：\u8bbe\u8ba1\u6811 \/ \u8bbe\u8ba1\u6982\u5ff5，\/grill-with-docs\u00a0\u7684\u6838\u5fc3\u6982\u5ff5<\/p>\n<\/li>\n
：\u6df1\u6a21\u5757 vs \u6d45\u6a21\u5757\u3001\u590d\u6742\u5ea6\u7684\u5b9a\u4e49，\/codebase-design\u00a0\u7684\u7406\u8bba\u57fa\u7840<\/p>\n<\/li>\n
：\u66f3\u5149\u5f39\u3001\u8f6f\u4ef6\u71b5\u3001"\u8dd1\u5f97\u6bd4\u5927\u706f\u5feb"，\u63a8\u52a8\u00a0\/to-tickets\u00a0\u7684\u5782\u76f4\u5207\u7247\u7b56\u7565<\/p>\n<\/li>\n
：\u7edf\u4e00\u8bed\u8a00（Ubiquitous Language），\/domain-modeling\u00a0\u7684\u7406\u8bba\u57fa\u7840<\/p>\n<\/li>\n
：\u5c0f\u6b65\u6539\u52a8\u3001\u4ee3\u7801\u574f\u5473\u9053，\/code-review\u00a0\u7684\u5185\u6838<\/p>\n<\/li>\n
：seam（\u63a5\u7f1d），\/codebase-design\u00a0\u7684\u6838\u5fc3\u6982\u5ff5<\/p>\n<\/li>\n
：\u7ea2-\u7eff-\u91cd\u6784\u5faa\u73af，\/tdd\u00a0\u4e0e\u00a0\/implement\u00a0\u7684\u5185\u6838<\/p>\n<\/li>\n
：\u6301\u7eed\u53cd\u9988\u3001\u5c0f\u6b65\u53d1\u5e03\u3001\u62e5\u62b1\u53d8\u5316，\u8d2f\u7a7f\u65e5\u73ed\/\u591c\u73ed\u5de5\u4f5c\u6a21\u5f0f<\/p>\n<\/li>\n<\/ul>\n
Matt \u5728\u6f14\u8bb2\u7ed3\u5c3e\u5f15\u7528\u4e86 Kent Beck \u7684\u8bdd："\u6bcf\u5929\u6295\u8d44\u4e8e\u7cfb\u7edf\u7684\u8bbe\u8ba1\u3002"<\/p>\n
\u6211\u5df2\u7ecf\u5c06\u8fd9\u4e9b\u4e66\u6574\u7406\u597d\u4e86\u4e66\u5355\u548c\u8d44\u6599，\u5173\u6ce8\u70b9\u8d5e\u6536\u85cf\u52a0\u7559\u8a00，\u6211\u5c06\u79c1\u4f60\u3002<\/p>\n
\n
![\"\u56fe\u7247\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260809225736-6a7905e0ae7b7.png\")
<\/p>\n
\n
\u4e00\u3001LLM \u7684\u4e24\u4e2a\u786c\u7ea6\u675f<\/h3>\n
Matt Pocock \u5728 workshop \u5f00\u573a\u505a\u4e86\u4e2a\u8c03\u7814\u3002\u5728\u573a\u6240\u6709\u4eba\u90fd\u5728\u7528 AI \u7f16\u7801，\u5927\u90e8\u5206\u6bcf\u5929\u90fd\u7528\u3002\u4f46\u51e0\u4e4e\u6bcf\u4e2a\u4eba\u90fd\u6709\u8fc7\u300c\u88ab AI \u6c14\u5230\u60f3\u6454\u952e\u76d8\u300d\u7684\u65f6\u523b\u3002<\/p>\n
\u95ee\u9898\u51fa\u5728\u54ea？\u51fa\u5728 LLM \u7684\u4e24\u4e2a\u5e95\u5c42\u7ea6\u675f\u4e0a\u3002<\/p>\n<\/p>\n
![\"\u56fe\u7247\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260809225737-6a7905e16b734.png\")
<\/p>\n
Smart Zone（\u806a\u660e\u533a）\u4e0e Dumb Zone（\u611a\u8822\u533a）\u3002\u00a0\u8fd9\u662f Dex Horthy（HumanLayer \u521b\u59cb\u4eba）\u63d0\u51fa\u7684\u6982\u5ff5\u3002LLM \u7684\u6ce8\u610f\u529b\u673a\u5236，\u590d\u6742\u5ea6\u662f O(n\u00b2)\u3002\u4ec0\u4e48\u610f\u601d？\u4e0a\u4e0b\u6587\u91cc\u7684\u6bcf\u4e2a token，\u90fd\u8981\u5173\u6ce8\u5176\u4ed6\u6240\u6709 token\u3002token \u4e00\u591a，\u5173\u7cfb\u6570\u91cf\u5c31\u6309\u5e73\u65b9\u589e\u957f\u3002<\/p>\n
Matt \u7528\u8db3\u7403\u8054\u8d5b\u6253\u4e86\u4e2a\u6bd4\u65b9\u3002\u591a\u52a0\u4e00\u652f\u7403\u961f，\u6bd4\u8d5b\u573a\u6570\u4e0d\u662f\u7ebf\u6027\u589e\u52a0\u3002\u800c\u662f\u6bcf\u4e2a\u961f\u90fd\u8981\u8ddf\u5176\u4ed6\u6240\u6709\u961f\u6253\u4e00\u8f6e\u3002\u6ce8\u610f\u529b\u9884\u7b97\u56fa\u5b9a，context \u8d8a\u957f，\u6bcf\u4e2a token \u5206\u5230\u7684\u6ce8\u610f\u529b\u5c31\u8d8a\u8584\u3002\u6a21\u578b\u63a8\u7406\u8d28\u91cf\u4f1a\u968f\u4e0a\u4e0b\u6587\u586b\u5145\u7387，\u5206\u4e09\u6863\u4e0b\u964d：<\/p>\n
- \n
- Smart Zone（\u806a\u660e\u533a，0\u201340% \u4e0a\u4e0b\u6587\u5360\u7528，\u7ea6\u524d 100K token）：\n
\u00a0\u6ce8\u610f\u529b\u8fd8\u4e0d\u7d27\u5f20\u3002\u63a8\u7406\u3001\u7f16\u7801\u3001\u8bbe\u8ba1，\u90fd\u5728\u6700\u4f73\u5de5\u4f5c\u533a\u3002<\/p>\n<\/li>\n
- Warm Zone（\u6e29\u6696\u533a，40\u201370%）：\n
\u00a0\u8d28\u91cf\u5f00\u59cb\u4e0b\u964d\u3002\u6307\u4ee4\u9075\u5faa\u53d8\u5f31，\u6a21\u578b\u5f00\u59cb\u4f9d\u8d56\u9884\u8bad\u7ec3\u6a21\u5f0f，\u800c\u4e0d\u662f\u4f60\u7684\u5b9e\u9645\u8f93\u5165\u3002<\/p>\n<\/li>\n
- Dumb Zone（\u611a\u8822\u533a，70%+）：\n
\u00a0\u6ce8\u610f\u529b\u4e25\u91cd\u7a00\u91ca，\u5e7b\u89c9\u7387\u98d9\u5347，\u7ea6 40%\u3002\u6a21\u578b\u5f00\u59cb\u300c\u62cd\u9a6c\u5c41\u300d：\u5b83\u8bf4\u300c\u4f60\u8bf4\u5f97\u5b8c\u5168\u5bf9\u300d，\u8fd9\u53cd\u800c\u662f\u5371\u9669\u4fe1\u53f7\u3002<\/p>\n<\/li>\n<\/ul>\n
![\"\u56fe\u7247\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260809225737-6a7905e1ee375.png\")
<\/p>\nLLM \u50cf\u300a\u8bb0\u5fc6\u788e\u7247\u300b\u7684\u4e3b\u89d2\u3002\u00a0Matt \u53cd\u590d\u7528\u8fd9\u4e2a\u7c7b\u6bd4\u3002\u7535\u5f71\u91cc Leonard \u6bcf\u8fc7\u51e0\u5206\u949f\u5c31\u91cd\u7f6e\u8bb0\u5fc6，\u53ea\u80fd\u9760\u7eb9\u8eab\u548c\u4fbf\u7b7e\u7ef4\u6301\u7ebf\u7d22\u3002LLM \u4e5f\u4e00\u6837：\u5bf9\u8bdd\u6bcf\u63a8\u8fdb\u4e00\u8f6e，\u5b83\u5c31\u79bb\u521d\u59cb\u72b6\u6001\u66f4\u8fdc\u4e00\u6b65\u3002compacting（\u538b\u7f29\u4e0a\u4e0b\u6587）\u4e0d\u5982 clearing（\u6e05\u7a7a\u91cd\u6765）\u3002\u56e0\u4e3a\u538b\u7f29\u8fc7\u7684\u4e0a\u4e0b\u6587\u662f\u300c\u6b8b\u5f71\u300d，\u5173\u952e\u4fe1\u606f\u5df2\u7ecf\u4e22\u4e86\u3002<\/p>\n
