{"id":10021374,"date":"2026-06-01T02:44:08","date_gmt":"2026-05-31T18:44:08","guid":{"rendered":"https:\/\/itmax.cn\/?p=10021374"},"modified":"2026-06-01T02:44:08","modified_gmt":"2026-05-31T18:44:08","slug":"spec-coding-%e8%a7%84%e8%8c%83%e9%a9%b1%e5%8a%a8%e7%bc%96%e7%a8%8b%e5%ae%9e%e6%88%98%ef%bc%9a%e4%bb%8e-vibe-coding-%e5%88%b0-ai-%e4%bb%a3%e7%a0%81%e8%a7%84%e8%8c%83","status":"publish","type":"post","link":"https:\/\/itmax.cn\/?p=10021374","title":{"rendered":"Spec Coding \u89c4\u8303\u9a71\u52a8\u7f16\u7a0b\u5b9e\u6218\uff1a\u4ece Vibe Coding \u5230 AI \u4ee3\u7801\u89c4\u8303"},"content":{"rendered":"<p>\u4f60\u597d\uff0c\u6211\u662f\u5c0f G\u3002\u62d6\u4e86\u86ee\u4e45\uff0c\u6765\u586b\u5751\u4e86\u3002<\/p>\n<p>Spec Coding \u5f88\u65e9\u4e4b\u524d\u5c31\u6709\u7fa4\u53cb\u63d0\u5230\u8bf4\u5efa\u8bae\u5199\u4e00\u4e0b\u3002\u786e\u5b9e\u8fd8\u86ee\u91cd\u8981\u7684\uff0c\u5de5\u4f5c\u4e2d\u80fd\u7528\u5230\uff0c\u9762\u8bd5\u4e5f\u5f00\u59cb\u95ee\u4e86\u3002<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000047800722\" alt=\"spec coding \u88ab\u8bfb\u8005\u50ac\u5199\" title=\"spec coding \u88ab\u8bfb\u8005\u50ac\u5199\"><\/p>\n<p>\u4e0a\u5468\u548c\u540c\u4e8b\u804a\u5929\uff0c\u4ed6\u95ee\u6211\u8fd8\u5728\u6298\u817e Spec Coding \u5e72\u561b\u3002\u539f\u8bdd\u5927\u6982\u662f\uff1a\u201cClaude Code \u90fd\u80fd\u81ea\u5df1\u5199\u4ee3\u7801\u4e86\uff0c\u4f60\u82b1\u65f6\u95f4\u5199\u89c4\u8303\u4e0d\u662f\u591a\u6b64\u4e00\u4e3e\uff1f\u201d<\/p>\n<p>\u6211\u5f53\u65f6\u6ca1\u5fcd\u4f4f\u603c\u4e86\u4e00\u53e5\uff1a\u201cAI \u5199\u51fa\u6765\u7684\u5c4e\u5c71\u4ee3\u7801\uff0c\u4f60\u6765\u7ef4\u62a4\uff1f\u201d<\/p>\n<p>\u4ed6\u6123\u4e86\u4e00\u4e0b\u3002<\/p>\n<p>\u8bf4\u5b9e\u8bdd\u6211\u7406\u89e3\u4ed6\u7684\u60f3\u6cd5\u3002AI \u5199\u4ee3\u7801\u786e\u5b9e\u5feb\uff0c\u6254\u4e00\u53e5\u9700\u6c42\u8fc7\u53bb\uff0c\u51e0\u79d2\u949f\u4e00\u4e2a\u51fd\u6570\u5c31\u51fa\u6765\u4e86\uff0c\u8dd1\u8d77\u6765\u8fd8\u633a\u50cf\u90a3\u4e48\u56de\u4e8b\u3002Demo\u3001\u811a\u672c\u3001\u4e00\u6b21\u6027\u9875\u9762\uff0c\u8fd9\u4e48\u641e\u6ca1\u6bdb\u75c5\u3002<\/p>\n<p>\u4f46\u95ee\u9898\u662f\u2014\u2014\u4f60\u628a\u8fd9\u5957\u73a9\u6cd5\u642c\u5230\u4e00\u4e2a\u591a\u4eba\u534f\u4f5c\u3001\u8981\u957f\u671f\u7ef4\u62a4\u7684\u9879\u76ee\u91cc\uff0c\u8fc7\u4e24\u5468\u518d\u56de\u6765\u770b\u90a3\u6bb5\u4ee3\u7801\uff0c\u4f60\u5927\u6982\u7387\u4e0d\u60f3\u78b0\uff0c\u4e5f\u4e0d\u6562\u78b0\u3002\u56e0\u4e3a\u9700\u6c42\u91cc\u6ca1\u5199\u6e05\u7684\u90e8\u5206\uff0cAI \u81ea\u5df1\u8111\u8865\u4e86\uff1b\u8fb9\u754c\u6761\u4ef6\u4f60\u6ca1\u63d0\uff0c\u5b83\u6309\u201c\u5e38\u89c1\u5199\u6cd5\u201d\u731c\u4e86\u4e00\u4e2a\uff1b\u4f60\u4eec\u56e2\u961f\u7684\u9519\u8bef\u7801\u683c\u5f0f\u3001\u6743\u9650\u6821\u9a8c\u7ea6\u5b9a\uff0cAI \u4e00\u4e2a\u90fd\u4e0d\u77e5\u9053\u3002\u5b83\u53ea\u662f\u6309\u7167\u8bad\u7ec3\u6570\u636e\u91cc\u51fa\u73b0\u9891\u7387\u6700\u9ad8\u7684\u65b9\u6848\uff0c\u7ed9\u4f60\u62fc\u4e86\u4e00\u6bb5\u201c\u770b\u8d77\u6765\u80fd\u8dd1\u201d\u7684\u4ee3\u7801\u3002<\/p>\n<p>\u8fd9\u7bc7\u6587\u7ae0\u804a Spec Coding \u7684\u6838\u5fc3\u601d\u8def\uff0c\u5185\u5bb9\u4e0d\u5c11\uff0c\u5efa\u8bae\u6536\u85cf\u3002\u901a\u8fc7\u672c\u6587\u4f60\u5c06\u641e\u61c2\uff1a<\/p>\n<ol>\n<li>Vibe Coding \u548c Spec Coding \u7684\u5b9e\u9645\u5dee\u522b\uff0c\u4ee5\u53ca\u4ec0\u4e48\u65f6\u5019\u8be5\u7528\u54ea\u4e2a<\/li>\n<li>\u5b8c\u6574\u7684 Spec Coding \u843d\u5730\u6d41\u7a0b\uff0c\u4ece\u5199\u9700\u6c42\u5230\u8ba9 AI \u6309\u89c4\u77e9\u6267\u884c<\/li>\n<li>Spec \u5728\u4e3b\u6d41 AI IDE\uff08Cursor\u3001Claude Code\u3001Copilot \u7b49\uff09\u91cc\u600e\u4e48\u914d\u3001\u600e\u4e48\u7ba1\u3001\u600e\u4e48\u9632\u6b62 AI \u8d8a\u754c<\/li>\n<\/ol>\n<h2>Vibe Coding \u4e0d\u662f\u4e0d\u80fd\u7528<\/h2>\n<p>Vibe Coding\uff08\u6c1b\u56f4\u7f16\u7a0b\uff09\uff0c\u51ed\u611f\u89c9\u8d70\u3002\u7ed9 AI \u4e00\u53e5\u6a21\u7cca\u7684\u610f\u56fe\uff0c\u5b83\u5c31\u76f4\u63a5\u5f00\u59cb\u8f93\u51fa\u4ee3\u7801\u3002<\/p>\n<p>Karpathy \u6700\u65e9\u63d0\u8fd9\u4e2a\u8bcd\u65f6\uff0c\u8bf4\u7684\u4e5f\u662f\u90a3\u79cd\u628a\u9700\u6c42\u4e22\u7ed9 AI\u3001\u987a\u7740\u611f\u89c9\u4e0d\u65ad\u8c03\u6574\u3001\u751a\u81f3\u6682\u65f6\u4e0d\u592a\u7ba1\u4ee3\u7801\u7ec6\u8282\u7684\u5199\u6cd5\u3002<\/p>\n<p>Vibe Coding \u4e0d\u662f\u539f\u7f6a\u3002\u4e0b\u9762\u8fd9\u4e9b\u573a\u666f\uff0c\u7528\u5b83\u53cd\u800c\u5f88\u5408\u9002\uff1a<\/p>\n<ul>\n<li>\u9a8c\u8bc1\u4e00\u4e2a\u60f3\u6cd5\uff0c\u5148\u5199\u4e2a Demo \u770b\u770b\u6548\u679c<\/li>\n<li>\u5199\u4e00\u6b21\u6027\u811a\u672c\uff0c\u8dd1\u5b8c\u5c31\u6254<\/li>\n<li>\u505a\u5185\u90e8\u5c0f\u5de5\u5177\uff0c\u5f71\u54cd\u9762\u5f88\u5c0f<\/li>\n<li>AI \u5199\u5b8c\u540e\uff0c\u6709\u5b8c\u6574\u6d4b\u8bd5\u515c\u5e95\uff0c\u800c\u4e14\u4e0d\u76f4\u63a5\u66b4\u9732\u7ed9\u5916\u90e8\u7528\u6237<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u60c5\u51b5\u4e0b\uff0c\u786c\u5199\u4e00\u5927\u5806 Spec \u53cd\u800c\u662f\u6d6a\u8d39\u65f6\u95f4\u3002<\/p>\n<p>\u771f\u6b63\u7684\u95ee\u9898\u662f\uff1a\u5f88\u591a\u4eba\u9a8c\u8bc1\u5b8c\u60f3\u6cd5\u4e4b\u540e\uff0c\u987a\u624b\u5c31\u628a Vibe \u51fa\u6765\u7684\u4ee3\u7801\u63a8\u4e0a\u4e86\u751f\u4ea7\u3002<\/p>\n<p>\u8fd9\u5c31\u4e0d\u4e00\u6837\u4e86\u3002<\/p>\n<p>Demo \u9636\u6bb5\u4f60\u53ef\u4ee5\u9760\u611f\u89c9\u8d70\uff0c\u56e0\u4e3a\u9519\u4e86\u5c31\u6539\uff0c\u574f\u4e86\u5c31\u5220\u3002\u751f\u4ea7\u4ee3\u7801\u4e0d\u884c\uff0c\u5b83\u540e\u9762\u4f1a\u63a5\u6570\u636e\u5e93\u3001\u63a5\u652f\u4ed8\u3001\u63a5\u7528\u6237\u6570\u636e\u3001\u63a5\u522b\u4eba\u7684\u7ef4\u62a4\u6210\u672c\u3002\u4f60\u4eca\u5929\u7701\u4e0b\u6765\u7684\u534a\u5c0f\u65f6\uff0c\u53ef\u80fd\u4f1a\u53d8\u6210\u540e\u9762\u51e0\u5929\u7684\u6392\u67e5\u65f6\u95f4\u3002<\/p>\n<p>\u6211\u7684\u5224\u65ad\u6807\u51c6\u5c31\u4e00\u6761\uff1a <strong>\u8fd9\u6bb5\u4ee3\u7801\u8981\u6d3b\u591a\u4e45\uff1f<\/strong><\/p>\n<ul>\n<li><strong>\u4e24\u5929\u5c31\u6254\u6389<\/strong>\u7684\u811a\u672c\uff0cVibe \u591f\u4e86\u3002\u5199 Spec \u53cd\u800c\u62d6\u6548\u7387\u3002<\/li>\n<li><strong>3-5 \u5929<\/strong>\u8fd9\u79cd\u4e2d\u95f4\u5730\u5e26\uff0c\u53ef\u4ee5\u5199\u8f7b\u91cf Spec\u3002\u4e0d\u7528\u5c55\u5f00\u5b8c\u6574\u8bbe\u8ba1\uff0c\u53ea\u5199\u5173\u952e\u7ea6\u675f\u548c\u9a8c\u6536\u6807\u51c6\uff0c\u534a\u5c0f\u65f6\u5dee\u4e0d\u591a\u80fd\u641e\u5b9a\u3002<\/li>\n<li><strong>\u8d85\u8fc7\u4e00\u5468<\/strong>\u7684\u4ee3\u7801\uff0c\u53ea\u8981\u9700\u8981\u522b\u4eba\u7ef4\u62a4\u3001\u6d89\u53ca\u6570\u636e\u6301\u4e45\u5316\u3001\u63a5\u5165\u5916\u90e8\u63a5\u53e3\uff0c\u5c31\u522b\u88f8 Vibe\u3002\u81f3\u5c11\u8981\u628a\u7ea6\u675f\u3001\u8fb9\u754c\u548c\u9a8c\u6536\u6807\u51c6\u5199\u6e05\u695a\u3002<\/li>\n<\/ul>\n<p>\u800c\u4e14\uff0c\u5f88\u591a\u65f6\u5019\u642d\u914d\u8f7b\u91cf\u7ea7 Spec \u4e5f\u6ca1\u95ee\u9898\uff0c\u4e0d\u9700\u8981\u592a\u6b7b\u677f\u3002<\/p>\n<p>\u8f7b\u91cf Spec \u53ef\u4ee5\u7b80\u5355\u5230\u8fd9\u79cd\u7a0b\u5ea6\uff1a<\/p>\n<pre><code class=\"markdown\">## \u4efb\u52a1\u76ee\u6807\n\n\u5b9e\u73b0\u4e00\u4e2a\u8ba2\u5355\u5bfc\u51fa\u63a5\u53e3\uff0c\u652f\u6301\u6309\u65f6\u95f4\u8303\u56f4\u5bfc\u51fa