{"id":510,"date":"2026-01-31T16:23:02","date_gmt":"2026-01-31T08:23:02","guid":{"rendered":"https:\/\/blog.itsmygo.uk\/2026\/01\/31\/youre-falling-behind-its-time-to-catch-up\/"},"modified":"2026-01-31T16:41:12","modified_gmt":"2026-01-31T08:41:12","slug":"youre-falling-behind-its-time-to-catch-up","status":"publish","type":"post","link":"https:\/\/blog.itsmygo.uk\/wordpress\/2026\/01\/31\/youre-falling-behind-its-time-to-catch-up\/","title":{"rendered":"You&#8217;re Falling Behind. It&#8217;s Time to Catch Up."},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Theo \u4ee5 Karpathy \u7684\u4e00\u7bc7\u8cbc\u6587\u70ba\u5f15\u5b50\uff0c\u6df1\u5165\u63a2\u8a0e\u7576\u524d\u7a0b\u5f0f\u8a2d\u8a08\u5e2b\u9762\u81e8\u7684 AI \u885d\u64ca\u3002\u4ed6\u8a8d\u70ba AI \u8f14\u52a9\u958b\u767c\u5df2\u7d93\u4e0d\u518d\u662f\u300c\u65e9\u671f\u5617\u9bae\u300d\uff0c\u800c\u662f\u300c\u4f60\u5df2\u7d93\u9072\u5230\u4e86\u300d\u7684\u968e\u6bb5\u3002\u5f71\u7247\u4e2d\u4ed6\u5206\u4eab\u4e86\u81ea\u5df1\u5982\u4f55\u5229\u7528 AI \u5de5\u5177\uff08\u5982 Claude Code\u3001Cursor\uff09\u5b8c\u6210 90% \u7684\u7a0b\u5f0f\u78bc\u64b0\u5beb\uff0c\u4e26\u63d0\u51fa\u4e00\u5957\u7cfb\u7d71\u6027\u7684\u8d95\u4e0a\u7b56\u7565\uff1a\u5f9e\u627e\u5230\u5de5\u5177\u6975\u9650\u3001\u8df3\u812b\u6846\u67b6\u601d\u8003\uff0c\u5230\u7de8\u6392\u591a\u500b AI Agent \u5354\u540c\u5de5\u4f5c\uff0c\u5e6b\u52a9\u958b\u767c\u8005\u5728\u9019\u5834\u8b8a\u9769\u4e2d\u4e0d\u6389\u968a\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\">\n<p class=\"wp-block-paragraph\">\u539f\u5f71\u7247\u9023\u7d50\uff1ahttps:\/\/www.youtube.com\/watch?v=Z9UxjmNF7b0<\/p>\n<\/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>Karpathy \u627f\u8a8d\u81ea\u5df1\u4f5c\u70ba\u7a0b\u5f0f\u8a2d\u8a08\u5e2b\u5f9e\u672a\u611f\u5230\u5982\u6b64\u843d\u5f8c\uff0c\u9019\u5834 AI \u8b8a\u9769\u5df2\u662f\u4e0d\u53ef\u9006\u7684\u73fe\u5be6<\/li>\n\n\n\n<li>Theo \u500b\u4eba 90% \u7684\u7a0b\u5f0f\u78bc\u7531 AI \u751f\u6210\uff0c\u4ed6\u5e36\u9818\u7684\u5718\u968a\u81f3\u5c11 70% \u662f AI \u751f\u6210\u7684\u7a0b\u5f0f\u78bc<\/li>\n\n\n\n<li>\u7b2c\u4e00\u6b65\uff1a\u7528\u5be6\u969b\u5de5\u4f5c\u4efb\u52d9\u6e2c\u8a66 AI \u5de5\u5177\uff0c\u627e\u5230\u5b83\u5011\u7684\u80fd\u529b\u6975\u9650<\/li>\n\n\n\n<li>\u7b2c\u4e8c\u6b65\uff1a\u8df3\u812b\u6846\u67b6\u601d\u8003\uff0c\u5c07\u904e\u53bb\u300c\u4e0d\u503c\u5f97\u5beb\u7a0b\u5f0f\u89e3\u6c7a\u300d\u7684\u554f\u984c\u4ea4\u7d66 AI<\/li>\n\n\n\n<li>\u7b2c\u4e09\u6b65\uff1a\u5b78\u7fd2\u7de8\u6392\uff08Orchestration\uff09\uff0c\u5c07\u591a\u500b Agent \u548c\u5de5\u5177\u4e32\u806f\u8d77\u4f86<\/li>\n\n\n\n<li>Ramp \u516c\u53f8 AI \u8ca0\u8cac\u4eba Rahul \u7684\u5be6\u6230\u5efa\u8b70\uff1a\u7d66 Agent \u5de5\u5177\u3001\u6295\u8cc7 Agent \u6587\u4ef6\u3001\u5efa\u7acb Eval<\/li>\n\n\n\n<li>\u7a0b\u5f0f\u78bc\u54c1\u8cea\u7684\u4fdd\u969c\uff1a\u5584\u7528\u578b\u5225\u7cfb\u7d71\u3001Linting\u3001Claude MD \u6a94\u6848\u4f86\u5f15\u5c0e AI \u8f38\u51fa<\/li>\n\n\n\n<li>\u5c0d\u4f01\u696d\u7ba1\u7406\u8005\u7684\u547c\u7c72\uff1a\u8b93\u5de5\u7a0b\u5e2b\u4f7f\u7528\u6700\u597d\u7684 AI \u5de5\u5177\uff0c\u5426\u5247\u4eba\u624d\u5c07\u6703\u6d41\u5931<\/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] Karpathy \u7684\u8b66\u9418\uff1a\u7a0b\u5f0f\u8a2d\u8a08\u5e2b\u6b63\u5728\u843d\u5f8c<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Theo \u4ee5 Andrej Karpathy \u7684\u4e00\u7bc7\u793e\u7fa4\u8cbc\u6587\u958b\u5834\u3002Karpathy \u5beb\u9053\uff1a\u300c\u4f5c\u70ba\u4e00\u540d\u7a0b\u5f0f\u8a2d\u8a08\u5e2b\uff0c\u6211\u5f9e\u672a\u611f\u5230\u5982\u6b64\u843d\u5f8c\u3002\u9019\u500b\u8077\u696d\u6b63\u5728\u88ab\u5287\u70c8\u91cd\u69cb\uff0c\u7a0b\u5f0f\u8a2d\u8a08\u5e2b\u8ca2\u737b\u7684\u7a0b\u5f0f\u78bc\u5728\u6574\u9ad4\u4e2d\u4f54\u6bd4\u8d8a\u4f86\u8d8a\u5c11\u3002\u300d\u4ed6\u63d0\u5230\u6709\u4e00\u6574\u5c64\u65b0\u7684\u53ef\u7a0b\u5f0f\u5316\u62bd\u8c61\u5c64\u9700\u8981\u638c\u63e1\uff0c\u5305\u62ec Agent\u3001Sub-agent\u3001Prompt\u3001Context\u3001Memory\u3001Mode\u3001Permission\u3001Tool\u3001Plugin\u3001Skill\u3001Hook\u3001MCP \u7b49\u7b49\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Theo \u5c0d\u6b64\u6df1\u6709\u540c\u611f\uff0c\u4ed6\u56de\u61b6\u8d77\u505a GPT-5 \u5f71\u7247\u6642\u5c31\u611f\u53d7\u5230\u4e86\u7b2c\u4e00\u6ce2\u9707\u52d5\u2014\u2014AI \u4e0d\u518d\u53ea\u662f\u5e6b\u5fd9\u81ea\u52d5\u88dc\u5168\u548c\u5efa\u7acb API \u6a94\u6848\u7684\u5de5\u5177\uff0c\u800c\u662f\u80fd\u771f\u6b63\u5efa\u69cb\u5b8c\u6574\u61c9\u7528\u7a0b\u5f0f\u7684\u5b58\u5728\u3002\u4ed6\u5f37\u8abf\uff0c\u4ed6\u8a8d\u8b58\u7684\u6240\u6709\u8070\u660e\u7684\u958b\u767c\u8005\u73fe\u5728\u90fd\u5728\u7528 AI \u505a\u760b\u72c2\u7684\u4e8b\u60c5\uff0c\u4e0d\u8ad6\u662f\u628a AI \u7576\u4f5c\u7522\u54c1\u7684\u4e00\u90e8\u5206\uff0c\u9084\u662f\u7528\u4f86\u5b8c\u6210\u5927\u90e8\u5206\u958b\u767c\u5de5\u4f5c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[03:30] \u4f60\u5df2\u7d93\u9072\u5230\u4e86\uff1aAI \u958b\u767c\u5df2\u6210\u73fe\u5be6<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Theo \u4e00\u5411\u4e3b\u5f35\u300c\u665a\u5165\u5834\u597d\u904e\u65e9\u5165\u5834\u300d\uff0c\u4ed6\u770b\u904e\u592a\u591a\u4eba all-in \u5728\u6700\u5f8c\u8b49\u660e\u6c92\u7528\u7684\u6771\u897f\u4e0a\u3002\u4f46\u4ed6\u660e\u78ba\u8868\u793a\uff1a<strong>AI \u8f14\u52a9\u7a0b\u5f0f\u958b\u767c\u5df2\u7d93\u904e\u4e86\u90a3\u500b\u89c0\u671b\u671f<\/strong>\u3002\u4ed6\u81ea\u5df1\u73fe\u5728\u8d85\u904e 90% \u7684\u7a0b\u5f0f\u78bc\u662f\u7528 AI \u5beb\u7684\uff0c\u5718\u968a\u81f3\u5c11 70%\uff0c\u4ed6\u63a5\u89f8\u7684\u6295\u8cc7\u516c\u53f8\u548c\u5408\u4f5c\u5925\u4f34\u4e5f\u662f\u985e\u4f3c\u7684\u6578\u5b57\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ed6\u63d0\u5230 AI \u76ee\u524d\u5728\u505a\u6c7a\u7b56\u65b9\u9762\u9084\u4e0d\u5920\u597d\uff0c\u4f46\u5728\u8a0e\u8ad6\u6c7a\u7b56\u6642\u5f88\u6709\u5e6b\u52a9\u3002\u4ed6\u76f4\u8a00\uff1a\u300c\u5982\u679c\u4f60\u89ba\u5f97\u4f60\u505a\u7684\u6771\u897f\u592a\u8907\u96dc\u3001AI \u8655\u7406\u4e0d\u4e86\uff0c\u53bb\u544a\u8a34\u90a3\u4e9b\u7528\u5b83\u5efa\u69cb\u7de8\u8b6f\u5668\u7684\u4eba\u3001\u5efa\u69cb\u7a0b\u5f0f\u8a9e\u8a00\u7684\u4eba\u3001\u5efa\u69cb\u90e8\u7f72\u7cfb\u7d71\u7684\u4eba\u3002\u300d\u9019\u5df2\u7d93\u6703\u5c0d\u5c31\u696d\u5e02\u5834\u7522\u751f\u5be6\u8cea\u5f71\u97ff\uff0c\u65b9\u5411\u548c\u7a0b\u5ea6\u672a\u77e5\uff0c\u4f46\u5f71\u97ff\u662f\u78ba\u5b9a\u7684\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[06:30] \u6b65\u9a5f\u4e00\uff1a\u627e\u5230 AI \u5de5\u5177\u7684\u6975\u9650<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Theo \u5efa\u8b70\u7684\u7b2c\u4e00\u6b65\u662f\uff1a\u53bb\u8a66\u7528\u76ee\u524d\u6700\u71b1\u9580\u7684\u5de5\u5177\uff08Claude Code\u3001Cursor\u3001OpenCode \u7b49\uff09\uff0c\u642d\u914d\u6700\u65b0\u7684\u6a21\u578b\uff08\u7576\u6642\u662f Opus 4.5 \u6216 GPT-5\uff09\uff0c\u7136\u5f8c\u628a\u5b83\u5011\u63a8\u5230\u6975\u9650\u3002\u5177\u9ad4\u505a\u6cd5\u662f\u62ff\u4e00\u500b\u4f60\u4e00\u76f4\u60f3\u5be6\u4f5c\u7684\u529f\u80fd\uff0c\u4ea4\u7d66 Agent \u53bb\u505a\uff0c\u89c0\u5bdf\u5b83\u7684\u8a08\u756b\u548c\u8f38\u51fa\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ed6\u63a8\u85a6\u4f7f\u7528 Plan Mode\u2014\u2014\u50cf\u662f\u548c\u540c\u4e8b\u5728\u767d\u677f\u524d\u8a0e\u8ad6\u5982\u4f55\u5be6\u4f5c\u4e00\u500b\u529f\u80fd\u3002\u89c0\u5bdf Agent \u5982\u4f55\u700f\u89bd\u7a0b\u5f0f\u78bc\u5eab\u3001\u5982\u4f55\u601d\u8003\u554f\u984c\uff0c\u9019\u672c\u8eab\u5c31\u662f\u5b78\u7fd2\u7684\u904e\u7a0b\u3002\u5169\u500b\u6838\u5fc3\u76ee\u6a19\u662f\uff1a<strong>\u5efa\u7acb\u5c0d\u9019\u4e9b\u5de5\u5177\u80fd\u505a\u4ec0\u9ebc\u548c\u4e0d\u80fd\u505a\u4ec0\u9ebc\u7684\u76f4\u89ba<\/strong>\uff0c\u4ee5\u53ca<strong>\u5728\u4e0d\u964d\u4f4e\u54c1\u8cea\u4fe1\u5fc3\u7684\u524d\u63d0\u4e0b\u589e\u52a0\u7a0b\u5f0f\u78bc\u7522\u51fa\u91cf<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ed6\u5efa\u8b70\u5efa\u7acb\u81ea\u5df1\u7684\u300c\u507d\u57fa\u6e96\u6e2c\u8a66\u300d\uff1a\u628a\u904e\u53bb\u4e00\u9031\u5b8c\u6210\u7684\u4efb\u52d9\u62ff\u51fa\u4f86\uff0c\u5728\u4efb\u52d9\u958b\u59cb\u524d\u7684\u7248\u672c\u4e0a\u8b93 AI \u91cd\u505a\uff0c\u6bd4\u8f03\u4f60\u7684\u505a\u6cd5\u548c AI \u7684\u505a\u6cd5\uff0c\u9010\u6b65\u63d0\u9ad8\u4efb\u52d9\u96e3\u5ea6\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[10:30] \u6b65\u9a5f\u4e8c\uff1a\u8df3\u812b\u6846\u67b6\u601d\u8003<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Theo \u5206\u4eab\u4e86\u4e00\u500b\u500b\u4eba\u7d93\u6b77\uff1a\u4ed6\u6709\u4e00\u5806\u5927\u5b78\u6642\u671f Android \u624b\u6a5f\u5099\u4efd\u7684\u7167\u7247\u548c\u5f71\u7247\uff0c\u6563\u843d\u5728\u5404\u500b\u8cc7\u6599\u593e\u4e2d\uff0c\u624b\u52d5\u6574\u7406\u4e86\u516d\u500b\u6708\u7684\u516b\u5e74\u8cc7\u6599\u5f8c\u653e\u68c4\u4e86\u3002\u5f8c\u4f86\u4ed6\u8b93 Claude Code \u5728 Windows \u4e0a\u8655\u7406\u9019\u4ef6\u4e8b\uff0cAI \u5beb\u4e86\u4e00\u5806\u8173\u672c\uff08\u5305\u62ec\u4e00\u500b 30,000 \u884c\u7684 JavaScript \u6a94\u6848\uff09\uff0c\u6210\u529f\u91cd\u65b0\u6574\u7406\u548c\u8f49\u78bc\u4e86\u6240\u6709\u6a94\u6848\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u5c31\u662f\u4ed6\u8aaa\u7684\u300c\u8df3\u812b\u6846\u67b6\u601d\u8003\u300d\u2014\u2014\u5f88\u591a\u554f\u984c\u7406\u8ad6\u4e0a\u53ef\u4ee5\u7528\u7a0b\u5f0f\u78bc\u89e3\u6c7a\uff0c\u4f46\u904e\u53bb\u4e0d\u503c\u5f97\u82b1\u90a3\u500b\u6642\u9593\u53bb\u5beb\u3002\u73fe\u5728\u5beb\u7a0b\u5f0f\u78bc\u7684\u6210\u672c\u5927\u5e45\u4e0b\u964d\uff0c\u4f60\u9700\u8981\u91cd\u65b0\u770b\u5f85\u4e16\u754c\u3002\u4ed6\u7528\u6ed1\u677f\u505a\u4e86\u4e00\u500b\u6709\u8da3\u7684\u985e\u6bd4\uff1a\u6ed1\u677f\u73a9\u4e45\u4e86\uff0c\u4f60\u8d70\u5728\u8857\u4e0a\u6703\u4e0d\u81ea\u89ba\u5730\u601d\u8003\u54ea\u88e1\u53ef\u4ee5\u6ed1\u3001\u6a13\u68af\u6709\u5e7e\u968e\u80fd\u4e0d\u80fd\u8df3\uff1b\u5b78\u4e86\u7a0b\u5f0f\u8a2d\u8a08\u4e5f\u4e00\u6a23\uff0c\u4f60\u770b\u5230\u932f\u8aa4\u756b\u9762\u6703\u60f3\u80cc\u5f8c\u7684\u539f\u56e0\u3002\u73fe\u5728\u4f60\u9700\u8981\u518d\u6b21\u91cd\u65b0\u9023\u7d50\u5927\u8166\uff0c\u958b\u59cb\u770b\u5230\u300c\u54ea\u4e9b\u554f\u984c\u53ef\u4ee5\u7528 AI \u8f15\u9b06\u89e3\u6c7a\u300d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ed6\u8209\u4e86\u66f4\u591a\u4f8b\u5b50\uff1a\u82b1 10 \u5206\u9418\u7528 Vibe Coding \u5efa\u4e86\u4e00\u500b\u81ea\u52d5\u6bd4\u8f03\u4e0d\u540c AI \u6a21\u578b\u5beb\u4f5c\u98a8\u683c\u7684\u5de5\u5177\u3001\u96a8\u6642\u7528 Claude Code \u5efa\u7acb Shell \u5225\u540d\u4f86\u81ea\u52d5\u5316\u91cd\u8907\u64cd\u4f5c\u3001\u70ba\u81ea\u5df1\u7684\u9b5a\u7f38\u904a\u6232 Vibe Code \u4e86\u4e09\u5957\u8cc7\u7522\u7ba1\u7406\u5de5\u5177\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[18:30] \u6b65\u9a5f\u4e09\uff1a\u7de8\u6392\uff08Orchestration\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Theo \u5766\u8a00\u81ea\u5df1\u9084\u5728\u5b78\u7fd2\u9019\u4e00\u584a\u3002\u7de8\u6392\u6307\u7684\u662f\u5982\u4f55\u555f\u52d5\u4e0d\u540c\u7684 Agent\u3001\u5c07\u5404\u500b\u90e8\u5206\u4e32\u806f\u8d77\u4f86\u3001\u64b0\u5beb\uff08\u6216\u8b93 AI \u64b0\u5beb\uff09\u5c07\u5de5\u5177\u548c\u529f\u80fd\u9023\u7d50\u5728\u4e00\u8d77\u7684\u81a0\u6c34\u7a0b\u5f0f\u78bc\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ed6\u4ee5\u81ea\u5df1\u7684\u9b5a\u7f38\u904a\u6232\u70ba\u4f8b\uff0c\u5efa\u7acb\u4e86\u4e00\u500b\u300cFish Bible\u300d\u2014\u2014\u4e00\u500b Markdown \u6a94\u6848\uff0c\u8a18\u9304\u904a\u6232\u4e2d\u6240\u6709\u9b5a\u548c\u5bf5\u7269\u7684\u8cc7\u8a0a\u3002\u4ed6\u5728 Claude MD \u4e2d\u6307\u5b9a\u9019\u500b\u6a94\u6848\u662f\u6b0a\u5a01\u53c3\u8003\uff0c\u4efb\u4f55\u904a\u6232\u8b8a\u52d5\u90fd\u8981\u540c\u6b65\u66f4\u65b0\u3002\u9019\u7a2e\u505a\u6cd5\u8b93\u4ed6\u4e0d\u9700\u8981\u6642\u6642\u76ef\u8457\u7a0b\u5f0f\u78bc\uff0c\u800c\u662f\u901a\u904e\u6587\u4ef6\u4f86\u7ba1\u7406 AI \u7684\u884c\u70ba\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ed6\u63d0\u5230 Pete\uff08Peter Steinberger\uff09\u7684 Clawdbot \u662f\u4e00\u500b\u5f88\u597d\u7684\u7de8\u6392\u7bc4\u4f8b\u2014\u2014\u900f\u904e Telegram \u6216 WhatsApp \u63a7\u5236\u4e00\u53f0\u96fb\u8166\u4e0a\u7684 AI Agent\u3002\u4ed6\u4e5f\u63d0\u5230\uff0c\u525b\u958b\u59cb\u4f60\u9700\u8981\u300c\u5f37\u8feb\u81ea\u5df1\u300d\u53bb\u627e\u53ef\u4ee5\u81ea\u52d5\u5316\u7684\u5730\u65b9\uff0c\u4f46\u4e00\u65e6\u627e\u5230\u611f\u89ba\uff0c\u5c31\u6703\u767c\u73fe\u751f\u6d3b\u4e2d\u6709\u7121\u6578\u7463\u788e\u7684\u4e8b\u60c5\u4ee5\u524d\u4e0d\u503c\u5f97\u81ea\u52d5\u5316\uff0c\u73fe\u5728\u7d55\u5c0d\u503c\u5f97\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[23:00] Ramp \u7684 AI \u9818\u5c0e\u8005\u5be6\u6230\u5efa\u8b70<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Theo \u5f15\u7528\u4e86 Ramp \u516c\u53f8 Applied AI \u8ca0\u8cac\u4eba Rahul\uff08Rahul Sengottuvelu\uff09\u7684\u4e00\u7bc7\u6587\u7ae0\uff0c\u5206\u4eab\u4e86\u4e00\u7cfb\u5217\u4f01\u696d\u7d1a\u7684 AI \u958b\u767c\u5efa\u8b70\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7d66 Agent \u5de5\u5177\u5b58\u53d6\u6b0a<\/strong>\uff1a\u8b93 Agent \u80fd\u5b58\u53d6 Linear\u3001GitHub\u3001Datadog\u3001Sentry \u7b49\u958b\u767c\u5de5\u5177\u3002\u5982\u679c Agent \u56e0\u70ba\u7f3a\u4e4f\u4e0a\u4e0b\u6587\u800c\u53d7\u9650\uff0c\u90a3\u662f\u4f60\u7684\u554f\u984c\u3002Ramp \u5167\u90e8\u5efa\u4e86\u4e00\u500b Inspect Bot\uff0c\u80fd\u81ea\u52d5\u627e\u51fa