\u4e24\u4e2a\u7ea6\u675f\u6307\u5411\u540c\u4e00\u4e2a\u7ed3\u8bba：LLM \u5728\u957f\u5bf9\u8bdd\u7a97\u53e3\u91cc\u6301\u7eed\u5de5\u4f5c，\u8d28\u91cf\u4f1a\u7a33\u6b65\u4e0b\u964d\u3002\u89e3\u6cd5\u4e0d\u662f\u6307\u671b\u66f4\u597d\u7684 prompt，\u800c\u662f\u4e00\u5957\u7cfb\u7edf\u5316\u6d41\u7a0b：\u628a\u5de5\u4f5c\u62c6\u6210\u591a\u4e2a\u72ec\u7acb\u7684\u300c\u806a\u660e\u533a\u7a97\u53e3\u300d\u3002<\/p>\n
\n\u4e8c\u3001\u5de5\u4f5c\u6d41\u603b\u89c8：\u4e00\u6761\u4e3b\u6d41\u7a0b + \u4e09\u6761\u531d\u9053<\/h3>\n
Matt \u5f53\u524d\u7684\u5de5\u4f5c\u6d41\u7ed3\u6784，\u6bd4\u89c6\u9891\u91cc\u5c55\u793a\u7684\u66f4\u4e30\u5bcc\u3002\u6838\u5fc3\u662f\u4e00\u6761\u4e3b\u6d41\u7a0b，\u4e09\u6761\u300c\u531d\u9053\u300d\u6c47\u5165，\u4e24\u4e2a\u300c\u8bcd\u6c47\u5c42\u300d\u5728\u5e95\u4e0b\u8fd0\u8f6c\u3002<\/p>\n<\/p>\n
![\"\u56fe\u7247\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260809225738-6a7905e2ad8ec.png\")
<\/p>\n\u4e3b\u6d41\u7a0b：idea \u2192 ship（\u4ece\u60f3\u6cd5\u5230\u4ea4\u4ed8）<\/h4>\n
\u00a0grill-with-docs \u2192 [\u53ef\u9009 prototype \u5206\u652f] \u2192 to-spec \u2192 to-tickets \u2192 implement<\/p>\n
\u6bcf\u4e2a\u00a0\/implement\u00a0\u5185\u90e8\u9a71\u52a8\u00a0\/tdd\u00a0\u5faa\u73af\u3002\u5b8c\u6210\u540e\u81ea\u52a8\u8fd0\u884c\u00a0\/code-review，\u505a\u4e24\u8f74\u5ba1\u67e5：\u7f16\u7801\u6807\u51c6 + spec \u4e00\u81f4\u6027\u3002<\/p>\n
\u4e09\u6761\u531d\u9053（On-ramps）<\/h4>\n
- \n
- \u6709 bug \u62a5\u544a\/\u9700\u6c42\u6d8c\u5165\n
\u00a0\u2192\u00a0\/triage，\u628a\u539f\u59cb issue \u53d8\u6210 agent \u53ef\u76f4\u63a5\u6267\u884c\u7684 tickets<\/p>\n<\/li>\n
- \u9047\u5230\u96be\u7f20\u7684 bug\n
\u00a0\u2192\u00a0\/diagnosing-bugs，\u4e0d\u9760\u731c\u6d4b，\u5148\u5efa\u7acb\u80fd\u590d\u73b0\u7684\u53cd\u9988\u5faa\u73af\u518d\u4fee<\/p>\n<\/li>\n
- \u5de8\u5927\u7684\u3001\u4e0d\u77e5\u4ece\u4f55\u4e0b\u624b\u7684\u9879\u76ee\n
\u00a0\u2192\u00a0\/wayfinder，\u901a\u8fc7\u300c\u51b3\u7b56 tickets\u300d\u9010\u6b65\u7406\u51fa\u5934\u7eea，\u4ea7\u51fa\u7684\u662f\u51b3\u7b56，\u4e0d\u662f\u4ea4\u4ed8\u7269<\/p>\n<\/li>\n<\/ul>\n
\u4e24\u4e2a\u8bcd\u6c47\u5c42（Vocabulary）<\/h4>\n
- \n
- \/domain-modeling\n
\u00a0\u2014 \u6253\u78e8\u9886\u57df\u8bed\u8a00，\u628a\u6a21\u7cca\u672f\u8bed\u53d8\u6210\u7cbe\u786e\u5b9a\u4e49，\u8bb0\u5f55 ADR\u3002\u6e90\u81ea Eric Evans\u300aDomain-Driven Design\u300b（\u300a\u9886\u57df\u9a71\u52a8\u8bbe\u8ba1：\u8f6f\u4ef6\u6838\u5fc3\u590d\u6742\u6027\u5e94\u5bf9\u4e4b\u9053\u300b）\u7684\u300c\u7edf\u4e00\u8bed\u8a00\u300d（Ubiquitous Language）\u6982\u5ff5<\/p>\n<\/li>\n
- \/codebase-design\n
\u00a0\u2014 \u6df1\u6a21\u5757\u8bcd\u6c47（\u6a21\u5757\u3001\u63a5\u53e3\u3001\u6df1\u5ea6\u3001\u63a5\u7f1d\u3001\u9002\u914d\u5668），\u88ab\u00a0\/tdd\u00a0\u548c\u00a0\/improve-codebase-architecture\u00a0\u5171\u7528<\/p>\n<\/li>\n<\/ul>\n
\u8def\u7531\u5165\u53e3<\/h4>\n
\u4e0d\u77e5\u9053\u7528\u54ea\u4e2a？\u8f93\u5165\u00a0ask-matt\u3002\u5b83\u662f\u4e00\u4e2a\u8def\u7531 skill，\u4f1a\u6839\u636e\u4f60\u7684\u60c5\u51b5，\u544a\u8bc9\u4f60\u8d70\u54ea\u6761\u8def\u5f84\u3002<\/p>\n
\u5982\u679c\u4f60\u4ed4\u7ec6\u770b，\u4f1a\u53d1\u73b0\u8fd9\u5957\u5de5\u4f5c\u6d41\u7684\u6bcf\u4e2a\u73af\u8282，\u80cc\u540e\u90fd\u7ad9\u7740\u4e00\u4f4d\u8f6f\u4ef6\u5de5\u7a0b\u524d\u8f88：<\/p>\n
- grilling \u9636\u6bb5\u7684\u300c\u8bbe\u8ba1\u6811\u300d\n
\u00a0\u2014 Brooks\u300aThe Design of Design\u300b（\u300a\u8bbe\u8ba1\u539f\u672c\u300b）<\/p>\n<\/li>\n
- TDD \u5faa\u73af\u7684\u7ea2-\u7eff-\u91cd\u6784\u5185\u6838\n
\u00a0\u2014 Beck\u300aTest-Driven Development\u300b（\u300a\u6d4b\u8bd5\u9a71\u52a8\u5f00\u53d1\u300b）<\/p>\n<\/li>\n
- \u5782\u76f4\u5207\u7247\u7b56\u7565：\u300c\u66f3\u5149\u5f39\u300d\n
\u00a0\u2014 Hunt & Thomas\u300aThe Pragmatic Programmer\u300b（\u300a\u7a0b\u5e8f\u5458\u4fee\u70bc\u4e4b\u9053：\u901a\u5411\u52a1\u5b9e\u7684\u6700\u9ad8\u5883\u754c（\u7b2c2\u7248）\u300b）<\/p>\n<\/li>\n
- code-review \u7684\u5341\u4e8c\u6761\u574f\u5473\u9053\n
\u00a0\u2014 Fowler\u300aRefactoring\u300b（\u300a\u91cd\u6784：\u6539\u5584\u65e2\u6709\u4ee3\u7801\u7684\u8bbe\u8ba1（\u7b2c2\u7248）\u300b）<\/p>\n<\/li>\n
- \u6df1\u6a21\u5757 \/ \u6d45\u6a21\u5757\u7406\u5ff5\n
\u00a0\u2014 Osterhout\u300aA Philosophy of Software Design\u300b（\u300a\u8f6f\u4ef6\u8bbe\u8ba1\u7684\u54f2\u5b66（\u7b2c2\u7248）\u300b）<\/p>\n<\/li>\n
- \u7edf\u4e00\u8bed\u8a00（Ubiquitous Language）\n
\u00a0\u2014 Evans\u300aDomain-Driven Design\u300b（\u300a\u9886\u57df\u9a71\u52a8\u8bbe\u8ba1：\u8f6f\u4ef6\u6838\u5fc3\u590d\u6742\u6027\u5e94\u5bf9\u4e4b\u9053\u300b）<\/p>\n<\/li>\n
- seam：\u5728\u4e0d\u4fee\u6539\u4ee3\u7801\u7684\u524d\u63d0\u4e0b\u521b\u9020\u53ef\u6d4b\u70b9\n
\u00a0\u2014 Feathers\u300aWorking Effectively with Legacy Code\u300b（\u300a\u4fee\u6539\u4ee3\u7801\u7684\u827a\u672f\u300b）<\/p>\n<\/li>\n
- \u65e5\u73ed \/ \u591c\u73ed\u5206\u5de5\n
：Matt \u81ea\u5df1\u7684\u64cd\u4f5c\u6a21\u578b，\u5e95\u5c42\u601d\u60f3\u662f Beck\u300aExtreme Programming Explained\u300b（\u300a\u89e3\u6790\u6781\u9650\u7f16\u7a0b\u300b）\u7684\u6301\u7eed\u53cd\u9988\u4e0e\u5c0f\u6b65\u4ea4\u4ed8<\/p>\n<\/li>\n
