{"id":10021423,"date":"2026-08-02T13:47:56","date_gmt":"2026-08-02T05:47:56","guid":{"rendered":"https:\/\/itmax.cn\/?p=10021423"},"modified":"2026-08-02T13:47:56","modified_gmt":"2026-08-02T05:47:56","slug":"ai-native-%e4%ba%a4%e6%98%93%e6%a0%b8%e5%bf%83%e7%b3%bb%e7%bb%9f%e7%9a%84%e7%a0%94%e5%8f%91%e8%8c%83%e5%bc%8f%ef%bd%9c%e5%be%97%e7%89%a9%e6%8a%80%e6%9c%af","status":"publish","type":"post","link":"https:\/\/itmax.cn\/?p=10021423","title":{"rendered":"AI Native \u4ea4\u6613\u6838\u5fc3\u7cfb\u7edf\u7684\u7814\u53d1\u8303\u5f0f\uff5c\u5f97\u7269\u6280\u672f"},"content":{"rendered":"<h2>\u4e00\u3001\u5f15\u8a00<\/h2>\n<p>\u8ba2\u5355\u7cfb\u7edf\u662f\u4ea4\u6613\u94fe\u8def\u7684\u6838\u5fc3\u547d\u8109\uff0c\u76f4\u63a5\u627f\u8f7d\u7528\u6237\u6240\u6709\u4e0b\u5355\u4e0e\u652f\u4ed8\u884c\u4e3a\uff0c\u5176\u7a33\u5b9a\u6027\u76f4\u63a5\u51b3\u5b9a\u4e1a\u52a1\u76c8\u4e8f\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u8017\u65f6\u4e00\u5e74\u591a\uff0c\u5b8c\u6210\u4e86\u8ba2\u5355\u7cfb\u7edf\u7531\u5916\u800c\u5185\u7684\u4e09\u9636\u6bb5\u6539\u9020\u3002<\/p>\n<ul>\n<li><strong>\u7b2c\u4e00\u9636\u6bb5\u7b51\u7262\u7a33\u5b9a\u5e95\u7ebf\uff1a<\/strong> \u4ee5 SLA 99.99%\u3001\u675c\u7edd\u8dcc\u5355\u4e3a\u76ee\u6807\uff0c\u68b3\u7406\u4e0b\u6e38\u4f9d\u8d56\u3001\u642d\u5efa\u4e09\u7ea7\u4fdd\u969c\u89c4\u8303\uff0c\u89c4\u907f\u4e0b\u6e38\u6296\u52a8\u62d6\u7d2f\u4e3b\u94fe\u8def\u3002<\/li>\n<li><strong>\u7b2c\u4e8c\u9636\u6bb5\u5265\u79bb\u6838\u5fc3\u94fe\u8def\uff1a<\/strong> \u4ee5\u652f\u4ed8\u8282\u70b9\u4e3a\u5206\u754c\uff0c\u5c06\u8ba2\u5355\u521b\u5efa\u3001\u652f\u4ed8\u56de\u8c03\u7b49\u6838\u5fc3\u80fd\u529b\u4ece\u8001\u65e7\u5e94\u7528\u4e2d\u72ec\u7acb\u62c6\u5206\u5e76\u4e13\u5c5e\u4fdd\u969c\u3002<\/li>\n<li><strong>\u7b2c\u4e09\u9636\u6bb5\u6a21\u5757\u5316\u91cd\u6784\u94fe\u8def\uff1a<\/strong> \u6309\u4e1a\u52a1\u8bed\u4e49\u91cd\u6784\u6267\u884c\u5e8f\u5217\uff0c\u5b9e\u73b0\u5404\u73af\u8282\u6a21\u5757\u5316\u5206\u5c42\u5e76\u914d\u9f50\u5168\u94fe\u8def\u57cb\u70b9\u3002<\/li>\n<\/ul>\n<p>\u4e09\u9636\u6bb5\u6539\u9020\u843d\u5730\u540e\uff0c\u8ba2\u5355\u7cfb\u7edf\u5b9e\u73b0\u4e86\u7a33\u5b9a\u6027\u515c\u5e95\u3001\u6838\u5fc3\u94fe\u8def\u9694\u79bb\u3001\u67b6\u6784\u6a21\u5757\u5316\u3001\u94fe\u8def\u53ef\u89c2\u6d4b\u7684\u5168\u9762\u5347\u7ea7\u3002\u4f46 AI Coding \u7684\u666e\u53ca\uff0c\u7ed9\u6838\u5fc3\u7cfb\u7edf\u7814\u53d1\u5e26\u6765\u4e86\u5168\u65b0\u7684\u6311\u6218\u3002<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048094677\" alt=\"\" title=\"\"><\/p>\n<h2>\u4e8c\u3001AI Native \u4e0b\u6838\u5fc3\u7cfb\u7edf\u7a33\u5b9a\u6027\u7684\u6311\u6218<\/h2>\n<p>\u6bb5\u7684\u6539\u9020\u4e3a\u7cfb\u7edf\u6253\u4e0b\u4e86\u7a33\u5b9a\u6027\u3001\u53ef\u6269\u5c55\u6027\u548c\u6a21\u5757\u5316\u7684\u57fa\u7840\uff0c\u4f46\u5f53\u524d\u4ecd\u9762\u4e34\u4ee5\u4e0b\u6311\u6218\uff1aAI \u8ba9\u4ee3\u7801\u4ea7\u51fa\u53c8\u5feb\u53c8\u591a\uff08\u4eba\u5747\u589e\u52a0\u8fd1 3 \u500d\uff09\uff0c\u4f46\u8d28\u91cf\u5e76\u4e0d\u4f1a\u56e0\u751f\u6210\u901f\u5ea6\u63d0\u5347\u800c\u81ea\u52a8\u63d0\u5347\u3002\u7ea6\u675f\u4e0d\u591f\u5f3a\u3001\u77e5\u8bc6\u4e0d\u591f\u5168\uff0cAI \u5c31\u4f1a&#8221;\u53c8\u5feb\u53c8\u7a33\u5730\u628a\u9519\u7684\u4e1c\u897f\u590d\u5236\u4e00\u5343\u4efd&#8221;\u3002\u5177\u4f53\u6311\u6218\u5f52\u7eb3\u4e3a\uff1a<\/p>\n<ol>\n<li><strong>\u9519\u8bef\u6a21\u5f0f\u8fc1\u79fb\uff1a<\/strong> \u4ece&#8221;\u4e2a\u4eba\u624b\u8bef&#8221;\u8f6c\u5411&#8221;\u7cfb\u7edf\u6027\u504f\u5dee&#8221;\uff0cAI \u503e\u5411\u590d\u7528\u5386\u53f2\u6a21\u5f0f\uff0c\u9519\u8bef\u5bb9\u6613\u6279\u91cf\u590d\u5236\u3002<\/li>\n<li><strong>\u77e5\u8bc6\u7ed3\u6784\u5316\u538b\u529b\uff1a<\/strong> \u7ea6\u675f\u89c4\u7ea6\u6563\u843d\u5404\u5904\u65f6\uff0cAI \u7b49\u540c\u4e8e&#8221;\u770b\u4e0d\u89c1&#8221;\u56e2\u961f\u79ef\u7d2f\u3002<\/li>\n<li><strong>\u4ee3\u7801\u91cf\u4e0e\u5ba1\u67e5\u529b\u5931\u8861\uff1a<\/strong> \u53d8\u66f4\u91cf\u662f\u4e4b\u524d\u7684\u6570\u500d\uff0c\u4f46 CR \u8d44\u6e90\u4e0d\u540c\u6b65\u589e\u52a0\uff0c\u7f3a\u9677\u9003\u9038\u98ce\u9669\u88ab\u653e\u5927\u3002<\/li>\n<li><strong>\u6545\u969c\u56de\u6eaf\u96be\uff1a<\/strong> \u4eba + AI \u534f\u540c\u5b8c\u6210\u7684\u4ee3\u7801\uff0c\u4e8b\u540e\u96be\u5b9a\u4f4d\u6839\u56e0\uff08\u77e5\u8bc6\u5e93\/skill\/\u89c4\u7ea6\/prompt \u54ea\u91cc\u51fa\u9519\uff09\u3002<\/li>\n<li><strong>\u5355\u70b9\u63d0\u6548\uff0c\u94fe\u8def\u71b5\u589e\uff1a<\/strong> \u7f16\u7801\u53d8\u5feb\u4f46\u524d\u540e\u6b65\u9aa4\u6ca1\u53d8\u5feb\uff0c\u9636\u6bb5\u95f4\u4fe1\u606f\u6298\u635f\u53d8\u5927\uff0c\u6574\u6761\u94fe\u8def\u71b5\u5728\u589e\u52a0\u800c\u975e\u51cf\u5c11\u3002<\/li>\n<\/ol>\n<p>\u95ee\u9898\u4e0d\u5728 AI \u4e0d\u4f1a\u5199\u4ee3\u7801\uff0c\u800c\u5728\u65e7\u6d41\u7a0b\u6ca1\u6709\u7ed9 