CSV\u3002\n\n## \u5173\u952e\u7ea6\u675f\n\n- \u5355\u6b21\u5bfc\u51fa\u6700\u591a 5000 \u6761\n- \u65f6\u95f4\u8303\u56f4\u4e0d\u80fd\u8d85\u8fc7 31 \u5929\n- \u5fc5\u987b\u6821\u9a8c\u7528\u6237\u6743\u9650\uff0c\u53ea\u80fd\u5bfc\u51fa\u5f53\u524d\u79df\u6237\u7684\u6570\u636e\n- \u67e5\u8be2\u5fc5\u987b\u547d\u4e2d order_tenant_time_idx \u8054\u5408\u7d22\u5f15\n- \u5bfc\u51fa\u5931\u8d25\u8981\u8bb0\u5f55\u5931\u8d25\u539f\u56e0\uff0c\u4e0d\u80fd\u53ea\u8fd4\u56de unknown error\n\n## \u9a8c\u6536\u6807\u51c6\n\n- \u6b63\u5e38\u5bfc\u51fa CSV\uff0c\u5b57\u6bb5\u987a\u5e8f\u7b26\u5408\u4ea7\u54c1\u7ea6\u5b9a\n- \u8d85\u8fc7 5000 \u6761\u65f6\u8fd4\u56de\u660e\u786e\u9519\u8bef\n- \u8d8a\u6743\u79df\u6237\u6570\u636e\u4e0d\u80fd\u88ab\u5bfc\u51fa\n- \u5355\u5143\u6d4b\u8bd5\u8986\u76d6\u7a7a\u65f6\u95f4\u3001\u8d8a\u754c\u65f6\u95f4\u3001\u65e0\u6743\u9650\u3001\u65e0\u6570\u636e\u56db\u79cd\u573a\u666f<\/code><\/pre>\n<h2>Spec Coding \u5230\u5e95\u662f\u4ec0\u4e48<\/h2>\n<p>Spec Coding\uff0c\u76f4\u8bd1\u8fc7\u6765\u53eb\u89c4\u8303\u9a71\u52a8\u7f16\u7a0b\u3002\u7b80\u5355\u6765\u8bf4\u5c31\u662f\uff1a\u5148\u628a\u89c4\u8303\u5199\u6e05\u695a\uff0c\u518d\u8ba9 AI \u5e72\u6d3b\u3002<\/p>\n<p>\u5e73\u65f6\u8ba9 AI \u5199\u4ee3\u7801\uff0c\u5f88\u591a\u4eba\u4f1a\u76f4\u63a5\u4e22\u4e00\u53e5\uff1a<\/p>\n<blockquote><p>\u5e2e\u6211\u505a\u4e00\u4e2a\u7528\u6237\u7cfb\u7edf\u3002<\/p><\/blockquote>\n<p>AI \u5f53\u7136\u80fd\u5199\uff0c\u800c\u4e14\u770b\u8d77\u6765\u8fd8\u633a\u50cf\u90a3\u4e48\u56de\u4e8b\u3002\u4f46\u95ee\u9898\u4e5f\u5728\u8fd9\u91cc\uff1a\u4f60\u6ca1\u544a\u8bc9\u5b83\u7528\u6237\u7cfb\u7edf\u5230\u5e95\u957f\u4ec0\u4e48\u6837\uff0c\u5b83\u5c31\u53ea\u80fd\u81ea\u5df1\u731c\u3002<\/p>\n<p>\u7528\u6237\u600e\u4e48\u6ce8\u518c\uff1f\u90ae\u7bb1\u80fd\u4e0d\u80fd\u91cd\u590d\uff1f\u5bc6\u7801\u600e\u4e48\u5b58\uff1f\u63a5\u53e3\u5931\u8d25\u65f6\u8fd4\u56de\u4ec0\u4e48\u683c\u5f0f\uff1f\u54ea\u4e9b\u529f\u80fd\u8fd9\u671f\u4e0d\u505a\uff1f\u7ba1\u7406\u5458\u6709\u6ca1\u6709\u7981\u7528\u7528\u6237\u7684\u80fd\u529b\uff1f\u8fd9\u4e9b\u4e1c\u897f\u5982\u679c\u4e00\u5f00\u59cb\u6ca1\u5199\u6e05\u695a\uff0cAI \u4e0d\u4f1a\u505c\u4e0b\u6765\u53cd\u95ee\u4f60\uff0c\u5b83\u5927\u6982\u7387\u4f1a\u5148\u8865\u4e00\u5957\u81ea\u5df1\u89c9\u5f97\u5408\u7406\u7684\u65b9\u6848\u3002<\/p>\n<p>Spec Coding \u505a\u7684\u4e8b\u60c5\uff0c\u5c31\u662f\u628a\u8fd9\u4e9b\u89c4\u5219\u63d0\u524d\u5199\u4e0b\u6765\u3002<\/p>\n<p>\u8fd9\u91cc\u7684 Spec \u4e0d\u662f\u968f\u4fbf\u5199\u4e24\u53e5\u9700\u6c42\uff0c\u800c\u662f\u4e00\u4efd AI \u80fd\u7167\u7740\u6267\u884c\u7684\u6280\u672f\u7ea6\u5b9a\u3002\u63a5\u53e3\u3001\u6570\u636e\u7ed3\u6784\u3001\u9519\u8bef\u7801\u3001\u8fb9\u754c\u6761\u4ef6\u3001\u5b89\u5168\u8981\u6c42\u3001\u6280\u672f\u6808\u9650\u5236\uff0c\u751a\u81f3\u54ea\u4e9b\u64cd\u4f5c\u4e0d\u5141\u8bb8\u78b0\uff0c\u90fd\u8981\u5199\u5728\u91cc\u9762\u3002<\/p>\n<p>\u5b83\u548c Vibe Coding \u7684\u5dee\u522b\uff0c\u4e5f\u5c31\u5728\u8fd9\u3002<\/p>\n<p>Vibe Coding \u66f4\u50cf\u662f\u4f60\u7ed9 AI \u4e00\u4e2a\u5927\u65b9\u5411\uff0c\u7136\u540e\u8ba9\u5b83\u81ea\u7531\u53d1\u6325\u3002\u4ee3\u7801\u751f\u6210\u51fa\u6765\u4ee5\u540e\uff0c\u4f60\u518d\u53bb\u9a8c\u6536\u3001\u6539 bug\u3001\u8865\u7ec6\u8282\u3002\u77ed\u5e73\u5feb\u7684\u5c0f\u811a\u672c\u8fd9\u4e48\u5e72\u6ca1\u5565\u95ee\u9898\uff0c\u751a\u81f3\u5f88\u723d\u3002<\/p>\n<p>\u4f46\u9879\u76ee\u7a0d\u5fae\u590d\u6742\u4e00\u70b9\uff0c\u5c31\u5bb9\u6613\u51fa\u4e8b\u3002\u7b49\u4f60\u53d1\u73b0 AI \u7406\u89e3\u9519\u4e86\uff0c\u4ee3\u7801\u5df2\u7ecf\u5199\u4e86\u4e00\u5806\u3002\u4f60\u56de\u5934\u67e5\uff0c\u4e5f\u5f88\u96be\u8bf4\u6e05\u695a\u5230\u5e95\u662f\u9700\u6c42\u6ca1\u8bb2\u660e\u767d\uff0c\u8fd8\u662f AI \u81ea\u5df1\u4e71\u53d1\u6325\u3002<\/p>\n<p>\u7b80\u5355\u603b\u7ed3\u4e0b Spec Coding \u548c Vibe Coding \u7684\u5dee\u522b\uff1a<strong>AI \u7684\u884c\u4e3a\u662f\u7531\u4f60\u5b9a\u4e49\u7684\uff0c\u8fd8\u662f\u7531\u5b83\u731c\u7684\uff1f<\/strong><\/p>\n<h2>\u56db\u6b65\u843d\u5730<\/h2>\n<p>\u4e00\u822c\u4f1a\u628a Spec Coding \u62c6\u6210\u56db\u6b65\uff1aSpecify\u3001Plan\u3001Tasks\u3001Implement\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u9636\u6bb5<\/th>\n<th>\u5e72\u4ec0\u4e48<\/th>\n<th>\u4ea7\u51fa<\/th>\n<th>\u5173\u952e\u52a8\u4f5c<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>Specify<\/strong><\/td>\n<td>\u4ea7\u54c1\u5b9a\u4e49<\/td>\n<td><code>requirements.md<\/code><\/td>\n<td>\u660e\u786e\u529f\u80fd\u3001\u7528\u6237\u3001\u75db\u70b9\uff0c\u5b9a\u201c\u505a\u4ec0\u4e48\u201d<\/td>\n<\/tr>\n<tr>\n<td><strong>Plan<\/strong><\/td>\n<td>\u6280\u672f\u89c4\u5212<\/td>\n<td><code>design.md<\/code><\/td>\n<td>\u5b9a\u6280\u672f\u6808\u3001\u67b6\u6784\u3001\u5951\u7ea6\uff0c\u5b9a\u201c\u600e\u4e48\u505a\u201d<\/td>\n<\/tr>\n<tr>\n<td><strong>Tasks<\/strong><\/td>\n<td>\u4efb\u52a1\u62c6\u89e3<\/td>\n<td><code>tasks.md<\/code><\/td>\n<td>\u62c6\u6210\u539f\u5b50\u4efb\u52a1\uff0c\u5199\u9a8c\u6536\u6807\u51c6<\/td>\n<\/tr>\n<tr>\n<td><strong>Implement<\/strong><\/td>\n<td>AI \u6267\u884c<\/td>\n<td>&#8211;<\/td>\n<td>AI \u6309 Spec \u5e72\u6d3b\uff0c\u4eba\u9a8c\u6536<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u7406\u89e3\u8d77\u6765\u5176\u5b9e\u5f88\u7b80\u5355\uff0c\u6838\u5fc3\u5c31\u662f<strong>\u5148\u5199\u6e05\u695a\u8981\u505a\u4ec0\u4e48\uff0c\u518d\u5199\u6e05\u695a\u600e\u4e48\u505a\uff0c\u7136\u540e\u62c6\u4efb\u52a1\uff0c\u6700\u540e\u4ea4\u7ed9 AI \u6267\u884c<\/strong>\u3002<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000047800723\" alt=\"Spec Coding \u89c4\u8303\u9a71\u52a8\u7f16\u7a0b\u6d41\u6c34\u7ebf\" title=\"Spec Coding \u89c4\u8303\u9a71\u52a8\u7f16\u7a0b\u6d41\u6c34\u7ebf\" loading=\"lazy\"><\/p>\n<h3>Specify\uff1a\u5148\u641e\u6e05\u695a\u505a\u4ec0\u4e48<\/h3>\n<p>\u7b2c\u4e00\u6b65\u662f <code>Specify<\/code>\uff0c\u4ea7\u51fa\u4e00\u822c\u662f <code>requirements.md<\/code>\uff0c\u6216\u8005\u53eb <code>spec.md<\/code>\u3002<\/p>\n<p>\u8fd9\u4e00\u6b65\u6709\u70b9\u50cf\u5199 PRD\uff0c\u4f46\u9762\u5411\u7684\u4f7f\u7528\u8005\u662f AI\u3002<\/p>\n<p>\u6240\u4ee5\uff0c\u5b83\u4e0d\u80fd\u53ea\u5199\u65b9\u5411\uff0c\u5f97\u628a\u8fb9\u754c\u4e5f\u5199\u51fa\u6765\u3002<\/p>\n<p>\u6bd4\u5982\u4f60\u5199\u4e00\u53e5\uff1a<\/p>\n<blockquote><p>\u505a\u4e00\u4e2a\u7528\u6237\u7cfb\u7edf\u3002<\/p><\/blockquote>\n<p>\u4eba\u770b\u7740\u6ca1\u95ee\u9898\uff0cAI \u770b\u4e86\u5c31\u5f00\u59cb\u731c\u4e86\uff1a\u7528\u6237\u600e\u4e48\u6ce8\u518c\uff1f\u90ae\u7bb1\u80fd\u4e0d\u80fd\u91cd\u590d\uff1f\u5bc6\u7801\u6709\u5565\u8981\u6c42\uff1f\u7b2c\u4e09\u65b9\u767b\u5f55\u505a\u4e0d\u505a\uff1f\u7ba1\u7406\u5458\u80fd\u4e0d\u80fd\u7981\u4eba\uff1f\u88ab\u7981\u4e86\u6570\u636e\u600e\u4e48\u529e\uff1f<\/p>\n<p>\u4f60\u4e0d\u5199\uff0c\u5b83\u5c31\u81ea\u5df1\u5b9a\u3002<\/p>\n<p>\u66f4\u7a33\u4e00\u70b9\u7684\u5199\u6cd5\u662f\uff1a<\/p>\n<blockquote><p>\u652f\u6301\u90ae\u7bb1\u6ce8\u518c\u548c\u767b\u5f55\uff1b\u90ae\u7bb1\u5fc5\u987b\u552f\u4e00\uff1b\u5bc6\u7801\u957f\u5ea6\u81f3\u5c11 8 \u4f4d\uff1b\u6682\u4e0d\u652f\u6301\u7b2c\u4e09\u65b9\u767b\u5f55\uff1b\u7ba1\u7406\u5458\u53ef\u4ee5\u7981\u7528\u7528\u6237\uff1b\u7528\u6237\u88ab\u7981\u7528\u540e\u4e0d\u80fd\u767b\u5f55\uff0c\u4f46\u5386\u53f2\u6570\u636e\u4fdd\u7559\u3002<\/p><\/blockquote>\n<p>\u8fd9\u53e5\u8bdd\u8ba9 AI \u77e5\u9053\u54ea\u4e9b\u80fd\u505a\uff0c\u54ea\u4e9b\u4e0d\u80fd\u505a\uff0c\u54ea\u4e9b\u8fb9\u754c\u4e0d\u80fd\u78b0\u3002<\/p>\n<h3>Plan\uff1a\u6572\u5b9a\u6280\u672f\u65b9\u6848<\/h3>\n<p>\u7b2c\u4e8c\u6b65\u662f <code>Plan<\/code>\uff0c\u4e00\u822c\u4f1a\u843d\u5230 <code>design.md<\/code> \u6216 <code>plan.md<\/code> \u91cc\u3002<\/p>\n<p>\u8fd9\u4e00\u6b65\u5f88\u591a\u4eba\u4f1a\u8df3\u8fc7\uff0c\u89c9\u5f97\u53cd\u6b63 AI \u4f1a\u5199\u4ee3\u7801\uff0c\u8ba9\u5b83\u81ea\u5df1\u53d1\u6325\u5c31\u884c\u3002<\/p>\n<p>\u7136\u540e\u95ee\u9898\u5c31\u6765\u4e86\u3002<\/p>\n<p>\u4f60\u6ca1\u8bf4\u7528\u54ea\u4e2a Java \u7248\u672c\uff0c\u5b83\u53ef\u80fd\u7ed9\u4f60\u5199 Java 8 \u7684\u4ee3\u7801\uff1b\u4f60\u6ca1\u8bf4 Spring Boot \u7248\u672c\uff0c\u5b83\u53ef\u80fd\u6309\u65e7\u5199\u6cd5\u6765\uff1b\u4f60\u6ca1\u8bf4\u9519\u8bef\u7801\u683c\u5f0f\uff0c\u5b83\u5c31\u6bcf\u4e2a\u63a5\u53e3\u8fd4\u56de\u4e00\u5957\uff1b\u4f60\u6ca1\u8bf4\u5206\u5c42\u65b9\u5f0f\uff0c\u5b83\u53ef\u80fd Controller \u91cc\u76f4\u63a5\u5199\u4e1a\u52a1\u903b\u8f91\uff1b\u4f60\u6ca1\u8bf4\u8868\u5b57\u6bb5\u600e\u4e48\u547d\u540d\uff0c\u5b83\u4e5f\u4f1a\u6309\u81ea\u5df1\u7684\u4e60\u60ef\u6765\u3002<\/p>\n<p>\u6240\u4ee5 <code>design.md<\/code> \u4e0d\u7528\u5199\u5f97\u7279\u522b\u91cd\uff0c\u4f46\u51e0\u4e2a\u5173\u952e\u7ea6\u675f\u5f97\u5148\u5b9a\u4e0b\u6765\u3002<\/p>\n<p>\u6bd4\u5982\u5148\u5199\u6210\u8fd9\u6837\u5c31\u591f\u7528\uff1a<\/p>\n<pre><code class=\"markdown\">## \u6280\u672f\u6808\n\n- \u8bed\u8a00: Java 21 (LTS)\n- \u6846\u67b6: Spring Boot 3.2.x\n- \u6570\u636e\u5e93: PostgreSQL 16\n- \u7f13\u5b58: Redis 7.x\n\n## \u67b6\u6784\u8bbe\u8ba1\n\n- \u5206\u5c42: Controller \u2192 Service \u2192 Repository\n- \u901a\u4fe1: REST API + gRPC\uff08\u5185\u90e8\u670d\u52a1\uff09\n- \u90e8\u7f72: Docker + Kubernetes\n\n## \u63a5\u53e3\u7ea6\u5b9a\n\n- API \u89c4\u8303: OpenAPI 3.0\n- \u9519\u8bef\u7801: \u7edf\u4e00\u683c\u5f0f {&quot;code&quot;: &quot;USER_NOT_FOUND&quot;, &quot;message&quot;: &quot;...&quot;}\n- \u65e5\u5fd7\u683c\u5f0f: JSON\uff0c\u5fc5\u987b\u5305\u542b trace_id<\/code><\/pre>\n<p>\u4f60\u53ef\u80fd\u4f1a\u60f3\uff1a\u8fd9\u4e0d\u5c31\u662f\u8bbe\u8ba1\u6587\u6863\u5417\uff1f<\/p>\n<p>\u786e\u5b9e\u6709\u70b9\u50cf\u3002<\/p>\n<p>\u4f46\u533a\u522b\u5728\u4e8e\uff0c\u4f20\u7edf\u8bbe\u8ba1\u6587\u6863\u4e3b\u8981\u662f\u7ed9\u4eba\u770b\u7684\u3002\u4eba\u770b\u5b8c\u77e5\u9053\u5927\u65b9\u5411\uff0c\u5269\u4e0b\u5f88\u591a\u7ec6\u8282\u53ef\u4ee5\u9760\u56e2\u961f\u4e60\u60ef\u8865\u4e0a\u3002\u6bd4\u5982\u5bc6\u7801\u4e0d\u80fd\u660e\u6587\u5b58\u3001\u9519\u8bef\u7801\u8981\u7edf\u4e00\u3001\u65e5\u5fd7\u91cc\u8981\u5e26 trace_id\uff0c\u8fd9\u4e9b\u4e1c\u897f\u5728\u6210\u719f\u56e2\u961f\u91cc\u901a\u5e38\u4e0d\u7528\u53cd\u590d\u5f3a\u8c03\u3002<\/p>\n<p>AI \u4e0d\u4e00\u6837\u3002<\/p>\n<p>\u4f60\u6ca1\u5199\uff0c\u5b83\u5c31\u731c\u3002\u731c\u5bf9\u4e86\u8fd8\u597d\uff0c\u731c\u9519\u4e86\u5c31\u5f97\u4f60\u56de\u6765\u8fd4\u5de5\u3002<\/p>\n<p>\u62ff\u5bc6\u7801\u5b58\u50a8\u4e3e\u4e2a\u4f8b\u5b50\u3002\u4f60\u53ea\u5199\u4e00\u53e5\u201c\u767b\u5f55\u8981\u5b89\u5168\u201d\uff0c\u5bf9\u4eba\u6765\u8bf4\u53ef\u80fd\u591f\u4e86\uff0c\u4f46\u5bf9 AI \u6765\u8bf4\u592a\u5bbd\u4e86\u3002\u5b83\u4e5f\u8bb8\u77e5\u9053\u4e0d\u80fd\u660e\u6587\u5b58\u5bc6\u7801\uff0c\u4e5f\u53ef\u80fd\u7ed9\u4f60\u6574\u4e00\u4e2a\u770b\u7740\u50cf\u5b89\u5168\u3001\u5b9e\u9645\u4e0d\u8be5\u7528\u7684\u65b9\u6848\u3002<\/p>\n<p>\u66f4\u7a33\u7684\u505a\u6cd5\u662f\u628a\u89c4\u5219\u5199\u6b7b\uff1a<\/p>\n<pre><code class=\"text\">\u5bc6\u7801\u4f7f\u7528 bcrypt \u54c8\u5e0c\u5b58\u50a8\u3002\nbcrypt cost \u9ed8\u8ba4\u8bbe\u7f6e\u4e3a 12\uff0c\u53ef\u6839\u636e\u670d\u52a1\u5668\u6027\u80fd\u5728 10-14 \u4e4b\u95f4\u8c03\u6574\u3002\nbcrypt \u81ea\u5e26\u968f\u673a\u76d0\uff0c\u6570\u636e\u5e93\u53ea\u4fdd\u5b58\u54c8\u5e0c\u503c\uff0c\u4e0d\u4fdd\u5b58\u660e\u6587\u5bc6\u7801\u3002<\/code><\/pre>\n<p>\u8fd9\u6bb5\u770b\u7740\u6709\u70b9\u7ec6\uff0c\u4f46\u5b83\u628a\u201c\u5b89\u5168\u201d\u8fd9\u4e2a\u5927\u8bcd\u62c6\u6210\u4e86 AI \u80fd\u6267\u884c\u7684\u51e0\u6761\u5177\u4f53\u89c4\u5219\u3002<\/p>\n<p>\u9519\u8bef\u5904\u7406\u4e5f\u4e00\u6837\u3002\u522b\u5199\u201c\u63a5\u53e3\u5931\u8d25\u65f6\u8fd4\u56de\u53cb\u597d\u63d0\u793a\u201d\uff0c\u8fd9\u53e5\u8bdd\u57fa\u672c\u6ca1\u7ea6\u675f\u529b\u3002AI \u53ef\u80fd\u8fd9\u4e2a\u63a5\u53e3\u8fd4\u56de <code>error<\/code>\uff0c\u90a3\u4e2a\u63a5\u53e3\u8fd4\u56de <code>message<\/code>\uff0c\u8fd8\u6709\u7684\u5730\u65b9\u76f4\u63a5\u629b\u5f02\u5e38\u3002<\/p>\n<p>\u76f4\u63a5\u5199\u6e05\u695a\uff1a<\/p>\n<pre><code class=\"json\">{\n  &quot;code&quot;: &quot;USER_NOT_FOUND&quot;,\n  &quot;message&quot;: &quot;\u7528\u6237\u4e0d\u5b58\u5728&quot;,\n  &quot;trace_id&quot;: &quot;xxx&quot;\n}<\/code><\/pre>\n<p>\u518d\u8865\u4e00\u6bb5\u72b6\u6001\u7801\u7ea6\u5b9a\uff1a<\/p>\n<pre><code class=\"text\">\u53c2\u6570\u9519\u8bef\u8fd4\u56de 400\u3002\n\u672a\u767b\u5f55\u8fd4\u56de 401\u3002\n\u65e0\u6743\u9650\u8fd4\u56de 403\u3002\n\u8d44\u6e90\u4e0d\u5b58\u5728\u8fd4\u56de 404\u3002\n\u90ae\u7bb1\u91cd\u590d\u3001\u7528\u6237\u540d\u91cd\u590d\u8fd9\u7c7b\u51b2\u7a81\u8fd4\u56de 409\u3002<\/code><\/pre>\n<p>\u8fd9\u6837 AI \u81f3\u5c11\u77e5\u9053\u8be5\u5f80\u54ea\u4e2a\u65b9\u5411\u5199\u3002<\/p>\n<p>\u8bf4\u5230\u5e95\uff0c<code>design.md<\/code> \u4e3b\u8981\u662f\u4e3a\u4e86\u51cf\u5c11 AI \u81ea\u5df1\u8865\u8bbe\u5b9a\u3002\u4f60\u628a\u6280\u672f\u6808\u3001\u63a5\u53e3\u683c\u5f0f\u3001\u9519\u8bef\u7801\u3001\u65e5\u5fd7\u3001\u5e76\u53d1\u3001\u5b89\u5168\u8fd9\u4e9b\u89c4\u5219\u63d0\u524d\u5199\u597d\uff0c\u540e\u9762\u8ba9 AI \u5199\u4ee3\u7801\u65f6\uff0c\u5b83\u5c31\u4e0d\u592a\u5bb9\u6613\u8dd1\u504f\u3002<\/p>\n<h3>Tasks\uff1a\u4efb\u52a1\u8981\u5c0f\u5230\u80fd\u9a8c\u6536<\/h3>\n<p>\u7b2c\u4e09\u6b65\u662f <code>Tasks<\/code>\uff0c\u4e00\u822c\u4f1a\u5199\u5230 <code>tasks.md<\/code> \u91cc\u3002<\/p>\n<p>\u8fd9\u91cc\u4e0d\u8981\u4e00\u4e0a\u6765\u5c31\u8ba9 AI \u201c\u5b8c\u6210\u7528\u6237\u6a21\u5757\u201d\u3002\u8fd9\u4e2a\u8303\u56f4\u592a\u5927\u4e86\u3002\u6ce8\u518c\u3001\u767b\u5f55\u3001\u67e5\u8be2\u3001\u7981\u7528\u3001\u6743\u9650\u3001\u53c2\u6570\u6821\u9a8c\u3001\u5f02\u5e38\u5904\u7406\u3001\u5355\u5143\u6d4b\u8bd5\uff0c\u5168\u90fd\u585e\u5728\u4e00\u4e2a\u4efb\u52a1\u91cc\uff0cAI \u5f88\u5bb9\u6613\u5199\u7740\u5199\u7740\u6f0f\u4e1c\u897f\u3002\u6700\u540e\u4f60\u770b\u4ee3\u7801\u65f6\uff0c\u8fd8\u5f97\u4e00\u9879\u4e00\u9879\u5f80\u56de\u8865\u3002<\/p>\n<p>\u4f46\u4e5f\u522b\u62c6\u5f97\u592a\u788e\u3002\u521b\u5efa UserDTO\u3001\u6dfb\u52a0 email \u5b57\u6bb5\u3001\u5199\u4e00\u4e2a\u7a7a\u7684 Service \u65b9\u6cd5\u2014\u2014\u8fd9\u79cd\u4efb\u52a1\u770b\u8d77\u6765\u5f88\u7ec6\uff0c\u5b9e\u9645\u4f1a\u628a\u4eba\u6298\u817e\u6b7b\u3002\u4f60\u7ef4\u62a4\u4efb\u52a1\u5217\u8868\u7684\u65f6\u95f4\uff0c\u53ef\u80fd\u6bd4\u8ba9 