\u516b\u90e8\u7ecf\u5178\u7684\u6838\u5fc3\u6982\u5ff5，\u88ab Matt \u9010\u4e00\u7ffb\u8bd1\u6210\u4e86 AI \u53ef\u6267\u884c\u7684 Skill\u3002\u4e0d\u662f\u751f\u642c\u786c\u5957，\u800c\u662f\u8ba9\u51e0\u5341\u5e74\u524d\u5199\u5728\u7eb8\u4e0a\u7684\u5de5\u7a0b\u667a\u6167，\u771f\u6b63\u6d3b\u5728\u4e86 AI \u7f16\u7801\u7684\u5de5\u4f5c\u6d41\u91cc\u3002<\/p>\n
\n\u4e09\u3001grill-me \u2192 grill-with-docs：\u4e09\u53e5\u8bdd，\u4e94\u5341\u4e2a\u95ee\u9898<\/h3>\n
grill-me \u662f Matt \u6700\u65e9\u4e5f\u6700\u6838\u5fc3\u7684 Skill\u3002\u5168\u6587\u5982\u4e0b：<\/p>\n
"Interview me relentlessly about every aspect of this plan until we reach a shared understanding. Walk down each branch of the design tree, resolving dependencies between decisions one by one. And finally, if a question can be answered by exploring the code base, explore the code base instead." （\u300c\u5c31\u672c\u8ba1\u5212\u7684\u6bcf\u4e00\u4e2a\u65b9\u9762\u5bf9\u6211\u8fdb\u884c\u6301\u7eed\u8ffd\u95ee，\u76f4\u81f3\u8fbe\u6210\u5171\u540c\u7406\u89e3\u3002\u6cbf\u8bbe\u8ba1\u6811\u7684\u6bcf\u4e00\u4e2a\u5206\u652f\u904d\u5386\u5230\u5e95，\u9010\u4e00\u6d88\u89e3\u51b3\u7b56\u95f4\u7684\u4f9d\u8d56\u5173\u7cfb\u3002\u51e1\u53ef\u901a\u8fc7\u63a2\u7d22\u4ee3\u7801\u5e93\u56de\u7b54\u7684\u95ee\u9898，\u5219\u76f4\u63a5\u63a2\u7d22\u4ee3\u7801\u5e93，\u65e0\u9700\u8be2\u95ee\u3002\u300d）<\/p>\n
\u5c31\u4e09\u53e5\u8bdd\u3002Matt \u7528\u5b83\u505a\u8fc7\u6700\u957f\u7684\u4e00\u6b21\u8bbf\u8c08：45 \u5206\u949f，50 \u4e2a\u95ee\u9898\u3002<\/p>\n<\/p>\n
![\"\u56fe\u7247\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260809225739-6a7905e370223.png\")
<\/p>\ngrill-me vs grill-with-docs<\/h4>\n
\u5f53\u524d\u7248\u672c\u5206\u88c2\u6210\u4e24\u4e2a\u5165\u53e3\u3002\u5e95\u5c42\u8dd1\u7684\u662f\u540c\u4e00\u4e2a\u00a0\/grilling\u00a0\u539f\u8bed：<\/p>\n
- \n
- grill-me\n
\u00a0\u2014 \u65e0\u72b6\u6001\u7248\u3002\u4e0d\u5728\u5de5\u4f5c\u76ee\u5f55\u91cc\u65f6\u7528\u3002\u6253\u78e8\u4e00\u4e2a\u60f3\u6cd5\u3001\u4e00\u6bb5\u8bbe\u8ba1\u3001\u4e00\u7bc7\u6587\u7ae0，\u4e0d\u7559\u672c\u5730\u6587\u4ef6\u3002<\/p>\n<\/li>\n
- \/grill-with-docs\n
\u00a0\u2014 \u6709\u72b6\u6001\u7248\u3002\u5728\u9879\u76ee\u76ee\u5f55\u91cc\u7528\u3002\u5b83\u628a\u8bbf\u8c08\u7ed3\u679c\u5199\u5165\u00a0CONTEXT.md\u00a0\u548c ADR（Architecture Decision Records），\u540e\u7eed skill \u53ef\u4ee5\u8bfb\u53d6\u3002\u53ea\u8981\u5728\u9879\u76ee\u91cc，\u5c31\u4f18\u5148\u7528\u8fd9\u4e2a\u3002<\/p>\n<\/li>\n<\/ul>\n
\u8bbe\u8ba1\u6811：\u6e90\u81ea\u300a\u8bbe\u8ba1\u539f\u672c\u300b<\/h4>\n
grilling \u7684\u6838\u5fc3\u6982\u5ff5\u53eb\u300c\u8bbe\u8ba1\u6811\u300d（Design Tree），\u6765\u81ea Frederick P. Brooks \u7684\u300aThe Design of Design\u300b（\u300a\u8bbe\u8ba1\u539f\u672c\u300b，2010）\u3002\u9762\u5bf9\u4e00\u4e2a\u8bbe\u8ba1\u51b3\u7b56，\u6bcf\u9009\u4e00\u4e2a\u5206\u652f，\u4e0b\u9762\u53c8\u5206\u53c9\u51fa\u66f4\u591a\u5b50\u51b3\u7b56\u3002\u6bd4\u5982\u641c\u7d22\u529f\u80fd：\u7528\u7b80\u5355\u641c\u7d22\u6846\u8fd8\u662f\u9ad8\u7ea7\u641c\u7d22？\u9009\u4e86\u9ad8\u7ea7\u641c\u7d22，\u8fc7\u6ee4\u5668\u6709\u54ea\u4e9b？\u6392\u5e8f\u65b9\u5f0f\u5462？\u6bcf\u4e2a\u5206\u652f\u5fc5\u987b\u8d70\u5230\u5e95，\u624d\u7b97\u628a\u8bbe\u8ba1\u60f3\u6e05\u695a\u3002<\/p>\n
Claude Code \u7684\u9ed8\u8ba4\u884c\u4e3a，\u662f\u8fdb\u5165 Plan Mode \u540e\u7acb\u523b\u5410\u4e00\u4efd\u8ba1\u5212\u6587\u6863\u3002grill-me \u5f3a\u5236\u6253\u65ad\u4e86\u8fd9\u4e2a\u8282\u594f：\u5148\u522b\u5199\u6587\u6863，\u5148\u95ee\u5230\u6211\u65e0\u8bdd\u53ef\u95ee\u4e3a\u6b62\u3002<\/p>\n
Matt \u5c55\u793a\u4e86\u4e00\u6b21\u771f\u5b9e\u5bf9\u8bdd\u3002\u4ed6\u7ed9 Claude \u4e00\u6bb5 Markdown \u683c\u5f0f\u7684\u7814\u7a76\u7b14\u8bb0，\u8f93\u5165\u00a0grill-me\u3002Claude \u5148\u63a2\u7d22\u4e86\u76f8\u5173\u4ee3\u7801\u5e93，\u7136\u540e\u5f00\u59cb\u8fde\u7eed\u63d0\u95ee：\u6587\u6863\u5b58\u5728\u54ea\u91cc\u3001UI \u5e03\u5c40\u3001\u54ea\u4e9b\u6a21\u5f0f\u4f1a\u7528\u5230\u6587\u6863\u9762\u677f\u3001\u7f16\u8f91\u5de5\u5177\u957f\u4ec0\u4e48\u6837\u2026\u2026\u6d89\u53ca\u79ef\u5206\u7ecf\u6d4e\u3001streak\u3001\u56de\u586b\u3001\u7b49\u7ea7\u9608\u503c\u3002AI \u81ea\u5df1\u8bf4，\u8fd9\u8fd8\u662f\u4e00\u6b21\u300c\u77ed\u7684\u300d\u8bbf\u8c08\u3002<\/p>\n
SubAgent\u63a2\u7d22：\u4e0d\u6d88\u8017\u4e3b\u4e0a\u4e0b\u6587<\/h4>\n
grill-me \u7684\u4e00\u4e2a\u5173\u952e\u8bbe\u8ba1，\u662f\u4e8b\u5b9e\u5f52 AI，\u51b3\u7b56\u5f52\u4eba\u3002grilling \u628a\u8bbf\u8c08\u4e2d\u7684\u95ee\u9898\u5206\u6210\u4e24\u7c7b\u3002\u9700\u8981\u67e5\u4ee3\u7801\u5e93\u624d\u80fd\u56de\u7b54\u7684，\u662f\u300c\u4e8b\u5b9e\u300d：\u6d3e SubAgent \u53bb\u8bfb\u4ee3\u7801，\u4e0d\u95ee\u4f60\u3002\u9700\u8981\u4f60\u505a\u5224\u65ad\u7684，\u662f\u300c\u51b3\u7b56\u300d：\u5fc5\u987b\u7b49\u4f60\u6765\u9009\u3002<\/p>\n
