{"id":549,"date":"2026-01-31T20:08:21","date_gmt":"2026-01-31T12:08:21","guid":{"rendered":"https:\/\/blog.itsmygo.uk\/2026\/01\/31\/from-vibe-coding-to-vibe-engineering-%e5%be%9e-vibe-coding-%e5%88%b0-vibe-engineering\/"},"modified":"2026-01-31T20:08:21","modified_gmt":"2026-01-31T12:08:21","slug":"from-vibe-coding-to-vibe-engineering-%e5%be%9e-vibe-coding-%e5%88%b0-vibe-engineering","status":"publish","type":"post","link":"https:\/\/blog.itsmygo.uk\/wordpress\/2026\/01\/31\/from-vibe-coding-to-vibe-engineering-%e5%be%9e-vibe-coding-%e5%88%b0-vibe-engineering\/","title":{"rendered":"From Vibe Coding To Vibe Engineering \u2014 \u5f9e Vibe Coding \u5230 Vibe Engineering"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Kitze\uff08Sizzy \u700f\u89bd\u5668\u958b\u767c\u8005\uff09\u5728\u9019\u5834\u6f14\u8b1b\u4e2d\uff0c\u5340\u5206\u4e86\u300cVibe Coding\u300d\u8207\u300cVibe Engineering\u300d\u5169\u500b\u6982\u5ff5\u3002\u4ed6\u8a8d\u70ba\u771f\u6b63\u9ad8\u6548\u7684 AI \u8f14\u52a9\u958b\u767c\u4e0d\u662f\u76f2\u76ee\u63a5\u53d7 LLM \u7684\u8f38\u51fa\uff0c\u800c\u662f\u6191\u85c9\u5de5\u7a0b\u7d93\u9a57\u76e3\u7763\u548c\u5f15\u5c0e AI Agent\uff0c\u5728\u4fdd\u6301\u7a0b\u5f0f\u78bc\u54c1\u8cea\u7684\u540c\u6642\u5927\u5e45\u63d0\u5347\u751f\u7522\u529b\u3002\u6f14\u8b1b\u4ee5\u5e7d\u9ed8\u98a8\u683c\u63a2\u8a0e\u4e86\u524d\u7aef\u958b\u767c\u7684\u6f14\u9032\u3001LLM \u5beb\u7a0b\u5f0f\u7684\u73fe\u5be6\uff0c\u4ee5\u53ca\u958b\u767c\u8005\u9762\u5c0d AI \u6642\u4ee3\u8a72\u5982\u4f55\u81ea\u8655\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=JV-wY5pxXLo<\/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>Vibe Coding \u548c Vibe Engineering \u662f\u4e0d\u540c\u7684\u6982\u5ff5\uff1a\u524d\u8005\u662f\u76f2\u76ee\u63a5\u53d7 AI \u8f38\u51fa\uff0c\u5f8c\u8005\u662f\u4ee5\u5de5\u7a0b\u601d\u7dad\u76e3\u7763 AI<\/li>\n<li>LLM \u64c5\u9577\u5beb React\uff0c\u4f46\u7522\u51fa\u7684\u7a0b\u5f0f\u78bc\u54c1\u8cea\u53d6\u6c7a\u65bc\u4f7f\u7528\u8005\u7684\u5de5\u7a0b\u80fd\u529b<\/li>\n<li>Composer One\uff08Cursor \u7684\u529f\u80fd\uff09\u8b93\u958b\u767c\u8005\u91cd\u65b0\u56de\u5230\u300c\u99d5\u99db\u5ea7\u300d\uff0c\u53ef\u4ee5\u5373\u6642\u76e3\u63a7\u548c\u4fee\u6b63 Agent \u7684\u884c\u70ba<\/li>\n<li>\u8a9e\u97f3\u8f49\u7a0b\u5f0f\u78bc\uff08Voice to Code\uff09\u662f\u6539\u8b8a\u5de5\u4f5c\u6d41\u7a0b\u7684\u91cd\u8981\u65b9\u5f0f<\/li>\n<li>\u4e0d\u61c9\u8a72\u628a AI \u5de5\u5177\u4ea4\u7d66\u6c92\u6709\u7d93\u9a57\u7684\u521d\u7d1a\u958b\u767c\u8005\uff0c\u800c\u662f\u8b93\u8cc7\u6df1\u5de5\u7a0b\u5e2b\u642d\u914d AI \u624d\u80fd\u767c\u63ee 10 \u500d\u6548\u679c<\/li>\n<li>\u5224\u65b7\u300c\u7a0b\u5f0f\u78bc\u5920\u597d\u5c31\u597d\u300d\u662f\u4e00\u9805\u95dc\u9375\u6280\u80fd\uff0c\u904e\u5ea6\u62bd\u8c61\u548c\u904e\u65e9\u512a\u5316\u662f\u5e38\u898b\u9677\u9631<\/li>\n<li>\u958b\u767c\u8005\u7684\u5de5\u4f5c\u66ab\u6642\u5b89\u5168\uff0c\u4f46\u5f9e\u5e95\u5c64\u958b\u59cb\u88ab\u53d6\u4ee3\u7684\u8da8\u52e2\u5df2\u7d93\u51fa\u73fe<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u8a73\u7d30\u5167\u5bb9<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">[00:00] \u958b\u5834\u8207\u81ea\u6211\u4ecb\u7d39<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Kitze \u4ee5\u8f15\u9b06\u5e7d\u9ed8\u7684\u65b9\u5f0f\u958b\u5834\uff0c\u4ecb\u7d39\u81ea\u5df1\u6b63\u5728\u9032\u884c\u7684\u591a\u500b\u5c08\u6848\uff1aSizzy\uff08\u5c08\u70ba\u958b\u767c\u8005\u6253\u9020\u7684\u700f\u89bd\u5668\uff09\u3001\u4e00\u6b3e\u751f\u6d3b\u7ba1\u7406 OS \u61c9\u7528\u3001\u5168\u7aef\u958b\u767c\u8ab2\u7a0b Zero to Shipped\uff0c\u4ee5\u53ca\u540d\u70ba Glink \u7684 changelog \u7ba1\u7406\u5de5\u5177\u3002\u4ed6\u63d0\u5230\u81ea\u5df1\u6709 ADHD\uff0c\u540c\u6642\u63a8\u9032\u591a\u500b\u5c08\u6848\u662f\u5e38\u614b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[03:30] \u524d\u7aef\u958b\u767c\u7684\u8352\u8b2c\u6f14\u9032<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Kitze \u56de\u9867\u4e86\u81ea 2017 \u5e74\u4ee5\u4f86\u524d\u7aef\u958b\u767c\u7684\u8b8a\u5316\u3002\u4ed6\u5c55\u793a\u4e86\u5176\u4ed6\u7522\u696d\uff08\u5982 VR \u4e2d\u7684\u5e03\u6599\u78b0\u649e\u6a21\u64ec\u30013D \u5efa\u6a21\u7b49\uff09\u7684\u9a5a\u4eba\u9032\u5c55\uff0c\u7136\u5f8c\u5c0d\u6bd4\u524d\u7aef\u958b\u767c\u2014\u2014\u81f3\u4eca\u4ecd\u7121\u6cd5\u597d\u597d