AI \u5199\u4ee3\u7801\u8fd8\u957f\u3002<\/p>\n<p>\u6211\u6bd4\u8f83\u559c\u6b22\u7684\u7c92\u5ea6\u662f\uff1a\u4e00\u4e2a Task \u5bf9\u5e94\u4e00\u4e2a API\u3001\u4e00\u5f20\u8868\u7684\u6838\u5fc3\u64cd\u4f5c\uff0c\u6216\u8005\u4e00\u4e2a\u80fd\u72ec\u7acb\u9a8c\u6536\u7684\u5c0f\u529f\u80fd\u3002<\/p>\n<p>\u6bd4\u5982\u7528\u6237\u6ce8\u518c\u63a5\u53e3\uff0c\u53ef\u4ee5\u8fd9\u4e48\u5199\uff1a<\/p>\n<pre><code class=\"markdown\">### Task-001: \u7528\u6237\u6ce8\u518c\u63a5\u53e3\n\n\u63cf\u8ff0\uff1a\u5b9e\u73b0\u7528\u6237\u6ce8\u518c\uff0c\u5305\u542b\u53c2\u6570\u6821\u9a8c\u3001\u5bc6\u7801\u52a0\u5bc6\u548c\u7528\u6237\u5165\u5e93\u3002\n\n\u9a8c\u6536\u6807\u51c6\uff1a\n\n- [ ] POST \/api\/v1\/users \u6210\u529f\u65f6\u8fd4\u56de 201\n- [ ] \u5bc6\u7801\u4f7f\u7528 bcrypt \u52a0\u5bc6\u540e\u5b58\u50a8\n- [ ] \u90ae\u7bb1\u552f\u4e00\uff0c\u91cd\u590d\u6ce8\u518c\u8fd4\u56de 409\n- [ ] \u8fd4\u56de\u4f53\u5fc5\u987b\u5305\u542b user_id\u3001email\u3001created_at\n- [ ] \u5206\u652f\u8986\u76d6\u7387\uff08branch coverage\uff09\u4e0d\u4f4e\u4e8e 80%\n\n\u9884\u4f30\u5de5\u65f6\uff1a2h<\/code><\/pre>\n<p>\u8fd9\u91cc\u771f\u6b63\u503c\u94b1\u7684\u662f\u9a8c\u6536\u6807\u51c6\u3002\u201c\u4fdd\u8bc1\u5b89\u5168\u201d\u201c\u4ee3\u7801\u4f18\u96c5\u201d\u201c\u6027\u80fd\u8981\u597d\u201d\u2014\u2014\u8fd9\u79cd\u8bdd\u5199\u4e86\u8ddf\u6ca1\u5199\u5dee\u4e0d\u591a\uff0cAI \u4e0d\u77e5\u9053\u4f60\u5fc3\u91cc\u7684\u5b89\u5168\u5230\u5e95\u6307\u4ec0\u4e48\uff0c\u4f18\u96c5\u8981\u4f18\u96c5\u5230\u4ec0\u4e48\u7a0b\u5ea6\u3002<\/p>\n<p>\u4f46\u5bc6\u7801\u7528 bcrypt\uff0c\u91cd\u590d\u90ae\u7bb1\u8fd4\u56de <code>409<\/code>\uff0c\u8fd4\u56de\u4f53\u91cc\u6709 <code>user_id<\/code>\u3001<code>email<\/code>\u3001<code>created_at<\/code>\uff0c\u5206\u652f\u8986\u76d6\u7387\u4e0d\u4f4e\u4e8e <code>80%<\/code>\u2014\u2014\u8fd9\u4e9b\u4e1c\u897f\u90fd\u80fd\u8dd1\u6d4b\u8bd5\u9a8c\u8bc1\uff0c\u4e0d\u7528\u9760\u611f\u89c9\u3002<\/p>\n<p>\u8986\u76d6\u7387\u9608\u503c\u522b\u673a\u68b0\u5957\u3002\u7eaf\u903b\u8f91\u6a21\u5757\u505a\u5230 80% \u4ee5\u4e0a\u901a\u5e38\u5408\u7406\uff1b\u5982\u679c\u6d89\u53ca\u5927\u91cf\u5916\u90e8\u4f9d\u8d56\u3001\u5f02\u6b65\u6d41\u7a0b\u548c\u590d\u6742 mock\uff0c\u53ef\u4ee5\u653e\u5bbd\u5230 60-70%\uff0c\u628a\u91cd\u70b9\u653e\u5728\u5173\u952e\u5206\u652f\u7ec4\u5408\u6709\u6ca1\u6709\u8986\u76d6\u3002<\/p>\n<h3>Implement\uff1a\u8ba9 AI \u5e72\u6d3b<\/h3>\n<p>\u63d0\u793a\u8bcd\u4e0d\u7528\u641e\u5f97\u5f88\u7384\u5b66\uff0c\u76f4\u63a5\u628a\u76f8\u5173 Spec \u585e\u8fdb\u53bb\u5c31\u884c\uff1a<\/p>\n<pre><code class=\"text\">\u8bf7\u6839\u636e\u4ee5\u4e0b Spec \u5b9e\u73b0 Task-001\u3002\n\n\u9700\u6c42\u8bf4\u660e\uff1a\n[\u7c98\u8d34 requirements.md \u76f8\u5173\u6bb5\u843d]\n\n\u6280\u672f\u7ea6\u675f\uff1a\n[\u7c98\u8d34 design.md \u76f8\u5173\u6bb5\u843d]\n\n\u4efb\u52a1\u9a8c\u6536\u6807\u51c6\uff1a\n[\u7c98\u8d34 tasks.md \u91cc\u7684 Task-001]<\/code><\/pre>\n<p>\u8fd9\u91cc\u6709\u4e2a\u5751\uff1a\u4e0d\u8981\u628a\u6240\u6709 Spec \u4e00\u80a1\u8111\u585e\u8fdb\u4e0a\u4e0b\u6587\u3002<\/p>\n<p>\u5355\u6b21\u4f1a\u8bdd\u91cc\uff0c\u6211\u4f1a\u4f18\u5148\u653e\u4e09\u7c7b\u5185\u5bb9\uff1a<\/p>\n<ul>\n<li>\u5168\u5c40\u7ea6\u675f\uff0c\u6bd4\u5982\u4ee3\u7801\u98ce\u683c\u3001\u9519\u8bef\u7801\u683c\u5f0f\u3001\u65e5\u5fd7\u89c4\u8303\uff1b<\/li>\n<li>\u5f53\u524d\u4efb\u52a1\u7684\u9700\u6c42\u8bf4\u660e\uff1b<\/li>\n<li>\u5f53\u524d\u4efb\u52a1\u7684\u9a8c\u6536\u6807\u51c6\u3002<\/li>\n<\/ul>\n<p>\u5176\u4ed6\u5185\u5bb9\u6309\u9700\u8865\uff0c\u4e0d\u8981\u4e3a\u4e86\u201c\u5b8c\u6574\u201d\u628a\u6240\u6709\u6587\u6863\u90fd\u8d34\u8fdb\u53bb\u3002<\/p>\n<p>\u4e00\u822c\u6765\u8bf4\uff0c\u5355\u6b21\u8f93\u5165\u63a7\u5236\u5728 3000-8000 tokens \u4f1a\u66f4\u7a33\u4e00\u70b9\uff0c\u5927\u81f4\u76f8\u5f53\u4e8e 1-2 \u4efd Spec \u6587\u6863\uff0c\u518d\u52a0 1-2 \u4e2a\u76f8\u5173\u4ee3\u7801\u6587\u4ef6\u3002\u8d85\u8fc7\u8fd9\u4e2a\u8303\u56f4\uff0c\u5c31\u62c6\u4f1a\u8bdd\u3002<\/p>\n<p>\u522b\u6307\u671b\u6a21\u578b\u5728\u4e00\u4e2a\u7279\u522b\u957f\u7684\u4e0a\u4e0b\u6587\u91cc\u4ec0\u4e48\u90fd\u987e\u5f97\u4e0a\u3002\u4e0a\u4e0b\u6587\u8d8a\u957f\uff0c\u5173\u952e\u4fe1\u606f\u8d8a\u53ef\u80fd\u88ab\u6df9\u5728\u4e2d\u95f4\uff0c\u6700\u540e\u53cd\u800c\u6f0f\u6389\u6700\u91cd\u8981\u7684\u7ea6\u675f\u3002<\/p>\n<p>\u6211\u81ea\u5df1\u4f1a\u9075\u5b88\u4e09\u6761\u539f\u5219\uff1a<\/p>\n<p>\u7b2c\u4e00\uff0c\u7ea6\u5b9a\u5199\u8fdb\u6587\u6863\uff0c\u4e0d\u8981\u53ea\u5199\u5728\u804a\u5929\u91cc\u3002\u804a\u5929\u8bb0\u5f55\u4e0b\u6b21\u5f88\u53ef\u80fd\u63a5\u4e0d\u4e0a\uff0c\u6587\u6863\u624d\u662f\u53ef\u4ee5\u590d\u7528\u7684\u4e0a\u4e0b\u6587\u3002<\/p>\n<p>\u7b2c\u4e8c\uff0c\u9a8c\u6536\u6807\u51c6\u80fd\u91cf\u5316\u5c31\u91cf\u5316\u3002\u201c\u9ad8\u6027\u80fd\u201d\u6ca1\u6cd5\u9a8c\u6536\uff0c<code>QPS &gt; 1000<\/code>\u3001<code>P95 &lt; 200 ms<\/code>\u3001<code>branch coverage &gt;= 80%<\/code> \u624d\u80fd\u9a8c\u6536\u3002<\/p>\n<p>\u7b2c\u4e09\uff0cSpec \u8981\u8fdb Git\uff0c\u8ddf\u4ee3\u7801\u4e00\u8d77\u8d70\u3002\u4ee3\u7801\u53d8\u4e86\uff0cSpec \u4e5f\u8981\u6539\u3002\u4e0d\u7136\u540e\u9762\u7ee7\u7eed\u8ba9 AI \u5f00\u53d1\uff0c\u5b83\u62ff\u5230\u7684\u5c31\u662f\u4e00\u4efd\u8fc7\u671f\u8bf4\u660e\u3002<\/p>\n<p>\u8fd9\u4e00\u6b65\u8d70\u901a\u540e\uff0cAI \u4e0d\u4f1a\u7a81\u7136\u53d8\u806a\u660e\uff0c\u4f46\u4e71\u731c\u7684\u7a7a\u95f4\u4f1a\u5c0f\u5f88\u591a\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\u8fd8\u6709\u4e2a\u5f88\u73b0\u5b9e\u7684\u95ee\u9898\uff1a\u8fd9\u4e9b Spec \u5230\u5e95\u653e\u54ea\u91cc\uff0c\u600e\u4e48\u8ba9\u5de5\u5177\u6bcf\u6b21\u90fd\u8bfb\u5230\uff1f<\/p>\n<h2>Spec \u5728 AI IDE \u91cc\u600e\u4e48\u843d\u5730<\/h2>\n<p>\u5199\u5b8c Spec \u4e4b\u540e\uff0c\u6709\u4e2a\u95ee\u9898\u7ecf\u5e38\u88ab\u5ffd\u7565\uff1a<strong>\u8fd9\u4e9b\u6587\u4ef6\u5230\u5e95\u653e\u54ea\u91cc\uff1f\u600e\u4e48\u8ba9 AI \u81ea\u52a8\u8bfb\u5230\uff1f<\/strong><\/p>\n<p>\u4e3b\u6d41\u5de5\u5177\u90fd\u6709\u81ea\u5df1\u7684\u89c4\u8303\u6587\u4ef6\u673a\u5236\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u5de5\u5177<\/th>\n<th>\u89c4\u8303\u6587\u4ef6\u4f4d\u7f6e<\/th>\n<th>\u4f5c\u7528\u57df<\/th>\n<th>\u52a0\u8f7d\u65b9\u5f0f<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>Cursor<\/strong><\/td>\n<td><code>.cursor\/rules\/*.mdc<\/code>\uff08\u65b0\u7248\uff09\u6216 <code>.cursorrules<\/code>\uff08\u65e7\u7248\uff09<\/td>\n<td>\u9879\u76ee\u7ea7 \/ \u5168\u5c40<\/td>\n<td>\u65b0\u7248\u652f\u6301 frontmatter\uff0c\u53ef\u8bbe Always apply \u6216\u6309\u6587\u4ef6 glob \u81ea\u52a8\u9644\u52a0<\/td>\n<\/tr>\n<tr>\n<td><strong>Claude Code<\/strong><\/td>\n<td><code>CLAUDE.md<\/code>\uff08\u6839\u76ee\u5f55\u548c\u5b50\u76ee\u5f55\u5747\u53ef\uff09<\/td>\n<td>\u9879\u76ee\u7ea7 \/ \u76ee\u5f55\u7ea7<\/td>\n<td>\u8fdb\u5165\u76ee\u5f55\u81ea\u52a8\u52a0\u8f7d<\/td>\n<\/tr>\n<tr>\n<td><strong>GitHub