SubAgent \u6d88\u8017\u7684 token，\u4e0d\u8ba1\u5165\u4e3b\u5bf9\u8bdd\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u3002\u800c\u4e14\u4e0d\u963b\u585e：\u53ea\u6709\u4f9d\u8d56\u8be5\u9879\u63a2\u7d22\u7ed3\u679c\u7684\u4e0b\u6e38\u95ee\u9898\u624d\u4f1a\u7b49\u5f85，\u672c\u8f6e\u5176\u4ed6\u95ee\u9898\u7167\u5e38\u63a8\u8fdb\u3002Matt \u5c55\u793a\u7684\u4e00\u6b21\u771f\u5b9e\u8fd0\u884c\u91cc，SubAgent \u6d88\u8017\u4e86 93.7K tokens（\u5728 Opus \u4e0a），\u4f46\u4e3b\u5bf9\u8bdd\u7a97\u53e3\u4fdd\u6301\u5e72\u51c0\u3002<\/p>\n<\/p>\n
![\"\u56fe\u7247\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260809225739-6a7905e3bf257.png\")
<\/p>\ngrill-me \u7684\u529b\u91cf\u4e0d\u5728\u957f\u5ea6，\u5728\u9009\u8bcd：relentlessly（\u6301\u7eed\u8ffd\u95ee\u7684\u529b\u5ea6）\u3001design tree（\u6e90\u81ea Brooks\u300a\u8bbe\u8ba1\u539f\u672c\u300b\u7684\u6210\u719f\u6846\u67b6）\u3001explore the codebase instead（\u7ed9 AI \u4e00\u4e2a\u660e\u786e\u7684\u300c\u522b\u95ee\u6211\u300d\u7684\u89c4\u5219）\u3002<\/p>\n
v1.2 \u66f4\u65b0：<\/p>\n
\u00a02026 \u5e74 8 \u6708，grilling skill \u5347\u7ea7\u5230 v1.2，\u5f15\u5165\u4e86\u51e0\u9879\u65b0\u673a\u5236： –\u00a0Frontier（\u524d\u6cbf）：\u4e0d\u518d\u4ece\u5934\u5230\u5c3e\u7ebf\u6027\u63d0\u95ee，\u800c\u662f\u52a8\u6001\u8ba1\u7b97\u300c\u5f53\u524d\u524d\u7aef\u300d：\u53ea\u6709\u524d\u7f6e\u51b3\u7b56\u5df2\u89e3\u51b3\u7684\u95ee\u9898，\u624d\u4f1a\u8fdb\u5165\u672c\u8f6e\u3002\u4e0d\u9760\u731c\u6d4b\u8df3\u8fc7\u8fd8\u6ca1\u7b54\u6848\u7684\u73af\u8282\u3002 –\u00a0\u5206\u8f6e（Rounds）：\u6bcf\u8f6e\u628a\u6574\u4e2a frontier \u4e00\u6b21\u6027\u629b\u51fa\u3002\u4f60\u9010\u4e00\u56de\u7b54\u540e，\u91cd\u65b0\u8ba1\u7b97\u524d\u7aef，\u518d\u8fdb\u5165\u4e0b\u4e00\u8f6e\u3002 –\u00a0\u63a8\u8350\u7b54\u6848（Recommended）：\u6bcf\u4e2a\u95ee\u9898\u9644\u5e26 AI \u7684\u63a8\u8350\u9009\u9879\u3002\u4f60\u53ef\u4ee5\u63a5\u53d7，\u4e5f\u53ef\u4ee5\u63a8\u7ffb，\u51cf\u5c11\u65e0\u6548\u8ba8\u8bba\u3002 –\u00a0SubAgent \u4e8b\u5b9e\u63a2\u7d22\u4e0d\u963b\u585e：\u9700\u8981\u67e5\u4ee3\u7801\u624d\u80fd\u56de\u7b54\u7684\u95ee\u9898，\u6d3e SubAgent \u53bb\u67e5\u3002\u540c\u65f6\u672c\u8f6e\u5176\u4ed6\u95ee\u9898\u7167\u5e38\u63a8\u8fdb，\u53ea\u6709\u4f9d\u8d56\u8be5\u63a2\u7d22\u7ed3\u679c\u7684\u4e0b\u6e38\u95ee\u9898\u7b49\u5f85\u3002 –\u00a0\u7ec8\u6b62\u6761\u4ef6：frontier \u4e3a\u7a7a\u65f6，\u8bbe\u8ba1\u6811\u7684\u6bcf\u4e00\u4e2a\u5206\u652f\u90fd\u88ab\u904d\u5386\u5b8c\u6bd5，\u4e0d\u7559\u4e0b\u4efb\u4f55\u9ed8\u8ba4\u5047\u8bbe\u3002<\/p>\n
\n\u56db\u3001to-spec：\u628a\u5bf9\u8bdd\u53d8\u6210\u89c4\u683c\u8bf4\u660e<\/h3>\n
grill-with-docs \u8ba9\u4eba\u4e0e AI \u8fbe\u6210\u5171\u540c\u7406\u89e3，\u5728\u00a0CONTEXT.md\u00a0\u548c ADR \u91cc\u7559\u4e0b\u4e86\u8bb0\u5f55\u3002\u4e0b\u4e00\u6b65，\u9700\u8981\u4e00\u4efd\u300c\u76ee\u7684\u5730\u300d\u7684\u63cf\u8ff0：\u8fd9\u5728\u65e7\u7248\u53eb\u00a0write-PRD，\u73b0\u5728\u5347\u7ea7\u4e3a\u00a0\/to-spec\u3002<\/p>\n
\u5de5\u4f5c\u6d41\u662f\u8fd9\u6837\u7684：grill-with-docs \u7684\u5bf9\u8bdd\u5386\u53f2 \u2192 AI \u63d0\u53d6\u5173\u952e\u51b3\u7b56 \u2192 \u751f\u6210\u7ed3\u6784\u5316\u7684 spec \u6587\u6863 \u2192 \u53d1\u5e03\u5230 GitHub Issue（\u6216\u4fdd\u5b58\u4e3a\u672c\u5730\u00a0.scratch\/\u00a0\u4e0b\u7684 markdown \u6587\u4ef6，\u5f00\u7bb1\u5373\u7528）\u3002<\/p>\n<\/p>\n
![\"\u56fe\u7247\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260809225740-6a7905e417001.png\")
<\/p>\nMatt \u5c55\u793a\u4e86\u4e00\u4efd\u771f\u5b9e spec \u7684\u7ed3\u6784，\u7531\u4e03\u4e2a\u90e8\u5206\u7ec4\u6210：<\/p>\n
\n\n
\n \u7ec4\u6210\u90e8\u5206<\/p>\n
\u8bf4\u660e<\/p>\n<\/tr>\n
\n Seam（\u63a5\u7f1d）<\/td>\n \n \u6d4b\u8bd5\u5728\u54ea\u91cc\u5207\u5165\u3002\u53d6\u6700\u9ad8\u5c42\u7684\u5df2\u6709\u63a5\u7f1d，\u7406\u60f3\u60c5\u51b5\u4e0b\u4e00\u4e2a\u53d8\u66f4\u53ea\u9700\u8981\u4e00\u4e2a seam<\/p>\n<\/td>\n<\/tr>\n
\n \u95ee\u9898\u9648\u8ff0<\/td>\n \n \u8981\u89e3\u51b3\u4ec0\u4e48\u95ee\u9898<\/p>\n<\/td>\n<\/tr>\n
\n \u89e3\u51b3\u65b9\u6848\u6982\u8ff0<\/td>\n \n \u600e\u4e48\u89e3\u51b3，\u6982\u8981\u5373\u53ef<\/p>\n<\/td>\n<\/tr>\n
\n \u7528\u6237\u6545\u4e8b<\/td>\n \n \u6765\u81ea\u654f\u6377\u65b9\u6cd5\u8bba，\u63cf\u8ff0\u7528\u6237\u89c6\u89d2\u7684\u884c\u4e3a<\/p>\n<\/td>\n<\/tr>\n
\n \u5b9e\u73b0\u51b3\u7b56<\/td>\n \n \u5173\u952e\u6280\u672f\u9009\u62e9，\u4e0d\u8fc7\u5ea6\u89c4\u5b9a<\/p>\n<\/td>\n<\/tr>\n
\n \u6d4b\u8bd5\u51b3\u7b56<\/td>\n \n \u4ec0\u4e48\u9700\u8981\u6d4b\u3001\u5728\u54ea\u4e00\u5c42\u6d4b<\/p>\n<\/td>\n<\/tr>\n
\n Out-of-Scope<\/td>\n \n \u660e\u786e\u4e0d\u505a\u4ec0\u4e48\u3002\u62d2\u7edd\u8fc7\u7684\u4e1c\u897f，\u5f80\u5f80\u662f\u6574\u4efd spec \u6700\u6709\u7528\u7684\u4fe1\u606f<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
Seam（\u63a5\u7f1d）\u8fd9\u4e2a\u6982\u5ff5，\u6765\u81ea Feathers\u300aWorking Effectively with Legacy Code\u300b（\u300a\u4fee\u6539\u4ee3\u7801\u7684\u827a\u672f\u300b）：\u4e00\u4e2a\u4e0d\u7528\u6539\u4ee3\u7801\u3001\u5c31\u80fd\u6539\u53d8\u7a0b\u5e8f\u884c\u4e3a\u7684\u4f4d\u7f6e\u3002Matt \u628a\u5b83\u653e\u5728\u4e86 spec \u7684\u7b2c\u4e00\u884c\u3002\u4efb\u4f55\u53d8\u66f4，\u5148\u628a\u63a5\u7f1d\u627e\u5bf9\u3002<\/p>\n
