221;,\n      &#8220;args&#8221;: [&#8220;@playwright\/mcp&#8221;]\n    }\n  }\n}\n\n\u73fe\u8c61\uff1a\u6bcf\u6b21\u622a\u5716\u64cd\u4f5c\u5f8c\uff0cAI \u4ee3\u7406\u7684\u56de\u8986\u8b8a\u5f97\u8d8a\u4f86\u8d8a\u6162\uff0c\n\u4e14\u958b\u59cb\u5fd8\u8a18\u4e4b\u524d\u7684\u5c0d\u8a71\u8108\u7d61\u3002<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(4, 'A', 'B')\">A. <code>mcp.json<\/code> \u7684\u8a2d\u5b9a\u8a9e\u6cd5\u6709\u8aa4\uff0c\u5c0e\u81f4\u91cd\u8907\u9023\u7dda<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'B', 'B')\">B. Playwright MCP \u6703\u6d88\u8017\u5927\u91cf token \u50b3\u56de\u622a\u5716\u548c\u8a73\u7d30\u7684\u5de5\u5177\u63cf\u8ff0\uff0c\u4f54\u6eff\u4e86 context window<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'C', 'B')\">C. AI \u4ee3\u7406\u7684\u8a18\u61b6\u9ad4\u4e0d\u8db3\uff0c\u9700\u8981\u589e\u52a0\u7cfb\u7d71\u8a18\u61b6\u9ad4\u914d\u7f6e<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'D', 'B')\">D. Playwright \u700f\u89bd\u5668\u5be6\u4f8b\u6c92\u6709\u6b63\u78ba\u95dc\u9589\uff0c\u9020\u6210\u8cc7\u6e90\u6d29\u6f0f<\/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. \u5c0f\u660e\u8a2d\u5b9a AI \u4ee3\u7406\u7528 pre-commit hook \u4f86\u9a57\u8b49\u524d\u7aef\u7a0b\u5f0f\u78bc\u54c1\u8cea\u3002hook \u4e2d\u5305\u542b ESLint\u3001TypeScript \u578b\u5225\u6aa2\u67e5\u548c Prettier\u3002AI \u4ee3\u7406\u63d0\u4ea4\u7684\u7a0b\u5f0f\u78bc\u5168\u90e8\u901a\u904e\u4e86\u9019\u4e9b\u6aa2\u67e5\uff0c\u4f46\u5be6\u969b\u5728\u700f\u89bd\u5668\u4e2d\u6253\u958b\u5f8c\uff0c\u9801\u9762\u7684 RWD \u6392\u7248\u5b8c\u5168\u932f\u4e82\u3002\u9019\u500b\u5de5\u4f5c\u6d41\u7a0b\u7684\u6839\u672c\u554f\u984c\u5728\u54ea\u88e1\uff1f <span class=\"badge debug\">\u932f\u8aa4\u8a3a\u65b7<\/span><\/h3>\n      <div class=\"code-block\">pre-commit hook \u8a2d\u5b9a\uff1a\n#!\/bin\/bash\nnpx eslint &#8211;fix .\nnpx tsc &#8211;noEmit\nnpx prettier &#8211;check .\n\n# \u5168\u90e8\u901a\u904e \u2713\n\n\u5be6\u969b\u7d50\u679c\uff1a\u684c\u9762\u7248\u6b63\u5e38\uff0c\u4f46\u624b\u6a5f\u7248\u6392\u7248\u5b8c\u5168\u932f\u4e82<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(5, 'A', 'C')\">A. pre-commit hook \u7f3a\u5c11 CSS \u76f8\u95dc\u7684\u6aa2\u67e5\u5de5\u5177<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'B', 'C')\">B. ESLint \u8a2d\u5b9a\u4e0d\u5920\u56b4\u683c\uff0c\u61c9\u8a72\u52a0\u5165 RWD \u76f8\u95dc\u898f\u5247<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'C', 'C')\">C. \u9019\u4e9b\u90fd\u662f\u6587\u5b57\u5c64\u9762\u7684\u6aa2\u67e5\u5de5\u5177\uff0c\u7121\u6cd5\u6355\u6349\u8996\u89ba\u5c64\u9762\u7684\u6392\u7248\u554f\u984c\uff0c\u9700\u8981\u52a0\u5165\u700f\u89bd\u5668\u8996\u89ba\u56de\u994b<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'D', 'C')\">D. TypeScript \u578b\u5225\u6aa2\u67e5\u61c9\u8a72\u5305\u542b CSS-in-JS \u7684\u578b\u5225\u5b9a\u7fa9<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv5\"><\/div>\n    <\/div>\n\n    <div class=\"score-adv\" id=\"scoreAdv\" style=\"display:none;\"><\/div>\n<script>\n\n      let answeredAdv = 0;\n      let correctAdv = 0;\n      const totalAdv = 5;\n      const explanationsAdv = {\n        1: \"\u5f71\u7247\u7684\u6838\u5fc3\u89c0\u9ede\u5c31\u662f\uff1a\u524d\u7aef\u958b\u767c\u7684\u56de\u994b\u5faa\u74b0\u662f\u8996\u89ba\u7684\uff0c\u800c\u975e\u6587\u5b57\u7684\u3002\u55ae\u5143\u6e2c\u8a66\u3001CSS