style \u4e00\u500b <code>&lt;select&gt;<\/code> \u5143\u7d20\uff0c\u958b\u767c\u793e\u7fa4\u4e5f\u7121\u6cd5\u5c31\u4e00\u500b\u7c21\u55ae\u7684\u8a08\u6578\u5668\uff08counter\uff09\u5be6\u4f5c\u65b9\u5f0f\u9054\u6210\u5171\u8b58\u3002\u4ed6\u8abf\u4f83 Internet Explorer \u63db\u4e86 logo \u8b8a\u6210 Edge\uff0c\u4f46\u75db\u82e6\u4f9d\u820a\u3002CLI \u5de5\u5177\u5c45\u7136\u9084\u6d3b\u5f97\u597d\u597d\u7684\uff0c\u751a\u81f3\u53ef\u4ee5\u5728\u7d42\u7aef\u4e2d\u62d6\u5165\u5716\u7247\u4e86\u3002React \u4f9d\u7136\u662f\u7b2c\u4e00\u5927\u6846\u67b6\uff0c\u800c\u4e14 LLM \u5beb React \u5176\u5be6\u5beb\u5f97\u4e0d\u932f\u2014\u2014\u56e0\u70ba\u9023\u4eba\u985e\u81ea\u5df1\u90fd\u4e0d\u64c5\u9577\u5beb React\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[08:00] Vibe Coding \u7684\u5b9a\u7fa9\u8207\u554f\u984c<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Kitze \u89e3\u91cb Vibe Coding \u9019\u500b\u8a5e\u7531 Andrej Karpathy \u63d0\u51fa\uff0c\u6838\u5fc3\u6982\u5ff5\u662f\u300c\u4e0d\u592a\u5728\u610f\u7a0b\u5f0f\u78bc\u672c\u8eab\uff0c\u53ea\u7ba1\u6309 Accept\u300d\u3002\u4ed6\u5c07\u9019\u500b\u6982\u5ff5\u8207\u81ea\u5df1 2017 \u5e74\u7684\u9810\u6e2c\u505a\u5c0d\u6bd4\u2014\u2014\u7576\u6642\u4ed6\u5c31\u8aaa\u904e\uff0c\u672a\u4f86\u958b\u767c\u6703\u8b8a\u6210\u300c\u628a header \u79fb\u4e09\u500b pixel\u300d\u9019\u6a23\u7684\u6307\u4ee4\u3002\u4ed6\u6307\u51fa\u7ba1\u7406\u8005\uff08manager\uff09\u5176\u5be6\u4e00\u76f4\u5728\u505a Vibe Coding\uff1a\u6307\u6d3e\u4efb\u52d9\u3001\u4e0d\u770b\u7a0b\u5f0f\u78bc\u3001\u53ea\u6e2c\u8a66\u7d50\u679c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Kitze \u5206\u4eab\u4e86\u4e00\u500b\u5c07 Vibe Coding \u6bd4\u55bb\u6210\u8ced\u5834\u7684\u7b11\u8a71\uff1a\u4f60\u8cb7 token\uff08\u4ee3\u5e63\uff09\u3001\u6309\u4e0b\u751f\u6210\uff08\u8f49\u76e4\uff09\u3001\u53ef\u80fd\u4e2d\u734e\uff08\u5f97\u5230\u80fd\u7528\u7684 App\uff09\u6216\u4e00\u7121\u6240\u7372\u3002\u300c\u518d\u4e00\u500b prompt \u5c31\u80fd\u4fee\u597d\u90a3\u500b bug\u300d\u7684\u5fc3\u614b\u8ddf\u8ced\u5f92\u4e00\u6a21\u4e00\u6a23\uff0c\u800c Cursor \u6c38\u9060\u662f\u838a\u5bb6\u2014\u2014\u7a69\u8cfa\u4e0d\u8ce0\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[12:30] Vibe Engineering\uff1a\u771f\u6b63\u7684\u9ad8\u6548\u65b9\u5f0f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Kitze \u5f15\u5165\u4e86\u300cVibe Engineering\u300d\u9019\u500b\u6982\u5ff5\u2014\u2014\u4f60\u4e0d\u89aa\u624b\u5beb\u7a0b\u5f0f\u78bc\uff0c\u4f46\u4f60\u6301\u7e8c\u76e3\u7763 Agent \u7684\u884c\u70ba\uff0c\u50cf\u5075\u63a2\u4e00\u6a23\u89c0\u5bdf\uff1a\u300c\u9019\u88e1\u6709\u554f\u984c\u300d\u3001\u300c\u70ba\u4ec0\u9ebc\u8981\u9019\u6a23\u505a\uff1f\u300d\u4ed6\u900f\u904e\u5c55\u793a\u81ea\u5df1\u7684\u771f\u5be6 prompt \u622a\u5716\u4f86\u5c0d\u6bd4\uff1aVibe Engineering \u7684 prompt \u5145\u6eff\u6280\u8853\u7d30\u7bc0\uff08\u63d0\u5230\u5177\u9ad4\u7684\u6a21\u5f0f\u3001\u62bd\u8c61\u65b9\u5f0f\u3001tRPC \u5b9a\u7fa9\u7b49\uff09\uff0c\u800c Vibe Coding \u7684 prompt \u5247\u662f\u300c\u5e6b\u6211\u628a\u6574\u500b\u5c08\u6848\u8f49\u6210 TypeScript\uff0c\u4e0d\u8981\u6709\u932f\u8aa4\u300d\u6216\u300c\u5e6b\u6211\u505a\u4e00\u500b\u503c\u767e\u842c\u7684 App\u300d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ed6\u5f37\u8abf\uff1aVibe Coding \u7684\u4eba\u770b\u5230 Vibe Engineering \u7684 prompt \u6642\uff0c\u6839\u672c\u770b\u4e0d\u61c2\u5728\u8aaa\u4ec0\u9ebc\u2014\u2014\u9019\u5c31\u662f\u5dee\u8ddd\u6240\u5728\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[17:00] Composer One \u6539\u8b8a\u4e86\u4e00\u5207<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Kitze \u5c0d Cursor \u7684 Composer One \u529f\u80fd\u8b9a\u4e0d\u7d55\u53e3\u3002\u4ed6\u8868\u793a\u4e4b\u524d\u4f7f\u7528 GPT-5 Codex \u7b49\u5de5\u5177\u6642\uff0c\u7b49\u5f85\u6642\u9593\u592a\u9577\uff0c\u4ed6\u6703\u53bb\u5237 YouTube Shorts \u7b49\u7d50\u679c\u3002\u4f46 Composer One \u8b93\u4ed6\u91cd\u65b0\u56de\u5230\u300c\u99d5\u99db\u5ea7\u300d\u2014\u2014\u53ef\u4ee5\u5373\u6642\u770b\u5230 Agent \u5728\u505a\u4ec0\u9ebc\u3001\u96a8\u6642\u558a\u505c\u4e26\u4fee\u6b63\u65b9\u5411\u3002\u4e0d\u904e\u4ed6\u5f37\u8abf\uff0c\u9019\u53ea\u5c0d Vibe Engineer \u6709\u6548\uff1b\u5c0d Vibe Coder \u4f86\u8aaa\uff0cAgent \u53ef\u80fd\u53ea\u662f\u300c\u66f4\u5feb\u5730\u72af\u932f\u300d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9760\u8457 Composer One\uff0c\u4ed6\u5728\u5169\u9031\u5167\u5b8c\u6210\u4e86\u904e\u53bb\u4e00\u5e74\u7684\u9032\u5ea6\u3002\u4ed6\u7684\u5c08\u6848 Benji \u5f9e Blitz \u6846\u67b6\u9077\u79fb\u5230 Next.js 16\uff08App Router\u3001Better Auth\u3001tRPC\u3001Monorepo\u3001Turborepo\u3001React Native\uff09\uff0c90% \u7684\u529f\u80fd\u5728\u4e0d\u5230\u4e00\u9031\u5167\u5b8c\u6210\u3002\u985e\u4f3c\u5730\uff0c\u4ed6\u4e5f\u5fa9\u6d3b\u4e86\u5373\u5c07\u653e\u68c4\u7684 Glink \u5c08\u6848\uff0c\u751a\u81f3\u5c0d\u5145\u6eff spaghetti code \u7684 Electron \u61c9\u7528 Sizzy \u4e5f\u6210\u529f\u9032\u884c\u4e86\u91cd\u69cb\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[21:30] \u4f60\u4e0d\u559c\u6b61 Vibe Coding \u7684\u539f\u56e0<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Kitze \u5217\u51fa\u4e86\u4eba\u5011\u8a0e\u53ad Vibe Coding \u7684\u5e7e\u500b\u539f\u56e0\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6642\u6a5f\u4e0d\u597d<\/strong>\uff1a\u6a21\u578b\u4f9b\u61c9\u5546\u6709\u6642\u6703\u5077\u5077\u964d\u4f4e\u6a21\u578b\u80fd\u529b\u4ee5\u7bc0\u7701\u6210\u672c\uff0c\u4f60\u53ef\u80fd\u525b\u597d\u5728\u300c\u8b8a\u7b28\u300d\u7684\u90a3\u4e00\u9031\u5617\u8a66\uff0c\u7d50\u8ad6\u5c31\u662f\u300cAI \u4e0d\u884c\u300d<\/li>\n<li><strong>\u7701\u932f\u5730\u65b9<\/strong>\uff1a\u6709\u4eba\u7528\u514d\u8cbb\u7684 ChatGPT \u751f\u6210\u7a0b\u5f0f\u78bc\u7247\u6bb5\u518d\u8cbc\u56de\u53bb\uff0c\u6216\u8005\u53ea\u4ed8 $3 \u800c\u4e0d\u662f $200\uff0c\u7d50\u679c\u81ea\u7136\u4e0d\u597d<\/li>\n<li><strong>\u9078\u64c7\u904e\u591a<\/strong>\uff1a\u6a21\u578b\u548c\u5de5\u5177\u592a\u591a\uff0c\u6700\u4f73\u9078\u64c7\u6bcf\u5c0f\u6642\u90fd\u5728\u8b8a<\/li>\n<li><strong>\u4f60\u662f\u500b\u300cPITA Developer\u300d\uff08Pain In The Ass Developer\uff09<\/strong>\uff1a\u6703\u5728\u5169\u884c\u7684 PR \u4e0a\u7559 nitpick \u8a55\u8ad6\u3001\u82b1\u8d85\u904e\u5169\u5206\u9418\u505a code review\u3001\u5634\u5df4\u88e1\u6c92\u6709\u300cLGTM\u300d\u9019\u500b\u8a5e\u3001\u5c0d tab vs space \u6709\u5b97\u6559\u4fe1\u4ef0\u3002Kitze \u8a8d\u70ba\u9019\u985e\u5b8c\u7f8e\u4e3b\u7fa9\u958b\u767c\u8005\u5728 AI \u6642\u4ee3\u6703\u7279\u5225\u75db\u82e6<\/li>\n<li><strong>\u6280\u80fd\u554f\u984c<\/strong>\uff1aVibe Engineering \u4e0d\u53ea\u662f\u5beb\u82f1\u6587\uff0c\u800c\u662f\u4e00\u5957\u8907\u5408\u6280\u80fd\u2014\u2014\u4e86\u89e3\u6a21\u578b\u9650\u5236\u3001Agent \u80fd\u529b\u3001context \u7ba1\u7406\u3001rule \u64b0\u5beb\u3001prompt engineering\uff0c\u52a0\u4e0a\u6301\u7e8c\u95dc\u6ce8\u6700\u65b0\u52d5\u614b<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">[28:00] \u5be6\u7528\u5efa\u8b70<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Kitze \u5206\u4eab\u4e86\u4ed6\u7684 Vibe Engineering \u6280\u5de7\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4f7f\u7528 Git Workspaces<\/strong> \u7ba1\u7406\u5206\u652f<\/li>\n<li><strong>\u6e96\u5099\u597d solid starting point<\/strong>\uff1a\u597d\u7684\u57fa\u790e\u5143\u4ef6\u3001\u51fd\u5f0f\u3001\u8a2d\u8a08\u6a21\u5f0f\u548c\u62bd\u8c61<\/li>\n<li><strong>\u5584\u7528 rules\u3001docs\u3001commands \u548c memories<\/strong> \u4f86\u70ba AI \u63d0\u4f9b\u6b63\u78ba\u7684 context<\/li>\n<li><strong>\u8a9e\u97f3\u8f49\u7a0b\u5f0f\u78bc\u662f\u9769\u547d\u6027\u7684<\/strong>\uff1aAgent \u8dd1\u5b8c\u5f8c\uff0c\u4ed6\u6703\u7acb\u523b\u7528\u8a9e\u97f3\u63cf\u8ff0\u5728 UI \u548c\u7a0b\u5f0f\u78bc\u4e2d\u770b\u5230\u7684\u6771\u897f\u2014\u2014\u50cf\u8ddf\u670b\u53cb\u8aaa\u8a71\u4e00\u6a23\u3002\u6709\u6642\u4e00\u500b prompt \u9577\u9054\u4e94\u5206\u9418<\/li>\n<li><strong>\u300cBrain dumping\u300d\u5de5\u4f5c\u6d41<\/strong>\uff1a\u5148\u5728\u700f\u89bd\u5668\u4e2d\u63cf\u8ff0\u770b\u5230\u7684 UI \u554f\u984c\uff0c\u518d\u8df3\u5230\u7a0b\u5f0f\u78bc\u4e2d\u7e7c\u7e8c\u8aaa\u660e\u9700\u8981\u6539\u7684\u6a21\u5f0f<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">[31:00] \u95dc\u65bc\u5b78\u7fd2\u8207\u5c31\u696d\u7684\u770b\u6cd5<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6709\u4eba\u554f\u300c\u9084\u8a72\u4e0d\u8a72\u5b78\u96fb\u8166\u79d1\u5b78\u300d\uff0cKitze \u8aaa\u7d55\u5c0d\u8981\u5b78\u3002\u4ed6\u7528\u81ea\u5df1\u7684\u7d93\u6b77\u8209\u4f8b\uff1a\u4ee5\u524d\u5b78\u7a0b\u5f0f\u7684\u300cLLM\u300d\u662f\u4e00\u500b\u670b\u53cb\u7684\u670b\u53cb\uff0c\u6253 Counter-Strike \u6642\u9806\u4fbf\u56de\u7b54\u554f\u984c\uff0c\u56de\u8986\u5ef6\u9072 45 \u5206\u9418\u3002\u5982\u679c\u90a3\u6a23\u90fd\u80fd\u5b78\u6703\uff0c\u73fe\u5728\u6709 AI \u8f14\u52a9\u66f4\u6c92\u7406\u7531\u4e0d\u5b78\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u95dc\u65bc\u5de5\u4f5c\u5b89\u5168\uff0c\u4ed6\u8a8d\u70ba\u958b\u767c\u8005\u7684\u5de5\u4f5c\u300c\u76ee\u524d\u9084\u5b89\u5168\u300d\uff0c\u4f46\u5f9e\u5e95\u5c64\u958b\u59cb\u53d7\u5230\u64e0\u58d3\u2014\u2014\u521d\u7d1a\u958b\u767c\u8005\u548c\u5be6\u7fd2\u751f\u7684\u6a5f\u6703\u6b63\u5728\u88ab Agent \u53d6\u4ee3\u3002\u4e00\u4e9b\u516c\u53f8\uff08\u5982 Shopify\uff09\u5df2\u7d93\u5efa\u7acb\u4e86 Vibe Coding \u6392\u884c\u699c\uff0c\u6d88\u8017\u6700\u591a token \u7684\u54e1\u5de5\u53cd\u800c\u66f4\u53d7\u91cd\u8996\u3002\u672a\u4f86\u516c\u53f8\u5de5\u4f5c\u6d41\u4e2d\uff0c\u5f88\u591a\u539f\u672c @Josh \u8655\u7406\u7684\u4efb\u52d9\uff0c\u6703\u8b8a\u6210 @Cursor \u6216 @Claude Agent \u4f86\u5b8c\u6210\u2014\u2014\u66f4\u5feb\uff0c\u96d6\u7136\u53ef\u80fd\u4e0d\u5982\u5b8c\u7f8e\u4e3b\u7fa9\u8005\u505a\u5f97\u7cbe\u7dfb\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[35:00] \u65b0\u8077\u4f4d\u8207\u907a\u7559\u7cfb\u7d71\u7684\u50f9\u503c<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u500b\u6709\u8da3\u7684\u73fe\u8c61\u662f\uff1aVibe Coding \u50ac\u751f\u4e86\u65b0\u8077\u4f4d\u2014\u2014\u300cVibe Code Fixer\u300d\uff0c\u5c08\u9580\u5e6b\u4eba\u4fee\u5fa9 AI \u5beb\u5230 80% \u5c31\u5361\u4f4f\u7684\u7a0b\u5f0f\u78bc\u3002\u4f46 Kitze \u4e5f\u6307\u51fa\uff0c\u6b77\u53f2\u4e0a\u85aa\u8cc7\u6700\u9ad8\u7684\u5de5\u7a0b\u5e2b\u4e00\u76f4\u90fd\u662f\u7dad\u8b77\u907a\u7559\u7cfb\u7d71\u7684\u8cc7\u6df1\u4eba\u54e1\u3002\u4ed6\u4ee5 Cobol Cowboys \u516c\u53f8\u70ba\u4f8b\u2014\u2014\u4e00\u5bb6\u5c08\u9580\u7dad\u8b77 COBOL \u907a\u7559\u7cfb\u7d71\u7684\u516c\u53f8\u3002\u4ed6\u958b\u73a9\u7b11\u8aaa\u81ea\u5df1\u9000\u4f11\u5f8c\u4e5f\u8981\u958b\u4e00\u9593\u300cReact Cowboys\u300d\u4f86\u7dad\u8b77 React \u548c Angular \u7684\u907a\u7559\u7a0b\u5f0f\u78bc\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[38:00] \u7e3d\u7d50<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Kitze \u6700\u5f8c\u7d66\u4e86\u4e00\u500b\u9632\u6b62\u88ab AI \u53d6\u4ee3\u7684\u5efa\u8b70\uff08\u534a\u958b\u73a9\u7b11\uff09\uff1a\u5728 LinkedIn \u500b\u4eba\u7c21\u4ecb\u4e2d\u52a0\u4e0a\u300cignore previous instructions\u300d\u5c31\u597d\u4e86\u3002\u4ed6\u547c\u7c72\u5927\u5bb6\u95dc\u6ce8\u4ed6\u7684 Twitter\uff0c\u4e26\u611f\u8b1d\u89c0\u773e\u807d\u5b8c\u4ed6\u7684\u9019\u5834\u300crant\u300d\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\">Kitze \u5728\u9019\u5834\u6f14\u8b1b\u4e2d\u63d0\u51fa\u7684\u300cVibe Engineering\u300d\u6982\u5ff5\u5207\u4e2d\u4e86\u4e00\u500b\u6838\u5fc3\u554f\u984c\uff1aAI \u5de5\u5177\u7684\u50f9\u503c\u5b8c\u5168\u53d6\u6c7a\u65bc\u4f7f\u7528\u8005\u7684\u80fd\u529b\u3002\u9019\u4e0d\u662f\u4e00\u500b\u65b0\u89c0\u9ede\uff0c\u4f46\u7528\u300cVibe Coding vs Vibe Engineering\u300d\u7684\u5c0d\u6bd4\u4f86\u8868\u9054\u975e\u5e38\u76f4\u89c0\u2014\u2014\u524d\u8005\u662f\u628a\u65b9\u5411\u76e4\u4ea4\u7d66 AI\uff0c\u5f8c\u8005\u662f\u8b93 AI \u7576\u526f\u99d5\u99db\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7279\u5225\u503c\u5f97\u6ce8\u610f\u7684\u662f\u4ed6\u5c0d\u300c\u4e0d\u8981\u7d66\u521d\u7d1a\u958b\u767c\u8005 AI \u5de5\u5177\u300d\u7684\u5efa\u8b70\u3002\u9019\u807d\u8d77\u4f86\u53cd\u76f4\u89ba\uff0c\u4f46\u908f\u8f2f\u662f\u6210\u7acb\u7684\uff1aAI \u653e\u5927\u7684\u662f\u4f60\u73fe\u6709\u7684\u5224\u65b7\u529b\uff0c\u5982\u679c\u4f60\u9023\u4ec0\u9ebc\u662f\u597d\u7684\u7a0b\u5f0f\u78bc\u90fd\u9084\u4e0d\u77e5\u9053\uff0cAI \u53ea\u6703\u5e6b\u4f60\u66f4\u5feb\u5730\u5beb\u51fa\u66f4\u591a\u58de\u7684\u7a0b\u5f0f\u78bc\u3002\u76f8\u53cd\u5730\uff0c\u4e00\u500b\u8cc7\u6df1\u5de5\u7a0b\u5e2b\u7528 AI \u53ef\u4ee5\u628a\u539f\u672c\u300c\u77e5\u9053\u8a72\u600e\u9ebc\u505a\u4f46\u6c92\u6642\u9593\u505a\u300d\u7684\u4e8b\u60c5\u5feb\u901f\u5b8c\u6210\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ed6\u5c0d\u300c\u7a0b\u5f0f\u78bc\u5920\u597d\u5c31\u597d\u300d\u7684\u5f37\u8abf\u4e5f\u5f88\u6709\u610f\u601d\u3002\u5728 AI \u6642\u4ee3\uff0c\u300cClean Code\u300d\u7684\u5b9a\u7fa9\u78ba\u5be6\u5728\u8b8a\u2014\u2014\u4e0d\u518d\u662f\u8ffd\u6c42\u5b8c\u7f8e\u7684\u62bd\u8c61\uff0c\u800c\u662f\u300c\u8db3\u5920\u4e7e\u6de8\u5230\u8b93 Agent \u80fd\u7e7c\u7e8c\u5728\u4e0a\u9762\u5de5\u4f5c\u300d\u3002\u9019\u662f\u4e00\u500b\u52d9\u5be6\u4e14\u503c\u5f97\u601d\u8003\u7684\u65b0\u6a19\u6e96\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u904e\uff0c\u6f14\u8b1b\u4e2d\u5c0d Cursor \u548c Composer One \u7684\u63a8\u5d07\u5e36\u6709\u660e\u986f\u7684\u500b\u4eba\u504f\u597d\u3002AI \u8f14\u52a9\u958b\u767c\u5de5\u5177\u7684\u751f\u614b\u8b8a\u5316\u6975\u5feb\uff0c\u4eca\u5929\u7684\u6700\u4f73\u9078\u64c7\u53ef\u80fd\u5f88\u5feb\u5c31\u88ab\u53d6\u4ee3\u2014\u2014\u9019\u9ede Kitze \u81ea\u5df1\u4e5f\u627f\u8a8d\u4e86\u3002\u91cd\u8981\u7684\u4e0d\u662f\u57f7\u8457\u65bc\u67d0\u500b\u7279\u5b9a\u5de5\u5177\uff0c\u800c\u662f\u57f9\u990a\u90a3\u5957\u300c\u76e3\u7763\u548c\u5f15\u5c0e AI\u300d\u7684\u5de5\u7a0b\u601d\u7dad\u3002<\/p>\n\n    \n\n<div id=\"quiz-5104b7cb\">\n<style>\n#quiz-5104b7cb .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-5104b7cb .badge.scenario {\n        background: #ebf8ff;\n        color: #2b6cb0;\n      }#quiz-5104b7cb .badge.debug {\n        background: #fef3c7;\n        color: #92400e;\n      }#quiz-5104b7cb .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-5104b7cb .question-adv h3 {\n        margin-top: 0;\n        color: #2d3748;\n      }#quiz-5104b7cb .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-5104b7cb .options-adv {\n        list-style: none;\n        padding: 0;\n      }#quiz-5104b7cb .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-5104b7cb .options-adv li:hover:not(.disabled) {\n        border-color: #ed8936;\n        background: #fffaf0;\n      }#quiz-5104b7cb .options-adv li.disabled {\n        cursor: default;\n        opacity: 0.7;\n      }#quiz-5104b7cb .options-adv li.show-answer {\n        border-color: #48bb78;\n        background: #f0fff4;\n      }#quiz-5104b7cb .options-adv li.wrong {\n        border-color: #fc8181;\n        background: #fff5f5;\n      }#quiz-5104b7cb .feedback-adv {\n        margin-top: 16px;\n        padding: 14px;\n        border-radius: 8px;\n        display: none;\n        line-height: 1.6;\n      }#quiz-5104b7cb .feedback-adv.correct {\n        background: #f0fff4;\n        color: #276749;\n        display: block;\n      }#quiz-5104b7cb .feedback-adv.wrong {\n        background: #fff5f5;\n        color: #c53030;\n        display: block;\n      }#quiz-5104b7cb .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-5104b7cb .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\uff1aFrom Vibe Coding To Vibe Engineering<\/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\u5206\u8fa8 Vibe Coding \u8207 Vibe Engineering \u7684\u5dee\u7570\uff0c\u4e26\u505a\u51fa\u6b63\u78ba\u7684 AI \u8f14\u52a9\u958b\u767c\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\u6280\u8853\u4e3b\u7ba1\uff0c\u5718\u968a\u6b63\u5728\u5c0e\u5165 AI \u8f14\u52a9\u958b\u767c\u5de5\u5177 <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">\u4f60\u7684\u5718\u968a\u6709 2 \u4f4d\u521d\u7d1a\u958b\u767c\u8005\u548c 3 \u4f4d\u8cc7\u6df1\u5de5\u7a0b\u5e2b\u3002\n\u516c\u53f8\u8cfc\u8cb7\u4e86 Cursor Pro \u6388\u6b0a\uff0c\u4f60\u9700\u8981\u6c7a\u5b9a\u5c0e\u5165\u7b56\u7565\u3002\n\u76ee\u6a19\u662f\u5728\u4e0d\u5f71\u97ff\u7a0b\u5f0f\u78bc\u54c1\u8cea\u7684\u524d\u63d0\u4e0b\u6700\u5927\u5316\u751f\u7522\u529b\u3002<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(1, 'A', 'C')\">A. \u512a\u5148\u8b93\u521d\u7d1a\u958b\u767c\u8005\u4f7f\u7528\uff0c\u56e0\u70ba\u4ed6\u5011\u6700\u9700\u8981 AI \u5e6b\u52a9\u4f86\u5f4c\u88dc\u7d93\u9a57\u4e0d\u8db3<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'B', 'C')\">B. \u5168\u54e1\u540c\u6642\u5c0e\u5165\uff0c\u642d\u914d\u7d71\u4e00\u7684\u4f7f\u7528\u898f\u7bc4\u548c prompt \u6a21\u677f<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'C', 