Sentry \u4e0a\u6700\u5e38\u898b\u7684 20 \u500b\u932f\u8aa4\uff0c\u7136\u5f8c\u70ba\u6bcf\u4e00\u500b\u5efa\u7acb\u4fee\u5fa9 PR\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6295\u8cc7\u7a0b\u5f0f\u78bc\u5eab\u5c08\u5c6c\u7684 Agent \u6587\u4ef6<\/strong>\uff1a\u4e0d\u8981\u62b1\u6028 AI \u505a\u4e0d\u597d\u67d0\u4ef6\u4e8b\uff0c\u800c\u662f\u6539\u5584 Prompt\u3001Agent MD \u6a94\u6848\u3001Linting \u898f\u5247\u3002Claude Code \u5718\u968a\u6bcf\u5929\u591a\u6b21\u4fee\u6539\u5167\u90e8 repo \u7684 Claude MD \u6a94\u6848\u3002\u6bcf\u4e00\u6b21\u4f60\u624b\u52d5\u4fee\u6539 AI \u751f\u6210\u7684\u7a0b\u5f0f\u78bc\uff0c\u90fd\u662f\u4e00\u6b21\u6539\u5584 Agent MD \u7684\u6a5f\u6703\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5584\u7528\u578b\u5225\u7cfb\u7d71\u8207 LSP<\/strong>\uff1a\u4f7f\u7528\u6709\u578b\u5225\u7684\u7a0b\u5f0f\u8a9e\u8a00\uff0c\u8b93\u578b\u5225\u932f\u8aa4\u80fd\u56de\u994b\u7d66 Agent \u81ea\u52d5\u4fee\u6b63\u3002Claude Code\u3001OpenCode\u3001Cursor \u90fd\u652f\u63f4\u9019\u7a2e\u932f\u8aa4\u56de\u994b\u8ff4\u8def\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5efa\u7acb\u80cc\u666f Agent \u57fa\u790e\u8a2d\u65bd<\/strong>\uff1a\u5728 VM \u548c\u6c99\u7bb1\u4e2d\u5efa\u7acb\u5b8c\u6574\u7684\u958b\u767c\u74b0\u5883\uff0c\u8b93\u5de5\u7a0b\u5e2b\u80fd\u540c\u6642\u5e73\u884c\u57f7\u884c\u591a\u500b Agent\u3002\u7a0b\u5f0f\u78bc\u5be9\u67e5\u5f88\u5feb\u6703\u6210\u70ba\u74f6\u9838\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[28:30] \u4e0d\u8981\u9006\u8f49\uff0c\u6301\u7e8c\u63a8\u9032\u6975\u9650<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Theo \u63d0\u5230\u6709\u4e9b\u958b\u767c\u8005\uff08\u5982 Clawdbot \u7684 Pete\uff09\u5805\u6301\u300c\u5f9e\u4e0d\u9006\u8f49\u300d\u7684\u7b56\u7565\u2014\u2014\u5982\u679c AI \u7684\u8f38\u51fa\u4e0d\u6eff\u610f\uff0c\u4e0d\u662f\u56de\u5230\u4e4b\u524d\u7684\u7248\u672c\uff0c\u800c\u662f\u7e7c\u7e8c Prompt \u76f4\u5230\u4fee\u6b63\u3002\u4f46 Nean\uff08Naman Goel\uff0cMeta StyleX \u7684\u4f5c\u8005\uff09\u5728\u76f4\u64ad\u804a\u5929\u4e2d\u6307\u51fa\uff0c\u9019\u548c\u6a21\u578b\u6709\u95dc\uff1aCodex \u6bd4\u8f03\u64c5\u9577\u4fee\u6b63\u81ea\u5df1\u7684\u932f\u8aa4\uff0c\u800c Opus \u5247\u66f4\u9069\u5408\u9006\u8f49\u91cd\u4f86\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Theo \u5f37\u8abf\uff0c\u4e0d\u7ba1\u54ea\u7a2e\u7b56\u7565\uff0c\u91cd\u9ede\u662f\u6301\u7e8c\u5be6\u9a57\u3001\u6301\u7e8c\u63a8\u52d5\u6975\u9650\u3002\u300c\u5982\u679c\u4f60\u9084\u6c92\u770b\u5230\u50f9\u503c\uff0c\u8868\u793a\u4f60\u9084\u6c92\u5230\u90a3\u4e00\u6b65\uff0c\u7e7c\u7e8c\u63a8\u9032\u76f4\u5230\u4f60\u770b\u5230\u70ba\u6b62\u3002\u300d<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[30:30] \u66f4\u591a\u5be6\u6230\u5efa\u8b70\u8207\u5c0d\u7ba1\u7406\u8005\u7684\u558a\u8a71<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Rahul \u7684\u6587\u7ae0\u9084\u63d0\u5230\u5e7e\u500b\u91cd\u8981\u89c0\u9ede\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5efa\u7acb Eval\uff08\u8a55\u6e2c\uff09\u5f88\u91cd\u8981<\/strong>\uff1a\u7528 Vibe Coding \u5efa\u7acb\u81ea\u5df1\u7684\u57fa\u6e96\u6e2c\u8a66\uff0c\u6bd4\u8f03\u4e0d\u540c\u6a21\u578b\u7684\u8868\u73fe<\/li>\n\n\n\n<li><strong>\u6c38\u9060\u7528\u6700\u65b0\u4e00\u4ee3\u7684\u6a21\u578b<\/strong>\uff1a\u9084\u5728\u7528 GPT-4.1 \u548c Claude 3.5 Sonnet \u505a Code Review \u662f\u5728\u6d6a\u8cbb\u9322<\/li>\n\n\n\n<li><strong>\u7528 Embedding \u8a9e\u610f\u641c\u5c0b\u53d6\u4ee3\u6a21\u7cca\u641c\u5c0b<\/strong><\/li>\n\n\n\n<li><strong>Custom Fine-tuning \u5df2\u6b7b<\/strong>\uff1a\u524d\u6cbf\u6a21\u578b\u9032\u6b65\u592a\u5feb\uff0c\u82b1 8 \u9031\u505a Fine-tune \u4e0d\u503c\u5f97<\/li>\n\n\n\n<li><strong>\u4e0d\u8981\u592a\u64d4\u5fc3\u63a8\u8ad6\u8cbb\u7528<\/strong>\uff1a\u6210\u672c\u4e0b\u964d\u901f\u5ea6\u5f88\u5feb\uff0c\u6309\u9031\u8a08\u7b97\u800c\u975e\u6309\u5e74<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u5f8c Theo \u5c0d\u4f01\u696d\u7ba1\u7406\u8005\u558a\u8a71\uff1a\u8b93\u4f60\u7684\u5de5\u7a0b\u5e2b\u4f7f\u7528\u6700\u597d\u7684 AI \u5de5\u5177\u3002\u6700\u597d\u7684\u5de5\u7a0b\u5e2b\u5df2\u7d93\u5728\u7528\u4e86\uff0c\u5982\u679c\u4f60\u4e0d\u5141\u8a31\uff0c\u4ed6\u5011\u6703\u96e2\u958b\uff0c\u4f60\u7684\u516c\u53f8\u6703\u5931\u6557\u3002\u62b5\u6297 AI \u4e0d\u662f\u4ec0\u9ebc\u9ad8\u5c1a\u7684\u7acb\u5834\uff0c\u800c\u662f\u5728\u963b\u6b62\u4f60\u7684\u5718\u968a\u8d0f\u5f97\u52dd\u5229\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\u652f\u5f71\u7247\u7684\u6838\u5fc3\u8a0a\u606f\u5f88\u6e05\u695a\uff1a<strong>AI \u8f14\u52a9\u958b\u767c\u5df2\u7d93\u5f9e\u300c\u89c0\u671b\u671f\u300d\u9032\u5165\u4e86\u300c\u4f60\u5df2\u7d93\u9072\u5230\u4e86\u300d\u7684\u968e\u6bb5<\/strong>\u3002Theo \u7684\u4e09\u6b65\u7b56\u7565\uff08\u627e\u6975\u9650\u3001\u8df3\u812b\u6846\u67b6\u3001\u5b78\u7fd2\u7de8\u6392\uff09\u63d0\u4f9b\u4e86\u4e00\u500b\u5f88\u52d9\u5be6\u7684\u8def\u5f91\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7279\u5225\u503c\u5f97\u6ce8\u610f\u7684\u662f\u300cFish Bible\u300d\u9019\u500b\u505a\u6cd5\u2014\u2014\u7528 Markdown \u6587\u4ef6\u4f5c\u70ba AI \u7684\u6b0a\u5a01\u53c3\u8003\u4f86\u6e90\uff0c\u914d\u5408 Claude MD \u4f86\u7ba1\u7406 AI \u7684\u884c\u70ba\u3002\u9019\u5176\u5be6\u662f\u4e00\u7a2e\u300c\u6587\u4ef6\u9a45\u52d5\u958b\u767c\u300d\u7684\u65b0\u7bc4\u5f0f\uff0c\u5f88\u9069\u5408\u5728 AI \u5354\u4f5c\u7684\u5834\u666f\u4e0b\u5be6\u8e10\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u904e\u6211\u8a8d\u70ba\u5f71\u7247\u4e2d\u6709\u4e00\u500b\u96b1\u542b\u7684\u524d\u63d0\u503c\u5f97\u601d\u8003\uff1aTheo \u7684\u5de5\u4f5c\u6027\u8cea\uff08\u5167\u5bb9\u5275\u4f5c\u8005 + \u7368\u7acb\u958b\u767c\u8005\uff09\u8b93\u4ed6\u6709\u66f4\u5927\u7684\u81ea\u7531\u5ea6\u53bb\u5be6\u9a57\u3002\u5c0d\u65bc\u5728\u5927\u578b\u4f01\u696d\u3001\u53d7\u56b4\u683c\u76e3\u7ba1\u7684\u7522\u696d\u4e2d\u5de5\u4f5c\u7684\u958b\u767c\u8005\u4f86\u8aaa\uff0c\u300c\u5148\u65ac\u5f8c\u594f\u300d\u7684\u7b56\u7565\u53ef\u80fd\u9700\u8981\u66f4\u8b39\u614e\u3002\u4f46\u6838\u5fc3\u89c0\u9ede\u4e0d\u8b8a\u2014\u2014\u81f3\u5c11\u8981\u958b\u59cb\u4e86\u89e3\u9019\u4e9b\u5de5\u5177\u7684\u80fd\u529b\u908a\u754c\uff0c\u5426\u5247\u78ba\u5be6\u6703\u88ab\u7529\u5728\u5f8c\u9762\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53e6\u4e00\u500b\u6709\u8da3\u7684\u89c0\u9ede\u662f\u95dc\u65bc\u300c\u7a0b\u5f0f\u78bc\u54c1\u8cea\u7684\u5206\u7d1a\u300d\uff1a\u4e0d\u662f\u6240\u6709\u7a0b\u5f0f\u78bc\u90fd\u9700\u8981\u540c\u7b49\u54c1\u8cea\u6a19\u6e96\u3002\u500b\u4eba\u5de5\u5177\u3001\u81ea\u52d5\u5316\u8173\u672c\u3001\u539f\u578b\u53ef\u4ee5\u63a5\u53d7\u8f03\u4f4e\u54c1\u8cea\u7684 AI \u751f\u6210\u7a0b\u5f0f\u78bc\uff08\u6240\u8b02\u7684 Slop Code\uff09\uff0c\u4f46\u751f\u7522\u74b0\u5883\u7684\u95dc\u9375\u908f\u8f2f\u4ecd\u9700\u8981\u56b4\u683c\u628a\u95dc\u3002\u9019\u7a2e\u5206\u7d1a\u601d\u7dad\u5c0d\u65bc\u6709\u6548\u904b\u7528 AI \u958b\u767c\u5f88\u95dc\u9375\u3002<\/p>\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=\"510\" data-total-likes=\"9\" 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\"\">9<\/div><\/div>\n\n\n<div id=\"quiz-e316adf3\">\n<style>\n#quiz-e316adf3 .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-e316adf3 .badge.scenario {\n        background: #ebf8ff;\n        color: #2b6cb0;\n      }#quiz-e316adf3 .badge.debug {\n        background: #fef3c7;\n        color: #92400e;\n      }#quiz-e316adf3 .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-e316adf3 .question-adv h3 {\n        margin-top: 0;\n        color: #2d3748;\n      }#quiz-e316adf3 .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-e316adf3 .options-adv {\n        list-style: none;\n        padding: 0;\n      }#quiz-e316adf3 .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-e316adf3 .options-adv li:hover:not(.disabled) {\n        border-color: #ed8936;\n        background: #fffaf0;\n      }#quiz-e316adf3 .options-adv li.disabled {\n        cursor: default;\n        opacity: 0.7;\n      }#quiz-e316adf3 .options-adv li.show-answer {\n        border-color: #48bb78;\n        background: #f0fff4;\n      }#quiz-e316adf3 .options-adv li.wrong {\n        border-color: #fc8181;\n        background: #fff5f5;\n      }#quiz-e316adf3 .feedback-adv {\n        margin-top: 16px;\n        padding: 14px;\n        border-radius: 8px;\n        display: none;\n        line-height: 1.6;\n      }#quiz-e316adf3 .feedback-adv.correct {\n        background: #f0fff4;\n        color: #276749;\n        display: block;\n      }#quiz-e316adf3 .feedback-adv.wrong {\n        background: #fff5f5;\n        color: #c53030;\n        display: block;\n      }#quiz-e316adf3 .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-e316adf3 .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\uff1aYou&#8217;re Falling Behind. It&#8217;s Time to Catch Up.