AI \u51c6\u5907\u53ef\u6267\u884c\u7684\u8f93\u5165\u548c\u53ef\u9a8c\u8bc1\u7684\u51fa\u53e3\u2014\u2014\u65e7\u6d41\u7a0b\u662f\u4e3a&#8221;\u4eba\u7406\u89e3\u4eba&#8221;\u8bbe\u8ba1\u7684\uff0c\u8981\u91cd\u65b0\u8bbe\u8ba1\u7684\u4e0d\u662f AI\uff0c\u800c\u662f\u5b83\u5de5\u4f5c\u7684\u6d41\u6c34\u7ebf\u3002\u672c\u6587\u5206\u4eab\uff1a\u5982\u4f55\u5c06\u9002\u914d\u4f20\u7edf\u4eba\u5de5\u7814\u53d1\u7684\u65e7\u6d41\u7a0b\uff0c\u91cd\u6784\u4e3a\u9002\u914d AI \u7f16\u7801\u7684\u4e94\u9053\u6807\u51c6\u5316\u5173\u53e3\u2014\u2014\u9700\u6c42\u6f84\u6e05\u3001\u6280\u672f\u65b9\u6848\u3001TDD \u5b9e\u65bd\u3001\u95e8\u7981\u5361\u63a7\u3001\u5168\u6d41\u7a0b\u57cb\u70b9\u76d1\u63a7\u3002<\/p>\n<h2>\u4e09\u3001AI Native \u6838\u5fc3\u7cfb\u7edf\u7f16\u7801\u5168\u6d41\u7a0b\u7a33\u5b9a\u6027\u6cbb\u7406\u601d\u8def<\/h2>\n<p>\u7b2c\u4e00\u7ae0\u7684\u4e94\u4e2a\u6311\u6218\u80cc\u540e\u5176\u5b9e\u662f\u540c\u4e00\u4ef6\u4e8b\uff1a\u65e7\u6d41\u7a0b\u662f\u7ed9&#8221;\u4eba\u7406\u89e3\u4eba&#8221;\u8bbe\u8ba1\u7684\u3002\u6cbb\u7406\u601d\u8def\u5c31\u662f\u628a\u7814\u53d1\u6d41\u6c34\u7ebf\u91cd\u6784\u6210\u4e94\u9053\u5173\u53e3\uff0c\u8ba9\u6bcf\u4e2a\u75db\u70b9\u5728\u6e90\u5934\u5c31\u88ab\u63a5\u4f4f\u3002<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048094678\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048094679\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<h2>\u56db\u3001\u63d2\u4ef6\u6d41\u6c34\u7ebf\u8bbe\u8ba1 \u2014\u2014 \u63d2\u4ef6\u7684\u4e94\u9053\u5173\u53e3<\/h2>\n<p><strong>\u5b9a\u4f4d\uff1a<\/strong> \u4e00\u4e2a Claude Code \u7684 Spec-Driven \u5f00\u53d1\u63d2\u4ef6\uff0c\u628a&#8221;\u9700\u6c42\u6f84\u6e05\u2192\u6280\u672f\u65b9\u6848\u2192\u6267\u884c\u8ba1\u5212\u2192TDD \u5b9e\u65bd\u2192\u51c6\u5165\u51c6\u51fa&#8221;\u4e32\u6210\u4e00\u6761\u5e26\u7528\u6237\u786e\u8ba4\u95e8\u63a7\u7684\u5de5\u4f5c\u6d41\u3002<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048094680\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p>\u6574\u4f53\u91c7\u7528\u4e94\u5c42\u81ea\u5e95\u5411\u4e0a\u7684\u67b6\u6784\u8bbe\u8ba1\uff1a<\/p>\n<ul>\n<li><strong>\u57fa\u7840\u8bbe\u65bd\u5c42\uff1a<\/strong> \u7edf\u4e00\u57cb\u70b9\u5b9a\u4e49\u548c\u9636\u6bb5\u6027\u4ea7\u51fa\u89c4\u8303\uff0c\u53cc\u5c42\u91c7\u96c6\u901a\u9053\uff08Hook \u81ea\u52a8\u5c42 + SKILL \u663e\u5f0f\u5c42\uff09\u5b9e\u73b0\u5168\u94fe\u8def\u6570\u636e\u91c7\u96c6\u3002<\/li>\n<li><strong>Agent \u7cfb\u7edf\u5c42\uff1a<\/strong> \u8bbe\u8ba1 Agent\u3001\u610f\u56fe\u5de5\u7a0b\u3001\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff0c\u901a\u8fc7&#8221;\u94fe\u5f0f\u8c03\u7528\u2192\u5e76\u884c\u534f\u4f5c\u2192\u53cd\u9988\u4fee\u6b63\u2192\u7ed3\u679c\u6c47\u603b&#8221;\u7f16\u6392\u3002<\/li>\n<li><strong>\u5f00\u53d1\u6d41\u7a0b\u5c42\uff1a<\/strong> \u5b9a\u4e49\u4e94\u9636\u6bb5\u6838\u5fc3\u7814\u53d1\u6d41\u7a0b\u3002<\/li>\n<li><strong>\u5ea6\u91cf\u5c42\uff1a<\/strong> \u5168\u94fe\u8def\u53ef\u89c2\u6d4b\uff0c\u91cf\u5316\u6570\u636e\u91c7\u96c6\u3001\u5206\u6790\u3001\u62a5\u544a\u4e0e\u53ef\u89c6\u5316\u3002<\/li>\n<li><strong>\u6cbb\u7406\u5c42\uff1a<\/strong> \u9876\u5c42\u4fdd\u969c\uff0c\u5c06\u6838\u5fc3\u6cbb\u7406\u80fd\u529b\uff08spec\/code\/arch\/BDD \u56db\u7ef4\u5e76\u884c\u5ba1\u67e5\uff09\u5185\u5d4c\u5230\u524d\u56db\u5c42\u3002<\/li>\n<\/ul>\n<h3>\u7b2c\u4e00\u9053\u5173\u53e3\uff1a\u9700\u6c42\u6f84\u6e05\u2014\u2014\u4fdd\u8bc1\u65b9\u5411\u4e0d\u9519<\/h3>\n<p>\u5de5\u4f5c\u6d41\u7684\u7b2c\u4e00\u9636\u6bb5\u662f\u9700\u6c42\u6f84\u6e05\u3002\u5728\u8fd9\u4e00\u6b65\uff0c\u6211\u4eec\u4e0d\u4ea7\u51fa\u4efb\u4f55\u4ee3\u7801\uff0c\u751a\u81f3\u4e0d\u8ba8\u8bba\u4ee3\u7801\u2014\u2014\u53ea\u505a\u4e00\u4ef6\u4e8b\uff1a\u8ba9\u4e1a\u52a1\u610f\u56fe\u88ab\u7cbe\u786e\u5730\u3001\u7ed3\u6784\u5316\u5730\u8bb0\u5f55\u4e0b\u6765\u3002<\/p>\n<p>\u62ff\u8d2f\u7a7f\u5168\u6587\u7684\u6848\u4f8b\u8bf4\uff1a\u51fa\u6d77\u4e0b\u5355\u652f\u6301\u793c\u54c1\u5361\uff0c\u793c\u54c1\u5361\u91d1\u989d = \u793c\u54c1\u5361\u9762\u503c + \u51fa\u6d77\u670d\u52a1\u8d39\u3002\u7b97\u9519\u662f\u8d44\u635f\uff0c\u4e14\u6709\u4e00\u4e2a\u8de8\u73af\u8282\u7ea6\u675f\u2014\u2014\u786e\u8ba4\u8ba2\u5355\u548c\u521b\u5efa\u8ba2\u5355\u4e24\u5904\u90fd\u8981\u7b97\u793c\u54c1\u5361\u91d1\u989d\uff0c\u6f0f\u4e00\u5904\u5c31\u4f1a\u51fa\u73b0\u786e\u8ba4\u65f6\u548c\u4e0b\u5355\u65f6\u91d1\u989d\u5bf9\u4e0d\u4e0a\u3002\u5728\u9700\u6c42\u6f84\u6e05\u5173\u53e3\uff0c\u6211\u4eec\u8981\u9489\u6b7b\u7684\u662f&#8221;\u7b97\u4ec0\u4e48\u3001\u4ec0\u4e48\u60c5\u51b5\u7b97\u9519\u4e86\u8981\u963b\u65ad&#8221;\u3002<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048094681\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<h4>BDD \u573a\u666f\u9a71\u52a8\u9a8c\u6536\uff1aSpec \u91cc\u5199\u7684\uff0c\u5c31\u662f\u540e\u9762\u6d4b\u7684<\/h4>\n<p>\u843d\u5230\u51fa\u6d77\u793c\u54c1\u5361\u4e0a\uff0cGherkin \u573a\u666f\u8fd9\u6837\u5199\uff1a<\/p>\n<ul>\n<li><strong>\u6b63\u5e38\u8def\u5f84\uff1a<\/strong> Given \u51fa\u6d77\u4e0b\u5355\u9009\u793c\u54c1\u5361\u652f\u4ed8\uff0c\u9762\u503c 100 \u5143 + \u51fa\u6d77\u670d\u52a1\u8d39 10 \u5143\uff0cWhen \u7528\u6237\u786e\u8ba4\u8ba2\u5355\uff0cThen \u793c\u54c1\u5361\u91d1\u989d = 110 \u5143\u3002<\/li>\n<li><strong>\u5f02\u5e38\u8fb9\u754c\uff1a<\/strong> Given \u793c\u54c1\u5361\u9762\u503c + \u670d\u52a1\u8d39\u8ba1\u7b97\u540e\u91d1\u989d\u5f02\u5e38\uff0cWhen \u4e0b\u5355\uff0cThen \u963b\u65ad\u5e76\u63d0\u793a\uff0c\u4e0d\u521b\u5efa\u5f02\u5e38\u91d1\u989d\u8ba2\u5355\u3002<\/li>\n<li><strong>\u4f18\u5148\u7ea7\u6807\u5b9a\uff1a<\/strong> \u793c\u54c1\u5361\u91d1\u989d\u4e00\u81f4\u6027\u573a\u666f\u6807 P0\uff0c\u5fc5\u987b\u901a\u8fc7\u624d\u80fd\u53d1\u5e03\u3002<\/li>\n<\/ul>\n<p>\u540e\u7eed\u7684 BDD-acceptance agent \u4f1a\u628a\u6bcf\u6761 Gherkin \u573a\u666f\u4e00\u5bf9\u4e00\u6620\u5c04\u5230 TDD \u7528\u4f8b\uff0c\u9010\u6761\u9a8c\u6536\u2014\u2014\u9700\u6c42\u3001\u6d4b\u8bd5\u3001\u5b9e\u73b0\u4e09\u8005\u4e00\u4e00\u5bf9\u9f50\u3002\u4f20\u7edf\u6d41\u7a0b\u4e2d PRD \u662f&#8221;\u7ed9\u4eba\u770b\u7684\u6587\u7ae0&#8221;\uff0cAI \u8bfb\u5b8c\u540e&#8221;\u731c&#8221;\u8981\u505a\u4ec0\u4e48\u3001\u6d4b\u8bd5\u518d&#8221;\u731c&#8221;\u8981\u6d4b\u4ec0\u4e48\uff0c\u4e24\u6b21\u4f20\u9012\u4e24\u6b21\u6298\u635f\uff1b\u6211\u4eec\u5f3a\u5236\u5728\u9700\u6c42\u9636\u6bb5\u4ea7\u51fa Gherkin \u573a\u666f\uff08Given-When-Then\uff09\u4f5c\u4e3a\u9700\u6c42\u4e0e\u6d4b\u8bd5\u4e4b\u95f4\u7684&#8221;\u786c\u5951\u7ea6&#8221;\uff0c\u8ba9\u9a8c\u6536\u6807\u51c6\u4ece\u4e00\u5f00\u59cb\u5c31\u662f\u673a\u5668\u53ef\u8bfb\u3001\u53ef\u6267\u884c\u7684\u3002<\/p>\n<h4>\u7edf\u4e00\u6a21\u677f\uff0c\u7981\u6b62\u6280\u672f\u8bed\u8a00\uff1a\u8ba9 Spec \u6210\u4e3a&#8221;\u901a\u7528\u8bed\u8a00&#8221;<\/h4>\n<p><strong>Spec \u56fa\u5b9a\u516d\u8282\uff1a<\/strong> \u2460\u6587\u6863\u57fa\u672c\u4fe1\u606f \u2461\u4e1a\u52a1\u76ee\u6807\u4e0e\u7528\u6237\u4ef7\u503c \u2462\u6838\u5fc3\u4e1a\u52a1\u6d41\u7a0b \u2463\u8fb9\u754c\u6761\u4ef6\u4e0e\u5f02\u5e38\u573a\u666f \u2464\u4e1a\u52a1\u89c4\u5219\u4e0e\u534f\u4f5c\u8fb9\u754c \u2465\u4f18\u5148\u7ea7\u4e0e\u9a8c\u6536\u65b9\u6cd5\u3002\u6bcf\u8282\u5f3a\u5236\u4e1a\u52a1\u8bed\u8a00\uff0c\u6280\u672f\u672f\u8bed\u4e00\u5f8b\u5c4f\u853d\uff1a<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048094682\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p>\u5b57\u6bb5\u7c7b\u578b\u3001\u8868\u7ed3\u6784\u3001\u63a5\u53e3\u7b7e\u540d\u3001\u4e0a\u4e0b\u6e38\u7cfb\u7edf\u540d\u4e00\u5f8b\u4e0d\u5199\uff08tech-design \u9636\u6bb5\u7684\u4e8b\uff09\u3002\u6a21\u677f\u7531\u72ec\u7acb\u5b50 Agent \u6e32\u67d3\u3001\u4e0d\u6ce8\u5165\u4e3b\u4f1a\u8bdd\u4e0a\u4e0b\u6587\uff0c\u4fdd\u8bc1\u4ea7\u51fa\u683c\u5f0f\u7a33\u5b9a\u4e00\u81f4\u3002<\/p>\n<h4>\u7ed3\u5408\u77e5\u8bc6\u5e93\u505a\u73b0\u72b6\u5bf9\u9f50\uff1a\u8ba9 AI&#8221;\u5e26\u7740\u4e0a\u4e0b\u6587&#8221;\u7406\u89e3\u9700\u6c42<\/h4>\n<p>\u9700\u6c42\u6f84\u6e05\u5f00\u59cb\u524d\uff0c\u81ea\u5b9a\u4e49\u63d2\u4ef6\u4f1a\u81ea\u52a8\u89e6\u53d1\u83b7\u53d6\u5bf9\u5e94\u77e5\u8bc6\u5e93\u4fe1\u606f\uff0c\u4f20\u5165 PRD \u4e2d\u7684\u4e1a\u52a1\u573a\u666f\u5173\u952e\u8bcd\uff0c\u4ece\u77e5\u8bc6\u5e93 + \u4ee3\u7801\u73b0\u72b6\u4e2d\u62c9\u53d6\u4e00\u4efd&#8221;\u73b0\u72b6\u5206\u6790\u62a5\u544a&#8221;\u3002\u8fd9\u4efd\u62a5\u544a\u662f\u9700\u6c42\u6f84\u6e05\u7684\u4e8b\u5b9e\u5e95\u5ea7\uff0c\u4f5c\u7528\u662f\uff1a<\/p>\n<ul>\n<li><strong>\u907f\u514d\u51ed\u5370\u8c61\u63cf\u8ff0\u73b0\u72b6\uff1a<\/strong> AI \u4e0d\u4f1a&#8221;\u89c9\u5f97&#8221;\u67d0\u4e2a\u529f\u80fd\u73b0\u5728\u662f\u600e\u4e48\u5de5\u4f5c\u7684\uff0c\u800c\u662f\u57fa\u4e8e\u4ee3\u7801\u548c\u6587\u6863\u7684\u4e8b\u5b9e\u3002<\/li>\n<li><strong>\u907f\u514d\u65b0\u589e\u80fd\u529b\u4e0e\u5df2\u6709\u903b\u8f91\u649e\u8f66\uff1a<\/strong> \u5199\u65b0\u9700\u6c42\u524d\u5148\u77e5\u9053&#8221;\u8fd9\u5757\u4e4b\u524d\u662f\u600e\u4e48\u8bbe\u8ba1\u7684&#8221;\u3002<\/li>\n<li><strong>\u6f84\u6e05\u8fc7\u7a0b\u53ef\u56de\u6eaf\uff1a<\/strong> \u6bcf\u4e2a\u5224\u65ad\u90fd\u80fd\u6eaf\u6e90\u5230\u77e5\u8bc6\u5e93\u6216\u4ee3\u7801\uff0c\u800c\u4e0d\u662f\u62cd\u8111\u888b\u3002<\/li>\n<\/ul>\n<h4>\u63d0\u95ee\u800c\u975e\u5047\u8bbe\uff1a\u628a&#8221;\u8be5\u95ee\u7684\u95ee\u6e05\u695a&#8221;<\/h4>\n<p>\u6309&#8221;\u8be5\u95ee \/ \u4e0d\u8be5\u95ee \/ \u53ef\u8df3\u8fc7&#8221;\u4e09\u7c7b\u7ba1\u7406\u63d0\u95ee\uff1a<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048094683\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p>\u9700\u6c42\u6f84\u6e05\u5173\u53e3\u6838\u5fc3\uff1aBDD \u9489\u6b7b\u9a8c\u6536\u3001\u6a21\u677f\u5c4f\u853d\u6280\u672f\u8bed\u8a00\u3001\u77e5\u8bc6\u5e93\u515c\u4f4f\u73b0\u72b6\u3001\u63d0\u95ee\u7ba1\u7406\u8be5\u95ee\u4e0d\u8be5\u95ee\u2014\u2014\u8ba9&#8221;\u505a\u4ec0\u4e48&#8221;\u548c&#8221;\u600e\u4e48\u7b97\u505a\u5b8c&#8221;\u5728\u8d77\u70b9\u5c31\u88ab\u7cbe\u786e\u8bb0\u5f55\u3002<\/p>\n<h3>\u7b2c\u4e8c\u9053\u5173\u53e3\uff1a\u6280\u672f\u65b9\u6848\u8bbe\u8ba1<\/h3>\n<p>\u627f\u63a5\u4e0a\u4e00\u5173\u53e3\uff1a\u9700\u6c42\u6f84\u6e05\u628a&#8221;\u7b97\u4ec0\u4e48&#8221;\uff08What\uff09\u9489\u6b7b\uff0c\u6280\u672f\u65b9\u6848\u8fd9\u4e00\u5173\u53e3\u8981\u56de\u7b54&#8221;\u600e\u4e48\u6539&#8221;\uff08How\uff09\u548c&#8221;\u7b97\u9519\u4e86\u600e\u4e48\u515c&#8221;\uff08Fallback\uff09\u3002\u6838\u5fc3\u601d\u60f3\u4e00\u53e5\u8bdd\u2014\u2014\u4e0d\u8ba9 AI \u5728\u7f16\u7801\u65f6\u4e34\u573a\u53d1\u6325\uff0c\u6240\u6709\u8bbe\u8ba1\u51b3\u7b56\u5728\u7f16\u7801\u524d\u5c31\u88ab\u9501\u5b9a\u3002<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048094684\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<h4>\u5206\u6790\u8981\u6539\u52a8\u7684\u6a21\u5757\uff1a\u4ece&#8221;\u6574\u4f53\u67b6\u6784&#8221;\u62c6\u5230&#8221;\u4e94\u6bb5\u5f0f&#8221;<\/h4>\n<p>\u62ff\u5230\u9700\u6c42 Spec \u540e\uff0ctech-design \u9636\u6bb5\u4e0d\u4f1a\u76f4\u63a5\u8df3\u8fdb\u4ee3\u7801\u7ec6\u8282\u3002\u5148\u505a\u81ea\u4e0a\u800c\u4e0b\u7684\u6a21\u5757\u62c6\u89e3\uff1a<\/p>\n<ul>\n<li><strong>\u7b2c\u4e00\u6b65\uff1a<\/strong> \u89e3\u6790\u670d\u52a1\u6e05\u5355\u3002\u4ece\u9700\u6c42\u89c4\u683c\u7684&#8221;\u6574\u4f53\u67b6\u6784\/\u8de8\u670d\u52a1\u603b\u89c8&#8221;\u7ae0\u8282\u89e3\u6790\u672c\u6b21\u6d89\u53ca\u7684\u670d\u52a1\u6e05\u5355\u3002<\/li>\n<li><strong>\u7b2c\u4e8c\u6b65\uff1a<\/strong> \u9010\u670d\u52a1\u62c6\u5230\u6a21\u5757\u7c92\u5ea6\u3002\u6bcf\u4e2a\u6d89\u53ca\u7684\u670d\u52a1\u6309\u573a\u666f\u62c6\u89e3\uff0c\u6bcf\u4e2a\u573a\u666f\u4e0b\u56fa\u5b9a\u4e94\u4e2a\u5b50\u90e8\u5206\uff1a<\/li>\n<\/ul>\n<pre><code>\u258e \u573a\u666f\u8be6\u7ec6\u8bbe\u8ba1\uff08\u6bcf\u4e2a\u573a\u666f\u56fa\u5b9a\u4e94\u90e8\u5206\uff09\n\u251c\u2500\u2500 \u6a21\u5757\u8be6\u60c5\uff08\u4e94\u6bb5\u5f0f\u7ed3\u6784\uff09\n\u2502   \u251c\u2500\u2500 \u76ee\u6807\uff1a\u8fd9\u4e2a\u6a21\u5757\u8981\u8fbe\u6210\u4ec0\u4e48\n\u2502   \u251c\u2500\u2500 \u53d8\u66f4\u4f4d\u7f6e\uff1a\u6539\u54ea\u4e2a\u7c7b\u3001\u54ea\u4e2a\u65b9\u6cd5\n\u2502   \u251c\u2500\u2500 \u5b57\u6bb5\/\u914d\u7f6e\u53d8\u66f4\uff1a\u52a0\u4ec0\u4e48\u5b57\u6bb5\u3001\u6539\u4ec0\u4e48\u914d\u7f6e\n\u2502   \u251c\u2500\u2500 \u6784\u5efa\/\u5904\u7406\u903b\u8f91\uff1a\u6838\u5fc3\u5904\u7406\u6d41\u7a0b\n\u2502   \u2514\u2500\u2500 \u963b\u65ad\/\u515c\u5e95\u884c\u4e3a\uff1a\u5f02\u5e38\u65f6\u600e\u4e48\u5904\u7406\n\u251c\u2500\u2500 \u5f02\u5e38\u4e0e\u8fb9\u754c\uff1a\u8fb9\u754c\u6761\u4ef6\u6e05\u5355\n\u251c\u2500\u2500 \u65b0\u589e\u6e05\u5355\uff1a\u65b0\u589e\u7684\u7c7b\/\u65b9\u6cd5\/\u914d\u7f6e\n\u2514\u2500\u2500 \u4e0a\u4e0b\u6e38\u534f\u4f5c\uff08\u8868\u683c\u5f62\u5f0f\uff09\n    \u251c\u2500\u2500 \u4e0a\u6e38\u4f9d\u8d56\u9879\n    \u251c\u2500\u2500 \u4e0b\u6e38\u5f71\u54cd\u9879\n    \u251c\u2500\u2500 \u662f\u5426\u9700\u8981\u5bf9\u65b9\u6539\u52a8\n    \u2514\u2500\u2500 \u8054\u5408\u8bbe\u8ba1\u72b6\u6001<\/code><\/pre>\n<p>\u843d\u5230\u51fa\u6d77\u793c\u54c1\u5361\u4e0a\uff0c\u4e94\u6bb5\u5f0f\u662f\u8fd9\u6837\u5199\u7684\uff1a<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048094685\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<h4>\u4ece\u77e5\u8bc6\u5e93\u62c9\u53d6\u6a21\u5757\u89c4\u7ea6\uff1a\u8ba9\u65b9\u6848&#8221;\u77e5\u9053\u5386\u53f2&#8221;\u8bbe\u8ba1<\/h4>\n<p>\u51fa\u6d77\u793c\u54c1\u5361\u9700\u6c42\u62c9\u53d6\u65f6\uff0c\u4f1a\u547d\u4e2d\u4e00\u6761\u5173\u952e\u8de8\u73af\u8282\u4e0d\u53d8\u7ea6\u675f\uff1a&#8221;\u786e\u8ba4\u8ba2\u5355\u8981\u7b97\u793c\u54c1\u5361\u91d1\u989d\uff08\u542b\u51fa\u6d77\u670d\u52a1\u8d39\uff09&#8221;&#8221;\u521b\u5efa\u8ba2\u5355\u4e5f\u8981\u7b97\u2014\u2014\u4e24\u5904\u7b97\u6cd5\u5fc5\u987b\u4e00\u81f4&#8221;\u3002\u547d\u4e2d\u7684\u7ea6\u675f\u9010\u6761\u8ba9\u7528\u6237\u9009&#8221;\u7eb3\u5165&#8221;\u8fd8\u662f&#8221;\u660e\u786e\u6392\u9664&#8221;\u2014\u2014\u6392\u9664\u5fc5\u987b\u586b\u7406\u7531\uff0c\u7406\u7531\u5728\u95e8\u7981\u9636\u6bb5\u4f1a\u88ab\u5f3a\u5236\u590d\u67e5\uff0c\u9632\u6b62\u6709\u4eba\u4e3a\u56fe\u7701\u4e8b\u628a\u5173\u952e\u7ea6\u675f\u6392\u9664\u4e86\u3002\u7eb3\u5165\u7684\u7ea6\u675f\u4f5c\u4e3a\u573a\u666f\u8be6\u7ec6\u8bbe\u8ba1\u7684\u8f93\u5165\uff0c\u65b9\u6848\u4ece\u4e00\u5f00\u59cb\u5c31&#8221;\u957f&#8221;\u5728\u89c4\u7ea6\u4e0a\uff0c\u5e76\u50cf\u5f71\u5b50\u8ddf\u5230\u7f16\u7801\u548c\u95e8\u7981\u9636\u6bb5\uff0c&#8221;\u5165\u53e3\u62c9\u4e86\u54ea\u4e9b\u89c4\u7ea6\uff0c\u51fa\u53e3\u5c31\u67e5\u54ea\u4e9b\u89c4\u7ea6&#8221;\uff0c\u5f62\u6210\u5b8c\u6574\u8bc1\u636e\u94fe\u3002CLI \u4e0d\u53ef\u7528\u65f6\u964d\u7ea7\u8df3\u8fc7\u5e76\u5728\u4ea7\u7269\u4e2d\u660e\u786e\u6807\u6ce8\uff0c\u4e0d\u9759\u9ed8\u6f0f\u8fc7\u3002<\/p>\n<h4>\u7edf\u4e00\u6280\u672f\u65b9\u6848\u6a21\u677f\uff1a\u7ae0\u8282\u7f16\u53f7\u3001\u56fe\u8868\u7c7b\u578b\u5168\u90e8\u786c\u7ea6\u675f<\/h4>\n<p>\u6240\u6709\u6280\u672f\u65b9\u6848\u8d70\u7edf\u4e00\u6a21\u677f\uff0c\u4e94\u5927\u6838\u5fc3\u7ae0\u8282\u56fa\u5b9a\u987a\u5e8f\uff1a\u4e00\u3001\u4e1a\u52a1\u7528\u4f8b\u5206\u6790 \u2192 \u4e8c\u3001\u6574\u4f53\u67b6\u6784 \u2192 \u4e09\u3001\u573a\u666f\u8be6\u7ec6\u8bbe\u8ba1 \u2192 \u56db\u3001\u6570\u636e\u7ed3\u6784\u8bbe\u8ba1 \u2192 \u4e94\u3001\u7a33\u5b9a\u6027\u8bbe\u8ba1\u3002<\/p>\n<p><strong>\u5c42\u9762\u4e00\uff1a\u6a21\u5757\u8be6\u60c5\u5c42\u7684&#8221;\u963b\u65ad\/\u515c\u5e95\u884c\u4e3a&#8221;\u2014\u2014\u6bcf\u4e2a\u6a21\u5757\u5fc5\u987b\u660e\u786e\u5177\u4f53\u52a8\u4f5c\uff08\u963b\u65ad\/\u964d\u7ea7\/\u9ed8\u8ba4\u503c\uff09\uff0c\u4e0d\u80fd\u53ea\u5199\u6a21\u7cca\u7684&#8221;\u515c\u5e95\u5904\u7406&#8221;\u3002<\/strong><\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048094686\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p><strong>\u5c42\u9762\u4e8c\uff1a\u7a33\u5b9a\u6027\u8bbe\u8ba1\u5c42\uff08\u7b2c\u4e94\u7ae0\uff09\u2014\u2014\u6309\u53ef\u7070\u5ea6 \/ \u53ef\u76d1\u63a7 \/ \u53ef\u56de\u6eda\u4e09\u7ef4\u5ea6\u5c55\u5f00\uff0c\u5f31\u4f9d\u8d56\u6a21\u5757\u5728\u8fd9\u91cc\u8865\u5168\u7194\u65ad\u3001\u964d\u7ea7\u94fe\u8def\uff1a<\/strong><\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048094687\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<h3>\u7b2c\u4e09\u9053\u5173\u53e3\uff1a\u7f16\u7801\u6267\u884c TDD Implement<\/h3>\n<p>\u627f\u63a5\u4e0a\u4e00\u5173\u53e3\uff1a\u6280\u672f\u65b9\u6848\u628a&#8221;\u600e\u4e48\u7b97&#8221;\u9501\u6b7b\u540e\uff0c\u7f16\u7801\u5c31\u53d8\u7eaf\u7cb9\u2014\u2014\u7167\u65b9\u6848&#8221;\u7ffb\u8bd1&#8221;\u6210\u4ee3\u7801\uff0c\u518d\u7528 TDD \u5361\u4f4f&#8221;\u505a\u5b8c\u6ca1&#8221;\u3002<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048094688\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<h4>\u4efb\u52a1\u62c6\u5206\uff08write-plan\uff09\uff1a\u53ef\u72ec\u7acb\u9a8c\u8bc1<\/h4>\n<p>\u6280\u672f\u65b9\u6848\u88ab\u62c6\u89e3\u4e3a\u53ef\u72ec\u7acb\u9a8c\u8bc1\u7684\u4efb\u52a1\u5217\u8868\uff0c\u6bcf\u4e2a\u4efb\u52a1\u6709\u4e09\u4e2a\u786c\u7ea6\u675f\uff1a<\/p>\n<ul>\n<li><strong>\u8db3\u591f\u5c0f\uff0c\u53ef\u72ec\u7acb\u5b8c\u6210<\/strong>\u2014\u2014\u4e00\u4e2a\u4efb\u52a1\u7684\u4ea7\u7269\u5e94\u8be5\u662f\u53ef\u72ec\u7acb review \u7684\u6700\u5c0f\u5355\u5143\u3002<\/li>\n<li><strong>\u6709\u660e\u786e\u7684 RED\/GREEN \u9a8c\u8bc1\u70b9<\/strong>\u2014\u2014\u5148\u5199\u6d4b\u8bd5\uff08RED\uff09\uff0c\u518d\u5199\u5b9e\u73b0\uff08GREEN\uff09\uff0c\u6ca1\u6709\u4f8b\u5916\u3002<\/li>\n<li><strong>\u53ef\u72ec\u7acb\u56de\u9000<\/strong>\u2014\u2014\u4efb\u52a1\u5931\u8d25\u65f6\u53ef\u4ee5\u5355\u72ec\u56de\u9000\uff0c\u4e0d\u5f71\u54cd\u5176\u4ed6\u4efb\u52a1\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u6837\u62c6\u89e3\u7684\u76ee\u7684\u662f\uff1a\u628a&#8221;\u5199\u4e00\u6bb5\u5927\u4ee3\u7801&#8221;\u8fd9\u4ef6\u4e8b\uff0c\u53d8\u6210&#8221;\u5b8c\u6210 N \u4e2a\u5c0f\u4efb\u52a1&#8221;\u3002\u6bcf\u4e2a\u5c0f\u4efb\u52a1\u90fd\u6709\u660e\u786e\u7684\u5165\u53e3\uff08\u5931\u8d25\u7684\u6d4b\u8bd5\uff09\u548c\u51fa\u53e3\uff08\u901a\u8fc7\u7684\u6d4b\u8bd5\uff09\u3002AI \u4e0d\u518d\u6709&#8221;\u81ea\u7531\u53d1\u6325&#8221;\u7684\u7a7a\u95f4\u2014\u2014\u60f3\u5199\u4ee3\u7801\uff0c\u5148\u8bc1\u660e\u4f60\u60f3\u6e05\u695a\u4e86\u5b83\u8be5\u600e\u4e48\u6d4b\u3002<\/p>\n<h4>\u67b6\u6784\u9884\u68c0\uff08\u5165\u53e3\uff09\uff1a\u7f16\u7801\u524d\u5148\u5361\u65b9\u5411<\/h4>\n<p>\u7f16\u7801\u524d\uff0c\u67b6\u6784\u68c0\u6d4b\u5148\u5361\u4e00\u6b21\uff1a<\/p>\n<ul>\n<li><strong>\u5206\u5c42\u662f\u5426\u8d8a\u754c<\/strong>\u2014\u2014\u6bd4\u5982 Controller \u5c42\u76f4\u63a5\u8c03 DAO \u5c42\uff0c\u8df3\u8fc7\u4e86 Service \u5c42\u3002<\/li>\n<li><strong>\u4f9d\u8d56\u65b9\u5411\u662f\u5426\u53cd\u8f6c<\/strong>\u2014\u2014\u6bd4\u5982\u9886\u57df\u5c42\u53cd\u5411\u4f9d\u8d56\u4e86\u57fa\u7840\u8bbe\u65bd\u5c42\u3002<\/li>\n<li><strong>\u6a21\u5757\u8fb9\u754c\u662f\u5426\u7a7f\u900f<\/strong>\u2014\u2014\u6bd4\u5982\u8ba2\u5355\u6a21\u5757\u76f4\u63a5\u8c03\u7528\u4e86\u652f\u4ed8\u6a21\u5757\u7684\u5185\u90e8\u7c7b\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u4e00\u6b65\u7684\u8bbe\u8ba1\u610f\u56fe\u662f\uff1a\u907f\u514d\u5b9e\u73b0\u8dd1\u504f\u540e\u518d\u8fd4\u5de5\u2014\u2014\u65b9\u5411\u9519\u4e86\uff0c\u4ee3\u7801\u5199\u5f97\u518d\u5feb\u4e5f\u6ca1\u7528\u3002\u67b6\u6784\u9884\u68c0\u662f&#8221;\u4e8b\u524d\u9632&#8221;\uff0c\u6bd4&#8221;\u4e8b\u540e\u67e5&#8221;\u6210\u672c\u4f4e\u5f97\u591a\u3002<\/p>\n<h4>RED-GREEN \u5faa\u73af\uff1a\u5148\u5199\u6d4b\u8bd5\uff0c\u518d\u5199\u4ee3\u7801<\/h4>\n<p>TDD \u7684\u4e09\u6b65\u5faa\u73af\uff1a<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048094689\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p>\u653e\u5230\u51fa\u6d77\u793c\u54c1\u5361\u4e0a\uff0c\u4e09\u6b65\u5faa\u73af\u662f\u8fd9\u6837\u8dd1\u7684\uff1a<\/p>\n<ul>\n<li><strong>RED\uff1a<\/strong> \u5148\u5199&#8221;\u793c\u54c1\u5361\u9762\u503c 100 + \u51fa\u6d77\u670d\u52a1\u8d39 10 = 110 \u5143&#8221;\u7684\u6d4b\u8bd5\uff0c\u9884\u671f\u793c\u54c1\u5361\u91d1\u989d = 110 \u5143\u3002<\/li>\n<li><strong>GREEN\uff1a<\/strong> \u5b9e\u73b0 GiftCardCalculator.calcAmount \u8ba9\u6d4b\u8bd5\u901a\u8fc7\u3002<\/li>\n<li><strong>REFACTOR\uff1a<\/strong> \u628a&#8221;\u9762\u503c + \u670d\u52a1\u8d39&#8221;\u7684\u7b97\u6cd5\u62bd\u6210\u516c\u5171\u65b9\u6cd5\uff0c\u786e\u8ba4\u8ba2\u5355\u548c\u521b\u5efa\u8ba2\u5355\u590d\u7528\u540c\u4e00\u4efd\u3002<\/li>\n<\/ul>\n<p>TDD \u786e\u4fdd\u6bcf\u884c\u4ee3\u7801\u90fd\u6709\u5bf9\u5e94\u6d4b\u8bd5\uff0c\u6d4b\u8bd5\u53c8\u5bf9\u5e94\u5230\u9700\u6c42\u6f84\u6e05\u7684 Gherkin \u573a\u666f\u2014\u2014\u9700\u6c42\u2192\u65b9\u6848\u2192\u8ba1\u5212\u2192\u6d4b\u8bd5\u2192\u4ee3\u7801\uff0c\u4e00\u6761\u5b8c\u6574\u53ef\u8ffd\u6eaf\u94fe\u3002<\/p>\n<p>\u4e3a\u4ec0\u4e48 TDD \u5728 AI \u65f6\u4ee3\u683c\u5916\u91cd\u8981\uff1fAI \u5199\u4ee3\u7801\u6700\u5927\u7684\u95ee\u9898\u4e0d\u662f\u5199\u4e0d\u51fa\u6765\uff0c\u662f\u5b83\u592a\u81ea\u4fe1\u4e86\u3002\u5b83\u4f1a\u5728\u6ca1\u6709\u6d4b\u8bd5\u7684\u60c5\u51b5\u4e0b\uff0c\u5199\u4e00\u6bb5\u770b\u8d77\u6765\u5f88\u5408\u7406\u7684\u5b9e\u73b0\uff0c\u7136\u540e\u81ea\u4fe1\u5730\u544a\u8bc9\u4f60&#8221;\u5b8c\u6210\u4e86&#8221;\u3002TDD \u7684\u4ef7\u503c\u5728\u4e8e\uff0c\u5148\u6709\u4e00\u4e2a\u5931\u8d25\u7684\u6d4b\u8bd5\u6446\u5728\u90a3\u91cc\uff0cAI \u5fc5\u987b\u8ba9\u8fd9\u4e2a\u6d4b\u8bd5\u901a\u8fc7\u2014\u2014\u8fd9\u662f\u4e00\u4e2a\u5ba2\u89c2\u7684\u3001\u4e0d\u53ef\u7cca\u5f04\u7684\u951a\u70b9\u3002\u6ca1\u6709 TDD\uff0cAI \u7684&#8221;\u5b8c\u6210&#8221;\u662f\u4e3b\u89c2\u5224\u65ad\uff1b\u6709\u4e86 TDD\uff0cAI \u7684&#8221;\u5b8c\u6210&#8221;\u662f\u6d4b\u8bd5\u901a\u8fc7\u2014\u2014\u5ba2\u89c2\u3001\u53ef\u9a8c\u8bc1\u3001\u4e0d\u53ef\u7cca\u5f04\u3002<\/p>\n<h3>\u7b2c\u56db\u9053\u5173\u53e3\uff1a\u95e8\u7981\u5361\u63a7<\/h3>\n<p>\u627f\u63a5\u4e0a\u4e00\u5173\u53e3\uff1a\u7f16\u7801\u8fc7\u4e86 TDD\uff0c\u6700\u540e\u4e00\u9053\u5173\u53e3\u662f\u95e8\u7981\u2014\u2014\u4f46&#8221;\u5ba1\u6838&#8221;\u4e0d\u53ea\u53d1\u751f\u5728 gate-check\uff0c\u6bcf\u4e2a\u9636\u6bb5\u4ea7\u7269\u843d\u5730\u90fd\u6709\u5bf9\u5e94\u5ba1\u6838\uff0cgate-check \u662f\u6700\u7ec8\u6c47\u603b\u3002\u95e8\u7981\u7684\u8bbe\u8ba1\u9075\u5faa\u56db\u4e2a\u6838\u5fc3\u539f\u5219\uff1a<\/p>\n<ul>\n<li><strong>\u673a\u5668\u5224\u5b9a\u4e3a\u4e3b\uff1a<\/strong> \u6bcf\u4e2a\u5ba1\u6838 Agent \u8f93\u51fa\u7ed3\u6784\u5316 JSON\uff0c\u95e8\u7981\u8bfb JSON \u5224 PASS\/FAIL\uff0c\u4e0d\u9760 LLM \u4e3b\u89c2\u603b\u7ed3\u3002<\/li>\n<li><strong>\u4eba\u5de5\u51b3\u7b56\u4e3a\u8f85\uff1a<\/strong> \u53ea\u6709\u5173\u952e\u51b3\u7b56\u70b9\uff08\u5982\u56de\u9000\u65b9\u5411\u3001\u6392\u9664\u89c4\u7ea6\u7684\u7406\u7531\uff09\u624d\u9700\u8981\u4eba\u786e\u8ba4\u3002<\/li>\n<li><strong>\u6240\u6709\u7ed3\u8bba\u843d\u672c\u5730\u78c1\u76d8\uff0c\u6570\u636e\u53ef\u56de\u6eaf\uff1a<\/strong> \u6bcf\u4e00\u6b65\u90fd\u6709\u7ed3\u6784\u5316\u8bc1\u636e\uff0c\u4e0d\u662f&#8221;\u51ed\u5370\u8c61\u89c9\u5f97\u6ca1\u95ee\u9898&#8221;\u3002<\/li>\n<li><strong>\u5931\u8d25\u5fc5\u987b\u56de\u9000\u5230\u5177\u4f53\u9636\u6bb5\uff1a<\/strong> \u95e8\u7981 FAIL \u4e0d\u662f\u7b80\u5355\u6253\u56de\u91cd\u6765\uff0c\u800c\u662f\u5b9a\u4f4d\u5230\u5177\u4f53\u9636\u6bb5\u3001\u5177\u4f53\u95ee\u9898\u3002<\/li>\n<\/ul>\n<h4>\u5168\u6d41\u7a0b\u5ba1\u6838\u5206\u5e03\uff1a\u95e8\u7981\u4e0d\u6b62\u5728\u6700\u540e<\/h4>\n<p>\u5ba1\u6838\u673a\u5236\u8d2f\u7a7f\u5168\u6d41\u7a0b\uff0c\u6bcf\u4e2a\u9636\u6bb5\u4ea7\u7269\u843d\u5730\u65f6\u90fd\u6709\u5bf9\u5e94\u7684\u5ba1\u6838 Agent\uff0cgate-check \u53ea\u662f\u6700\u7ec8\u6c47\u603b\uff1a<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048094690\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p>\u653e\u5230\u51fa\u6d77\u793c\u54c1\u5361\u9700\u6c42\u4e0a\u770b\u95e8\u7981\u600e\u4e48\u67e5\uff1a<\/p>\n<ul>\n<li><strong>invariant-reviewer\uff1a<\/strong> \u6280\u672f\u65b9\u6848\u9636\u6bb5&#8221;\u7eb3\u5165&#8221;\u7684&#8221;\u786e\u8ba4\u8ba2\u5355\u548c\u521b\u5efa\u8ba2\u5355\u90fd\u8981\u7b97\u793c\u54c1\u5361\u91d1\u989d&#8221;\u7ea6\u675f\uff0c\u4e24\u5904\u8c03\u7528\u70b9\u662f\u5426\u90fd\u540c\u6b65\u6539\u4e86\u2014\u2014\u53ea\u6539\u4e00\u5904\u5c31 