linting \u548c\u66f4\u597d\u7684 prompt \u90fd\u5c6c\u65bc\u6587\u5b57\u5c64\u9762\u7684\u89e3\u6c7a\u65b9\u6848\uff0c\u7121\u6cd5\u6355\u6349\u52d5\u756b\u6548\u679c\u9019\u985e\u8996\u89ba\u554f\u984c\u3002\u63a5\u5165\u700f\u89bd\u5668 MCP \u5de5\u5177\u80fd\u8b93 AI \u4ee3\u7406\u5be6\u969b\u300c\u770b\u898b\u300d\u6e32\u67d3\u7d50\u679c\uff0c\u5c31\u50cf\u4eba\u985e\u958b\u767c\u8005\u4e00\u6a23\u9032\u884c ad hoc \u6e2c\u8a66\u3002\",\n        2: \"\u5f71\u7247\u4e2d\u660e\u78ba\u5340\u5206\u4e86 <code>CLAUDE.md<\/code> \u548c Skill \u7684\u5dee\u7570\uff1a<code>CLAUDE.md<\/code> \u4e2d\u7684\u5167\u5bb9\u6703\u6c38\u9060\u4f54\u7528 context\uff0c\u800c Skill \u662f\u4ee3\u7406\u6309\u9700\u8f09\u5165\u7684\u3002Chrome \u9664\u932f\u6307\u4ee4\u53ea\u5728\u8996\u89ba\u6e2c\u8a66\u6642\u9700\u8981\uff0c\u4f7f\u7528 Skill \u53ef\u4ee5\u907f\u514d\u4e0d\u5fc5\u8981\u7684 context \u6d88\u8017\u3002<code>mcp.json<\/code> \u662f\u7528\u4f86\u8a2d\u5b9a MCP Server \u9023\u7dda\u7684\uff0c\u4e0d\u9069\u5408\u653e\u4f7f\u7528\u8aaa\u660e\u3002\",\n        3: \"\u5f71\u7247\u5f37\u8abf\u5728 AFK AI \u7de8\u7a0b\u6a21\u5f0f\uff08\u5982 Ralph Wiggum \u8a2d\u5b9a\uff09\u4e2d\uff0c\u63d2\u5165\u700f\u89bd\u5668\u8996\u89ba\u56de\u994b\u5faa\u74b0\u80fd\u5e36\u4f86\u5de8\u5927\u63d0\u5347\u3002\u56e0\u70ba\u6c92\u6709\u700f\u89bd\u5668\u7684\u8a71\uff0cLLM \u57fa\u672c\u4e0a\u662f\u5728\u300c\u76f2\u98db\u300d\u2014\u2014\u5b83\u770b\u4e0d\u5230\u7a0b\u5f0f\u78bc\u8b8a\u66f4\u7684\u5be6\u969b\u57f7\u884c\u74b0\u5883\u3002\u5feb\u7167\u6e2c\u8a66\u548c\u66f4\u56b4\u683c\u7684 lint \u898f\u5247\u4ecd\u7136\u662f\u6587\u5b57\u5c64\u9762\u7684\u5de5\u5177\uff0c\u7121\u6cd5\u771f\u6b63\u89e3\u6c7a\u8996\u89ba\u554f\u984c\u3002\",\n        4: \"\u5f71\u7247\u660e\u78ba\u6307\u51fa Playwright MCP \u548c Chrome DevTools MCP Server \u7684\u4e00\u500b\u5df2\u77e5\u554f\u984c\uff1a\u5b83\u5011\u975e\u5e38\u6d88\u8017 context\uff08context hoggy\uff09\u3002\u622a\u5716\u6703\u4f54\u7528\u5927\u91cf token \u50b3\u56de LLM\uff0c\u800c\u4e14\u9019\u4e9b MCP Server \u7684\u5de5\u5177\u63cf\u8ff0\u975e\u5e38\u8a73\u7d30\u3001\u5de5\u5177\u6578\u91cf\u4e5f\u591a\uff0c\u9032\u4e00\u6b65\u52a0\u91cd context \u8ca0\u64d4\u3002\u9019\u4e0d\u662f\u8a9e\u6cd5\u932f\u8aa4\u6216\u8a18\u61b6\u9ad4\u554f\u984c\uff0c\u800c\u662f LLM \u7684 context window \u88ab\u622a\u5716\u548c\u5de5\u5177\u63cf\u8ff0\u4f54\u6eff\u4e86\u3002\",\n        5: \"\u9019\u6b63\u662f\u5f71\u7247\u7684\u6838\u5fc3\u8ad6\u9ede\uff1a\u5f8c\u7aef\u7684\u56de\u994b\u5faa\u74b0\u5b8c\u5168\u57fa\u65bc\u6587\u5b57\uff08\u6e2c\u8a66\u3001linting\u3001\u578b\u5225\u6aa2\u67e5\uff09\uff0c\u4f46\u524d\u7aef\u958b\u767c\u9700\u8981\u8996\u89ba\u56de\u994b\u3002ESLint\u3001TypeScript \u548c Prettier \u90fd\u53ea\u80fd\u6aa2\u67e5\u7a0b\u5f0f\u78bc\u7684\u8a9e\u6cd5\u548c\u683c\u5f0f\u6b63\u78ba\u6027\uff0c\u7121\u6cd5\u5224\u65b7\u9801\u9762\u5728\u4e0d\u540c\u88dd\u7f6e\u4e0a\u7684\u8996\u89ba\u5448\u73fe\u662f\u5426\u6b63\u78ba\u3002\u8981\u89e3\u6c7a\u9019\u500b\u554f\u984c\uff0c\u9700\u8981\u52a0\u5165\u700f\u89bd\u5668\u5de5\u5177\u4f5c\u70ba\u8996\u89ba\u56de\u994b\u5faa\u74b0\u7684\u4e00\u90e8\u5206\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=\"530\" data-total-likes=\"0\" data-likes-from-user=\"0\"><svg 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