<\/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 AI \u8f14\u52a9\u958b\u767c\u7684\u7b56\u7565\u8207\u89c0\u5ff5\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. AI Agent \u53cd\u8986\u72af\u76f8\u540c\u7684\u67b6\u69cb\u932f\u8aa4 <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">\u4f60\u6b63\u5728\u4f7f\u7528 Claude Code \u9032\u884c\u4e00\u500b\u4e2d\u578b\u5c08\u6848\u7684\u958b\u767c\u3002\u4f60\u767c\u73fe Agent \u6bcf\u6b21\u751f\u6210\u7a0b\u5f0f\u78bc\u6642\uff0c\n\u90fd\u6703\u628a\u8cc7\u6599\u5eab\u67e5\u8a62\u908f\u8f2f\u76f4\u63a5\u5beb\u5728 API Route Handler \u88e1\uff0c\u800c\u4e0d\u662f\u653e\u5728\u4f60\u5718\u968a\u898f\u7bc4\u7684 Service Layer \u4e2d\u3002\n\u4f60\u5df2\u7d93\u624b\u52d5\u4fee\u6b63\u4e86\u4e09\u6b21\u76f8\u540c\u7684\u554f\u984c\u3002<\/div>\n      <p>\u6839\u64da\u5f71\u7247\u4e2d\u7684\u5efa\u8b70\uff0c\u6700\u6709\u6548\u7684\u9577\u671f\u89e3\u6c7a\u65b9\u5f0f\u662f\u4ec0\u9ebc\uff1f<\/p>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(1, 'A', 'B')\">A. \u6bcf\u6b21\u624b\u52d5\u4fee\u6b63\u5f8c\uff0c\u7528\u66f4\u8a73\u7d30\u7684 Prompt \u63d0\u9192 Agent \u4e0b\u6b21\u6ce8\u610f<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'B', 'B')\">B. \u5728 Claude MD \u6a94\u6848\u4e2d\u52a0\u5165\u67b6\u69cb\u898f\u7bc4\uff0c\u660e\u78ba\u6307\u5b9a\u8cc7\u6599\u5eab\u67e5\u8a62\u61c9\u653e\u5728 Service Layer<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'C', 'B')\">C. \u6539\u7528\u5176\u4ed6 AI \u6a21\u578b\uff0c\u56e0\u70ba\u76ee\u524d\u7684\u6a21\u578b\u4e0d\u9069\u5408\u4f60\u7684\u5c08\u6848\u67b6\u69cb<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'D', 'B')\">D. \u653e\u68c4\u8b93 AI \u8655\u7406\u6709\u67b6\u69cb\u8981\u6c42\u7684\u4efb\u52d9\uff0c\u53ea\u7528\u5b83\u4f86\u505a\u7c21\u55ae\u7684\u5de5\u5177\u51fd\u5f0f<\/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. \u8a55\u4f30\u662f\u5426\u8a72\u6295\u5165 AI \u5de5\u5177\u7684\u6642\u6a5f <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">\u4f60\u7684\u540c\u4e8b\u5c0f\u83ef\u975e\u5e38\u8208\u596e\u5730\u63a8\u85a6\u4e00\u500b\u525b\u767c\u5e03\u4e00\u9031\u7684\u5168\u65b0 AI \u958b\u767c\u5de5\u5177\uff0c\n\u865f\u7a31\u80fd\u5b8c\u5168\u53d6\u4ee3\u73fe\u6709\u7684 IDE\u3002\u9019\u500b\u5de5\u5177\u76ee\u524d\u9084\u6c92\u6709\u592a\u591a\u4f7f\u7528\u8005\u56de\u994b\uff0c\n\u4f46\u5b98\u65b9 Demo \u770b\u8d77\u4f86\u5f88\u53b2\u5bb3\u3002\u5c0f\u83ef\u5efa\u8b70\u6574\u500b\u5718\u968a\u7acb\u523b\u9077\u79fb\u904e\u53bb\u3002<\/div>\n      <p>\u6839\u64da Theo \u5728\u5f71\u7247\u4e2d\u7684\u89c0\u9ede\uff0c\u4f60\u61c9\u8a72\u600e\u9ebc\u505a\uff1f<\/p>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(2, 'A', 'C')\">A. \u7acb\u523b\u8ddf\u9032\uff0c\u56e0\u70ba Theo \u8aaa\u73fe\u5728\u5165\u5834\u5df2\u7d93\u7b97\u9072\u4e86\uff0c\u4e0d\u80fd\u518d\u7b49<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'B', 'C')\">B. \u5b8c\u5168\u5ffd\u7565\uff0c\u7b49\u5230\u5de5\u5177\u7a69\u5b9a\u5169\u5e74\u4ee5\u4e0a\u518d\u8003\u616e<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'C', 'C')\">C. \u81ea\u5df1\u5148\u8a66\u7528\u627e\u5230\u6975\u9650\uff0c\u4f46\u7b49\u5b83\u771f\u6b63\u70ba\u4eba\u5011\u6bcf\u5929\u63d0\u4f9b\u50f9\u503c\u5f8c\u518d\u8b93\u5718\u968a\u6295\u5165<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'D', 'C')\">D. \u5efa\u8b70\u516c\u53f8\u82b1\u9810\u7b97\u8cfc\u8cb7\u4f01\u696d\u7248\uff0c\u8b93\u5168\u5718\u968a\u4e00\u8d77\u6e2c\u8a66<\/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. \u5982\u4f55\u5efa\u7acb AI \u5de5\u5177\u80fd\u529b\u7684\u76f4\u89ba <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">\u4f60\u525b\u958b\u59cb\u4f7f\u7528 AI \u7a0b\u5f0f\u958b\u767c\u5de5\u5177\uff0c\u60f3\u8981\u7cfb\u7d71\u6027\u5730\u4e86\u89e3\u9019\u4e9b\u5de5\u5177\u7684\u80fd\u529b\u908a\u754c\u3002\n\u4f60\u624b\u4e0a\u6709\u4e00\u500b\u4e0a\u500b\u6708\u82b1\u4e86\u4e00\u9031\u5b8c\u6210\u7684\u529f\u80fd\uff0c\u5305\u62ec\u9700\u6c42\u6587\u4ef6\u548c\u5b8c\u6574\u7684 Git \u6b77\u53f2\u8a18\u9304\u3002<\/div>\n      <p>\u6839\u64da Theo \u7684\u5efa\u8b70\uff0c\u6700\u597d\u7684\u505a\u6cd5\u662f\u4ec0\u9ebc\uff1f<\/p>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(3, 'A', 'B')\">A. \u5f9e\u96f6\u958b\u59cb\u4e00\u500b\u5168\u65b0\u7684\u5c08\u6848\uff0c\u8b93 AI \u5f9e\u982d\u5efa\u69cb\u4f86\u770b\u5b83\u7684\u80fd\u529b<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'B', 'B')\">B. \u8907\u88fd\u4f60\u5b8c\u6210\u529f\u80fd\u524d\u7684 repo \u7248\u672c\uff0c\u5beb\u4e0b\u4efb\u52d9\u63cf\u8ff0\uff0c\u8b93 AI \u91cd\u505a\uff0c\u6bd4\u8f03\u7d50\u679c<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'C', 'B')\">C. \u76f4\u63a5\u628a\u6574\u500b repo \u4ea4\u7d66 AI\uff0c\u8b93\u5b83\u81ea\u7531\u767c\u63ee\u6539\u5584\u4efb\u4f55\u5b83\u89ba\u5f97\u9700\u8981\u6539\u7684\u5730\u65b9<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'D', 'B')\">D. \u4e0a\u7db2\u641c\u5c0b AI \u5de5\u5177\u7684\u57fa\u6e96\u6e2c\u8a66\u5206\u6578\uff0c\u6839\u64da\u6392\u884c\u699c\u4f86\u6c7a\u5b9a\u4f7f\u7528\u54ea\u500b\u5de5\u5177<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv3\"><\/div>\n    <\/div>\n\n    <!