Copilot<\/strong><\/td>\n<td><code>.github\/copilot-instructions.md<\/code><\/td>\n<td>\u4ed3\u5e93\u7ea7<\/td>\n<td>\u81ea\u52a8\u6ce8\u5165\u6bcf\u6b21\u8bf7\u6c42<\/td>\n<\/tr>\n<tr>\n<td><strong>Windsurf<\/strong><\/td>\n<td><code>.windsurfrules<\/code><\/td>\n<td>\u9879\u76ee\u7ea7<\/td>\n<td>\u81ea\u52a8\u52a0\u8f7d<\/td>\n<\/tr>\n<tr>\n<td><strong>Aider<\/strong><\/td>\n<td><code>CONVENTIONS.md<\/code>\uff08\u4ed3\u5e93\u6839\u76ee\u5f55\uff09<\/td>\n<td>\u9879\u76ee\u7ea7<\/td>\n<td>\u901a\u8fc7 <code>--read CONVENTIONS.md<\/code>\uff0c\u6216\u5728 <code>.aider.conf.yml<\/code> \u91cc\u7528 <code>read:<\/code> \u81ea\u52a8\u52a0\u8f7d<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5230\u8fd9\u91cc\uff0c\u53e6\u4e00\u4e2a\u95ee\u9898\u4e5f\u4f1a\u5192\u51fa\u6765\uff1aCursor\u3001Claude Code\u3001Copilot \u8fd9\u4e9b\u662f\u65e5\u5e38\u5199\u4ee3\u7801\u7684\u5165\u53e3\uff0c\u90a3 Superpowers\u3001Spec-Kit\u3001Open Spec\u3001Kiro\u3001BMAD-METHOD \u8fd9\u4e9b\u4e13\u95e8\u56f4\u7ed5 Spec Coding \u7684\u5de5\u5177\uff0c\u5230\u5e95\u8be5\u600e\u4e48\u9009\uff1f<\/p>\n<p>\u8fd9\u4e2a\u95ee\u9898\u5c55\u5f00\u4f1a\u6bd4\u8f83\u957f\uff0c\u6211\u51c6\u5907\u653e\u5230\u4e0b\u4e00\u7bc7\u5355\u72ec\u804a\u3002\u8fd9\u91cc\u5148\u628a Spec \u600e\u4e48\u5199\u3001\u600e\u4e48\u653e\u3001\u600e\u4e48\u7ba1\u4f4f AI \u8bf4\u6e05\u695a\u3002<\/p>\n<p>\u77e5\u9053\u653e\u54ea\u4e4b\u540e\uff0c\u8fd8\u6709\u4e00\u4e2a\u95ee\u9898\uff1a<strong>\u54ea\u4e9b Spec \u6bcf\u6b21\u90fd\u6ce8\u5165\uff0c\u54ea\u4e9b\u6309\u9700\u5e26\u4e0a\uff1f<\/strong><\/p>\n<p>\u5b9e\u9645\u64cd\u4f5c\u4e2d\uff0c\u6211\u4e00\u822c\u5206\u6210\u4e24\u5c42\u3002<\/p>\n<p><strong>\u51e0\u4e4e\u6bcf\u4e2a\u4f1a\u8bdd\u90fd\u8981\u5e26\u4e0a\u7684\uff08\u5fc5\u987b\u6ce8\u5165\uff09\uff1a<\/strong><\/p>\n<ul>\n<li><strong>\u6280\u672f\u6808<\/strong>\uff1a\u7248\u672c\u548c\u5173\u952e\u5e93\u5199\u660e\uff0c\u6bd4\u5982 Go 1.21 + Gin + GORM + PostgreSQL 14\u3002\u522b\u8ba9 AI \u81ea\u5df1\u731c\u7248\u672c\u53f7\u3002<\/li>\n<li><strong>\u4ee3\u7801\u98ce\u683c<\/strong>\uff1a\u8d34\u4e00\u6bb5 150-200 \u884c\u7684\u793a\u4f8b\u4ee3\u7801\uff0c\u5c55\u793a\u547d\u540d\u3001\u9519\u8bef\u5904\u7406\u3001\u6ce8\u91ca\u3001\u8fd4\u56de\u683c\u5f0f\u3002\u522b\u53ea\u5199\u62bd\u8c61\u539f\u5219\uff0c\u4e00\u6bb5\u53c2\u8003\u5b9e\u73b0\u6bd4\u5341\u6761\u89c4\u5219\u7ba1\u7528\u3002<\/li>\n<li><strong>\u8fb9\u754c\u6761\u4ef6<\/strong>\uff1a\u7528\u4e09\u8272\u6807\u7b7e\uff08\u540e\u9762\u4f1a\u8bf4\uff09\u5212\u6e05\u695a\u4ec0\u4e48\u80fd\u505a\u3001\u4ec0\u4e48\u8981\u95ee\u3001\u4ec0\u4e48\u7edd\u4e0d\u80fd\u78b0\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u653e\u5de5\u5177\u7684 always-on \u89c4\u5219\u6587\u4ef6\u91cc\uff0c\u6bcf\u6b21\u4f1a\u8bdd\u81ea\u52a8\u6ce8\u5165\u3002<\/p>\n<p><strong>\u5f53\u524d\u4efb\u52a1\u76f8\u5173\u65f6\u624d\u5e26\u7684\uff08\u6309\u9700\u6ce8\u5165\uff09\uff1a<\/strong><\/p>\n<ul>\n<li><strong>\u9879\u76ee\u613f\u666f<\/strong>\uff1a\u4e00\u4e24\u53e5\u8bdd\u8bf4\u6e05\u4e3a\u5565\u505a\u8fd9\u4e2a\u9879\u76ee\uff0c\u6bd4\u5982\u201c\u628a\u7528\u6237\u670d\u52a1\u4ece\u5355\u4f53\u62c6\u51fa\u6765\uff0c\u7528 Go \u91cd\u5199\uff0cAPI \u517c\u5bb9\u201d\u3002\u65b0\u4efb\u52a1\u5f00\u59cb\u65f6\u5e26\u4e00\u6b21\u5c31\u884c\u3002<\/li>\n<li><strong>\u547d\u4ee4\u6e05\u5355<\/strong>\uff1a\u5217\u51fa build\u3001test\u3001run \u547d\u4ee4\uff0c\u6bd4\u5982 <code>make build<\/code>\u3001<code>go test .\/...<\/code>\u3002\u6709\u6267\u884c\u4efb\u52a1\u65f6\u5e26\u4e0a\u3002<\/li>\n<li><strong>\u76ee\u5f55\u7ed3\u6784<\/strong>\uff1a\u6811\u72b6\u56fe\u8bf4\u6e05\u4ee3\u7801\u3001\u6d4b\u8bd5\u3001\u6587\u6863\u5206\u522b\u653e\u54ea\u3002\u6d89\u53ca\u65b0\u589e\u6587\u4ef6\u65f6\u624d\u9700\u8981\u3002<\/li>\n<li><strong>Git \u89c4\u8303<\/strong>\uff1a\u5206\u652f\u540d\u3001commit message\u3001PR \u8981\u6c42\u3002\u6d89\u53ca Git \u64cd\u4f5c\u65f6\u5e26\u4e0a\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u4e48\u5206\u7684\u539f\u56e0\u5f88\u76f4\u63a5\uff1a\u5168\u5c40\u7ea6\u675f\u51e0\u4e4e\u6bcf\u6b21\u90fd\u8981\u9075\u5b88\uff0c\u503c\u5f97\u5e38\u9a7b\u3002\u5176\u4ed6\u7684\u6309\u4efb\u52a1\u52a0\uff0c\u907f\u514d\u4e0a\u4e0b\u6587\u91cc\u5806\u592a\u591a\u4e0d\u76f8\u5173\u7684\u5185\u5bb9\u3002Spec \u585e\u8d8a\u591a\uff0cAI \u53cd\u800c\u8d8a\u5bb9\u6613\u6f0f\u6389\u771f\u6b63\u91cd\u8981\u7684\u90a3\u51e0\u6761\u3002<\/p>\n<h2>\u4e09\u8272\u6807\u7b7e\uff1aAI \u80fd\u5e72\u4ec0\u4e48\u3001\u4e0d\u80fd\u5e72\u4ec0\u4e48<\/h2>\n<p>AI \u9047\u5230\u62ff\u4e0d\u51c6\u7684\u64cd\u4f5c\u65f6\uff0c\u5230\u5e95\u8be5\u81ea\u5df1\u51b3\u5b9a\u8fd8\u662f\u505c\u4e0b\u6765\u95ee\u4f60\uff1f<\/p>\n<p>\u4e09\u79cd\u989c\u8272\uff0c\u4e09\u79cd\u6743\u9650\u3002<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000047800724\" alt=\"\u4e09\u8272\u6807\u7b7e\uff1aAI \u51b3\u7b56\u6743\u9650\u7684\u98ce\u9669\u63a7\u5236\u673a\u5236\" title=\"\u4e09\u8272\u6807\u7b7e\uff1aAI \u51b3\u7b56\u6743\u9650\u7684\u98ce\u9669\u63a7\u5236\u673a\u5236\" loading=\"lazy\"><\/p>\n<ul>\n<li>\u2705 <strong>Always\uff08\u81ea\u52a8\u6267\u884c\uff09<\/strong>\uff1a\u4ee3\u7801\u68c0\u67e5\u3001\u6d4b\u8bd5\u3001\u683c\u5f0f\u5316\u8fd9\u4e9b\uff0cAI \u81ea\u5df1\u62cd\u677f\u5c31\u884c\u3002\u6bd4\u5982\u63d0\u4ea4\u524d\u81ea\u52a8\u8dd1 <code>make lint<\/code>\u3002<\/li>\n<li>\u26a0\ufe0f <strong>Ask first\uff08\u9700\u786e\u8ba4\uff09<\/strong>\uff1a\u53ef\u80fd\u5f71\u54cd\u5176\u4ed6\u6a21\u5757\u7684\u53d8\u66f4\uff0cAI \u51fa\u65b9\u6848\u7b49\u4f60\u5ba1\u3002\u6539\u6570\u636e\u5e93\u7d22\u5f15\u3001\u6539 API \u8def\u7531\u8fd9\u79cd\u5c31\u5c5e\u4e8e\u8fd9\u7c7b\u3002<\/li>\n<li>\ud83d\udeab <strong>Never\uff08\u7edd\u5bf9\u7981\u6b62\uff09<\/strong>\uff1a\u76f4\u8fde\u751f\u4ea7\u5e93\u3001\u63d0\u4ea4\u5bc6\u94a5\u3001\u5220\u7ebf\u4e0a\u6570\u636e\u3002AI \u78b0\u5230\u5c31\u5fc5\u987b\u505c\uff0c\u62a5\u9519\u3002<\/li>\n<\/ul>\n<p>\u843d\u5730\u7684\u65f6\u5019\u6709\u51e0\u4ef6\u4e8b\u5bb9\u6613\u5ffd\u7565\u3002<\/p>\n<p><strong>\u521a\u5f00\u59cb\u5b81\u4e25\u52ff\u677e\u3002<\/strong> Ask First \u591a\u653e\u70b9\uff0c\u8dd1\u4e00\u5468\u540e\u770b\u54ea\u4e9b\u64cd\u4f5c AI \u6bcf\u6b21\u90fd\u505a\u5bf9\u4e86\uff0c\u518d\u653e\u5230 Always\u3002<\/p>\n<p><strong>\u89c4\u5219\u5fc5\u987b\u5199\u5177\u4f53\u3002<\/strong> \u201c\u91cd\u8981\u53d8\u66f4\u9700\u786e\u8ba4\u201d\u8fd9\u53e5\u8bdd AI \u6ca1\u6cd5\u6267\u884c\uff0c\u5b83\u4e0d\u77e5\u9053\u4ec0\u4e48\u7b97\u201c\u91cd\u8981\u201d\u3002\u5f97\u5199\u6210\u201c\u4fee\u6539\u5df2\u6709 API \u7684 URL \u8def\u5f84\u9700\u786e\u8ba4\u201d\u3002\u201c\u5c0f\u5fc3\u64cd\u4f5c\u6570\u636e\u5e93\u201d\u4e5f\u4e0d\u884c\uff0c\u8981\u5199\u201cALTER TABLE \u64cd\u4f5c\u9700\u786e\u8ba4\u201d\u3002<\/p>\n<p><strong>Never \u89c4\u5219\u4e0d\u80fd\u53ea\u9760 AI \u81ea\u89c9\u3002<\/strong> \u53ea\u5728\u6587\u6863\u91cc\u5199\u201c\u7981\u6b62\u76f4\u8fde\u751f\u4ea7\u5e93\u201d\uff0c\u5e76\u4e0d\u80fd\u771f\u7684\u62e6\u4f4f\u5b83\u3002AI \u4e0d\u4f1a\u4e3b\u52a8\u68c0\u67e5\u81ea\u5df1\u7684\u8f93\u51fa\u662f\u5426\u8fdd\u89c4\u3002Never \u89c4\u5219\u9700\u8981\u591a\u5c42\u9632\u7ebf\uff1a<\/p>\n<ol>\n<li><strong>Spec \u58f0\u660e<\/strong>\uff1a\u5f71\u54cd AI \u751f\u6210\u503e\u5411\uff0c\u4f46\u62e6\u4e0d\u4f4f<\/li>\n<li><strong>\u914d\u7f6e\u6a21\u677f<\/strong>\uff1a<code>.env.example<\/code> \u91cc\u4e0d\u653e\u771f\u5b9e\u5bc6\u94a5\uff0cAI \u5c31\u6ca1\u4e1c\u897f\u53ef\u590d\u5236<\/li>\n<li><strong>Pre-commit hook<\/strong>\uff1a\u6b63\u5219\u626b\u5bc6\u94a5\u786c\u7f16\u7801\u3001\u751f\u4ea7\u73af\u5883\u8fde\u63a5\u4e32\uff0c\u63d0\u4ea4\u65f6\u81ea\u52a8\u62e6\u622a<\/li>\n<li><strong>AI IDE \u914d\u7f6e<\/strong>\uff1a<code>.cursorignore<\/code> \u963b\u6b62 Cursor \u8bfb\u53d6 <code>.env.production<\/code> \u4e4b\u7c7b\u7684\u6587\u4ef6<\/li>\n<\/ol>\n<p>\u8d8a\u91cd\u8981\u7684 Never \u89c4\u5219\uff0c\u8d8a\u8981\u63a8\u8fdb\u5230 CI \u5c42\u505a\u786c\u6027\u68c0\u67e5\u3002\u505c\u5728\u201c\u6587\u6863\u91cc\u6709\u5199\u201d\u8fd9\u4e00\u6b65\uff0c\u8fdf\u65e9\u51fa\u4e8b\u3002<\/p>\n<p><strong>\u6bcf\u5468\u56de\u5934\u770b\u4e00\u6b21<\/strong>\u3002AI \u662f\u4e0d\u662f\u52a8\u4e0d\u52a8\u5c31\u505c\u4e0b\u6765\u95ee\uff1f\u90a3 Ask First \u91cc\u6709\u4e9b\u64cd\u4f5c\u53ef\u4ee5\u653e\u884c\u4e86\u3002AI \u6709\u6ca1\u6709\u5077\u5077\u5e72\u4e0d\u8be5\u5e72\u7684\u4e8b\uff1f\u6709\u5c31\u8865 Never\u3002\u9879\u76ee\u91cc\u6709\u6ca1\u6709\u5192\u51fa\u65b0\u7684\u654f\u611f\u64cd\u4f5c\uff1f\u52a0\u8fdb\u53bb\u3002<\/p>\n<h2>\u9879\u76ee\u5927\u4e86\uff0cSpec \u600e\u4e48\u7ba1<\/h2>\n<p>\u5c0f\u9879\u76ee Spec \u5c11\uff0c\u624b\u52a8\u5f80\u4e0a\u4e0b\u6587\u91cc\u4e22\u5c31\u884c\u3002\u6a21\u5757\u591a\u4e86\u4e4b\u540e\u5168\u585e\u4e0a\u4e0b\u6587\u5c31\u5e9f\u4e86\uff0cAI \u770b\u7740\u4e00\u5806\u548c\u5f53\u524d\u4efb\u52a1\u65e0\u5173\u7684\u7ea6\u675f\uff0c\u53cd\u800c\u66f4\u5bb9\u6613\u8dd1\u504f\u3002<\/p>\n<p>\u6309\u89c4\u6a21\u9009\u7b56\u7565\u3002<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000047800725\" alt=\"Spec \u7ba1\u7406\u7b56\u7565\uff1a\u5206\u5c42\u8fc7\u6ee4 + \u7cbe\u51c6\u53ec\u56de\" title=\"Spec \u7ba1\u7406\u7b56\u7565\uff1a\u5206\u5c42\u8fc7\u6ee4 + \u7cbe\u51c6\u53ec\u56de\" loading=\"lazy\"><\/p>\n<h3>10 \u4e2a\u6a21\u5757\u4ee5\u5185\uff1a\u5206\u6587\u4ef6\u5b58\u50a8<\/h3>\n<p>\u6309\u9886\u57df\u62c6\u5c31\u884c\uff1a<\/p>\n<pre><code class=\"text\">specs\/\n\u251c\u2500\u2500 global\/              # \u5168\u5c40\u7ea6\u675f\n\u2502   \u251c\u2500\u2500 conventions.md   # \u4ee3\u7801\u89c4\u8303\n\u2502   \u2514\u2500\u2500 architecture.md  # \u67b6\u6784\u6982\u89c8\n\u251c\u2500\u2500 backend\/             # \u540e\u7aef\u89c4\u683c\n\u2502   \u251c\u2500\u2500 api\/\n\u2502   \u251c\u2500\u2500 service\/\n\u2502   \u2514\u2500\u2500 persistence\/\n\u251c\u2500\u2500 frontend\/            # \u524d\u7aef\u89c4\u683c\n\u2514\u2500\u2500 shared\/              # \u5171\u4eab\u5951\u7ea6\n    \u2514\u2500\u2500 dto.md<\/code><\/pre>\n<p>\u6bcf\u6b21\u53ea\u628a\u5f53\u524d\u4efb\u52a1\u76f8\u5173\u7684\u4e24\u4e09\u4e2a\u6587\u4ef6\u4e22\u8fdb\u53bb\uff0c\u522b\u8d2a\u591a\u3002<\/p>\n<h3>10-30 \u4e2a\u6a21\u5757\uff1a\u6458\u8981\u7d22\u5f15<\/h3>\n<p>\u624b\u52a8\u6311\u6587\u4ef6\u5f00\u59cb\u7d2f\u4e86\uff0c\u5c31\u8ba9 AI \u5148\u751f\u6210\u4e00\u4efd\u76ee\u5f55\u52a0\u5173\u952e\u8bcd\u7d22\u5f15\uff1a<\/p>\n<pre><code class=\"markdown\">## Spec \u7d22\u5f15\n\n- [\u6570\u636e\u5e93\u8bbe\u8ba1](specs\/db\/schema.md) - \u5173\u952e\u8bcd: PostgreSQL, \u7d22\u5f15\u4f18\u5316\n- [\u7528\u6237 API](specs\/backend\/api\/user.md) - \u5173\u952e\u8bcd: REST, JWT, \u9274\u6743\n- [\u8ba2\u5355\u670d\u52a1](specs\/backend\/service\/order.md) - \u5173\u952e\u8bcd: \u4e8b\u52a1, \u5e42\u7b49<\/code><\/pre>\n<p>\u9700\u8981\u7ec6\u8282\u65f6\u8ba9 AI \u4e3b\u52a8\u6765\u8981\uff0c\u4e0d\u7528\u5168\u91cf\u704c\u8fdb\u53bb\u3002<\/p>\n<h3>30 \u4e2a\u6a21\u5757\u4ee5\u4e0a\uff1aRAG \u5411\u91cf\u68c0\u7d22<\/h3>\n<p>\u624b\u52a8\u9009\u6587\u4ef6\u4e0d\u73b0\u5b9e\u4e86\uff0c\u5f97\u4e0a RAG\u3002Embedding \u6a21\u578b\u9009 text-embedding-3-small\/large\uff0c\u5411\u91cf\u5e93\u770b\u89c4\u6a21\uff1aChroma \u9002\u5408\u672c\u5730\uff0cPinecone \u9002\u5408\u4e91\u7aef\uff0cMilvus \u9002\u5408\u4f01\u4e1a\u7ea7\u3002Chunk \u7b56\u7565\u6309\u8bed\u4e49\u5355\u5143\u5207\uff0c\u4e00\u4e2a Task \u6216\u4e00\u4e2a API \u5b9a\u4e49\u4e3a\u4e00\u4e2a chunk\uff0c\u9ed8\u8ba4\u63a7\u5236\u5728 512-1024 tokens \u4e4b\u95f4\u3002Top-K \u53ec\u56de 3-5 \u6761\uff0c\u52a0\u76f8\u4f3c\u5ea6\u9608\u503c &gt; 0.7\u3002<\/p>\n<p>\u4f46\u5341\u4e2a\u6a21\u5757\u7684\u9879\u76ee\u641e\u5411\u91cf\u5e93\uff0c\u7eaf\u5c5e\u7ed9\u81ea\u5df1\u627e\u4e8b\u3002\u4ec0\u4e48\u65f6\u5019\u4eba\u5de5\u9009\u4e0a\u4e0b\u6587\u5f00\u59cb\u75db\u82e6\u4e86\uff0c\u4ec0\u4e48\u65f6\u5019\u518d\u4e0a\u3002<\/p>\n<h3>\u4e0d\u5206\u89c4\u6a21\u90fd\u7ba1\u7528\u7684\u4e00\u6761\uff1a\u5355\u4f1a\u8bdd\u5355\u4efb\u52a1<\/h3>\n<pre><code class=\"text\">Session 1: \u6570\u636e\u5e93\u8bbe\u8ba1\n\u251c\u2500\u2500 \u8f93\u5165: global\/conventions.md + backend\/db\/\n\u251c\u2500\u2500 \u8f93\u51fa: \u5b8c\u6210\u5b9e\u4f53\u8bbe\u8ba1\n\u2514\u2500\u2500 \u5173\u95ed\u4f1a\u8bdd\n\nSession 2: API \u5b9e\u73b0\n\u251c\u2500\u2500 \u8f93\u5165: Session 1 \u4ea7\u51fa + backend\/api\/\n\u251c\u2500\u2500 \u8f93\u51fa: \u5b8c\u6210 Controller\n\u2514\u2500\u2500 \u5173\u95ed\u4f1a\u8bdd<\/code><\/pre>\n<p>\u4e0a\u4e0b\u6587\u5e72\u51c0\uff0cAI \u5c31\u4e0d\u4f1a\u88ab\u524d\u9762\u4efb\u52a1\u7684\u8fb9\u89d2\u6599\u5e26\u8dd1\u3002\u8fd9\u6761\u6bd4\u4ec0\u4e48\u82b1\u54e8\u7684\u68c0\u7d22\u7b56\u7565\u90fd\u7ba1\u7528\u3002<\/p>\n<h2>\u9886\u57df\u77e5\u8bc6\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u91cd\u8981<\/h2>\n<p>AI \u8bad\u7ec3\u6570\u636e\u518d\u591a\uff0c\u4e5f\u4e0d\u77e5\u9053\u4f60\u9879\u76ee\u91cc\u90a3\u4e9b\u7279\u5b9a\u7684\u89c4\u5219\uff0c\u4f60\u5f97\u4e3b\u52a8\u544a\u8bc9\u5b83\u3002<\/p>\n<p>\u4e3e\u4e2a\u4f8b\u5b50\uff1a\u4f60\u505a\u4e86\u4e00\u4e2a\u5546\u57ce\u9879\u76ee\uff0c\u5176\u4e2d\u6709\u4e00\u4e2a\u89c4\u5219\u662f\u4f18\u60e0\u5238\u548c\u79d2\u6740\u4e0d\u80fd\u53e0\u52a0\u3002\u8fd9\u4e2a\u89c4\u5219\u4f60\u4e0d\u5199\u8fdb Spec\uff0cAI \u5f88\u53ef\u80fd\u5c31\u628a\u4e24\u4e2a\u6298\u6263\u90fd\u7b97\u4e0a\u4e86\u3002\u4ee3\u7801\u80fd\u8dd1\uff0c\u6d4b\u8bd5\u4e5f\u53ef\u80fd\u8fc7\uff0c\u4f46\u4e1a\u52a1\u76f4\u63a5\u9519\u4e86\u3002<\/p>\n<p>\u8fd9\u7c7b\u77e5\u8bc6\u4e00\u822c\u53ef\u4ee5\u5206\u6210\u51e0\u79cd\uff1a<\/p>\n<ul>\n<li><strong>\u4e1a\u52a1\u89c4\u5219<\/strong>\uff1a\u4f18\u60e0\u5238\u548c\u79d2\u6740\u4e0d\u80fd\u53e0\u52a0\uff0c\u540c\u4e00\u7528\u6237\u6bcf\u5929\u53ea\u80fd\u9886\u53d6\u4e00\u6b21\u5956\u52b1<\/li>\n<li><strong>\u6280\u672f\u7ea6\u675f<\/strong>\uff1a\u8ba2\u5355\u5206\u9875\u5fc5\u987b\u8d70\u6307\u5b9a\u8054\u5408\u7d22\u5f15\uff1b\u6df1\u5206\u9875\uff08&gt; 100 \u9875\uff09\u6539\u7528\u6e38\u6807\uff0c\u7981\u6b62\u5168\u8868\u626b\u63cf<\/li>\n<li><strong>\u5386\u53f2\u503a\u52a1<\/strong>\uff1a\u7b2c\u4e09\u65b9\u4e0a\u4f20\u63a5\u53e3\u53ea\u652f\u6301 5 MB\uff0c\u8d85\u8fc7\u5c31\u4f1a\u62a5\u9519\uff0c\u6240\u4ee5\u4ee3\u7801\u91cc\u8981\u63d0\u524d\u6821\u9a8c<\/li>\n<li><strong>\u6027\u80fd\u57fa\u7ebf<\/strong>\uff1a\u5355\u8868\u67e5\u8be2\u63a7\u5236\u5728 50 ms \u5185\uff1b\u5173\u952e\u63a5\u53e3\u8d85\u8fc7 