{"id":545,"date":"2026-01-31T19:50:44","date_gmt":"2026-01-31T11:50:44","guid":{"rendered":"https:\/\/blog.itsmygo.uk\/2026\/01\/31\/hard-won-lessons-from-building-effective-ai-coding-agents-%e6%89%93%e9%80%a0%e9%ab%98%e6%95%88-ai-%e7%a8%8b%e5%bc%8f%e4%bb%a3%e7%90%86%e7%9a%84%e5%af%a6%e6%88%b0%e6%95%99%e8%a8%93\/"},"modified":"2026-01-31T19:50:44","modified_gmt":"2026-01-31T11:50:44","slug":"hard-won-lessons-from-building-effective-ai-coding-agents-%e6%89%93%e9%80%a0%e9%ab%98%e6%95%88-ai-%e7%a8%8b%e5%bc%8f%e4%bb%a3%e7%90%86%e7%9a%84%e5%af%a6%e6%88%b0%e6%95%99%e8%a8%93","status":"publish","type":"post","link":"https:\/\/blog.itsmygo.uk\/wordpress\/2026\/01\/31\/hard-won-lessons-from-building-effective-ai-coding-agents-%e6%89%93%e9%80%a0%e9%ab%98%e6%95%88-ai-%e7%a8%8b%e5%bc%8f%e4%bb%a3%e7%90%86%e7%9a%84%e5%af%a6%e6%88%b0%e6%95%99%e8%a8%93\/","title":{"rendered":"Hard Won Lessons from Building Effective AI Coding Agents \u2014 \u6253\u9020\u9ad8\u6548 AI \u7a0b\u5f0f\u4ee3\u7406\u7684\u5be6\u6230\u6559\u8a13"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Cline \u7684 AI \u8ca0\u8cac\u4eba Nik Pash \u5728\u9019\u5834\u6f14\u8b1b\u4e2d\uff0c\u76f4\u8a00\u4e0d\u8af1\u5730\u6307\u51fa\u7576\u524d AI Coding Agent \u9818\u57df\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u958b\u767c\u8005\u82b1\u592a\u591a\u7cbe\u529b\u5728\u5de7\u5999\u7684\u5de5\u7a0b\u6280\u5de7\u4e0a\uff0c\u4f46\u771f\u6b63\u63a8\u52d5\u6a21\u578b\u9032\u6b65\u7684\u662f benchmark \u548c RL \u74b0\u5883\uff0c\u800c\u975e agent \u7684\u67b6\u69cb\u8a2d\u8a08\u3002\u4ed6\u540c\u6642\u5ba3\u5e03\u4e86\u958b\u6e90\u7684 Cline Bench\uff0c\u547c\u7c72\u793e\u7fa4\u5171\u540c\u8ca2\u737b\u771f\u5be6\u7684\u8edf\u9ad4\u958b\u767c\u6578\u64da\u4f86\u8a13\u7df4\u66f4\u597d\u7684\u6a21\u578b\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=I8fs4omN1no<\/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>\u524d\u6cbf\u6a21\u578b\u7684\u80fd\u529b\u5df2\u7d93\u8d85\u8d8a\u4e86\u7cbe\u5de7\u7684 agent \u67b6\u69cb\uff0c\u904e\u5ea6\u5de5\u7a0b\u5316\u53cd\u800c\u6703\u963b\u7919\u6a21\u578b\u8868\u73fe<\/li>\n<li>Gemini 3.0 \u5728\u6c92\u6709\u4efb\u4f55\u5c08\u7528 harness \u652f\u63f4\u7684\u60c5\u6cc1\u4e0b\uff0c\u5c31\u5728 Terminal-Bench \u6392\u884c\u699c\u4e0a\u64ca\u6557\u4e86\u5927\u591a\u6578\u6a21\u578b + agent \u7d44\u5408<\/li>\n<li>\u771f\u6b63\u7684\u74f6\u9838\u4e0d\u662f agent \u8a2d\u8a08\uff0c\u800c\u662f\u5982\u4f55\u6539\u5584\u5e95\u5c64\u6a21\u578b\u672c\u8eab<\/li>\n<li>Benchmark \u6c7a\u5b9a\u4e86\u524d\u6cbf\u6a21\u578b\u4e0b\u4e00\u6b65\u5b78\u7fd2\u4ec0\u9ebc\uff0cRL \u74b0\u5883\u5247\u8ca0\u8cac\u5be6\u969b\u6539\u5584\u6a21\u578b<\/li>\n<li>Cline \u5efa\u7acb\u4e86\u4e00\u5957 RL \u74b0\u5883\u5de5\u5ee0\uff08RL Environments Factory\uff09\uff0c\u5c07\u771f\u5be6\u7de8\u78bc\u6578\u64da\u8f49\u5316\u70ba\u8a13\u7df4\u74b0\u5883<\/li>\n<li>\u597d\u7684 verifier \u61c9\u8a72\u6e2c\u8a66\u4efb\u52d9\u7684\u300c\u7cbe\u795e\u300d\uff08outcome\uff09\uff0c\u800c\u975e\u904e\u5ea6\u898f\u5b9a\u5be6\u4f5c\u7d30\u7bc0<\/li>\n<li>\u5404\u5927 agent \u5be6\u9a57\u5ba4\u90fd\u5728\u79c1\u4e0b\u6536\u96c6\u985e\u4f3c\u6578\u64da\uff0c\u4f46\u6c92\u6709\u4eba\u516c\u958b\u5206\u4eab<\/li>\n<li>\u5ba3\u5e03\u958b\u6e90\u7684 Cline Bench\uff0c\u57fa\u65bc\u771f\u5be6\u8edf\u9ad4\u958b\u767c\u4efb\u52d9\uff0c\u4efb\u4f55\u4eba\u90fd\u53ef\u4ee5\u4f7f\u7528<\/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\">[00:21] \u6b98\u9177\u7684\u771f\u76f8\uff1a\u6a21\u578b\u80fd\u529b\u52dd\u904e\u67b6\u69cb\u8a2d\u8a08<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Nik \u958b\u5834\u5c31\u4e1f\u51fa\u4e00\u500b\u5c16\u92b3\u7684\u89c0\u9ede\uff1a\u904e\u53bb\u5e7e\u5e74\uff0c\u958b\u767c\u8005\u5011\u70ba\u4e86\u5f4c\u88dc\u5f31\u6a21\u578b\u7684\u4e0d\u8db3\uff0c\u767c\u660e\u4e86\u5404\u7a2e\u7cbe\u5de7\u7684 scaffolding\uff08\u8173\u624b\u67b6\uff09\u2014\u2014RAG \u7d22\u5f15\u7cfb\u7d71\u3001\u641c\u5c0b\u6a39\u3001\u5de5\u5177\u547c\u53eb\u6846\u67b6\u7b49\u3002\u7136\u800c\uff0c\u524d\u6cbf\u6a21\u578b\uff08Frontier Models\uff09\u76f4\u63a5\u78be\u58d3\u4e86\u9019\u4e9b\u62bd\u8c61\u5c64\u3002\u73fe\u5728\u4f60\u4e0d\u518d\u9700\u8981\u90a3\u4e9b\u8173\u624b\u67b6\u4e86\uff0c\u5b83\u5011\u53cd\u800c\u6703\u64cb\u4f4f\u6a21\u578b\u7684\u53bb\u8def\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ed6\u8209\u4e86\u4e00\u500b\u751f\u52d5\u7684\u4f8b\u5b50\uff1aGemini 3.0 \u5728\u767c\u5e03\u7576\u9031\u5c31\u7acb\u523b\u7d71\u6cbb\u4e86 Terminal-Bench \u6392\u884c\u699c\uff0c\u800c\u4e14\u5b8c\u5168\u6c92\u6709\u4efb\u4f55 agentic harness \u7684\u652f\u63f4\u3002Terminal-Bench \u672c\u8eab\u5c31\u662f\u4e00\u500b\u6975\u7c21\u7684\u6e2c\u8a66\u5de5\u5177\u2014\u2014\u6c92\u6709\u5716\u641c\u5c0b\u3001\u6c92\u6709 