Seam \u5728\u5199\u4efb\u4f55\u6b63\u6587\u4e4b\u524d，\u4f1a\u5148\u8ddf\u4f60\u786e\u8ba4\u3002\u56e0\u4e3a\u540e\u7eed\u00a0\/tdd\u00a0\u53ea\u5728\u7ea6\u5b9a\u597d\u7684 seam \u5904\u5199\u6d4b\u8bd5，\/code-review\u00a0\u62ff\u7740 spec \u5bf9 diff：\u6ca1\u7ea6\u5b9a\u8fc7\u7684 seam，\u4f1a\u88ab\u4f5c\u4e3a review \u95ee\u9898\u63ea\u51fa\u6765\u3002<\/p>\n
\n\u4e00\u4e2a\u53cd\u76f4\u89c9\u7684\u8bbe\u8ba1\u9009\u62e9：<\/p>\n
Spec \u4e3b\u8981\u662f\u5199\u7ed9\u4e0b\u4e00\u4e2a AI skill \u770b\u7684，\u4e0d\u662f\u7ed9\u4f60\u5ba1\u7684\u3002<\/p>\n
Spec \u53ea\u662f grilling \u5bf9\u8bdd\u7684\u6458\u8981\u3002\u771f\u6b63\u91cd\u8981\u7684\u662f\u8bbf\u8c08\u8fbe\u6210\u7684\u5171\u540c\u7406\u89e3\u3002\u9010\u5b57\u901a\u8bfb spec，\u7b49\u4e8e\u5728\u6d4b\u8bd5 LLM \u7684\u6458\u8981\u80fd\u529b：\u6d6a\u8d39\u65f6\u95f4\u3002<\/p>\n
\u4eba\u53ea\u9700\u8981\u626b\u4e24\u4e2a\u5730\u65b9：<\/p>\n
- \n
- Seam（\u63a5\u7f1d）\n
：\u6d4b\u8bd5\u5728\u54ea\u91cc\u5207\u5165\u3002\u8fd9\u4e2a\u5730\u65b9\u9519\u4e86，\u6574\u4e2a TDD \u5faa\u73af\u8dd1\u504f\u3002<\/p>\n<\/li>\n
- Out-of-Scope\n
：\u660e\u786e\u4e0d\u505a\u4ec0\u4e48\u3002\u8fd9\u4e2a\u5730\u65b9\u9519\u4e86，AI \u5728\u4e0d\u9700\u8981\u7684\u5de5\u4f5c\u4e0a\u6d6a\u8d39 token\u3002<\/p>\n<\/li>\n<\/ul>\n
\u7701\u4e0b\u6253\u78e8 spec \u63aa\u8f9e\u7684\u7cbe\u529b，\u62ff\u53bb\u5b9e\u9645\u6d4b\u4e00\u6d4b\u3002<\/p>\n
Spec \u7684\u53e6\u4e00\u4e2a\u539f\u5219，\u662f\u300c\u4fdd\u6301\u8010\u4e45\u300d：\u4e0d\u8fc7\u5ea6\u89c4\u5b9a\u5b9e\u73b0\u7ec6\u8282\u3002\u4ee3\u7801\u53d8\u4e86，spec \u4e0d\u80fd\u53d8\u6210\u5e9f\u7eb8\u3002Spec \u63cf\u8ff0\u300c\u5230\u54ea\u91cc\u53bb\u300d，\u4e0d\u89c4\u5b9a\u300c\u600e\u4e48\u8d70\u8fc7\u53bb\u300d\u3002<\/p>\n
\n\u4e94\u3001to-tickets：\u5782\u76f4\u5207\u7247\u4e0e\u66f3\u5149\u5f39<\/h3>\n
\u6709\u4e86\u76ee\u7684\u5730，\u9700\u8981\u89c4\u5212\u8def\u7ebf\u3002\/to-tickets\u00a0\u628a spec \u62c6\u6210\u4e00\u4e2a Kanban \u770b\u677f\u3002\u8fd9\u4e00\u6b65\u672c\u8d28\u4e0a\u5c31\u662f Sprint \u89c4\u5212（Sprint Planning，\u51b2\u523a\u89c4\u5212）\u7684 AI \u7248：\u4ece backlog \u6311\u4efb\u52a1\u3001\u62c6\u6210\u53ef\u6267\u884c\u7684 ticket\u3002\u53ea\u662f\u4e0d\u641e\u56fa\u5b9a\u5468\u671f\u7684 Sprint，\u6bcf\u4e2a ticket \u5c31\u662f\u4e00\u4e2a\u72ec\u7acb\u7684\u4ea4\u4ed8\u5355\u5143\u3002<\/p>\n
Ticket \u5b58\u54ea？\u6709\u4e24\u79cd\u65b9\u5f0f\u3002\u672c\u5730\u6a21\u5f0f：\u5b58\u6210\u00a0.scratch\/<feature-slug>\/issues\/<NN>-<slug>.md，\u6309\u4f9d\u8d56\u987a\u5e8f\u4ece\u00a001\u00a0\u7f16\u53f7\u3002\u6bcf\u4e2a\u6587\u4ef6\u5e26\u300cBlocked by\u300d\u6807\u6ce8，\u5199\u6e05\u695a\u5b83\u88ab\u8c01\u963b\u585e\u3002\u5728\u7ebf tracker（GitHub \/ Linear）：\u76f4\u63a5\u53d1\u5e03\u6210 issue，\u6253\u4e0a\u00a0ready-for-agent\u00a0\u6807\u7b7e\u3002\u4e5f\u6309\u4f9d\u8d56\u987a\u5e8f\u53d1：\u963b\u585e\u7684 ticket \u5148\u53d1，\u540e\u9762\u7684 ticket \u5f15\u7528\u771f\u5b9e issue ID\u3002<\/p>\n
Matt \u53cd\u590d\u5f3a\u8c03\u4e00\u4e2a\u539f\u5219：\u5782\u76f4\u5207\u7247，\u62d2\u7edd\u6c34\u5e73\u5207\u7247\u3002\u6c34\u5e73\u5207\u7247\u662f\u300c\u8fd9\u5468\u505a\u6570\u636e\u5e93\u5c42，\u4e0b\u5468\u505a API \u5c42，\u4e0b\u4e0b\u5468\u505a\u524d\u7aef\u5c42\u300d：AI \u76f4\u5230\u6700\u540e\u9636\u6bb5\u624d\u5f97\u5230\u53cd\u9988\u3002\u65b9\u5411\u9519\u4e86，\u524d\u9762\u7684\u5de5\u4f5c\u5168\u90e8\u4f5c\u5e9f\u3002\u5782\u76f4\u5207\u7247\u8981\u6c42\u6bcf\u4e2a ticket \u4ece UI \u8d2f\u7a7f\u5230\u6570\u636e\u5c42，\u7b2c\u4e00\u4e2a ticket \u5c31\u9a8c\u8bc1\u6574\u4e2a\u5f39\u9053\u3002<\/p>\n
Matt \u5f15\u7528\u4e86\u300a\u7a0b\u5e8f\u5458\u4fee\u70bc\u4e4b\u9053：\u901a\u5411\u52a1\u5b9e\u7684\u6700\u9ad8\u5883\u754c（\u7b2c2\u7248）\u300b\u91cc\u7684\u00a0Tracer Bullet（\u66f3\u5149\u5f39）\u7c7b\u6bd4\u3002\u9ed1\u6697\u4e2d\u5f00\u67aa\u770b\u4e0d\u89c1\u5f39\u9053，\u66f3\u5149\u5f39\u53d1\u5149，\u663e\u793a\u5b50\u5f39\u98de\u5411\u54ea\u91cc\u3002\u7b2c\u4e00\u4e2a\u5782\u76f4\u5207\u7247\u5c31\u662f\u90a3\u53d1\u66f3\u5149\u5f39：\u5b83\u544a\u8bc9\u4f60\u6574\u4e2a\u6280\u672f\u6808\u662f\u5426\u901a\u8def\u3002<\/p>\n<\/p>\n
![\"\u56fe\u7247\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260809225740-6a7905e468086.png\")
<\/p>\n\u5148\u628a\u4e0d\u786e\u5b9a\u7684\u644a\u51fa\u6765\u3002\u62c6\u5206 ticket \u65f6，\u4f18\u5148\u5b89\u6392\u300c\u4e0d\u77e5\u9053\u80fd\u4e0d\u80fd\u884c\u300d\u7684\u4efb\u52a1\u3002\u6bd4\u5982\u96c6\u6210\u4e00\u4e2a\u65b0\u670d\u52a1：\u8fd9\u4e2a\u5de5\u4f5c\u5148\u505a\u3002\u5b83\u6700\u65e9\u53cd\u9988\u300c\u8fd9\u6761\u8def\u8d70\u4e0d\u8d70\u5f97\u901a\u300d\u3002<\/p>\n<\/p>\n
![\"\u56fe\u7247\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260809225740-6a7905e4eb364.png\")
<\/p>\n\u963b\u585e\u5173\u7cfb\u7b49\u4e8e\u5e76\u884c\u5316\u57fa\u7840\u3002\u6bcf\u4e2a ticket \u4e4b\u95f4\u5efa\u7acb\u963b\u585e\u5173\u7cfb：\u54ea\u4e9b\u5fc5\u987b\u7b49\u524d\u9762\u7684\u5b8c\u6210，\u54ea\u4e9b\u53ef\u4ee5\u5e76\u884c\u3002\u963b\u585e\u5173\u7cfb\u5f62\u6210\u7684，\u662f\u4e00\u4e2a DAG（\u6709\u5411\u65e0\u73af\u56fe），\u4e0d\u662f\u7ebf\u6027\u7684\u987a\u5e8f\u8ba1\u5212\u3002\u7ebf\u6027\u7684\u987a\u5e8f\u8ba1\u5212\u53ea\u80fd\u4e00\u4e2a agent \u8dd1\u3002DAG \u53ef\u4ee5\u591a\u4e2a agent \u5e76\u884c\u63a8\u8fdb\u3002<\/p>\n