200 ms \u8981\u8003\u8651\u964d\u7ea7\u6216\u515c\u5e95<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u4e1c\u897f\u662f AI \u5199\u4ee3\u7801\u65f6\u7684\u8fb9\u754c\u3002<\/p>\n<p>\u73b0\u5728\u5f88\u591a Spec-Driven Development \u7684\u601d\u8def\u5c31\u662f\u628a Spec \u4ece\u201c\u5199\u7ed9\u4eba\u770b\u7684\u6587\u6863\u201d\u53d8\u6210\u201c\u7ea6\u675f AI \u751f\u6210\u4ee3\u7801\u7684\u89c4\u5219\u201d\u3002<\/p>\n<p>\u4e0d\u8981\u8ba4\u4e3a Spec \u53ea\u662f\u524d\u671f\u7528\u7528\uff0c\u540e\u7eed\u5b9e\u73b0\u3001\u6821\u9a8c\u548c\u7ef4\u62a4\u65f6\u90fd\u9700\u8981\u3002<\/p>\n<p>\u4e0d\u8fc7\uff0c\u53ea\u628a\u89c4\u5219\u5199\u8fdb\u53bb\u8fd8\u4e0d\u591f\uff0c\u6700\u597d\u518d\u52a0\u4e00\u6bb5\u81ea\u68c0\u6e05\u5355\u3002\u56e0\u4e3a AI \u5f88\u5bb9\u6613\u5199\u5b8c\u529f\u80fd\u5c31\u7ed3\u675f\uff0c\u4e0d\u4f1a\u4e3b\u52a8\u56de\u5934\u786e\u8ba4\u8fd9\u4e9b\u9690\u542b\u7ea6\u675f\u3002<\/p>\n<h2>\u5b8c\u6210\u81ea\u68c0\u6e05\u5355<\/h2>\n<p>\u4efb\u52a1\u5199\u5b8c\u4e4b\u540e\uff0c\u4e0d\u8981\u8ba9 AI \u76f4\u63a5\u8bf4\u4e00\u53e5\u201c\u5df2\u5b8c\u6210\u201d\u3002<\/p>\n<p>\u81f3\u5c11\u8ba9\u5b83\u6309\u6e05\u5355\u81ea\u5df1\u8fc7\u4e00\u904d\u3002\u6bd4\u5982\u5b8c\u6210 <code>Task-001<\/code> \u540e\uff0c\u5fc5\u987b\u9010\u9879\u786e\u8ba4\uff1a<\/p>\n<ul>\n<li>[ ] \u6240\u6709 API \u9519\u8bef\u8fd4\u56de\u90fd\u7b26\u5408\u7edf\u4e00\u683c\u5f0f<\/li>\n<li>[ ] \u6570\u636e\u5e93\u67e5\u8be2\u547d\u4e2d\u4e86\u6307\u5b9a\u8054\u5408\u7d22\u5f15<\/li>\n<li>[ ] \u4f18\u60e0\u5238\u548c\u79d2\u6740\u7684\u4e92\u65a5\u903b\u8f91\u5df2\u6b63\u786e\u5b9e\u73b0<\/li>\n<li>[ ] \u5355\u5143\u6d4b\u8bd5\u8986\u76d6\u4e86\u7a7a\u503c\u3001\u8d8a\u754c\u3001\u5e76\u53d1\u7b49\u8fb9\u754c\u573a\u666f<\/li>\n<li>[ ] \u5206\u652f\u8986\u76d6\u7387\uff08branch coverage\uff09&gt;= 80%<\/li>\n<li>[ ] \u5708\u590d\u6742\u5ea6 &lt;= 10<\/li>\n<\/ul>\n<p>\u5982\u679c\u6709\u54ea\u4e00\u9879\u6ca1\u6cd5\u786e\u8ba4\uff0c\u4e0d\u80fd\u7cca\u5f04\u8fc7\u53bb\uff0c\u8981\u628a\u539f\u56e0\u5199\u51fa\u6765\u3002<\/p>\n<p>AI \u5f88\u5bb9\u6613\u628a\u4ee3\u7801\u5199\u5b8c\u5f53\u6210\u4efb\u52a1\u5b8c\u6210\u3002\u53ef\u771f\u5b9e\u9879\u76ee\u91cc\uff0c\u529f\u80fd\u80fd\u8dd1\u53ea\u662f\u7b2c\u4e00\u6b65\uff0c\u9519\u8bef\u683c\u5f0f\u3001\u7d22\u5f15\u547d\u4e2d\u3001\u8fb9\u754c\u6d4b\u8bd5\u3001\u590d\u6742\u5ea6\u63a7\u5236\uff0c\u8fd9\u4e9b\u624d\u662f\u540e\u9762\u5c11\u80cc\u9505\u7684\u5730\u65b9\u3002<\/p>\n<h2>\u591a\u4ee3\u7406\u534f\u4f5c\u7684\u5751<\/h2>\n<p>\u6709\u4eba\u4f1a\u95ee\uff1a\u4e00\u4e2a AI \u4e0d\u591f\u7528\uff0c\u591a\u641e\u51e0\u4e2a\u884c\u4e0d\u884c\uff1f<\/p>\n<p>\u53ef\u4ee5\uff0c\u4f46\u5751\u6bd4\u4f60\u60f3\u7684\u591a\u3002<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000047800726\" alt=\"Multi-Agent \u4e09\u4ee3\u7406\u534f\u4f5c\u6d41\u6c34\u7ebf\" title=\"Multi-Agent \u4e09\u4ee3\u7406\u534f\u4f5c\u6d41\u6c34\u7ebf\" loading=\"lazy\"><\/p>\n<p>\u4e09\u4ee3\u7406\u534f\u4f5c\u7684\u601d\u8def\u662f\u4ee3\u7801\u3001\u6d4b\u8bd5\u3001\u5ba1\u67e5\u5404\u7ba1\u4e00\u6bb5\uff0c\u6d41\u6c34\u7ebf\u63a8\u8fdb\u3002\u4ee3\u7801\u4ee3\u7406\u63a5\u5230 Task \u5199\u529f\u80fd\uff0c\u5199\u5b8c\u4ea4\u7ed9\u6d4b\u8bd5\u4ee3\u7406\u51fa\u7528\u4f8b\u8dd1\u6d4b\u8bd5\uff0c\u901a\u8fc7\u540e\u518d\u4ea4\u7ed9\u5ba1\u67e5\u4ee3\u7406\u770b\u4ee3\u7801\u8d28\u91cf\uff0c\u6700\u540e\u4eba\u7c7b\u7ec8\u5ba1\u5408\u5e76\u3002<\/p>\n<p>\u6709\u4e2a\u5751\u5fc5\u987b\u63d0\u524d\u8bf4\u6e05\uff1a\u6d4b\u8bd5\u4ee3\u7406\u5728\u81ea\u5df1\u7684\u5206\u652f\u4e0a\u5199\u6d4b\u8bd5\uff0c\u4f46\u88ab\u6d4b\u4ee3\u7801\u5728\u4ee3\u7801\u4ee3\u7406\u7684\u5206\u652f\u4e0a\u3002\u8fd9\u4e24\u4e2a\u5206\u652f\u662f\u5e73\u884c\u7684\uff0c\u6d4b\u8bd5\u4ee3\u7406\u8981\u4e48\u5148 merge \u4ee3\u7801\u5206\u652f\uff0c\u8981\u4e48\u6839\u672c\u8dd1\u4e0d\u8d77\u6765\u3002<\/p>\n<p>\u4e24\u79cd\u80fd\u8dd1\u901a\u7684\u6a21\u5f0f\uff1a<\/p>\n<p><strong>\u4e32\u884c\u540c\u5206\u652f\uff08\u63a8\u8350\u8d77\u6b65\uff09\u3002<\/strong> \u4e09\u4e2a\u4ee3\u7406\u5728\u540c\u4e00\u4e2a feature \u5206\u652f\u4e0a\u6309\u987a\u5e8f commit\uff0c\u7528 commit message \u524d\u7f00\u533a\u5206\u89d2\u8272\u3002\u7b80\u5355\uff0c\u6ca1\u6709\u5408\u5e76\u51b2\u7a81\uff0c\u9002\u5408\u5927\u591a\u6570\u9879\u76ee\u3002<\/p>\n<pre><code class=\"bash\">git commit -m &quot;[code] implement user registration API&quot;\ngit commit -m &quot;[test] add unit tests for user registration&quot;\ngit commit -m &quot;[review] fix null check in email validation&quot;<\/code><\/pre>\n<p><strong>\u94fe\u5f0f\u7ee7\u627f\uff08\u4ee3\u7406\u80fd\u529b\u5df2\u9a8c\u8bc1\u540e\uff09\u3002<\/strong> \u6d4b\u8bd5\u4ee3\u7406\u4ece\u4ee3\u7801\u5206\u652f checkout\uff0c\u5ba1\u67e5\u4ee3\u7406\u4ece\u6d4b\u8bd5\u5206\u652f checkout\uff0c\u6700\u540e\u4ece\u5ba1\u67e5\u5206\u652f merge \u56de\u4e3b\u7ebf\u3002\u5206\u652f\u4e4b\u95f4\u662f\u7ee7\u627f\u5173\u7cfb\u800c\u4e0d\u662f\u5e73\u884c\u5173\u7cfb\uff0c\u6bcf\u4e2a\u4ee3\u7406\u90fd\u80fd\u770b\u5230\u524d\u4e00\u4e2a\u4ee3\u7406\u7684\u4ea7\u51fa\u3002<\/p>\n<p>\u591a\u4ee3\u7406\u7ffb\u8f66\u7684\u573a\u666f\u4e0d\u5c11\uff1a\u6b7b\u9501\uff08A \u7b49 B\u3001B \u7b49 A\uff0c\u8bbe\u8ba1\u65f6\u786e\u4fdd\u4f9d\u8d56\u662f DAG\uff09\u3001\u65e0\u9650\u5faa\u73af\uff08\u4ee3\u7406\u81ea\u6211\u8fed\u4ee3\u505c\u4e0d\u4e0b\u6765\uff0c\u8bbe\u6700\u5927\u8f6e\u6b21 Max 3\uff09\u3001\u8f93\u51fa\u683c\u5f0f\u9519\u8bef\uff08JSON \u89e3\u6790\u5931\u8d25\uff0c\u52a0\u6821\u9a8c\u548c\u91cd\u8bd5\uff0c\u6700\u591a 3 \u6b21\uff09\u3002\u63d0\u524d\u8bbe\u597d\u8fd9\u4e9b\u515c\u5e95\uff0c\u80fd\u907f\u5f00\u5927\u90e8\u5206\u95ee\u9898\u3002<\/p>\n<p>\u8001\u5b9e\u8bf4\uff0c\u591a\u4ee3\u7406\u8fd9\u5757\u6211\u81ea\u5df1\u4e5f\u8fd8\u5728\u6478\u7d22\uff0c\u76ee\u524d\u7684\u7ecf\u9a8c\u662f\u4e32\u884c\u540c\u5206\u652f\u6a21\u5f0f\u80fd\u8986\u76d6\u516b\u6210\u573a\u666f\uff0c\u590d\u6742\u7f16\u6392\u9664\u975e\u56e2\u961f\u6709\u4eba\u4e13\u95e8\u7ef4\u62a4\uff0c\u5426\u5219\u7ffb\u8f66\u6982\u7387\u4e0d\u4f4e\u3002<\/p>\n<h2>Spec \u4e0d\u662f\u5199\u5b8c\u5c31\u6254\u7684<\/h2>\n<p>\u8dd1\u4e86\u51e0\u4e2a\u9879\u76ee\u540e\uff0c\u6709\u51e0\u4e2a\u4e60\u60ef\u56fa\u5b9a\u4e0b\u6765\u4e86\u3002<\/p>\n<p><strong>\u6e10\u8fdb\u7ec6\u5316\u3002<\/strong> \u522b\u60f3\u7740\u4e00\u53e3\u6c14\u5199\u51fa\u5b8c\u7f8e Spec\u3002\u5148\u5199\u9ad8\u5c42\u5927\u7eb2\uff0c\u8ba9 AI \u628a\u9aa8\u67b6\u8dd1\u8d77\u6765\uff0c\u518d\u4e00\u4e2a\u6a21\u5757\u4e00\u4e2a\u6a21\u5757\u8865\u7ec6\u8282\u3002<\/p>\n<p><strong>\u6a21\u5757\u5316\u7ec4\u7ec7\u3002<\/strong> API\u3001\u6570\u636e\u5e93\u3001\u6837\u5f0f\u89c4\u8303\u3001\u9519\u8bef\u7801\u3001\u6743\u9650\u89c4\u5219\u5404\u4e00\u4e2a\u6587\u4ef6\u3002\u6bcf\u6b21\u53ea\u7ed9 AI \u5f53\u524d\u4efb\u52a1\u7528\u5f97\u5230\u7684\u4e0a\u4e0b\u6587\u3002<\/p>\n<p><strong>\u6301\u7eed\u8fed\u4ee3\u3002<\/strong> \u6bcf\u6b21 Code Review \u53d1\u73b0\u95ee\u9898\uff0c\u6216\u8005 AI \u53c8\u628a\u540c\u4e00\u4e2a\u5751\u8e29\u4e86\u4e00\u904d\uff0c\u56de\u53bb\u6539 Spec\u3002\u53ea\u6539\u4ee3\u7801\u4e0d\u6539\u89c4\u8303\uff0c\u4e0b\u6b21\u7167\u6837\u72af\u3002<\/p>\n<p>\u8fd9\u91cc\u6709\u4e2a\u9ad8\u9891\u7ffb\u8f66\u573a\u666f\u503c\u5f97\u7279\u522b\u8bf4\u4e00\u4e0b\uff1aTask-001 \u5b8c\u6210\u65f6 Spec \u89c4\u5b9a\u9519\u8bef\u683c\u5f0f\u662f <code>{&quot;code&quot;: &quot;USER_NOT_FOUND&quot;, &quot;message&quot;: &quot;...