RAG\u3001\u6c92\u6709\u7d22\u5f15\uff0c\u5c31\u53ea\u7d66\u6a21\u578b\u4e00\u500b\u7d42\u7aef\u6a5f\uff0c\u8b93\u5b83\u81ea\u5df1\u641e\u5b9a\u3002\u7d50\u679c\u5b83\u7684\u8868\u73fe\u8d85\u8d8a\u4e86\u4e16\u754c\u4e0a\u7d55\u5927\u591a\u6578\u7684\u6a21\u578b + agent \u7d44\u5408\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6838\u5fc3\u7d50\u8ad6\uff1a\u80fd\u529b\u52dd\u904e\u67b6\u69cb\uff08Capability beats scaffolding\uff09\u3002\u5982\u679c\u4f60\u8b93\u958b\u6a21\u578b\u7684\u8def\uff0c\u5b83\u81ea\u5df1\u5c31\u80fd\u8868\u73fe\u5f97\u5f88\u597d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[02:08] \u5225\u518d\u904e\u5ea6\u5de5\u7a0b\u5316\u4e86<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Nik \u76f4\u8a00\uff0c\u5982\u679c\u4f60\u5728\u5efa\u69cb agent\uff0c\u653e\u8f15\u9b06\u5c31\u597d\u3002\u5225\u518d\u641e\u90a3\u4e9b\u82b1\u4fcf\u7684\u5de5\u7a0b\u6280\u5de7\u4e86\uff0c\u5225\u60f3\u592a\u591a\uff0c\u5c31\u9019\u6a23\u3002\u4ed6\u8a8d\u70ba Twitter \u4e0a\u90a3\u4e9b\u95dc\u65bc context \u6280\u5de7\u548c\u5404\u7a2e hack \u7684\u8a0e\u8ad6\u5df2\u7d93\u73a9\u81a9\u4e86\uff0c\u9019\u4e9b\u5167\u5bb9\u5927\u591a\u53ea\u662f\u5728\u8cfa\u53d6\u793e\u7fa4\u4e92\u52d5\uff0c\u5be6\u969b\u4e0a\u6c92\u6709\u592a\u591a\u6709\u50f9\u503c\u7684\u4fe1\u865f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ed6\u5c55\u793a\u4e86\u4e00\u5f35\u5efa\u69cb\u6709\u6548 coding agent \u7684\u300cplaybook\u300d\uff08\u5287\u672c\uff09\uff0c\u8868\u793a Cline \u4f5c\u70ba\u4e00\u500b\u6a21\u578b\u7121\u95dc\uff08model agnostic\uff09\u7684\u5de5\u5177\uff0c\u6bcf\u5169\u9031\u5c31\u8981\u652f\u63f4\u4e00\u500b\u65b0\u7684\u5927\u578b\u6a21\u578b\u767c\u5e03\u3002\u5f9e Sonnet 4 \u5230 Sonnet 4.5\u3001\u5f9e Gemini 2.5 \u5230 Gemini 3\u3001\u5f9e GPT-5 \u5230 GPT-5.1\uff0c\u8abf\u6574 agent \u7684\u65b9\u6cd5\u57fa\u672c\u4e0a\u90fd\u662f\u540c\u4e00\u5957\u5287\u672c\u3002\u9019\u4e9b\u5fae\u8abf\u662f\u7463\u788e\u7684\uff0c\u6536\u76ca\u4e5f\u662f\u908a\u969b\u7684\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[03:43] \u771f\u6b63\u7684\u74f6\u9838\uff1a\u6a21\u578b\u672c\u8eab\u7684\u6539\u9032<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a5\u4e0b\u4f86\u662f\u6f14\u8b1b\u7684\u6838\u5fc3\u8b70\u984c\u3002Nik \u6307\u51fa\uff0c\u4f60\u53ef\u4ee5\u5efa\u9020\u4e16\u754c\u4e0a\u6700\u4e7e\u6de8\u7684 agent\uff0c\u4f46\u9019\u4e0d\u6703\u8b93\u6a21\u578b\u7684\u80fd\u529b\u63d0\u5347\u54ea\u6015 1%\u3002\u6a21\u578b\u53ea\u6709\u5728\u5be6\u9a57\u5ba4\u7528\u56f0\u96e3\u7684\u4efb\u52d9\u8a13\u7df4\u5b83\u5011\u6642\u624d\u6703\u8b8a\u5f97\u66f4\u597d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6c7a\u5b9a\u524d\u6cbf\u6a21\u578b\u4e0b\u4e00\u6b65\u5b78\u7fd2\u4ec0\u9ebc\u7684\u4e0d\u662f agent \u7684\u5de7\u5999\u8a2d\u8a08\u3001\u4e0d\u662f\u7cbe\u7dfb\u7684 RAG pipeline\uff0c\u800c\u662f benchmark\u3002\u6a21\u578b\u7684\u5de5\u5177\u4f7f\u7528\u80fd\u529b\u4e0d\u662f\u9b54\u6cd5\u822c\u5730\u63d0\u5347\u7684\u2014\u2014\u5b83\u5011\u662f\u56e0\u70ba\u6709\u4eba\u5efa\u69cb\u4e86 RL \u74b0\u5883\uff0c\u5f37\u8feb\u6a21\u578b\u7df4\u7fd2\u7279\u5b9a\u884c\u70ba\uff0c\u4f8b\u5982\u8655\u7406\u5931\u6557\u6a21\u5f0f\u548c\u91cd\u8a66\u3002\u6bcf\u4e00\u6b21\u63a8\u7406\u80fd\u529b\u7684\u8df3\u8e8d\u90fd\u4f86\u81ea benchmark\uff0c\u6bcf\u4e00\u6b21 agent \u53ef\u9760\u6027\u7684\u63d0\u5347\u90fd\u4f86\u81ea RL \u74b0\u5883\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\uff0c\u771f\u6b63\u91cd\u8981\u7684\u554f\u984c\u662f\uff1a\u4ec0\u9ebc\u662f benchmark\uff1f\u5982\u4f55\u628a\u771f\u5be6\u7684 agent \u7de8\u78bc\u6578\u64da\u8f49\u5316\u70ba RL \u74b0\u5883\uff1f\u4ec0\u9ebc\u624d\u662f\u597d\u7684 verifier\uff1f\u5982\u4f55\u5075\u6e2c\u771f\u6b63\u7684\u56f0\u96e3\u5ea6\uff1f\u5982\u4f55\u8a13\u7df4\u6a21\u578b\u89e3\u6c7a\u5de5\u7a0b\u5e2b\u771f\u6b63\u95dc\u5fc3\u7684\u554f\u984c\uff1f<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[05:07] Benchmark \u8207 RL \u74b0\u5883\u7684\u89e3\u6790<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Nik \u7528\u7c21\u55ae\u7684\u65b9\u5f0f\u89e3\u91cb\u4e86\u4ec0\u9ebc\u662f benchmark\uff1a\u5b83\u672c\u8cea\u4e0a\u5c31\u662f\u4e00\u500b\u74b0\u5883\uff0c\u5728 Cline \u7684\u6848\u4f8b\u4e2d\u5c31\u662f\u4e00\u500b Docker \u5bb9\u5668\uff0c\u8b93 agent \u5728\u88e1\u9762\u81ea\u7531\u767c\u63ee\u3002\u5b83\u5305\u542b\u4e09\u500b\u8981\u7d20\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u8d77\u59cb\u72c0\u614b<\/strong>\uff08Starting State\uff09\uff1a\u958b\u59cb\u8655\u7406\u771f\u5be6\u7de8\u78bc\u4efb\u52d9\u6642\u7684\u7a0b\u5f0f\u78bc\u5feb\u7167<\/li>\n<li><strong>\u8d77\u59cb\u63d0\u793a<\/strong>\uff08Starting