\u4e0a\u4e0b\u6587\u7eaf\u51c0\u5ea6（Context Hygiene）<\/h4>\n
Matt \u65b0\u589e\u4e86\u4e00\u4e2a\u5173\u952e\u7ea6\u675f：grill-with-docs \u2192 to-spec \u2192 to-tickets \u4e09\u4e2a\u9636\u6bb5，\u5fc5\u987b\u5728\u540c\u4e00\u4e2a\u4e0d\u4e2d\u65ad\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e2d\u5b8c\u6210\u3002\u00a0\u4e0d compact\u3001\u4e0d clear：\u8ba9Grilling\u3001spec \u548c tickets \u90fd\u57fa\u4e8e\u540c\u4e00\u6bb5\u601d\u8003\u3002\u4e4b\u540e\u518d\u6309 ticket \u62c6\u5206，\u6bcf\u4e2a\u00a0\/implement\u00a0\u4ece\u5e72\u51c0\u7684\u4e0a\u4e0b\u6587\u5f00\u59cb\u3002<\/p>\n
\n\u516d\u3001\u4e24\u79cd\u5de5\u4f5c\u6a21\u5f0f：\u4eba\u5bf9\u9f50，AI \u5b9e\u73b0<\/h3>\n
Matt \u7528\u300c\u65e5\u73ed\u300d\u548c\u300c\u591c\u73ed\u300d\u8fd9\u4e2a\u6bd4\u55bb，\u533a\u5206\u5de5\u4f5c\u6d41\u91cc\u4e24\u79cd\u622a\u7136\u4e0d\u540c\u7684\u6a21\u5f0f\u3002\u5b83\u4eec\u4e0d\u80fd\u4e92\u76f8\u66ff\u4ee3\u3002<\/p>\n
- \n
- \u4eba\u5bf9\u9f50\u6a21\u5f0f（\u65e5\u73ed）\u3002\n
\u00a0\u4eba\u5728\u7535\u8111\u524d，\u548c AI \u4e00\u8d77\u505a\u51b3\u7b56\u3002grill-with-docs \u2192 to-spec \u2192 to-tickets \u2192 QA\/Review\u3002\u8fd9\u662f\u4eba\u65bd\u52a0\u300c\u54c1\u5473\u300d（taste）\u7684\u73af\u8282：\u4ee3\u7801\u7ed3\u6784\u4f18\u4e0d\u4f18\u96c5\u3001\u516d\u4e2a\u6708\u540e\u4f1a\u4e0d\u4f1a\u53d8\u6210\u5c4e\u5c71\u3001\u8fd9\u4e2a\u8bbe\u8ba1\u662f\u4e0d\u662f\u8fc7\u5ea6\u5de5\u7a0b：\u8fd9\u4e9b\u5224\u65ad\u9760\u4eba\u7684\u7ecf\u9a8c\u548c\u5ba1\u7f8e，AI \u76ee\u524d\u505a\u4e0d\u5230\u3002Matt \u7684\u539f\u8bdd：\u300c\u81ea\u52a8\u5316 QA \u4ea7\u4e0d\u51fa\u6709\u54c1\u5473\u7684\u8f6f\u4ef6\u300d\u3002<\/p>\n<\/li>\n
- AI \u81ea\u4e3b\u6a21\u5f0f（\u591c\u73ed）\u3002\n
\u00a0\u4eba\u79bb\u5f00\u952e\u76d8\u3002\u4e00\u65e6 tickets \u62c6\u5206\u5b8c\u6bd5\u3001\u963b\u585e\u5173\u7cfb\u6e05\u6670，AI \u5c31\u6309\u00a0\/implement\u00a0\u81ea\u4e3b\u8fd0\u884c：\u53d6\u4e00\u4e2a ticket \u2192 TDD \u5faa\u73af \u2192 \u8dd1\u6d4b\u8bd5 \u2192 code-review \u2192 \u63d0\u4ea4 \u2192 \u4e0b\u4e00\u4e2a\u3002\u6bcf\u4e2a ticket \u5728\u5168\u65b0\u7684\u300c\u806a\u660e\u533a\u7a97\u53e3\u300d\u4e2d\u5b8c\u6210，\u5b8c\u6210\u540e\u6e05\u7a7a\u4e0a\u4e0b\u6587\u3002<\/p>\n<\/li>\n<\/ul>\n
\u8fd9\u79cd\u8f6e\u73ed\u8282\u594f\u7684\u5e95\u5c42\u601d\u60f3，\u6765\u81ea Beck\u300aExtreme Programming Explained\u300b（\u300a\u89e3\u6790\u6781\u9650\u7f16\u7a0b\u300b）：\u77ed\u8fed\u4ee3\u3001\u6301\u7eed\u53cd\u9988\u3001\u53ef\u6301\u7eed\u7684\u5f00\u53d1\u8282\u594f\u3002Matt \u628a Beck \u7684\u539f\u5219，\u7ffb\u8bd1\u6210\u4e86\u66f4\u76f4\u89c9\u7684\u64cd\u4f5c\u6a21\u578b\u3002\u65e5\u73ed\u51b3\u5b9a\u300c\u505a\u4ec0\u4e48\u3001\u4e3a\u4ec0\u4e48\u505a\u300d，\u591c\u73ed\u6267\u884c\u300c\u600e\u4e48\u505a\u300d\u3002\u540c\u4e00\u4e2a\u4eba，\u767d\u5929\u548c AI \u5bf9\u8bdd\u505a\u51b3\u7b56，\u665a\u4e0a\u8ba9 AI \u81ea\u5df1\u5199\u4ee3\u7801\u3002\u7b2c\u4e8c\u5929\u65e9\u4e0a\u56de\u6765，\u770b commit\u3002<\/p>\n<\/p>\n
![\"\u56fe\u7247\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260809225741-6a7905e5b0d09.png\")
<\/p>\n\u591c\u73ed\u7684\u52a0\u901f\u5668：Sandcastle<\/h4>\n
\u591c\u73ed\u7684\u6700\u5c0f\u5355\u4f4d，\u5c31\u662f\u624b\u52a8\u8dd1\u00a0\/implement：\u4eba\u79bb\u5f00，AI \u53d6\u4e00\u4e2a ticket\u3001TDD\u3001review\u3001\u63d0\u4ea4，\u9010\u4e2a\u4e32\u884c\u3002ticket \u6570\u91cf\u591a\u4e86，\u624b\u52a8\u9010\u4e2a\u8dd1\u6548\u7387\u4e0d\u591f\u3002Matt \u81ea\u5efa\u4e86 TypeScript \u5f00\u6e90\u5e93\u00a0Sandcastle\u00a0\u6765\u505a\u5e76\u884c\u7f16\u6392\u3002\u5b83\u7684\u67b6\u6784\u662f\u56db\u4e2a\u89d2\u8272\u5206\u5de5\u534f\u4f5c：<\/p>\n
\u00a0planner \u2192 implementer \u2192 reviewer \u2192 merger
\n\u00a0（\u9009 ticket） \u00a0（Docker sandbox） \u00a0（\u5ba1\u67e5） \u00a0 （\u5408\u5e76）<\/p>\n- \n
- Planner：\n
\u00a0\u626b\u63cf Kanban \u770b\u677f，\u627e\u51fa\u6240\u6709\u300c\u963b\u585e\u5df2\u89e3\u9664\u300d\u7684 ticket\u3002<\/p>\n<\/li>\n
- Implementer：\n
\u00a0\u4e3a\u6bcf\u4e2a\u5c31\u7eea ticket \u542f\u52a8\u4e00\u4e2a\u72ec\u7acb\u7684 Docker sandbox，\u5728\u6c99\u7bb1\u91cc\u8fd0\u884c\u00a0\/implement（\u5185\u5d4c TDD + code-review）\u3002\u5404\u6c99\u7bb1\u4e92\u4e0d\u6c61\u67d3\u3002<\/p>\n<\/li>\n
- Reviewer：\n
\u00a0\u5ba1\u67e5\u6bcf\u4e2a\u6c99\u7bb1\u4ea7\u51fa\u7684 commit，\u4e24\u8f74\u5ba1\u67e5（Standards + Spec）\u3002<\/p>\n<\/li>\n
- Merger：\n
\u00a0\u5ba1\u67e5\u901a\u8fc7\u540e\u81ea\u52a8\u5408\u5e76\u5230\u4e3b\u5206\u652f，\u66f4\u65b0 Kanban \u72b6\u6001，\u89e3\u9664\u4e0b\u6e38 ticket \u7684\u963b\u585e\u3002<\/p>\n<\/li>\n<\/ul>\n