&quot;}<\/code>\uff0c\u4e24\u5468\u540e Spec \u66f4\u65b0\u52a0\u4e86 <code>trace_id<\/code> \u5b57\u6bb5\uff0c\u4f46 Task-001 \u7684\u4ee3\u7801\u5df2\u7ecf\u6ca1\u4eba\u7ba1\u4e86\u3002\u89c4\u8303\u548c\u5b9e\u73b0\u5c31\u8fd9\u4e48\u6084\u6084\u8dd1\u504f\u4e86\u3002<\/p>\n<p>\u5e94\u5bf9\u529e\u6cd5\uff1aSpec \u53d8\u66f4\u65f6\u505a\u5f71\u54cd\u8303\u56f4\u8bc4\u4f30\u3002\u53ef\u4ee5\u5728\u6bcf\u4e2a Spec \u6587\u4ef6\u91cc\u7ef4\u62a4\u4e00\u4e2a\u201c\u4f9d\u8d56\u6b64\u6587\u4ef6\u7684\u6a21\u5757\u201d\u5217\u8868\uff0cSpec \u66f4\u65b0\u65f6\u4e3b\u52a8\u89e6\u53d1\u53d7\u5f71\u54cd\u6a21\u5757\u7684\u56de\u5f52\u6d4b\u8bd5\u3002CI \u6d41\u6c34\u7ebf\u91cc\u52a0\u4e00\u6761\u5224\u65ad\uff1aSpec \u6587\u4ef6\u6709\u53d8\u52a8\uff0c\u81ea\u52a8\u8dd1\u76f8\u5173\u6a21\u5757\u7684\u6d4b\u8bd5\u3002<\/p>\n<h2>\u5206\u4eab\u51e0\u5957 Spec \u6a21\u677f<\/h2>\n<p>\u6211\u5e38\u7528\u7684\u5c31\u8fd9\u4e09\u79cd\uff0c\u6309\u573a\u666f\u9009\u4e00\u4e2a\u5c31\u884c\u3002<\/p>\n<p><strong>\u6a21\u677f\u4e00\uff1aOpenAPI \u98ce\u683c\uff0c\u9002\u5408 API \u5f00\u53d1<\/strong><\/p>\n<pre><code class=\"markdown\">## API\uff1aPOST \/api\/v1\/users\n\n### \u57fa\u672c\u4fe1\u606f\n\n- **\u7aef\u70b9**\uff1a`\/api\/v1\/users`\n- **\u65b9\u6cd5**\uff1aPOST\n\n### \u8bf7\u6c42\u53c2\u6570\n\n| \u5b57\u6bb5     | \u7c7b\u578b   | \u5fc5\u586b | \u7ea6\u675f                        | \u793a\u4f8b             |\n| -------- | ------ | ---- | --------------------------- | ---------------- |\n| email    | string | \u662f   | \u90ae\u7bb1\u683c\u5f0f                    | user@example.com |\n| password | string | \u662f   | 8-32 \u5b57\u7b26\uff0c\u5305\u542b\u5927\u5c0f\u5199\u548c\u6570\u5b57 | -                |\n\n### \u54cd\u5e94\u683c\u5f0f\n\n- **201 Created**\uff1a\u7528\u6237\u521b\u5efa\u6210\u529f\n\n  ```json\n  { &quot;id&quot;: &quot;uuid&quot;, &quot;email&quot;: &quot;user@example.com&quot;, &quot;created_at&quot;: &quot;...&quot; }\n  ```\n\n- **409 Conflict**\uff1a\u90ae\u7bb1\u5df2\u5b58\u5728\n  ```json\n  { &quot;code&quot;: &quot;EMAIL_ALREADY_EXISTS&quot;, &quot;message&quot;: &quot;Email already exists&quot; }\n  ```\n\n### \u9a8c\u6536\u6807\u51c6\n\n- [ ] \u5bc6\u7801\u7528 bcrypt\uff0ccost=12\n- [ ] \u90ae\u7bb1\u552f\u4e00\u6027\u7531\u6570\u636e\u5e93\u552f\u4e00\u7d22\u5f15\u4fdd\u8bc1\n- [ ] \u5206\u652f\u8986\u76d6\u7387\uff08branch coverage\uff09&gt;= 80%<\/code><\/pre>\n<p><strong>\u6a21\u677f\u4e8c\uff1aGherkin \u98ce\u683c\uff0c\u9002\u5408 BDD<\/strong><\/p>\n<pre><code class=\"gherkin\">Feature: \u7528\u6237\u767b\u5f55\n\n  Scenario: \u4f7f\u7528\u6709\u6548\u51ed\u636e\u767b\u5f55\n    Given \u7528\u6237\u5df2\u6ce8\u518c\u90ae\u7bb1 &quot;test@example.com&quot; \u548c\u5bc6\u7801 &quot;Password123&quot;\n    When \u7528\u6237\u63d0\u4ea4\u767b\u5f55\u8bf7\u6c42\n    Then \u8fd4\u56de 200 \u72b6\u6001\u7801\u548c JWT token\n    And token \u6709\u6548\u671f 24 \u5c0f\u65f6\n\n  Scenario: \u4f7f\u7528\u65e0\u6548\u5bc6\u7801\u767b\u5f55\n    Given \u7528\u6237\u5df2\u6ce8\u518c\u90ae\u7bb1 &quot;test@example.com&quot;\n    When \u7528\u6237\u7528\u9519\u8bef\u5bc6\u7801\u63d0\u4ea4\u767b\u5f55\n    Then \u8fd4\u56de 401\n    And \u9519\u8bef\u4fe1\u606f\u4e3a &quot;Invalid credentials&quot;\n    And \u4e0d\u66b4\u9732\u5177\u4f53\u662f\u90ae\u7bb1\u8fd8\u662f\u5bc6\u7801\u9519<\/code><\/pre>\n<p><strong>\u6a21\u677f\u4e09\uff1aChecklist \u98ce\u683c\uff0c\u9002\u5408\u4ee3\u7801\u5ba1\u67e5<\/strong><\/p>\n<pre><code class=\"markdown\">## Code Review Checklist\n\n### \u529f\u80fd\u6027\n\n- [ ] \u5b9e\u73b0\u7b26\u5408 Spec \u63cf\u8ff0\n- [ ] \u8fb9\u754c\u6761\u4ef6\u5df2\u5904\u7406\uff1a\u7a7a\u503c\u3001\u8d8a\u754c\u3001\u5e76\u53d1\n- [ ] \u9519\u8bef\u5904\u7406\u5b8c\u5584\n\n### \u8d28\u91cf\n\n- [ ] \u51fd\u6570\u957f\u5ea6 &lt;= 50 \u884c\n- [ ] \u5708\u590d\u6742\u5ea6 &lt;= 10\n- [ ] \u65e0\u91cd\u590d\u4ee3\u7801\uff08DRY\uff09\n\n### \u5b89\u5168\n\n- [ ] \u65e0\u654f\u611f\u4fe1\u606f\u786c\u7f16\u7801\n- [ ] \u8f93\u5165\u5df2\u9a8c\u8bc1\/\u8f6c\u4e49\n- [ ] \u6743\u9650\u68c0\u67e5\u5df2\u52a0<\/code><\/pre>\n<h2>\u8e29\u8fc7\u7684\u5751<\/h2>\n<p>\u8bf4\u51e0\u4e2a\u6211\u81ea\u5df1\u8e29\u8fc7\u7684\u3002<\/p>\n<p>\u7ea6\u675f\u5199\u592a\u6b7b\u4e86\uff0cAI \u8fde\u6b63\u5e38\u7684\u7075\u6d3b\u6027\u90fd\u6ca1\u6709\u3002\u6bd4\u5982\u4f60\u628a Service \u5c42\u6bcf\u4e2a\u65b9\u6cd5\u7b7e\u540d\u90fd\u5b9a\u597d\uff0cAI \u8fde\u4e2a\u53c2\u6570\u540d\u90fd\u4e0d\u6562\u6539\u3002Spec \u5b9a\u7684\u662f\u8fb9\u754c\uff0c\u4e0d\u662f\u9010\u884c\u4f2a\u4ee3\u7801\u3002<\/p>\n<p>\u53cd\u8fc7\u6765\uff0c\u7ea6\u675f\u5199\u5c11\u4e86\u66f4\u5e38\u89c1\u3002\u5173\u952e\u8fb9\u754c\u6ca1\u5b9a\u4e49\uff0cAI \u5c31\u81ea\u5df1\u731c\u3002\u731c\u5bf9\u4e86\u7b97\u8fd0\u6c14\uff0c\u731c\u9519\u4e86\u7b97\u65e5\u5e38\u3002\u6211\u6709\u4e00\u4e2a\u9879\u76ee\uff0cAI \u7528\u4e86 MD5 \u5b58\u5bc6\u7801\uff0c\u5c31\u662f\u56e0\u4e3a Spec \u91cc\u6ca1\u5199\u7528\u4ec0\u4e48\u52a0\u5bc6\u7b97\u6cd5\u3002<\/p>\n<p>Spec \u6539\u4e86\u6ca1\u540c\u6b65\uff0c\u8fd9\u4e2a\u6700\u9690\u853d\u3002\u4ee3\u7801\u548c\u6587\u6863\u6162\u6162\u5c31\u8dd1\u504f\u4e86\uff0cAI \u4e0b\u6b21\u62ff\u5230\u7684\u8fd8\u662f\u65e7\u7248\u89c4\u8303\uff0c\u5199\u51fa\u6765\u7684\u4ee3\u7801\u81ea\u7136\u4e5f\u5bf9\u4e0d\u4e0a\u3002<\/p>\n<p>\u8fd8\u6709\u4e00\u4e2a\uff1a\u53ea\u5199\u4e0d\u9a8c\u3002Spec \u5199\u4e86\u4e00\u5927\u5806\uff0c\u4f46\u6ca1\u63a5\u5230 CI \u91cc\uff0c\u6700\u540e\u53d8\u6210\u5f62\u5f0f\u4e3b\u4e49\u3002\u5199\u5b8c\u6ca1\u4eba\u68c0\u67e5\uff0c\u8ddf\u6ca1\u5199\u5dee\u4e0d\u591a\u3002<\/p>\n<p>\u90a3\u4e2a\u5408\u5e76\u6309\u94ae\uff0c\u6c38\u8fdc\u5e94\u8be5\u63e1\u5728\u4f60\u81ea\u5df1\u624b\u91cc\u3002<\/p>\n<p><a href=\"https:\/\/segmentfault.com\/a\/1190000047800720\">https:\/\/segmentfault.com\/a\/1190000047800720<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f60\u597d\uff0c\u6211\u662f\u5c0f G\u3002\u62d6\u4e86\u86ee\u4e45\uff0c\u6765\u586b\u5751\u4e86\u3002 Spec Coding \u5f88\u65e9\u4e4b\u524d\u5c31\u6709\u7fa4\u53cb\u63d0\u5230\u8bf4\u5efa\u8bae\u5199\u4e00\u4e0b\u3002\u786e\u5b9e\u8fd8\u86ee\u91cd\u8981 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[4],"tags":[],"class_list":["post-10021374","post","type-post","status-publish","format-standard","hentry","category-share"],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10021374","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10021374"}],"version-history":[{"count":0,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10021374\/revisions"}],"wp:attachment":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10021374"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10021374"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10021374"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}