Prompt\uff09\uff1a\u4efb\u52d9\u63cf\u8ff0<\/li>\n<li><strong>\u9a57\u8b49\u5668<\/strong>\uff08Verifier\uff09\uff1a\u5728\u7d50\u675f\u6642\u6aa2\u67e5\u6700\u7d42\u72c0\u614b\u662f\u5426\u6b63\u78ba\u6216\u53ef\u63a5\u53d7<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u90a3 RL \u74b0\u5883\u6709\u4ec0\u9ebc\u4e0d\u540c\u5462\uff1f\u5176\u5be6\u5e7e\u4e4e\u6c92\u6709\u5dee\u5225\u3002\u552f\u4e00\u7684\u5340\u5225\u5728\u65bc reward\uff08\u734e\u52f5\uff09\u7684\u7528\u9014\uff1abenchmark \u7528\u4f86\u6e2c\u91cf\u6a21\u578b\u8868\u73fe\uff0cRL \u74b0\u5883\u7528\u4f86\u6539\u5584\u6a21\u578b\u3002\u5728 RL \u74b0\u5883\u4e2d\uff0c\u5206\u6578\u4e0d\u53ea\u662f\u505c\u7559\u5728\u6392\u884c\u699c\u4e0a\uff0c\u800c\u662f\u88ab\u7528\u4f86\u66f4\u65b0\u7b56\u7565\u6a21\u578b\uff08policy model\uff09\u7684\u6b0a\u91cd\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[06:06] Cline \u7684 RL \u74b0\u5883\u5de5\u5ee0<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Cline \u5efa\u7acb\u4e86\u4e00\u5957\u7a31\u70ba\u300cRL Environments Factory\u300d\u7684\u7cfb\u7d71\uff0c\u7528\u4f86\u5c07\u771f\u5be6\u7684\u7de8\u78bc\u6578\u64da\u8f49\u5316\u70ba\u53ef\u7528\u7684 RL \u8a13\u7df4\u74b0\u5883\u3002\u9019\u500b\u6d41\u7a0b\u5206\u70ba\u5169\u500b\u968e\u6bb5\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u4e00\u968e\u6bb5\uff1a\u4efb\u52d9\u8cc7\u683c\u5be9\u67e5\uff08Task Qualification\uff09<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f7f\u7528\u5b50\u4ee3\u7406\uff08sub agents\uff09\u5e73\u884c\u5de5\u4f5c\uff0c\u5224\u65b7\u4e00\u500b\u4efb\u52d9\u662f\u5426\u9069\u5408\u8f49\u5316\u70ba RL \u74b0\u5883\u3002\u5be9\u67e5\u5305\u542b\u4e09\u500b\u9762\u5411\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4f86\u6e90\uff08Origins\uff09<\/strong>\uff1a\u9a57\u8b49 repository \u662f\u5426\u5b58\u5728\u3001\u8d77\u59cb commit \u662f\u5426\u53ef\u5b58\u53d6\u3001\u662f\u5426\u70ba\u958b\u6e90<\/li>\n<li><strong>\u65c5\u7a0b\uff08Journey\uff09<\/strong>\uff1a\u7406\u89e3\u7528\u6236\u7684\u8d77\u59cb\u63d0\u793a\u3001\u5f8c\u7e8c\u8ffd\u554f\uff0c\u4ee5\u53ca\u4efb\u52d9\u7684\u300c\u7cbe\u795e\u300d\u2014\u2014\u7528\u6236\u771f\u6b63\u60f3\u5b8c\u6210\u4ec0\u9ebc<\/li>\n<li><strong>\u7d50\u679c\uff08Outcome\uff09<\/strong>\uff1a\u80fd\u5426\u627e\u5230\u771f\u5be6\u4fee\u5fa9\u554f\u984c\u7684 commit \u6216 PR<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u540c\u6642\uff0c\u4ed6\u5011\u7a4d\u6975\u6392\u9664\u4e0d\u9069\u5408\u7684\u4efb\u52d9\uff1avibe coding \u7522\u51fa\u7684\u4f4e\u54c1\u8cea\u7a0b\u5f0f\u78bc\u3001\u904e\u65bc\u7c21\u55ae\u7684\u4efb\u52d9\uff08\u4f8b\u5982\u5f9e\u96f6\u5efa\u4e00\u500b Next.js \u61c9\u7528\uff09\u3001\u4ee5\u53ca\u6c92\u6709\u53ef\u9760\u8d77\u59cb\u6216\u7d50\u675f\u72c0\u614b\u7684\u4efb\u52d9\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u4e8c\u968e\u6bb5\uff1a\u5efa\u69cb RL \u74b0\u5883<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u8003\u53e4\uff08Archaeology\uff09<\/strong>\uff1a\u5728\u672c\u5730\u91cd\u5efa\u8d77\u59cb\u548c\u7d50\u675f\u5169\u500b\u72c0\u614b\uff0c\u62c9\u53d6\u7a0b\u5f0f\u78bc\uff0c\u5617\u8a66\u81ea\u5df1\u5be6\u4f5c\uff0c\u9a57\u8b49 bug \u548c\u89e3\u6c7a\u65b9\u6848\u78ba\u5be6\u5b58\u5728<\/li>\n<li><strong>\u8a18\u9304\u969c\u7919\u548c\u4f9d\u8cf4<\/strong><\/li>\n<li><strong>\u5bb9\u5668\u5316\uff08Containerize\uff09<\/strong>\uff1a\u7528 Docker \u5c01\u88dd\uff0c\u79fb\u9664 Git\uff08\u9632\u6b62 agent \u9032\u884c reward hacking\uff09<\/li>\n<li><strong>\u5b9a\u7fa9\u9a57\u8b49\u5668\uff08Verifier\uff09<\/strong><\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">[08:24] \u8336\u58fa\u54e8\u5b50\u7684\u6bd4\u55bb\uff1a\u4ec0\u9ebc\u662f\u597d\u7684 Verifier<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Nik \u7528\u8336\u58fa\uff08tea kettle\uff09\u4f86\u89e3\u91cb\u597d\u7684 verifier \u61c9\u8a72\u662f\u4ec0\u9ebc\u6a23\u5b50\u3002\u5047\u8a2d\u7528\u6236\u7684\u76ee\u6a19\u662f\u300c\u6211\u8981\u716e\u958b\u6c34\u300d\uff0c\u4e00\u500b\u597d\u7684 verifier \u5c31\u50cf\u8336\u58fa\u4e0a\u7684\u54e8\u5b50\u2014\u2014\u5b83\u662f\u7d14\u7cb9\u7684\u7d50\u679c\u9a57\u8b49\uff08outcome verification\uff09\u3002\u6c34\u8981\u561b\u9054\u5230\u6cb8\u9ede\uff0c\u8981\u561b\u6c92\u6709\u3002\u8336\u58fa\u4e0d\u5728\u4e4e\u4f60\u662f\u7528\u74e6\u65af\u7210\u3001\u96fb\u78c1\u7210\u9084\u662f\u71df\u706b\uff0c\u5b83\u53ea\u662f\u767c\u51fa\u7d50\u679c\u7684\u4fe1\u865f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u5728\u5efa\u69cb verifier \u7684\u904e\u7a0b\u4e2d\uff0c\u5f88\u5bb9\u6613\u51fa\u73fe\u7cdf\u7cd5\u7684\u6e2c\u8a66\u3002\u4f8b\u5982\u5b50\u4ee3\u7406\u53ef\u80fd\u6703\u6ce8\u610f\u5230\u300c\u5728\u4e4b\u524d\u7684\u6e2c\u8a66\u4e2d\uff0c\u7210\u706b\u88ab\u8a2d\u5b9a\u70ba\u5927\u706b\u300d\uff0c\u5c31\u8a8d\u70ba\u61c9\u8a72\u6aa2\u67e5\u706b\u529b\u5927\u5c0f\u3002\u4f46\u6211\u5011\u90fd\u77e5\u9053\u5c0f\u706b\u4e5f\u80fd\u628a\u6c34\u716e\u958b\u3002\u985e\u4f3c\u7684\u58de\u6e2c\u8a66\u9084\u6709\u300c\u662f\u4e0d\u662f\u5728\u5de6\u524d\u65b9\u7684\u7210\u53e3\uff1f\u300d\u300c\u662f\u4e0d\u662f\u904e\u4e86 5 \u5206\u9418\uff1f\u300d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u95dc\u9375\u539f\u5247\uff1a\u4e0d\u8981\u57fa\u65bc ground truth \u904e\u5ea6\u898f\u5b9a\uff0c\u8981\u6e2c\u8a66\u4efb\u52d9\u7684\u7cbe\u795e\uff0c\u6e2c\u8a66\u4efb\u52d9\u7684\u7d50\u679c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[10:01] \u81ea\u52d5\u5316\u4e4b\u8def\u8207\u5143 Benchmark \u7684\u69cb\u60f3<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u6574\u500b\u6d41\u7a0b\u6700\u521d\u5b8c\u5168\u662f\u624b\u52d5\u7684\uff0c\u7b2c\u4e00\u500b RL \u74b0\u5883\u82b1\u4e86 Nik \u5927\u7d04 16 \u5c0f\u6642\u3002\u73fe\u5728\u6bcf\u500b\u4efb\u52d9\u53ea\u9700\u4e0d\u5230 20 \u5206\u9418\u3002\u5718\u968a\u6b63\u5728\u671d\u8457\u5168\u81ea\u52d5\u5316\u7684 RL \u74b0\u5883\u5de5\u5ee0\u9081\u9032\uff0c\u5c46\u6642\u74f6\u9838\u5c07\u5f9e\u5de5\u7a0b\u8f49\u79fb\u5230\u6536\u96c6\u9ad8\u54c1\u8cea\u4efb\u52d9\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Nik \u63d0\u51fa\u4e86\u4e00\u500b\u6709\u8da3\u7684\u601d\u60f3\u5be6\u9a57\uff1a\u5982\u679c\u6211\u5011\u5efa\u69cb RL \u74b0\u5883\u4f86\u6e2c\u8a66 agent \u5efa\u69cb RL \u74b0\u5883\u7684\u80fd\u529b\u5462\uff1f\u9019\u5c31\u50cf\u4e00\u500b\u300c\u5143 benchmark\u300d\uff08meta benchmark\uff09\u3002\u5982\u679c\u6a21\u578b\u8b8a\u5f97\u975e\u5e38\u64c5\u9577\u57fa\u65bc\u771f\u5be6\u7528\u6236\u6578\u64da\u5efa\u69cb\u81ea\u5df1\u7684 RL \u74b0\u5883\u4f86\u8a13\u7df4\u81ea\u5df1\uff0c\u90a3\u5c31\u5b8c\u6210\u4e86\u4e00\u500b\u81ea\u6211\u6539\u9032\u7684\u9589\u74b0\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[11:13] \u771f\u76f8\u70b8\u5f48\uff1aAgent \u5be6\u9a57\u5ba4\u7684\u516c\u958b\u79d8\u5bc6<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Nik \u63a5\u8457\u6295\u4e0b\u4e86\u4ed6\u6240\u8b02\u7684\u300ctruth nuke\u300d\uff08\u771f\u76f8\u6838\u5f48\uff09\u3002\u4ed6\u6307\u51fa\u4e00\u500b\u4e0d\u88ab\u516c\u958b\u8a0e\u8ad6\u7684\u4e8b\u5be6\uff1aCline \u4e26\u4e0d\u662f\u552f\u4e00\u5728\u5efa\u69cb\u9019\u985e\u7cfb\u7d71\u7684\u516c\u53f8\u3002\u6bcf\u4e00\u500b\u4e3b\u8981\u7684 agent \u5be6\u9a57\u5ba4\u90fd\u5728\u6536\u96c6\u9019\u985e\u6578\u64da\uff0c\u90fd\u5728\u5e55\u5f8c\u505a\u8457\u67d0\u7a2e\u7248\u672c\u7684\u76f8\u540c\u5de5\u4f5c\uff0c\u4f46\u6c92\u6709\u4eba\u516c\u958b\u8ac7\u8ad6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u4e9b\u516c\u53f8\u5f15\u7528\u5167\u90e8 benchmark \u4f86\u70ba\u5b83\u5011\u82b1\u4e86\u6578\u6708\u7dad\u8b77\u7684\u907a\u7559\u7cfb\u7d71\u8faf\u8b77\uff0c\u4f46\u4f60\u6c38\u9060\u7121\u6cd5\u7814\u7a76\u6216\u6aa2\u8996\u9019\u4e9b benchmark\uff0c\u56e0\u70ba\u5b83\u5011\u4e0d\u516c\u958b\u767c\u5e03\u3002\u9019\u4e9b\u6578\u64da\u6975\u5176\u73cd\u8cb4\uff0c\u537b\u6c92\u6709\u4eba\u5206\u4eab\u3002\u800c\u5b83\u662f\u552f\u4e00\u771f\u6b63\u80fd\u63a8\u52d5\u9032\u6b65\u7684\u6771\u897f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Nik \u7684\u6838\u5fc3\u8ad6\u9ede\u662f\uff1aagent \u5be6\u9a57\u5ba4\u7ad9\u5728\u771f\u5be6\u5de5\u7a0b\u5e2b\u548c\u6a21\u578b\u4e4b\u9593\uff0c\u64c1\u6709\u4e16\u754c\u4e0a\u6700\u8c50\u5bcc\u7684\u771f\u5be6\u5de5\u7a0b\u5de5\u4f5c\u6578\u64da\u96c6\u3002\u6211\u5011\u53ef\u4ee5\u5efa\u66f4\u597d\u7684 prompt\u3001\u66f4\u597d\u7684\u5de5\u5177\uff0c\u4f46\u9019\u4e9b\u90fd\u7121\u6cd5\u6539\u5584\u5e95\u5c64\u6a21\u578b\u3002\u4fdd\u6301\u9019\u4e9b\u6578\u64da\u5c01\u9589\uff0c\u6b63\u5728\u62d6\u6162\u524d\u6cbf\u7814\u7a76\u7684\u9032\u5c55\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[12:29] \u5ba3\u5e03 Cline Bench\uff1a\u793e\u7fa4\u9a45\u52d5\u7684\u958b\u6e90 Benchmark<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u5f8c\uff0cNik \u5ba3\u5e03\u4e86 Cline Bench\u3002\u9019\u662f\u4ed6\u5011\u5617\u8a66\u5efa\u7acb\u4e00\u500b\u300c\u4e0d\u662f cosplay \u5de5\u7a0b\u300d\u7684 benchmark\u2014\u2014\u4e0d\u662f\u90a3\u7a2e\u300c\u5beb\u4e00\u500b\u751f\u6210 Fibonacci \u5e8f\u5217\u7684\u4f3a\u670d\u5668\u300d\u7684\u73a9\u5177\u984c\u76ee\u3002\u9019\u662f\u771f\u5be6\u7684\u8edf\u9ad4\u958b\u767c\uff0c\u88ab\u5c01\u88dd\u6210\u6a19\u6e96\u5316\u7684 RL \u548c eval \u74b0\u5883\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Cline Bench \u7684\u7279\u9ede\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b8c\u5168\u958b\u6e90\uff0c\u6c92\u6709\u79d8\u5bc6\u914d\u65b9\u6216\u9396\u5b9a\u7684\u6578\u64da\u96c6<\/li>\n<li>\u4efb\u4f55\u4eba\u90fd\u53ef\u4ee5\u81ea\u884c\u904b\u884c\u548c\u6aa2\u8996<\/li>\n<li>\u53ef\u7528\u65bc SFT\u3001RL\u3001eval \u7b49\u4efb\u4f55\u7528\u9014<\/li>\n<li>\u76ee\u6a19\u662f\u70ba\u6574\u500b\u751f\u614b\u7cfb\u7d71\u63d0\u4f9b\u771f\u5be6\u7684\u57fa\u6e96\uff0c\u800c\u4e0d\u53ea\u662f\u6d29\u6f0f\u7684\u7a0b\u5f0f\u78bc\u8b0e\u984c<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u53c3\u8207\u65b9\u5f0f\u5f88\u7c21\u55ae\uff1a\u5728\u4f60\u7684\u958b\u6e90\u5c08\u6848\u4e0a\u4f7f\u7528 Cline provider\uff0c\u4e26\u9078\u64c7\u52a0\u5165 Cline Bench \u8a08\u756b\u3002\u5982\u679c\u524d\u6cbf\u6a21\u578b\u5361\u4f4f\u4e86\u800c\u4f60\u4ecb\u5165\u4fee\u5fa9\uff0c\u90a3\u5c31\u662f\u4e00\u500b\u7406\u60f3\u7684 benchmark \u5019\u9078\u4efb\u52d9\u3002Cline Bench \u5c07\u6c38\u9060\u4fdd\u6301\u514d\u8cbb\u3001\u5b8c\u5168\u958b\u6e90\u548c\u81ea\u7531\u5b58\u53d6\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\u5834\u6f14\u8b1b\u6700\u6709\u50f9\u503c\u7684\u5730\u65b9\u5728\u65bc\u5b83\u628a\u7126\u9ede\u5f9e\u300c\u5982\u4f55\u5efa\u66f4\u597d\u7684 agent\u300d\u8f49\u79fb\u5230\u4e86\u300c\u5982\u4f55\u5efa\u66f4\u597d\u7684\u6a21\u578b\u300d\u3002Nik \u7684\u89c0\u9ede\u5728 AI \u5708\u7b97\u662f\u76f8\u7576\u9006\u6d41\u7684\u2014\u2014\u5927\u591a\u6578 agent \u958b\u767c\u8005\u90fd\u5728\u63a8\u92b7\u81ea\u5df1\u7684\u67b6\u69cb\u6709\u591a\u7cbe\u5de7\uff0c\u4f46 Nik \u76f4\u63a5\u8aaa\u9019\u4e9b\u90fd\u662f\u908a\u969b\u6539\u5584\uff0c\u771f\u6b63\u7684\u9032\u6b65\u4f86\u81ea\u5e95\u5c64\u6a21\u578b\u7684\u8a13\u7df4\u6578\u64da\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">RL \u74b0\u5883\u5de5\u5ee0\u7684\u6982\u5ff5\u7279\u5225\u503c\u5f97\u95dc\u6ce8\u3002\u5f9e 16 \u5c0f\u6642\u5230 20 \u5206\u9418\u7684\u6548\u7387\u63d0\u5347\u5f88\u9a5a\u4eba\uff0c\u4f46\u66f4\u91cd\u8981\u7684\u662f\u4ed6\u63d0\u51fa\u7684\u300c\u5143 benchmark\u300d\u69cb\u60f3\u2014\u2014\u8b93 agent \u81ea\u5df1\u5efa\u69cb\u8a13\u7df4\u74b0\u5883\u4f86\u8a13\u7df4\u81ea\u5df1\u3002\u9019\u7a2e\u81ea\u6211\u6539\u9032\u7684\u98db\u8f2a\u6548\u61c9\u5982\u679c\u771f\u7684\u5be6\u73fe\uff0c\u53ef\u80fd\u6703\u662f AI \u80fd\u529b\u63d0\u5347\u7684\u91cd\u8981\u52a0\u901f\u5668\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8336\u58fa\u54e8\u5b50\u7684\u6bd4\u55bb\u975e\u5e38\u7cbe\u6e96\u5730\u9ede\u51fa\u4e86 verifier \u8a2d\u8a08\u4e2d\u7684\u5e38\u898b\u9677\u9631\u3002\u9019\u500b\u539f\u5247\u4e0d\u53ea\u9069\u7528\u65bc benchmark \u8a2d\u8a08\uff0c\u5c0d\u65bc\u4e00\u822c\u7684\u8edf\u9ad4\u6e2c\u8a66\u4e5f\u5f88\u6709\u555f\u767c\uff1a\u6e2c\u8a66\u61c9\u8a72\u9a57\u8b49\u884c\u70ba\u7684\u7d50\u679c\uff0c\u800c\u4e0d\u662f\u904e\u5ea6\u898f\u5b9a\u5be6\u4f5c\u7684\u904e\u7a0b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u904e\uff0cCline Bench \u80fd\u5426\u6210\u529f\uff0c\u6700\u7d42\u9084\u662f\u53d6\u6c7a\u65bc\u793e\u7fa4\u7684\u53c3\u8207\u5ea6\u3002\u958b\u6e90 benchmark \u9762\u81e8\u7684\u6311\u6230\u662f\u6578\u64da\u54c1\u8cea\u63a7\u5236\u2014\u2014\u5982\u4f55\u78ba\u4fdd\u6536\u96c6\u5230\u7684\u4efb\u52d9\u78ba\u5be6\u4ee3\u8868\u4e86\u771f\u5be6\u7684\u3001\u6709\u96e3\u5ea6\u7684\u8edf\u9ad4\u5de5\u7a0b\u554f\u984c\uff0c\u800c\u4e0d\u662f\u88ab\u4f4e\u54c1\u8cea\u7684\u4efb\u52d9\u7a00\u91cb\u3002\u6b64\u5916\uff0c\u300cagent \u5be6\u9a57\u5ba4\u58df\u65b7\u6578\u64da\u300d\u9019\u500b\u6279\u8a55\u96d6\u7136\u6709\u9053\u7406\uff0c\u4f46\u5404\u516c\u53f8\u4e0d\u5206\u4eab\u6578\u64da\u7684\u539f\u56e0\u53ef\u80fd\u4e0d\u53ea\u662f\u81ea\u5229\uff0c\u4e5f\u6d89\u53ca\u7528\u6236\u96b1\u79c1\u548c\u5546\u696d\u7af6\u722d\u7684\u8003\u91cf\u3002<\/p>\n\n    \n\n<div id=\"quiz-56d4ae0d\">\n<style>\n#quiz-56d4ae0d .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-56d4ae0d .badge.scenario {\n        background: #ebf8ff;\n        color: #2b6cb0;\n      }#quiz-56d4ae0d .badge.debug {\n        background: #fef3c7;\n        color: #92400e;\n      }#quiz-56d4ae0d .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-56d4ae0d .question-adv h3 {\n        margin-top: 0;\n        color: #2d3748;\n      }#quiz-56d4ae0d .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-56d4ae0d .options-adv {\n        list-style: none;\n        padding: 0;\n      }#quiz-56d4ae0d .