Sandcastle \u7684\u6838\u5fc3\u4ef7\u503c，\u662f\u8ba9\u00a0\/implement\u00a0\u4ece\u300c\u4e32\u884c\u300d\u53d8\u6210\u300c\u5e76\u884c\u300d\u3002Kanban \u4e0a\u7684\u963b\u585e\u5173\u7cfb\u5df2\u7ecf\u662f DAG，\u591a\u4e2a\u4e0d\u53d7\u963b\u585e\u7684 ticket，\u53ef\u4ee5\u540c\u65f6\u6d3e\u591a\u4e2a agent \u5404\u81ea\u5728\u6c99\u7bb1\u91cc\u8dd1\u3002Matt \u5df2\u5c06 Sandcastle \u5f00\u6e90，\u4ed3\u5e93\u5730\u5740：github.com\/mattpocock\/sandcastle\u3002<\/p>\n<\/p>\n
![\"\u56fe\u7247\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260809225742-6a7905e6736d3.png\")
<\/p>\n\u5b9e\u73b0\u548c review，\u5fc5\u987b\u5728\u4e24\u4e2a\u4e0d\u540c\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u91cc\u505a\u3002<\/p>\n
\/implement\u00a0\u6bcf\u6b21\u5f00\u4e00\u4e2a\u65b0\u7a97\u53e3\u5199\u4ee3\u7801：\u7a97\u53e3\u5e72\u51c0，LLM \u6ce8\u610f\u529b\u6700\u597d\u3002\u5199\u5b8c\u3001\u63d0\u4ea4\u4e4b\u524d，\u81ea\u52a8\u8c03\u00a0\/code-review\u00a0\u6765\u5ba1\u67e5\u3002\u4f46\u00a0\/code-review\u00a0\u4e0d\u80fd\u5728\u8fd9\u4e2a\u7a97\u53e3\u91cc\u8dd1\u3002\u56e0\u4e3a LLM \u521a\u5199\u5b8c\u4ee3\u7801，\u4e0a\u4e0b\u6587\u91cc\u5168\u662f\u5b83\u81ea\u5df1\u7684\u601d\u8def：\u5b83\u4f1a\u62a4\u77ed，\u4e0d\u613f\u610f\u6307\u51fa\u81ea\u5df1\u5199\u7684\u95ee\u9898\u3002<\/p>\n
\u6240\u4ee5\u00a0\/implement\u00a0\u628a\u5ba1\u67e5\u4ea4\u7ed9\u53e6\u4e00\u4e2a\u72ec\u7acb agent\u3002\u5b83\u6ca1\u89c1\u8fc7\u5199\u4ee3\u7801\u7684\u8fc7\u7a0b，\u53ea\u770b\u5230\u6700\u7ec8 diff，\u5ba1\u8d77\u6765\u5ba2\u89c2\u5f97\u591a\u3002<\/p>\n
\n\u4e03\u3001TDD + code-review：\u5b9e\u73b0\u7684\u5185\u6838<\/h3>\n
\/implement\u00a0\u7684\u5185\u90e8\u5f15\u64ce\u662f\u4e24\u4e2a skill：\/tdd\u00a0\u548c\u00a0\/code-review\u3002<\/p>\n<\/p>\n
![\"\u56fe\u7247\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260809225742-6a7905e6be2f8.png\")
<\/p>\nTDD：\u63a5\u53e3\u51b3\u5b9a\u4e00\u5207<\/h4>\n
Matt \u8ba4\u4e3a，TDD \u662f\u63d0\u9ad8 Agent \u8f93\u51fa\u8d28\u91cf\u6700\u7a33\u5b9a\u7684\u65b9\u5f0f：\u8fd9\u4e00\u7406\u5ff5\u76f4\u63a5\u6765\u81ea Kent Beck\u300aTest-Driven Development\u300b（\u300a\u6d4b\u8bd5\u9a71\u52a8\u5f00\u53d1\u300b）\u3002\u4f46\u4ed6\u52a0\u4e86\u4e00\u4e2a\u524d\u7f6e\u6b65\u9aa4：\u5148\u786e\u8ba4\u63a5\u53e3\u53d8\u66f4\u3002\u00a0\u539f\u56e0\u5728\u4e8e\u4ed6\u5bf9\u4ee3\u7801\u5e93\u5f62\u6001\u7684\u6838\u5fc3\u5224\u65ad\u3002<\/p>\n<\/p>\n
![\"\u56fe\u7247\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260809225743-6a7905e719b0f.png\")
<\/p>\n\u4e24\u79cd\u4ee3\u7801\u5e93\u5f62\u6001：<\/p>\n
\n\n
\n \u6d45\u6a21\u5757\u6563\u843d<\/p>\n
\u6df1\u6a21\u5757 + \u8584\u63a5\u53e3<\/p>\n<\/tr>\n
\n \u6837\u5b50<\/td>\n \n \u5927\u91cf\u5c0f\u6587\u4ef6，\u5173\u7cfb\u4e0d\u6e05<\/p>\n<\/td>\n
\n \u5c11\u91cf\u5927\u6a21\u5757，\u66b4\u9732\u5c11\u6570\u51fd\u6570<\/p>\n<\/td>\n<\/tr>\n
\n AI \u4f53\u9a8c<\/td>\n \n \u7406\u89e3\u4e00\u4e2a\u6982\u5ff5\u8de8\u4e94\u4e2a\u6587\u4ef6\u8df3\u8f6c，\u5bfc\u822a\u56f0\u96be<\/p>\n<\/td>\n
\n \u6e05\u6670\u77e5\u9053\u4ece\u54ea\u91cc\u4e0b\u624b<\/p>\n<\/td>\n<\/tr>\n
\n \u6d4b\u8bd5<\/td>\n \n \u8fb9\u754c\u6a21\u7cca，\u4e0d\u77e5\u9053\u8be5\u6d4b\u54ea\u91cc<\/p>\n<\/td>\n
\n \u53ea\u9700\u8986\u76d6\u63a5\u53e3\u8fb9\u754c<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\u8fd9\u4e2a\u6982\u5ff5\u6765\u81ea John Osterhout \u7684\u300aA Philosophy of Software Design\u300b（\u300a\u8f6f\u4ef6\u8bbe\u8ba1\u7684\u54f2\u5b66（\u7b2c2\u7248）\u300b）\u3002Matt \u628a\u5b83\u76f4\u63a5\u642c\u5230\u4e86 AI \u7f16\u7801\u573a\u666f：<\/p>\n
\u6a21\u5757\u662f\u7070\u76d2：\u4eba\u8bbe\u8ba1\u63a5\u53e3（\u51b3\u5b9a\u6a21\u5757\u7684 shape），AI \u5b9e\u73b0\u5185\u90e8\u3002\u4f60\u4e0d\u7528\u4e00\u884c\u4e00\u884c\u770b\u5b9e\u73b0，\u53ea\u770b\u63a5\u53e3\u5bf9\u4e0d\u5bf9\u3002<\/p>\n
TDD \u56db\u6b65\u5faa\u73af：<\/p>\n
\u00a01. \u786e\u8ba4\u63a5\u53e3\u53d8\u66f4 \u2192 2. \u5199\u5931\u8d25\u6d4b\u8bd5 \u2192 3. \u5199\u6700\u5c11\u4ee3\u7801\u901a\u8fc7 \u2192 4. \u91cd\u6784<\/p>\n
\u63a5\u53e3\u8bbe\u8ba1\u88ab\u63d0\u5230\u4e86\u6700\u9ad8\u4f18\u5148\u7ea7：\u540e\u7eed\u00a0\/code-review\u00a0\u4e5f\u56f4\u7ed5\u8fd9\u4e2a\u7ea6\u5b9a\u597d\u7684\u63a5\u53e3\u6765\u5ba1\u67e5\u3002Matt \u5c55\u793a\u7684\u771f\u5b9e\u8fd0\u884c\u4e2d，\u6574\u4e2a\u9879\u76ee\u6709 284 \u4e2a\u6d4b\u8bd5\u3002<\/p>\n<\/p>\n
![\"\u56fe\u7247\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260809225743-6a7905e7cdc6e.png\")
<\/p>\ncode-review：\u4e24\u8f74\u5ba1\u67e5<\/h4>\n
\/implement\u00a0\u5728\u63d0\u4ea4\u524d\u81ea\u52a8\u8c03\u7528\u00a0\/code-review\u3002\u5b83\u7528\u4e24\u4e2a\u72ec\u7acb\u7684 SubAgent，\u5206\u522b\u4ece\u4e24\u4e2a\u7ef4\u5ea6\u5ba1\u67e5 diff\u3002\u4e24\u4e2a SubAgent \u4e92\u4e0d\u77e5\u6653\u5bf9\u65b9\u7684\u63a8\u7406，\u9632\u6b62\u4e00\u4e2a\u7ef4\u5ea6\u7684\u7ed3\u8bba\u6c61\u67d3\u53e6\u4e00\u4e2a：<\/p>\n
\n\n
\n \u7ef4\u5ea6<\/p>\n
\u95ee\u9898<\/p>\n
\u6570\u636e\u6765\u6e90<\/p>\n<\/tr>\n
\n Standards（\u7f16\u7801\u6807\u51c6）<\/td>\n \n \u300c\u4ee3\u7801\u5199\u5bf9\u4e86\u5417？\u300d<\/p>\n<\/td>\n