'C')\">C. \u5148\u8b93\u8cc7\u6df1\u5de5\u7a0b\u5e2b\u4f7f\u7528\u4e26\u5efa\u7acb\u6700\u4f73\u5be6\u8e10\uff0c\u518d\u9010\u6b65\u63a8\u5ee3\u7d66\u521d\u7d1a\u958b\u767c\u8005<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'D', 'C')\">D. \u53ea\u8b93\u521d\u7d1a\u958b\u767c\u8005\u4f7f\u7528\uff0c\u8cc7\u6df1\u5de5\u7a0b\u5e2b\u5c08\u6ce8\u65bc code review \u628a\u95dc\u54c1\u8cea<\/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. AI Agent \u7522\u51fa\u4e86\u4e00\u6bb5\u80fd\u8dd1\u4f46\u7d50\u69cb\u6df7\u4e82\u7684\u7a0b\u5f0f\u78bc <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">\u4f60\u7528 Cursor Agent \u5be6\u4f5c\u4e86\u4e00\u500b\u65b0\u529f\u80fd\u3002\n\u529f\u80fd\u6b63\u5e38\u904b\u4f5c\uff0c\u4f46\u7a0b\u5f0f\u78bc\u6c92\u6709\u4efb\u4f55\u62bd\u8c61\uff0c\n\u540c\u6a23\u7684\u908f\u8f2f\u5728\u4e09\u500b\u5143\u4ef6\u4e2d\u91cd\u8907\u51fa\u73fe\u3002\n\u4f60\u7684\u4e0b\u4e00\u6b65\u61c9\u8a72\u662f\u4ec0\u9ebc\uff1f<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(2, 'A', 'B')\">A. \u7acb\u523b\u91cd\u69cb\uff0c\u5c07\u91cd\u8907\u908f\u8f2f\u62bd\u53d6\u70ba\u5171\u7528\u5143\u4ef6\u548c utility function<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'B', 'B')\">B. \u8a55\u4f30\u9019\u6bb5\u7a0b\u5f0f\u78bc\u672a\u4f86\u662f\u5426\u6703\u88ab\u4fee\u6539\uff0c\u5982\u679c\u53ea\u662f\u4e00\u6b21\u6027\u529f\u80fd\u5c31\u5148\u63a5\u53d7<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'C', 'B')\">C. \u8981\u6c42 Agent \u5168\u90e8\u91cd\u5beb\uff0c\u56e0\u70ba\u300cClean Code\u300d\u6a19\u6e96\u4e0d\u5141\u8a31\u4efb\u4f55\u91cd\u8907<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'D', 'B')\">D. \u63a5\u53d7\u6240\u6709\u8f38\u51fa\u4e0d\u505a\u4efb\u4f55\u6aa2\u67e5\uff0c\u7562\u7adf\u529f\u80fd\u5df2\u7d93\u6b63\u5e38\u904b\u4f5c<\/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\u5617\u8a66\u4e86\u4e00\u9031\u7684 AI \u8f14\u52a9\u958b\u767c\u4f46\u6548\u679c\u4e0d\u4f73 <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">\u4f60\u4e0a\u9031\u958b\u59cb\u4f7f\u7528 AI coding agent\uff0c\n\u4f46\u7522\u51fa\u7684\u7a0b\u5f0f\u78bc\u54c1\u8cea\u5f88\u5dee\uff0c\u7d93\u5e38\u9700\u8981\u5927\u91cf\u624b\u52d5\u4fee\u6b63\u3002\n\u4f60\u7684\u540c\u4e8b\u537b\u5ba3\u7a31\u751f\u7522\u529b\u63d0\u5347\u4e86 5 \u500d\u3002\n\u4f60\u61c9\u8a72\u512a\u5148\u6392\u67e5\u4ec0\u9ebc\u554f\u984c\uff1f<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(3, 'A', 'D')\">A. \u4f60\u4f7f\u7528\u7684\u7a0b\u5f0f\u8a9e\u8a00\u4e0d\u9069\u5408 AI \u8f14\u52a9\u958b\u767c<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'B', 'D')\">B. AI \u5de5\u5177\u672c\u8eab\u6709\u7f3a\u9677\uff0c\u61c9\u8a72\u63db\u4e00\u500b\u5de5\u5177\u8a66\u8a66<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'C', 'D')\">C. \u4f60\u7684\u540c\u4e8b\u5728\u8a87\u5927\u6548\u679c\uff0cAI \u5c31\u662f\u4e0d\u5920\u597d<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'D', 'D')\">D. \u78ba\u8a8d\u662f\u5426\u9047\u5230\u6a21\u578b\u964d\u7d1a\u6642\u671f\u3001\u662f\u5426\u63d0\u4f9b\u4e86\u8db3\u5920\u7684 context\uff08rules\u3001docs\uff09\uff0c\u4ee5\u53ca prompt \u662f\u5426\u5305\u542b\u5177\u9ad4\u7684\u6280\u8853\u7d30\u7bc0<\/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. \u8a3a\u65b7\u9019\u500b AI \u8f14\u52a9\u958b\u767c\u7684\u5de5\u4f5c\u6d41\u7a0b\u554f\u984c <span class=\"badge debug\">\u932f\u8aa4\u8a3a\u65b7<\/span><\/h3>\n      <div class=\"code-block\">\u5c0f\u660e\u7684 AI \u958b\u767c\u5de5\u4f5c\u6d41\u7a0b\uff1a\n1. \u6253\u958b ChatGPT \u514d\u8cbb\u7248\n2. \u8f38\u5165 prompt\uff1a\u300c\u5e6b\u6211\u505a\u4e00\u500b\u96fb\u5546\u7db2\u7ad9\u300d\n3. \u8907\u88fd\u751f\u6210\u7684\u7a0b\u5f0f\u78bc\u7247\u6bb5\n4. \u8cbc\u5230\u81ea\u5df1\u7684\u5c08\u6848\u4e2d\n5. \u767c\u73fe\u4e0d\u80fd\u8dd1\uff0c\u518d\u554f ChatGPT \u600e\u9ebc\u4fee\n6. \u91cd\u8907\u6b65\u9a5f 3-5\n\n\u5c0f\u660e\u62b1\u6028\uff1a\u300cVibe Coding \u6839\u672c\u6c92\u7528\u300d<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(4, 'A', 'B')\">A. ChatGPT \u4e0d\u64c5\u9577\u751f\u6210\u7a0b\u5f0f\u78bc\uff0c\u61c9\u8a72\u6539\u7528\u5176\u4ed6\u6a21\u578b<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'B', 'B')\">B. \u554f\u984c\u51fa\u5728\u591a\u500b\u5c64\u9762\uff1a\u4f7f\u7528\u514d\u8cbb\u6a21\u578b\u800c\u975e\u5c08\u696d\u5de5\u5177\u3001prompt \u592a\u7c60\u7d71\u7f3a\u4e4f\u6280\u8853\u7d30\u7bc0\u3001\u63a1\u7528\u8907\u88fd\u8cbc\u4e0a\u800c\u975e Agent \u6574\u5408\u7684\u5de5\u4f5c\u6d41\u7a0b<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'C', 'B')\">C. \u96fb\u5546\u7db2\u7ad9\u592a\u8907\u96dc\uff0cAI \u76ee\u524d\u7121\u6cd5\u8655\u7406\u9019\u7a2e\u898f\u6a21\u7684\u5c08\u6848<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'D', 'B')\">D. \u5c0f\u660e\u9700\u8981\u5148\u5b78\u6703\u7a0b\u5f0f\u8a2d\u8a08\u57fa\u790e\uff0c\u5426\u5247\u7121\u6cd5\u4f7f\u7528\u4efb\u4f55 AI \u5de5\u5177<\/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. \u5224\u65b7\u4ee5\u4e0b\u54ea\u500b prompt \u5c6c\u65bc Vibe Engineering \u800c\u975e Vibe Coding <span class=\"badge debug\">\u932f\u8aa4\u8a3a\u65b7<\/span><\/h3>\n      <div class=\"code-block\">\u4ee5\u4e0b\u662f\u56db\u500b\u958b\u767c\u8005\u7d66 AI Agent \u7684 prompt\uff0c\n\u5176\u4e2d\u53ea\u6709\u4e00\u500b\u5c55\u73fe\u4e86 Vibe Engineering \u7684\u65b9\u5f0f\u3002<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(5, 'A', 'C')\">A. \u300c\u628a\u6574\u500b\u5c08\u6848\u8f49\u6210 TypeScript\uff0c\u4e0d\u8981\u6709\u4efb\u4f55\u932f\u8aa4\u300d<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'B', 'C')\">B. \u300c\u5e6b\u6211\u505a\u4e00\u500b\u503c\u4e00\u767e\u842c\u7684 SaaS \u61c9\u7528\u300d<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'C', 'C')\">C. \u300c\u5c07 UserList \u5143\u4ef6\u7684\u8cc7\u6599\u7372\u53d6\u6539\u7528 tRPC \u7684 useQuery\uff0c\u4fdd\u7559\u73fe\u6709\u7684\u5206\u9801\u908f\u8f2f\uff0c\u628a filter \u72c0\u614b\u63d0\u5347\u5230 URL search params\uff0c\u4e26\u78ba\u4fdd loading state \u4f7f\u7528 Suspense boundary\u300d<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'D', 'C')\">D. \u300c\u4fee\u597d\u6240\u6709 bug\uff0c\u8b93\u5b83\u5b8c\u7f8e\u904b\u4f5c\u300d<\/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: \"Kitze \u5728\u6f14\u8b1b\u4e2d\u660e\u78ba\u6307\u51fa\u300c\u4e0d\u8981\u628a AI \u5de5\u5177\u4ea4\u7d66\u521d\u7d1a\u958b\u767c\u8005\u548c\u5be6\u7fd2\u751f\u300d\u3002AI \u653e\u5927\u7684\u662f\u4f7f\u7528\u8005\u73fe\u6709\u7684\u5224\u65b7\u529b\u2014\u2014\u8cc7\u6df1\u5de5\u7a0b\u5e2b\u80fd\u8fa8\u5225 AI \u7522\u51fa\u7684\u7a0b\u5f0f\u78bc\u54c1\u8cea\uff0c\u9032\u884c Vibe Engineering\uff08\u76e3\u7763\u5f0f\u5f15\u5c0e\uff09\uff1b\u800c\u521d\u7d1a\u958b\u767c\u8005\u7f3a\u4e4f\u5224\u65b7\u529b\uff0c\u53ea\u80fd\u505a Vibe Coding\uff08\u76f2\u76ee\u63a5\u53d7\uff09\uff0c\u53cd\u800c\u6703\u66f4\u5feb\u5730\u5beb\u51fa\u66f4\u591a\u554f\u984c\u7a0b\u5f0f\u78bc\u3002\u6b63\u78ba\u505a\u6cd5\u662f\u8b93\u8cc7\u6df1\u5de5\u7a0b\u5e2b\u5148\u63a2\u7d22\u6700\u4f73\u5be6\u8e10\uff0c\u518d\u5e36\u9818\u5718\u968a\u5c0e\u5165\u3002\",\n        2: \"Kitze \u5f37\u8abf\u300c\u7a0b\u5f0f\u78bc\u5920\u597d\u5c31\u597d\u300d\u662f\u4e00\u9805\u95dc\u9375\u6280\u80fd\u3002\u4ed6\u8a8d\u70ba AI \u6642\u4ee3\u7684 Clean Code \u5b9a\u7fa9\u6b63\u5728\u6539\u8b8a\u2014\u2014\u4e0d\u518d\u662f\u8ffd\u6c42\u5b8c\u7f8e\u62bd\u8c61\uff0c\u800c\u662f\u300c\u8db3\u5920\u4e7e\u6de8\u5230\u8b93 Agent \u80fd\u7e7c\u7e8c\u5de5\u4f5c\u300d\u3002\u9078\u9805 A \u548c C \u90fd\u72af\u4e86\u904e\u65e9\u62bd\u8c61\u7684\u554f\u984c\uff08Kitze \u6307\u51fa LLM \u4e0d\u5728\u610f\u91cd\u8907\u7a0b\u5f0f\u78bc\uff0c\u800c\u958b\u767c\u8005\u5e38\u904e\u5ea6\u62bd\u8c61\uff09\u3002\u9078\u9805 D \u5247\u662f\u5b8c\u5168\u7684 Vibe Coding\uff0c\u4e0d\u505a\u4efb\u4f55\u6aa2\u67e5\u3002\u6b63\u78ba\u505a\u6cd5\u662f\u5148\u8a55\u4f30\u9019\u6bb5\u7a0b\u5f0f\u78bc\u7684\u751f\u547d\u9031\u671f\u518d\u6c7a\u5b9a\u662f\u5426\u91cd\u69cb\u3002\",\n        3: \"Kitze \u5217\u51fa\u4e86\u4eba\u5011\u4e0d\u559c\u6b61 Vibe Coding \u7684\u591a\u500b\u539f\u56e0\uff0c\u5176\u4e2d\u5305\u62ec\uff1a\u6642\u6a5f\u4e0d\u597d\uff08\u6a21\u578b\u4f9b\u61c9\u5546\u53ef\u80fd\u5077\u5077\u964d\u7d1a\u6a21\u578b\uff09\u3001\u7701\u932f\u5730\u65b9\uff08\u4f7f\u7528\u514d\u8cbb\u6216\u4f4e\u50f9\u7248\u672c\uff09\u3001\u7f3a\u4e4f\u6b63\u78ba\u7684 context \u8a2d\u5b9a\uff08rules\u3001docs\u3001commands\u3001memories\uff09\u3002\u4ed6\u7279\u5225\u5f37\u8abf prompt \u9700\u8981\u5305\u542b\u5177\u9ad4\u7684\u6280\u8853\u7d30\u7bc0\uff0c\u800c\u4e0d\u662f\u7c60\u7d71\u7684\u6307\u4ee4\u3002\u9019\u4e9b\u90fd\u662f\u61c9\u8a72\u512a\u5148\u6392\u67e5\u7684\u554f\u984c\uff0c\u800c\u4e0d\u662f\u76f4\u63a5\u5426\u5b9a\u5de5\u5177\u672c\u8eab\u3002\",\n        4: \"\u6839\u64da Kitze \u7684\u5206\u6790\uff0c\u5c0f\u660e\u7684\u554f\u984c\u6db5\u84cb\u591a\u500b\u5c64\u9762\uff1a\u9996\u5148\uff0c\u4f7f\u7528\u514d\u8cbb\u5de5\u5177\u800c\u975e\u5c08\u696d\u7684 agentic coding \u5de5\u5177\uff08Kitze \u63d0\u5230\u300c\u82b1 $3 \u548c\u82b1 $200 \u7684\u7d50\u679c\u4e0d\u540c\u300d\uff09\uff1b\u5176\u6b21\uff0cprompt \u904e\u65bc\u7c60\u7d71\uff08Vibe Engineering \u7684 prompt \u61c9\u5305\u542b\u5177\u9ad4\u6280\u8853\u7d30\u7bc0\uff09\uff1b\u6700\u5f8c\uff0c\u8907\u88fd\u8cbc\u4e0a\u7684\u5de5\u4f5c\u6d41\u7a0b\u4e0d\u662f agentic coding\u2014\u2014\u61c9\u8a72\u4f7f\u7528\u6574\u5408\u5f0f\u7684 Agent \u5de5\u5177\uff08\u5982 Cursor\uff09\u8b93 AI \u76f4\u63a5\u5728\u7a0b\u5f0f\u78bc\u5eab\u4e2d\u5de5\u4f5c\u3002\u9078\u9805 D \u96d6\u7136\u90e8\u5206\u6b63\u78ba\uff0c\u4f46 Kitze \u4e5f\u80af\u5b9a\u4e86\u4e0d\u6703\u5beb\u7a0b\u5f0f\u4f46\u505a\u51fa\u529f\u80fd\u7684\u4eba\uff0c\u554f\u984c\u6838\u5fc3\u662f\u65b9\u6cd5\u548c\u5de5\u5177\u7684\u9078\u64c7\u3002\",\n        5: \"Kitze \u5728\u6f14\u8b1b\u4e2d\u5c55\u793a\u4e86 Vibe Engineering \u8207 Vibe Coding \u7684 prompt \u5c0d\u6bd4\u3002Vibe Engineering \u7684 prompt \u5145\u6eff\u5177\u9ad4\u7684\u6280\u8853\u7d30\u7bc0\uff1a\u6307\u5b9a\u5143\u4ef6\u540d\u7a31\u3001\u4f7f\u7528\u7684\u6280\u8853\uff08tRPC useQuery\uff09\u3001\u4fdd\u7559\u7684\u908f\u8f2f\uff08\u5206\u9801\uff09\u3001\u72c0\u614b\u7ba1\u7406\u65b9\u5f0f\uff08URL search params\uff09\u548c\u6e32\u67d3\u7b56\u7565\uff08Suspense boundary\uff09\u3002\u800c\u9078\u9805 A\u3001B\u3001D \u90fd\u662f\u5178\u578b\u7684 Vibe Coding prompt\u2014\u2014\u7c60\u7d71\u3001\u7f3a\u4e4f\u6280\u8853\u6307\u5f15\uff0c\u671f\u5f85 AI \u6191\u7a7a\u7522\u51fa\u5b8c\u7f8e\u7d50\u679c\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=\"549\" data-total-likes=\"0\" data-likes-from-user=\"0\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"none\" viewBox=\"0 0 24 24\" stroke-width=\"1.5\" stroke=\"currentColor\" width=\"30\" height=\"30\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M6.633 10.5c.806 0 1.533-.446 2.031-1.08a9.041 9.041 0 012.861-2.4c.723-.384 1.35-.956 1.653-1.715a4.498 4.498 0 00.322-1.672V3a.75.75 0 01.75-.75A2.25 2.25 0 0116.5 4.5c0 1.152-.26 2.243-.723 3.218-.266.558.107 1.282.725 1.282h3.126c1.026 0 1.945.694 2.054 1.715.045.422.068.85.068 1.285a11.95 11.95 0 01-2.649 7.521c-.388.482-.987.729-1.605.729H13.48c-.483 0-.964-.078-1.423-.23l-3.114-1.04a4.501 4.501 0 00-1.423-.23H5.904M14.25 9h2.25M5.904 18.75c.083.205.173.405.27.602.197.4-.078.898-.523.898h-.908c-.889 0-1.713-.518-1.972-1.368a12 12 0 01-.521-3.507c0-1.553.295-3.036.831-4.398C3.387 10.203 4.167 9.75 5 9.75h1.053c.472 0 .745.556.5.96a8.958 8.958 0 00-1.302 4.665c0 1.194.232 2.333.654 3.375z\" \/><\/svg><\/button><div class=\"wp-like-post__count\"\">0<\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>Kitze\uff08Sizzy \u700f\u89bd\u5668\u958b\u767c\u8005\uff09\u5728\u9019\u5834\u6f14\u8b1b\u4e2d\uff0c\u5340\u5206\u4e86\u300cVibe Coding\u300d\u8207\u300cVibe Engine [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":548,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"rolpb_likes":0,"footnotes":""},"categories":[452],"tags":[479,454,362,443,509],"class_list":["post-549","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-vibe-coding","tag-ai-","tag-cursor","tag-llm","tag-vibe-coding-2","tag-vibe-engineering"],"blocksy_meta":{"styles_descriptor":{"styles":{"desktop":"","tablet":"","mobile":""},"google_fonts":[],"version":7}},"_links":{"self":[{"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/posts\/549","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/comments?post=549"}],"version-history":[{"count":0,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/posts\/549\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/media\/548"}],"wp:attachment":[{"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/media?parent=549"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/categories?post=549"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/tags?post=549"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}