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-56d4ae0d .options-adv li:hover:not(.disabled) {\n        border-color: #ed8936;\n        background: #fffaf0;\n      }#quiz-56d4ae0d .options-adv li.disabled {\n        cursor: default;\n        opacity: 0.7;\n      }#quiz-56d4ae0d .options-adv li.show-answer {\n        border-color: #48bb78;\n        background: #f0fff4;\n      }#quiz-56d4ae0d .options-adv li.wrong {\n        border-color: #fc8181;\n        background: #fff5f5;\n      }#quiz-56d4ae0d .feedback-adv {\n        margin-top: 16px;\n        padding: 14px;\n        border-radius: 8px;\n        display: none;\n        line-height: 1.6;\n      }#quiz-56d4ae0d .feedback-adv.correct {\n        background: #f0fff4;\n        color: #276749;\n        display: block;\n      }#quiz-56d4ae0d .feedback-adv.wrong {\n        background: #fff5f5;\n        color: #c53030;\n        display: block;\n      }#quiz-56d4ae0d .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-56d4ae0d .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\u6253\u9020\u9ad8\u6548 AI Coding Agent \u7684\u5be6\u6230\u6559\u8a13<\/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 Nik Pash \u6f14\u8b1b\u4e2d\u7684\u6838\u5fc3\u89c0\u9ede\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\u958b\u767c\u4e00\u500b AI Coding Agent\uff0c\u76ee\u524d\u6a21\u578b\u5728\u67d0\u4e9b\u4efb\u52d9\u4e0a\u8868\u73fe\u4e0d\u4f73\u3002\u5718\u968a\u63d0\u51fa\u4e86\u5e7e\u7a2e\u6539\u5584\u65b9\u6848\u3002\u6839\u64da Nik Pash \u7684\u89c0\u9ede\uff0c\u54ea\u7a2e\u7b56\u7565\u6700\u6709\u53ef\u80fd\u5e36\u4f86\u5be6\u8cea\u6027\u7684\u6548\u80fd\u63d0\u5347\uff1f <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">\u76ee\u524d\u72c0\u6cc1\uff1a\n&#8211; \u4f7f\u7528\u7684\u524d\u6cbf\u6a21\u578b\u5728\u8655\u7406\u8907\u96dc\u91cd\u69cb\u4efb\u52d9\u6642\u6210\u529f\u7387\u7d04 40%\n&#8211; \u5718\u968a\u5df2\u6709\u5b8c\u6574\u7684 RAG \u7d22\u5f15\u7cfb\u7d71\u548c\u641c\u5c0b\u6a39\u67b6\u69cb\n&#8211; \u9810\u7b97\u6709\u9650\uff0c\u53ea\u80fd\u9078\u64c7\u4e00\u500b\u65b9\u5411\u6295\u5165\u8cc7\u6e90<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(1, 'A', 'D')\">A. \u589e\u52a0\u66f4\u7cbe\u5bc6\u7684 RAG pipeline\uff0c\u8b93\u6a21\u578b\u80fd\u7372\u53d6\u66f4\u591a\u7a0b\u5f0f\u78bc\u4e0a\u4e0b\u6587<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'B', 'D')\">B. \u8a2d\u8a08\u66f4\u8907\u96dc\u7684 tool calling scaffold\uff0c\u589e\u52a0\u591a\u5c64\u7d1a\u7684\u932f\u8aa4\u91cd\u8a66\u6a5f\u5236<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'C', 'D')\">C. \u5efa\u69cb\u5716\u641c\u5c0b\u7cfb\u7d71\uff0c\u8b93 agent \u80fd\u66f4\u6709\u6548\u7387\u5730\u63a2\u7d22\u7a0b\u5f0f\u78bc\u7d50\u69cb<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'D', 'D')\">D. \u5c07\u771f\u5be6\u5931\u6557\u6848\u4f8b\u8f49\u5316\u70ba RL \u74b0\u5883\uff0c\u63d0\u4ea4\u7d66\u6a21\u578b\u5be6\u9a57\u5ba4\u7528\u65bc\u8a13\u7df4<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv1\"><\/div>\n    <\/div>\n\n    <!-- \u60c5\u5883\u984c 2 -->\n    <div class=\"question-adv\" id=\"qAdv2\">\n      <h3>2. \u4f60\u7684\u5718\u968a\u6b63\u5728\u70ba\u4e00\u500b\u958b\u6e90 benchmark \u8a2d\u8a08 verifier\u3002\u4efb\u52d9\u76ee\u6a19\u662f\u300c\u4fee\u6b63 API \u7aef\u9ede\u7684\u8a8d\u8b49\u6f0f\u6d1e\u300d\u3002\u4ee5\u4e0b\u54ea\u7a2e verifier \u8a2d\u8a08\u6700\u7b26\u5408 Nik \u6240\u8aaa\u7684\u300c\u6e2c\u8a66\u4efb\u52d9\u7684\u7cbe\u795e\u300d\uff1f <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">\u4efb\u52d9\u63cf\u8ff0\uff1a\u4fee\u6b63 \/api\/users \u7aef\u9ede\uff0c\u4f7f\u672a\u8a8d\u8b49\u7684\u8acb\u6c42\u8fd4\u56de 401 \u72c0\u614b\u78bc\nGround truth \u89e3\u6cd5\uff1a\u5728\u8def\u7531\u4e2d\u52a0\u5165 JWT middleware<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(2, 'A', 'B')\">A. \u6aa2\u67e5\u7a0b\u5f0f\u78bc\u4e2d\u662f\u5426\u5b58\u5728 JWT middleware \u7684 import \u8a9e\u53e5<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'B', 'B')\">B. \u767c\u9001\u672a\u8a8d\u8b49\u7684 HTTP \u8acb\u6c42\u5230\u7aef\u9ede\uff0c\u9a57\u8b49\u662f\u5426\u8fd4\u56de 401 \u72c0\u614b\u78bc<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'C', 'B')\">C. \u6aa2\u67e5\u8def\u7531\u6a94\u6848\u4e2d\u662f\u5426\u6709\u8207 ground truth \u76f8\u540c\u7684 middleware \u547c\u53eb\u4f4d\u7f6e<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'D', 'B')\">D. \u9a57\u8b49\u7a0b\u5f0f\u78bc\u5dee\u7570\u662f\u5426\u8207 ground truth \u7684 diff \u5b8c\u5168\u4e00\u81f4<\/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\u60f3\u70ba Cline Bench \u8ca2\u737b\u4e00\u500b\u9ad8\u54c1\u8cea\u7684 benchmark \u4efb\u52d9\u3002\u4ee5\u4e0b\u54ea\u500b\u4efb\u52d9\u6700\u9069\u5408\u88ab\u6536\u9304\uff1f <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">\u5019\u9078\u4efb\u52d9\u6e05\u55ae\uff1a\nTask A: \u7528 Next.js \u5f9e\u96f6\u5efa\u7acb\u4e00\u500b\u90e8\u843d\u683c\u61c9\u7528\nTask B: \u5728\u958b\u6e90\u5c08\u6848\u4e2d\u4fee\u5fa9\u4e00\u500b\u5c0e\u81f4\u8cc7\u6599\u5eab\u9023\u7dda\u6d29\u6f0f\u7684 race condition\nTask C: \u5c07\u4e00\u6bb5 Python 