-- \u932f\u8aa4\u8a3a\u65b7\u984c 1 -->\n    <div class=\"question-adv\" id=\"qAdv4\">\n      <h3>4. Agent \u8f38\u51fa\u54c1\u8cea\u4f4e\u843d\u7684\u6839\u672c\u539f\u56e0 <span class=\"badge debug\">\u932f\u8aa4\u8a3a\u65b7<\/span><\/h3>\n      <div class=\"code-block\">\u5c0f\u660e\u7684\u5718\u968a\u958b\u59cb\u4f7f\u7528 AI Agent \u5beb\u7a0b\u5f0f\u78bc\uff0c\u4f46\u767c\u73fe Agent \u7d93\u5e38\uff1a\n&#8211; \u4f7f\u7528\u5df2\u68c4\u7528\u7684 API\n&#8211; \u751f\u6210\u4e0d\u7b26\u5408\u5718\u968a\u7a0b\u5f0f\u78bc\u98a8\u683c\u7684\u7a0b\u5f0f\u78bc\n&#8211; \u5728\u51fd\u5f0f\u547d\u540d\u4e0a\u4e0d\u4e00\u81f4\n\n\u5c0f\u660e\u7684\u5718\u968a\u4f7f\u7528 JavaScript\uff08\u6c92\u6709 TypeScript\uff09\uff0c\u6c92\u6709\u8a2d\u5b9a Linter\uff0c\n\u4e5f\u6c92\u6709\u64b0\u5beb\u4efb\u4f55 Claude MD \u6216 Agent MD \u6a94\u6848\u3002\n\u5c0f\u660e\u8a8d\u70ba\u662f AI \u6a21\u578b\u672c\u8eab\u80fd\u529b\u4e0d\u8db3\uff0c\u6253\u7b97\u7b49\u4e0b\u4e00\u4ee3\u6a21\u578b\u518d\u8aaa\u3002<\/div>\n      <p>\u6839\u64da\u5f71\u7247\u4e2d\u7684\u89c0\u9ede\uff0c\u5c0f\u660e\u7684\u5224\u65b7\u6700\u53ef\u80fd\u932f\u5728\u54ea\u88e1\uff1f<\/p>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(4, 'A', 'C')\">A. \u6a21\u578b\u78ba\u5be6\u4e0d\u884c\uff0c\u61c9\u8a72\u63db\u7528\u66f4\u8cb4\u7684\u6a21\u578b\u5c31\u80fd\u89e3\u6c7a<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'B', 'C')\">B. AI \u672c\u4f86\u5c31\u4e0d\u9069\u5408\u5718\u968a\u5354\u4f5c\u7684\u7a0b\u5f0f\u78bc\u98a8\u683c\u7d71\u4e00\u5de5\u4f5c<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'C', 'C')\">C. \u7f3a\u5c11\u578b\u5225\u7cfb\u7d71\u3001Linting \u548c Agent MD \u6a94\u6848\u5c0e\u81f4 Agent \u6c92\u6709\u8db3\u5920\u7684\u56de\u994b\u548c\u6307\u5f15<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'D', 'C')\">D. JavaScript \u672c\u8eab\u4e0d\u9069\u5408 AI \u958b\u767c\uff0c\u61c9\u8a72\u5148\u9077\u79fb\u5230 Rust<\/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. AI \u5c0e\u5165\u7b56\u7565\u7684\u932f\u8aa4\u5224\u65b7 <span class=\"badge debug\">\u932f\u8aa4\u8a3a\u65b7<\/span><\/h3>\n      <div class=\"code-block\">\u67d0\u516c\u53f8\u7684\u6280\u8853\u4e3b\u7ba1\u505a\u4e86\u4ee5\u4e0b\u6c7a\u7b56\uff1a\n1. \u70ba\u4e86\u63a7\u5236\u6210\u672c\uff0c\u7d71\u4e00\u4f7f\u7528 GPT-4.1 \u505a\u6240\u6709 AI \u529f\u80fd\uff0c\u4e0d\u5347\u7d1a\u5230\u6700\u65b0\u6a21\u578b\n2. \u6295\u5165 8 \u9031\u6642\u9593\u91dd\u5c0d\u516c\u53f8\u696d\u52d9\u8cc7\u6599 Fine-tune \u4e86\u4e00\u500b\u5c08\u5c6c\u6a21\u578b\n3. \u56b4\u683c\u9650\u5236 AI \u63a8\u8ad6\u9810\u7b97\uff0c\u6bcf\u6708\u4e0d\u5f97\u8d85\u904e $500\n4. \u7981\u6b62\u5de5\u7a0b\u5e2b\u81ea\u884c\u9078\u64c7 AI \u5de5\u5177\uff0c\u7d71\u4e00\u4f7f\u7528\u516c\u53f8\u6307\u5b9a\u7684\u55ae\u4e00\u5de5\u5177\n\n\u4e09\u500b\u6708\u5f8c\uff0c\u5718\u968a\u7684 AI \u5c0e\u5165\u6548\u679c\u9060\u4e0d\u5982\u9810\u671f\uff0c\u5de5\u7a0b\u5e2b\u62b1\u6028\u9023\u9023\u3002<\/div>\n      <p>\u6839\u64da Rahul \u548c Theo \u5728\u5f71\u7247\u4e2d\u7684\u5efa\u8b70\uff0c\u4e0a\u8ff0\u6c7a\u7b56\u4e2d\u54ea\u4e00\u9805\u6700\u4e0d\u6210\u554f\u984c\uff1f<\/p>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(5, 'A', 'D')\">A. \u7d71\u4e00\u4f7f\u7528\u820a\u6a21\u578b\u4e0d\u5347\u7d1a<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'B', 'D')\">B. \u82b1 8 \u9031\u505a Fine-tune<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'C', 'D')\">C. \u56b4\u683c\u9650\u5236\u63a8\u8ad6\u9810\u7b97<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'D', 'D')\">D. \u4ee5\u4e0a\u6bcf\u4e00\u9805\u90fd\u6709\u56b4\u91cd\u554f\u984c\uff0c\u90fd\u662f\u5f71\u7247\u4e2d\u660e\u78ba\u53cd\u5c0d\u7684\u505a\u6cd5<\/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\u4e2d\u660e\u78ba\u6307\u51fa\uff0cClaude Code \u5718\u968a\u6bcf\u5929\u591a\u6b21\u4fee\u6539 Claude MD \u6a94\u6848\u3002\u6bcf\u4e00\u6b21\u4f60\u624b\u52d5\u4fee\u6539 AI \u751f\u6210\u7684\u7a0b\u5f0f\u78bc\uff0c\u90fd\u662f\u6539\u5584 Agent MD \u7684\u6a5f\u6703\u3002\u5728 Claude MD \u4e2d\u52a0\u5165\u67b6\u69cb\u898f\u7bc4\uff0c\u80fd\u8b93 Agent \u6301\u7e8c\u9075\u5faa\u5718\u968a\u6163\u4f8b\uff0c\u9019\u6bd4\u6bcf\u6b21\u7528 Prompt \u63d0\u9192\u66f4\u53ef\u9760\u3001\u66f4\u53ef\u7dad\u8b77\u3002\",\n        2: \"Theo \u660e\u78ba\u8868\u793a\u4ed6\u4ecd\u7136\u76f8\u4fe1\u300c\u665a\u5165\u5834\u597d\u904e\u65e9\u5165\u5834\u300d\uff0c\u95dc\u9375\u662f\u7b49\u5de5\u5177\u771f\u6b63\u6bcf\u5929\u70ba\u4eba\u5011\u63d0\u4f9b\u50f9\u503c\u5f8c\u518d\u6295\u5165\u3002\u4f46\u540c\u6642\u4ed6\u4e5f\u5efa\u8b70\u500b\u4eba\u5148\u8a66\u7528\u3001\u627e\u5230\u6975\u9650\u3002\u6240\u4ee5\u6700\u4f73\u7b56\u7565\u662f\u81ea\u5df1\u5148\u63a2\u7d22\uff0c\u4f46\u4e0d\u6025\u8457\u8b93\u6574\u500b\u5718\u968a\u9077\u79fb\u5230\u672a\u7d93\u9a57\u8b49\u7684\u65b0\u5de5\u5177\u3002\",\n        3: \"Theo \u5177\u9ad4\u5efa\u8b70\uff1a\u628a\u904e\u53bb\u5b8c\u6210\u7684\u4efb\u52d9\u6253\u5305\uff0c\u8907\u88fd\u4efb\u52d9\u958b\u59cb\u524d\u7684 repo \u7248\u672c\uff0c\u5beb\u4e0b\u4efb\u52d9\u63cf\u8ff0\u653e\u5728 Markdown \u6a94\u6848\u4e2d\uff0c\u7136\u5f8c\u8b93 AI \u5617\u8a66\u91cd\u505a\u3002\u9019\u6a23\u4f60\u53ef\u4ee5\u6bd4\u8f03\u81ea\u5df1\u7684\u505a\u6cd5\u548c AI \u7684\u505a\u6cd5\uff0c\u5efa\u7acb\u5c0d\u5de5\u5177\u80fd\u529b\u7684\u76f4\u89ba\u3002\u5982\u679c AI \u505a\u5f97\u5dee\u4e0d\u591a\u4f46\u4e0d\u5b8c\u7f8e\uff0c\u8abf\u6574 Prompt \u518d\u8a66\uff1b\u5982\u679c\u9084\u662f\u4e0d\u884c\uff0c\u5c31\u4fdd\u5b58\u8d77\u4f86\u7b49\u5de5\u5177\u9032\u6b65\u5f8c\u518d\u6e2c\u8a66\u3002\",\n        4: \"\u5f71\u7247\u4e2d Rahul \u660e\u78ba\u6307\u51fa\uff1a\u300c\u4e0d\u8981\u62b1\u6028 AI \u505a\u4e0d\u597d\u67d0\u4ef6\u4e8b\uff0c\u800c\u662f\u6539\u5584 Prompt\u3001Agent MD \u6a94\u6848\u3001Linting \u898f\u5247\u3002\u300dTheo \u4e5f\u5f37\u8abf\u4f7f\u7528\u6709\u578b\u5225\u7684\u8a9e\u8a00\u8b93\u932f\u8aa4\u80fd\u56de\u994b\u7d66 Agent\u3002\u5c0f\u660e\u7684\u5718\u968a\u7f3a\u5c11\u4e86\u6240\u6709\u80fd\u5e6b\u52a9 Agent \u6539\u5584\u8f38\u51fa\u7684\u57fa\u790e\u8a2d\u65bd\uff08\u578b\u5225\u7cfb\u7d71\u3001Linting\u3001Agent MD\uff09\uff0c\u554f\u984c\u51fa\u5728\u74b0\u5883\u914d\u7f6e\u800c\u975e\u6a21\u578b\u80fd\u529b\u3002\",\n        5: \"\u5f71\u7247\u4e2d\u660e\u78ba\u53cd\u5c0d\u4e86\u6240\u6709\u9019\u4e9b\u505a\u6cd5\uff1a(1) Rahul \u8aaa\u8981\u6c38\u9060\u4f7f\u7528\u6700\u65b0\u4e00\u4ee3\u6a21\u578b\uff0cGitHub Copilot \u9084\u5728\u7528 GPT-4.1 \u88ab\u5632\u7b11\uff1b(2) Rahul \u8aaa Custom Fine-tuning \u5df2\u6b7b\uff0c\u524d\u6cbf\u6a21\u578b\u9032\u6b65\u592a\u5feb\uff1b(3) Rahul \u8aaa\u4e0d\u8981\u592a\u64d4\u5fc3\u63a8\u8ad6\u8cbb\u7528\uff0c\u6210\u672c\u4e0b\u964d\u901f\u5ea6\u5f88\u5feb\uff1b(4) Rahul \u5efa\u8b70\u8b93\u5de5\u7a0b\u5e2b\u81ea\u884c\u9078\u64c7\u5de5\u5177\u548c\u6a21\u578b\uff0c\u9023 Meta \u90fd\u4e0d\u518d\u5f37\u5236\u4f7f\u7528 Llama\u3002\u56db\u9805\u6c7a\u7b56\u5168\u90e8\u8207\u5f71\u7247\u5efa\u8b70\u76f8\u6096\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","protected":false},"excerpt":{"rendered":"<p>Theo \u4ee5 Karpathy \u7684\u4e00\u7bc7\u8cbc\u6587\u70ba\u5f15\u5b50\uff0c\u6df1\u5165\u63a2\u8a0e\u7576\u524d\u7a0b\u5f0f\u8a2d\u8a08\u5e2b\u9762\u81e8\u7684 AI \u885d\u64ca\u3002\u4ed6\u8a8d\u70ba AI \u8f14\u52a9 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":509,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"rolpb_likes":9,"footnotes":""},"categories":[452],"tags":[453,399,454,443,455],"class_list":["post-510","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-vibe-coding","tag-ai-","tag-claude-code","tag-cursor","tag-vibe-coding-2","tag-455"],"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\/510","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=510"}],"version-history":[{"count":1,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/posts\/510\/revisions"}],"predecessor-version":[{"id":512,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/posts\/510\/revisions\/512"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/media\/509"}],"wp:attachment":[{"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/media?parent=510"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/categories?post=510"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/tags?post=510"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}