FAIL\u3002<\/li>\n<li><strong>delta-guard\uff1a<\/strong> \u65b0\u589e\u7684\u51fa\u6d77\u670d\u52a1\u8d39\u67e5\u8be2\u5916\u90e8\u8c03\u7528\u662f\u5426\u767b\u8bb0\u3001\u662f\u5426\u6709\u964d\u7ea7\u2014\u2014\u547d\u4e2d&#8221;\u5916\u90e8\u8c03\u7528&#8221;\u68c0\u67e5\u9879\uff0c\u6ca1\u964d\u7ea7\u5c31\u9ad8\u4eae\u63d0\u9192\u3002<\/li>\n<li><strong>bdd-acceptance\uff1a<\/strong> \u9700\u6c42 Spec \u91cc&#8221;\u793c\u54c1\u5361 = 110 \u5143&#8221;&#8221;\u91d1\u989d \u2264 0 \u963b\u65ad&#8221;\u4e24\u6761 Gherkin \u573a\u666f\uff0c\u5fc5\u987b\u6709\u5bf9\u5e94\u6d4b\u8bd5\u4e14\u5168\u90e8\u901a\u8fc7\u3002<\/li>\n<\/ul>\n<h4>\u95e8\u7981\u68c0\u67e5\u4e09\u5c42 DAG \u7ed3\u6784\uff1a\u5c42\u5185\u5e76\u884c\u3001\u5c42\u95f4\u4e32\u884c<\/h4>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048094691\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048094692\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<h4>\u589e\u91cf\u4ee3\u7801\u4f53\u68c0\uff0c\u5408\u5165\u95e8\u7981\u524d\u7684&#8221;\u5feb\u901f\u62cd\u7247&#8221;<\/h4>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048094693\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p>\u589e\u91cf\u4ee3\u7801\u68c0\u6d4b\u662f&#8221;\u4ee3\u7801\u51c6\u5165\u68c0\u67e5&#8221;\u7684\u5de5\u5177\uff0c\u4e3b\u8981\u7528\u4e8e\u5408\u5e76\u4ee3\u7801\u524d\u7684\u81ea\u52a8\u5ba1\u67e5\u548c\u5f00\u53d1\u8005\u672c\u5730\u81ea\u67e5\u3002\u5b83\u4f1a\u7528 9 \u4e2a\u7ef4\u5ea6\u626b\u63cf\u672c\u6b21\u6539\u52a8\u7684\u4ee3\u7801\u2014\u2014\u6bd4\u5982\u6709\u6ca1\u6709\u5f15\u5165\u65b0\u7684\u5916\u90e8\u8c03\u7528\u3001\u65b0\u7684\u7ebf\u7a0b\u6c60\u3001\u9519\u8bef\u7801\u662f\u5426\u91cd\u590d\u3001\u5173\u952e\u8c03\u7528\u94fe\u4e0a\u6709\u6ca1\u6709\u52a8\u5230\u4e0d\u8be5\u52a8\u7684\u8282\u70b9\u7b49\u2014\u2014\u7136\u540e\u628a\u7ed3\u679c\u6574\u7406\u6210\u4e00\u4efd\u98de\u4e66\u62a5\u544a\uff0c\u76f4\u63a5\u53d1\u5230\u9879\u76ee\u7ec4\u7684\u77e5\u8bc6\u5e93\u4e0b\u3002<\/p>\n<ul>\n<li><strong>\u53ef\u6269\u5c55\uff1a<\/strong> \u6bcf\u6761\u89c4\u5219\u662f\u72ec\u7acb\u5c0f\u76ee\u5f55\uff0c\u4e00\u4e2a\u914d\u7f6e + \u4e00\u4e2a\u626b\u63cf\u811a\u672c\uff0c\u65b0\u589e\u89c4\u5219\u4e0d\u52a8\u5176\u4ed6\u5730\u65b9\uff0c\u9884\u7559\u5927\u6a21\u578b\u5224\u65ad\u6269\u5c55\u4f4d\u3002<\/li>\n<li><strong>\u53ef\u590d\u7528\uff1a<\/strong> \u89e3\u6790\u4ee3\u7801\u5dee\u5f02\u3001\u67e5\u4ee3\u7801\u4f5c\u8005\u3001\u751f\u6210\u98de\u4e66\u6587\u6863\u7b49\u57fa\u7840\u52a8\u4f5c\u4e0b\u6c89\u4e3a\u5171\u7528\u5de5\u5177\uff0c\u4ee3\u7801\u5dee\u5f02\u53ea\u89e3\u6790\u4e00\u6b21\uff0c9 \u6761\u89c4\u5219\u8bfb\u540c\u4e00\u4efd\u6570\u636e\u3002<\/li>\n<li><strong>\u8f7b\u91cf\u7ea7\uff1a<\/strong> \u7eaf\u6587\u672c\u626b\u63cf 60 \u79d2\u8d85\u65f6\u3001\u79d2\u7ea7\u8fd4\u56de\uff0c\u6d41\u6c34\u7ebf\u4e09\u7ea7\u515c\u5e95\uff0c\u5355\u6761\u89c4\u5219\u6302\u4e86\u4e0d\u62d6\u7d2f\u5176\u4ed6\uff0c\u98de\u4e66\u53d1\u4e0d\u51fa\u4e5f\u7559\u672c\u5730\u6587\u4ef6\u3002<\/li>\n<\/ul>\n<h3>\u7b2c\u4e94\u9053\u5173\u53e3\uff1a\u5168\u6d41\u7a0b\u57cb\u70b9\u76d1\u63a7<\/h3>\n<p>\u627f\u63a5\u4e0a\u4e00\u5173\u53e3\uff1a\u524d\u56db\u9053\u5173\u53e3\u662f&#8221;\u95f8\u95e8&#8221;\uff0c\u8fd9\u4e00\u9053\u662f&#8221;\u4eea\u8868\u76d8&#8221;\u2014\u2014\u544a\u8bc9\u4f60\u6539\u8fdb\u5230\u5e95\u6709\u6ca1\u6709\u6548\u679c\u3002<\/p>\n<p>\u57cb\u70b9\u76d1\u63a7\u628a\u7814\u53d1\u8fc7\u7a0b\u53d8\u6210\u6570\u636e\uff1a\u8fd9\u6b21\u9700\u6c42\u82b1\u4e86\u591a\u5c11\u4eba\u529b\u6210\u672c\u3001\u54ea\u4e2a\u9636\u6bb5\u6700\u8017\u65f6\u3001\u77e5\u8bc6\u5e93\u8c03\u7528\u6210\u529f\u7387\u9ad8\u5417\u3001\u95e8\u7981\u901a\u8fc7\u7387\u5728\u53d8\u597d\u8fd8\u662f\u53d8\u5dee\u3001\u56de\u9000\u4e86\u4e24\u6b21\u6839\u56e0\u662f\u9700\u6c42\u6ca1\u5199\u6e05\u8fd8\u662f\u65b9\u6848\u8bbe\u8ba1\u6f0f\u4e86\u3002\u8ba9\u6539\u8fdb\u6709\u636e\u53ef\u4f9d\u3002<\/p>\n<h4>\u770b\u677f\u5206\u4e09\u5c42\uff0c\u4ece\u9700\u6c42\u5230\u4ee3\u7801\u9010\u5c42\u4e0b\u94bb<\/h4>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048094694\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<h4>\u4e94\u4e2a\u7ef4\u5ea6\u89c2\u5bdf<\/h4>\n<p>\u628a\u770b\u677f\u4e0a\u7684\u6307\u6807\u6309&#8221;\u95ee\u4ec0\u4e48\u95ee\u9898&#8221;\u5f52\u7c7b\uff1a<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048094695\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<h4>\u57cb\u70b9\u5982\u4f55\u9a71\u52a8\u6539\u8fdb\uff1a\u4e09\u4e2a\u5178\u578b\u573a\u666f<\/h4>\n<p><strong>\u573a\u666f\u4e00\uff1a\u77e5\u8bc6\u5e93\u8865\u5145\u2014\u2014\u4ece\u7528\u6237\u95ee\u7b54\u91cc\u6316&#8221;\u8be5\u8865\u4ec0\u4e48&#8221;<\/strong><\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048094696\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p>\u4fe1\u53f7\u7ec4\u5408\uff1a\u77e5\u8bc6\u5e93\u8c03\u7528\u6210\u529f\u7387\u4f4e + \u5f15\u7528\u77e5\u8bc6\u6761\u76ee\u5c11 + \u7528\u6237\u95ee\u7b54\u591a \u2192 \u77e5\u8bc6\u5e93\u8981\u4e48\u5185\u5bb9\u5c11\u3001\u8981\u4e48\u547d\u4e2d\u7387\u4f4e\u3002\u9ad8\u9891\u95ee\u9898\u6e05\u5355\u5c31\u662f\u77e5\u8bc6\u5e93\u8be5\u8865\u5145\u7684\u5185\u5bb9\u6e05\u5355\u3002<\/p>\n<p><strong>\u573a\u666f\u4e8c\uff1a\u6d41\u7a0b\u4f18\u5316\u2014\u2014\u4ece\u8017\u65f6\u548c\u5bf9\u8bdd\u8f6e\u6570\u91cc\u627e&#8221;\u54ea\u91cc\u8bbe\u8ba1\u5f97\u4e0d\u597d&#8221;<\/strong><\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048094697\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p>\u6838\u5fc3\u5224\u65ad\u6807\u51c6\uff1a\u8017\u65f6\u9ad8\u4e0d\u4e00\u5b9a\u662f\u95ee\u9898\uff0c\u4f46\u8017\u65f6\u9ad8 + \u5bf9\u8bdd\u8f6e\u6570\u5f02\u5e38\u9ad8\u4e00\u5b9a\u662f\u6d41\u7a0b\u8bbe\u8ba1\u95ee\u9898\uff0c\u4e0d\u662f\u6a21\u578b\u6162\u3002<\/p>\n<p><strong>\u573a\u666f\u4e09\uff1a\u5b50\u4ee3\u7406\u4e0e\u5de5\u5177\u8c03\u7528\u6536\u655b\u2014\u2014\u4ece&#8221;\u8c01\u5728\u767d\u5e72&#8221;\u91cc\u627e&#8221;\u54ea\u91cc\u8be5\u6536\u655b&#8221;<\/strong><\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048094698\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<h2>\u4e94\u3001\u5199\u5728\u6700\u540e<\/h2>\n<p>AI Coding \u8d70\u5230\u4e0b\u4e00\u9636\u6bb5\uff0c\u6bd4\u62fc\u7684\u4e0d\u518d\u662f\u8c01\u7684\u6a21\u578b\u66f4\u5f3a\uff0c\u800c\u662f\uff1a\u8c01\u80fd\u628a AI \u7684\u4ea7\u51fa\uff0c\u53d8\u6210\u53ef\u9a8c\u8bc1\u3001\u53ef\u5ea6\u91cf\u3001\u53ef\u8d1f\u8d23\u7684\u7814\u53d1\u751f\u4ea7\u65b9\u5f0f\u3002\u8fd9\u4e94\u4e2a\u5b57\u2014\u2014\u53ef\u9a8c\u8bc1\u3001\u53ef\u5ea6\u91cf\u3001\u53ef\u8d1f\u8d23\u2014\u2014\u624d\u662f AI Native \u7814\u53d1\u8303\u5f0f\u7684\u6838\u5fc3\u3002\u6a21\u578b\u80fd\u529b\u662f\u53d8\u91cf\uff0c\u6d41\u7a0b\u8bbe\u8ba1\u662f\u5e38\u6570\u3002\u53d8\u91cf\u51b3\u5b9a\u4e0a\u9650\uff0c\u5e38\u6570\u51b3\u5b9a\u5e95\u7ebf\u3002\u4ea4\u6613\u6838\u5fc3\u7cfb\u7edf\u7684\u5e95\u7ebf\uff0c\u4e0d\u80fd\u4ea4\u7ed9\u53d8\u91cf\u3002<\/p>\n<h2>\u5f80\u671f\u56de\u987e<\/h2>\n<p>1.<a href=\"https:\/\/segmentfault.com\/a\/1190000048085921\" target=\"_blank\" rel=\"noopener noreferrer\">\u63a8\u8350\u7cfb\u7edf\u4f53\u9a8c\u7684\u6570\u5b57\u5316\u7a81\u7834\uff1a\u5f97\u7269\u81ea\u52a8\u5316\u8bc4\u6d4b\u5e73\u53f0\u7684\u6280\u672f\u5b9e\u8df5\uff5cAICon \u6587\u7ae0\u6574\u7406<\/a><\/p>\n<p>2.<a href=\"https:\/\/segmentfault.com\/a\/1190000048065163\" target=\"_blank\" rel=\"noopener noreferrer\">RAG \u6838\u5fc3\u6982\u5ff5\u4e0e\u539f\u7406\uff1aChunking\u3001Embedding\u3001\u76f8\u4f3c\u5ea6\u3001HNSW \u4e0e\u591a\u8def\u53ec\u56de\uff5c\u5f97\u7269\u6280\u672f<\/a><\/p>\n<p>3.<a href=\"https:\/\/segmentfault.com\/a\/1190000048031882\" target=\"_blank\" rel=\"noopener noreferrer\">\u4ece&#8221;\u673a\u68b0\u5e94\u7b54&#8221;\u5230&#8221;\u670d\u52a1\u4f19\u4f34&#8221;\uff1a\u5f97\u7269\u9ad8\u53ef\u63a7\u667a\u80fd\u5ba2\u670d\u7684 Agent \u5de5\u7a0b\u5b9e\u8df5\uff5cAICon \u6f14\u8bb2\u6574\u7406<\/a><\/p>\n<p>4.<a href=\"https:\/\/segmentfault.com\/a\/1190000048023688\" target=\"_blank\" rel=\"noopener noreferrer\">\u5f97\u7269\u63a8\u8350\u7cfb\u7edf\u8bca\u65ad Agent\uff1a\u4ece \u201c\u8c03\u63a5\u53e3\u201d \u5230 \u201c\u4f1a\u601d\u8003\u201d\uff5cAICon \u6f14\u8bb2\u6574\u7406<\/a><\/p>\n<p>5.<a href=\"https:\/\/segmentfault.com\/a\/1190000047994525\" target=\"_blank\" rel=\"noopener noreferrer\">\u5f97\u7269 OceanBase \u843d\u5730\u5b9e\u8df5<\/a><\/p>\n<h2>\u6587 \/ \u884c\u4ea6<\/h2>\n<p>\u5173\u6ce8\u5f97\u7269\u6280\u672f\uff0c\u6bcf\u5468\u66f4\u65b0\u6280\u672f\u5e72\u8d27<\/p>\n<p>\u8981\u662f\u89c9\u5f97\u6587\u7ae0\u5bf9\u4f60\u6709\u5e2e\u52a9\u7684\u8bdd\uff0c\u6b22\u8fce\u8bc4\u8bba\u8f6c\u53d1\u70b9\u8d5e\uff5e<\/p>\n<p>\u672a\u7ecf\u5f97\u7269\u6280\u672f\u8bb8\u53ef\u4e25\u7981\u8f6c\u8f7d\uff0c\u5426\u5219\u4f9d\u6cd5\u8ffd\u7a76\u6cd5\u5f8b\u8d23\u4efb\u3002<\/p>\n<p><a href=\"https:\/\/segmentfault.com\/a\/1190000048094670\">https:\/\/segmentfault.com\/a\/1190000048094670<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4e00\u3001\u5f15\u8a00 \u8ba2\u5355\u7cfb\u7edf\u662f\u4ea4\u6613\u94fe\u8def\u7684\u6838\u5fc3\u547d\u8109\uff0c\u76f4\u63a5\u627f\u8f7d\u7528\u6237\u6240\u6709\u4e0b\u5355\u4e0e\u652f\u4ed8\u884c\u4e3a\uff0c\u5176\u7a33\u5b9a\u6027\u76f4\u63a5\u51b3\u5b9a\u4e1a\u52a1\u76c8\u4e8f\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u8017 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