2 \u8a9e\u6cd5\u8f49\u63db\u70ba Python 3\nTask D: \u70ba\u4e00\u500b\u51fd\u5f0f\u52a0\u4e0a JSDoc \u8a3b\u89e3<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(3, 'A', 'B')\">A. Task A \u2014 \u5168\u7aef\u61c9\u7528\u80fd\u6e2c\u8a66\u6a21\u578b\u7684\u7d9c\u5408\u80fd\u529b<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'B', 'B')\">B. Task B \u2014 \u771f\u5be6\u958b\u6e90\u5c08\u6848\u4e2d\u7684\u8907\u96dc bug \u4fee\u5fa9\uff0c\u6709\u53ef\u9760\u7684\u8d77\u59cb\u548c\u7d50\u675f\u72c0\u614b<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'C', 'B')\">C. Task C \u2014 \u8a9e\u6cd5\u9077\u79fb\u662f\u5e38\u898b\u7684\u5de5\u7a0b\u4efb\u52d9<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'D', 'B')\">D. Task D \u2014 \u6587\u4ef6\u64b0\u5beb\u662f\u8edf\u9ad4\u958b\u767c\u7684\u91cd\u8981\u74b0\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. \u67d0\u5718\u968a\u82b1\u4e86\u4e09\u500b\u6708\u6253\u9020\u4e86\u4e00\u5957\u7cbe\u5bc6\u7684 coding agent \u7cfb\u7d71\uff0c\u5305\u542b\u591a\u5c64 RAG\u3001\u641c\u5c0b\u6a39\u548c\u81ea\u8a02\u7684 context \u5de5\u7a0b\u6a5f\u5236\u3002\u65b0\u7248\u524d\u6cbf\u6a21\u578b\u767c\u5e03\u5f8c\uff0c\u4ed6\u5011\u767c\u73fe agent \u7684\u8868\u73fe\u53cd\u800c\u4e0b\u964d\u4e86\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\">\u7cfb\u7d71\u67b6\u69cb\uff1a\n\u251c\u2500\u2500 Custom RAG Pipeline (\u591a\u5c64\u8a9e\u610f\u641c\u5c0b)\n\u251c\u2500\u2500 Search Tree (\u7a0b\u5f0f\u78bc\u7d50\u69cb\u5716\u904d\u6b77)\n\u251c\u2500\u2500 Context Engineering (\u52d5\u614b prompt \u7d44\u88dd)\n\u2514\u2500\u2500 Tool Calling Scaffold (\u591a\u968e\u6bb5\u5de5\u5177\u547c\u53eb)\n\n\u89c0\u5bdf\u5230\u7684\u73fe\u8c61\uff1a\n&#8211; \u820a\u6a21\u578b + \u672c\u7cfb\u7d71\uff1a\u57fa\u6e96\u5206\u6578 65%\n&#8211; \u65b0\u6a21\u578b + \u672c\u7cfb\u7d71\uff1a\u57fa\u6e96\u5206\u6578 58%\n&#8211; \u65b0\u6a21\u578b + \u7c21\u55ae terminal harness\uff1a\u57fa\u6e96\u5206\u6578 72%<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(4, 'A', 'C')\">A. \u65b0\u6a21\u578b\u7684 API \u683c\u5f0f\u6539\u8b8a\uff0c\u5c0e\u81f4 tool calling \u5931\u6557<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'B', 'C')\">B. RAG pipeline \u7684\u5411\u91cf\u8cc7\u6599\u5eab\u7d22\u5f15\u904e\u6642\uff0c\u9700\u8981\u91cd\u5efa<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'C', 'C')\">C. \u904e\u5ea6\u7684 scaffolding \u9650\u5236\u4e86\u66f4\u5f37\u6a21\u578b\u7684\u81ea\u4e3b\u80fd\u529b\uff0c\u53cd\u800c\u59a8\u7919\u5176\u8868\u73fe<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'D', 'C')\">D. \u65b0\u6a21\u578b\u7684 token \u9650\u5236\u8f03\u5c0f\uff0c\u7121\u6cd5\u8655\u7406\u8907\u96dc\u7684 context \u7d44\u88dd<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv4\"><\/div>\n    <\/div>\n\n    <!-- \u932f\u8aa4\u8a3a\u65b7\u984c 2 -->\n    <div class=\"question-adv\" id=\"qAdv5\">\n      <h3>5. \u4e00\u500b\u5718\u968a\u5728\u5efa\u69cb RL \u74b0\u5883\u6642\uff0c\u70ba\u300c\u5be6\u4f5c\u4f7f\u7528\u8005\u767b\u5165\u529f\u80fd\u300d\u9019\u500b\u4efb\u52d9\u8a2d\u8a08\u4e86\u4ee5\u4e0b\u9a57\u8b49\u6e2c\u8a66\u3002\u54ea\u4e00\u9805\u6e2c\u8a66\u8a2d\u8a08\u6709\u554f\u984c\uff1f <span class=\"badge debug\">\u932f\u8aa4\u8a3a\u65b7<\/span><\/h3>\n      <div class=\"code-block\">Verifier \u6e2c\u8a66\u6e05\u55ae\uff1a\nTest 1: \u767c\u9001\u6b63\u78ba\u5e33\u5bc6\u7684 POST \u8acb\u6c42\u5230 \/login\uff0c\u9a57\u8b49\u8fd4\u56de 200 \u548c\u6709\u6548 token\nTest 2: \u767c\u9001\u932f\u8aa4\u5bc6\u78bc\u7684 POST \u8acb\u6c42\u5230 \/login\uff0c\u9a57\u8b49\u8fd4\u56de 401\nTest 3: \u6aa2\u67e5\u7a0b\u5f0f\u78bc\u4e2d\u662f\u5426\u4f7f\u7528 bcrypt \u9032\u884c\u5bc6\u78bc\u96dc\u6e4a\nTest 4: \u9a57\u8b49 token \u904e\u671f\u5f8c\u8acb\u6c42\u6703\u8fd4\u56de 403<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(5, 'A', 'C')\">A. Test 1 \u2014 \u4e0d\u61c9\u8a72\u6e2c\u8a66\u5177\u9ad4\u7684 HTTP \u72c0\u614b\u78bc<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'B', 'C')\">B. Test 2 \u2014 \u932f\u8aa4\u5bc6\u78bc\u61c9\u8a72\u8fd4\u56de 400 \u800c\u4e0d\u662f 401<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'C', 'C')\">C. Test 3 \u2014 \u904e\u5ea6\u898f\u5b9a\u5be6\u4f5c\u65b9\u5f0f\uff0c\u5bc6\u78bc\u96dc\u6e4a\u4e0d\u4e00\u5b9a\u8981\u7528 bcrypt<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'D', 'C')\">D. Test 4 \u2014 token \u904e\u671f\u4e0d\u5c6c\u65bc\u767b\u5165\u529f\u80fd\u7684\u6e2c\u8a66\u7bc4\u570d<\/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: \"\u6839\u64da Nik \u7684\u6838\u5fc3\u8ad6\u9ede\uff0cagent \u5c64\u9762\u7684\u6539\u5584\uff08RAG\u3001\u641c\u5c0b\u6a39\u3001tool calling scaffold\uff09\u90fd\u53ea\u662f\u908a\u969b\u6539\u5584\uff0c\u7121\u6cd5\u63d0\u5347\u5e95\u5c64\u6a21\u578b\u7684\u80fd\u529b\u54ea\u6015 1%\u3002\u771f\u6b63\u63a8\u52d5\u6a21\u578b\u9032\u6b65\u7684\u662f benchmark \u548c RL \u74b0\u5883\u3002\u5c07\u771f\u5be6\u7684\u5931\u6557\u6848\u4f8b\u8f49\u5316\u70ba RL \u8a13\u7df4\u74b0\u5883\uff0c\u624d\u662f\u552f\u4e00\u80fd\u5f9e\u6839\u672c\u4e0a\u63d0\u5347\u6a21\u578b\u8868\u73fe\u7684\u65b9\u5f0f\u3002\",\n        2: \"\u9019\u5c31\u662f Nik \u7528\u8336\u58fa\u54e8\u5b50\u6bd4\u55bb\u6240\u95e1\u8ff0\u7684\u539f\u5247\uff1a\u597d\u7684 verifier \u61c9\u8a72\u662f\u7d14\u7cb9\u7684\u300c\u7d50\u679c\u9a57\u8b49\u300d\uff08outcome verification\uff09\u3002\u9078\u9805 A \u548c C \u90fd\u662f\u5728\u6aa2\u67e5\u5be6\u4f5c\u7d30\u7bc0\uff08\u7528\u4e86\u4ec0\u9ebc library\u3001\u7a0b\u5f0f\u78bc\u7d50\u69cb\u662f\u5426\u8207 ground truth \u4e00\u81f4\uff09\uff0c\u800c\u9078\u9805 D \u66f4\u662f\u8981\u6c42\u5b8c\u5168\u76f8\u540c\u7684\u7a0b\u5f0f\u78bc\u3002\u6b63\u78ba\u505a\u6cd5\u662f\u53ea\u9a57\u8b49\u7d50\u679c\u2014\u2014\u672a\u8a8d\u8b49\u8acb\u6c42\u662f\u5426\u88ab\u6b63\u78ba\u62d2\u7d55\u2014\u2014\u4e0d\u7ba1 agent \u662f\u7528 JWT\u3001session \u9084\u662f\u5176\u4ed6\u65b9\u5f0f\u5be6\u73fe\u7684\u3002\",\n        3: \"\u6839\u64da Nik \u7684\u8aaa\u660e\uff0cCline Bench \u7684\u4efb\u52d9\u8cc7\u683c\u5be9\u67e5\u6703\u6392\u9664\uff1avibe coding \u7522\u51fa\u7684\u4f4e\u54c1\u8cea\u7a0b\u5f0f\u78bc\u3001\u904e\u65bc\u7c21\u55ae\u7684\u4efb\u52d9\u3001\u4ee5\u53ca\u6c92\u6709\u53ef\u9760\u8d77\u59cb\/\u7d50\u675f\u72c0\u614b\u7684\u4efb\u52d9\u3002Task A \u662f\u5f9e\u96f6\u5efa\u69cb\uff0c\u5c6c\u65bc\u88ab\u6392\u9664\u7684 vibe coding \u985e\u578b\u3002Task C \u548c D \u90fd\u592a\u7c21\u55ae\u7463\u788e\u3002\u53ea\u6709 Task B \u7b26\u5408\u6a19\u6e96\uff1a\u5b83\u662f\u771f\u5be6\u958b\u6e90\u5c08\u6848\u4e2d\u7684\u8907\u96dc\u554f\u984c\uff0c\u6709\u660e\u78ba\u7684 bug \u8d77\u59cb\u72c0\u614b\u548c\u4fee\u5fa9\u5f8c\u7684\u7d50\u675f\u72c0\u614b\uff0c\u800c\u4e14\u9700\u8981\u6a21\u578b\u5177\u5099\u771f\u6b63\u7684\u5de5\u7a0b\u63a8\u7406\u80fd\u529b\u3002\",\n        4: \"\u9019\u6b63\u662f Nik \u6f14\u8b1b\u4e2d\u7684\u6838\u5fc3\u89c0\u9ede\uff1a\u524d\u6cbf\u6a21\u578b\u7684\u80fd\u529b\u5df2\u7d93\u8d85\u8d8a\u4e86\u7cbe\u5de7\u7684 scaffolding\uff0c\u904e\u5ea6\u7684\u5de5\u7a0b\u62bd\u8c61\u53cd\u800c\u6703\u300c\u64cb\u4f4f\u6a21\u578b\u7684\u8def\u300d\u3002\u6578\u64da\u6e05\u695a\u986f\u793a\uff1a\u65b0\u6a21\u578b\u914d\u5408\u7c21\u55ae\u7684 terminal harness\uff0872%\uff09\u9060\u512a\u65bc\u642d\u914d\u8907\u96dc\u7cfb\u7d71\uff0858%\uff09\u3002\u9019\u8b49\u660e\u4e86\u300c\u80fd\u529b\u52dd\u904e\u67b6\u69cb\u300d\uff08capability beats scaffolding\uff09\u2014\u2014\u8b93\u958b\u6a21\u578b\u7684\u8def\uff0c\u5b83\u81ea\u5df1\u5c31\u80fd\u8868\u73fe\u5f97\u66f4\u597d\u3002\",\n        5: \"Test 3 \u9055\u53cd\u4e86 Nik \u5f37\u8abf\u7684 verifier \u8a2d\u8a08\u539f\u5247\uff1a\u4e0d\u8981\u57fa\u65bc ground truth \u904e\u5ea6\u898f\u5b9a\u5be6\u4f5c\u65b9\u5f0f\u3002\u5c31\u50cf\u8336\u58fa\u54e8\u5b50\u4e0d\u5728\u4e4e\u4f60\u7528\u74e6\u65af\u7210\u9084\u662f\u96fb\u78c1\u7210\u4e00\u6a23\uff0cverifier \u4e0d\u61c9\u8a72\u8981\u6c42\u7279\u5b9a\u7684\u5bc6\u78bc\u96dc\u6e4a\u6f14\u7b97\u6cd5\u3002\u4f7f\u7528 argon2\u3001scrypt \u6216 bcrypt \u90fd\u662f\u5408\u7406\u7684\u9078\u64c7\u3002\u5176\u4ed6\u4e09\u500b\u6e2c\u8a66\u90fd\u662f\u9a57\u8b49\u529f\u80fd\u7d50\u679c\uff08outcome\uff09\u7684\u6b63\u7576\u6e2c\u8a66\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=\"545\" 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>Cline \u7684 AI \u8ca0\u8cac\u4eba Nik Pash \u5728\u9019\u5834\u6f14\u8b1b\u4e2d\uff0c\u76f4\u8a00\u4e0d\u8af1\u5730\u6307\u51fa\u7576\u524d AI Coding Agen [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":544,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"rolpb_likes":0,"footnotes":""},"categories":[452],"tags":[502,503,362,504,443],"class_list":["post-545","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-vibe-coding","tag-ai-coding-agent","tag-cline","tag-llm","tag-prompt-engineering","tag-vibe-coding-2"],"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\/545","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=545"}],"version-history":[{"count":0,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/posts\/545\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/media\/544"}],"wp:attachment":[{"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/media?parent=545"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/categories?post=545"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/tags?post=545"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}