\n \u9879\u76ee\u7684\u00a0CODING_STANDARDS.md\u00a0\/\u00a0CONTRIBUTING.md，\u6ca1\u6709\u5219\u56de\u9000\u5230\u5185\u7f6e\u5e95\u7ebf：Fowler\u300a\u91cd\u6784：\u6539\u5584\u65e2\u6709\u4ee3\u7801\u7684\u8bbe\u8ba1（\u7b2c2\u7248）\u300b\u7b2c 3 \u7ae0\u7684\u5341\u4e8c\u79cd\u4ee3\u7801\u574f\u5473\u9053（\u795e\u79d8\u547d\u540d\u3001\u91cd\u590d\u4ee3\u7801\u3001\u4f9d\u604b\u60c5\u7ed3\u3001\u6570\u636e\u6ce5\u56e2\u3001\u57fa\u672c\u7c7b\u578b\u504f\u6267\u3001\u91cd\u590d Switch\u3001\u9730\u5f39\u5f0f\u4fee\u6539\u3001\u53d1\u6563\u5f0f\u53d8\u5316\u3001\u5938\u5938\u5176\u8c08\u901a\u7528\u6027\u3001\u6d88\u606f\u94fe\u3001\u4e2d\u95f4\u4eba\u3001\u88ab\u62d2\u7edd\u7684\u9057\u8d60）<\/p>\n<\/td>\n<\/tr>\n
\n Spec（\u89c4\u683c\u4e00\u81f4\u6027）<\/td>\n \n \u300c\u505a\u7684\u662f\u5bf9\u7684\u4e1c\u897f\u5417？\u300d<\/p>\n<\/td>\n
\n \u524d\u7f6e skill\u00a0\/to-spec\u00a0\u4ea7\u51fa\u7684 spec：\u4ece commit message \u91cc\u7684 issue \u5f15\u7528\u3001docs\/\u00a0\/\u00a0specs\/\u00a0\/\u00a0.scratch\/\u00a0\u4e0b\u7684 spec \u6587\u4ef6\u4e2d\u8bfb\u53d6<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\u4e24\u4e2a\u7ef4\u5ea6\u7684\u7ed3\u8bba\u6c38\u4e0d\u5408\u5e76\u3001\u6c38\u4e0d\u91cd\u6392\u3002\u4e00\u4efd\u4ee3\u7801\u53ef\u4ee5\u5b8c\u7f8e\u9075\u5faa\u89c4\u8303，\u5374\u505a\u9519\u4e86\u529f\u80fd（\u8fc7 Standards\u3001\u6302 Spec）\u3002\u4e5f\u53ef\u4ee5\u529f\u80fd\u6b63\u786e，\u5374\u7834\u574f\u89c4\u8303（\u53cd\u4e4b）\u3002\u5206\u5f00\u6c47\u62a5，\u4e0d\u8ba9\u4e00\u4e2a\u7ef4\u5ea6\u63a9\u76d6\u53e6\u4e00\u4e2a\u3002<\/p>\n
\u7f16\u7801\u6807\u51c6\u5728\u5b9e\u73b0\u9636\u6bb5\u662f\u00a0Pull \u6a21\u5f0f（agent \u53ef\u9009\u8bfb），\u5728 review \u9636\u6bb5\u662f\u00a0Push \u6a21\u5f0f（\u5f3a\u5236\u6ce8\u5165\u3001\u9010\u6761\u68c0\u67e5）\u3002\u540c\u4e00\u4e2a\u6807\u51c6，\u4e24\u79cd\u7b56\u7565\u3002<\/p>\n
\u8fd9\u5957\u300c\u5c0f\u6b65\u5b9e\u73b0 \u2192 \u7acb\u5373\u5ba1\u67e5 \u2192 \u53cd\u9988\u4fee\u6b63\u300d\u7684\u5faa\u73af，\u5185\u6838\u6765\u81ea Martin Fowler\u300aRefactoring\u300b（\u300a\u91cd\u6784：\u6539\u5584\u65e2\u6709\u4ee3\u7801\u7684\u8bbe\u8ba1（\u7b2c2\u7248）\u300b）：\u6bcf\u6b21\u6539\u52a8\u8db3\u591f\u5c0f，\u6bcf\u4e00\u6b65\u90fd\u6709\u6d4b\u8bd5\u515c\u5e95\u3002<\/p>\n
\n\u516b\u3001\/improve-codebase-architecture + \/codebase-design：\u6301\u7eed\u6539\u5584\u571f\u58e4<\/h3>\n
\u8fd9\u662f\u5de5\u4f5c\u6d41\u7684\u57fa\u7840\u8bbe\u65bd\u5c42，\u89e3\u51b3\u4e00\u4e2a\u5e95\u5c42\u95ee\u9898：\u8ba9\u4ee3\u7801\u5e93\u4ece\u300c\u6d45\u6a21\u5757\u6563\u843d\u300d，\u6301\u7eed\u53d8\u6210\u300c\u6df1\u6a21\u5757 + \u8584\u63a5\u53e3\u300d\u3002<\/p>\n<\/p>\n
![\"\u56fe\u7247\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260809225744-6a7905e82b9c4.png\")
<\/p>\n\/improve-codebase-architecture：\u53d1\u73b0\u6df1\u5316\u673a\u4f1a<\/h4>\n
\u5b83\u505a\u4ec0\u4e48？\u00a0\u626b\u63cf\u6574\u4e2a\u4ee3\u7801\u5e93，\u627e\u51fa\u300c\u6d45\u6a21\u5757\u53ef\u4ee5\u6df1\u5316\u4e3a\u6df1\u6a21\u5757\u300d\u7684\u5730\u65b9\u3002\u5b83\u53ea\u505a\u8c03\u67e5，\u4e0d\u6539\u4ee3\u7801：\u4ea7\u51fa\u4e00\u4efd HTML \u62a5\u544a\u653e\u5728\u7cfb\u7edf\u4e34\u65f6\u76ee\u5f55，\u7136\u540e\u5bf9\u4f60\u9009\u4e2d\u7684\u5019\u9009\u542f\u52a8\u4e00\u6b21 grilling \u8bbf\u8c08\u3002\u771f\u6b63\u7684\u91cd\u6784\u5728\u4e4b\u540e\u53e6\u5f00 session，\u8d70\u6807\u51c6\u6d41\u7a0b\u6267\u884c\u3002<\/p>\n
\u8f93\u5165：\u00a0\u6574\u4e2a\u4ee3\u7801\u5e93\u3002\u4f60\u4e5f\u53ef\u4ee5\u6307\u5b9a\u65b9\u5411：\u6bd4\u5982\u6307\u5411\u4e00\u4efd spec，\u95ee\u300c\u8fd9\u4e2a\u53d8\u66f4\u600e\u4e48\u505a\u624d\u5bb9\u6613？\u300d\u6548\u679c\u6700\u597d\u3002<\/p>\n
\u8f93\u51fa：\u00a0\u4e00\u4efd HTML \u62a5\u544a（\u542b\u5019\u9009\u5361\u7247\u3001\u5f3a\u5ea6\u8bc4\u7ea7\u3001before\/after \u793a\u610f\u56fe）+ grilling \u540e\u4ea7\u51fa\u4e00\u4e2a\u51b3\u7b56\u3002\u8fd9\u4e2a\u51b3\u7b56\u518d\u8fdb\u5165\u00a0\/to-spec\u00a0\u2192\u00a0\/to-tickets\u00a0\u2192\u00a0\/implement\u00a0\u6267\u884c\u3002<\/p>\n
\u4e24\u4e2a\u7b5b\u9009\u6761\u4ef6，\u4fdd\u8bc1\u62a5\u544a\u4e0d\u53d8\u6210\u300c\u6cdb\u6cdb\u7684\u4ee3\u7801\u6574\u6d01\u5efa\u8bae\u300d：<\/p>\n
- \n
- \u5220\u9664\u6d4b\u8bd5：\n
\u00a0\u53bb\u6389\u8fd9\u4e2a\u6a21\u5757\u540e，\u590d\u6742\u5ea6\u662f\u88ab\u66f4\u5c0f\u7684\u63a5\u53e3\u6536\u655b\u4e86，\u8fd8\u662f\u6563\u843d\u5230\u4e86\u6240\u6709\u8c03\u7528\u65b9？\u53ea\u6709\u300c\u6536\u655b\u300d\u7684\u624d\u8fdb\u62a5\u544a\u3002<\/p>\n<\/li>\n
- \u70ed\u70b9\u504f\u5411：\n
\u00a0\u9664\u975e\u4f60\u6307\u5b9a\u4e86\u8303\u56f4，\u5426\u5219\u4f18\u5148\u626b\u63cf\u6700\u8fd1\u6d3b\u8dc3\u53d8\u66f4\u7684\u8def\u5f84\u3002\u6ca1\u4eba\u78b0\u7684\u4ee3\u7801\u91cc\u505a\u6df1\u5316，\u662f\u4f60\u6c38\u8fdc\u4e0d\u4f1a\u5151\u73b0\u7684\u91cd\u6784\u3002<\/p>\n<\/li>\n<\/ul>\n
\u4e09\u6b65\u6d41\u7a0b：<\/p>\n
- \u63a2\u7d22\u6df7\u4e71\u70b9\u3002\n
\u00a0\u8ba9 AI \u7528\u81ea\u5df1\u7684\u65b9\u5f0f\u901b\u4e00\u904d\u4ee3\u7801\u5e93\u3002\u7406\u89e3\u4e00\u4e2a\u6982\u5ff5\u8981\u8de8\u4e94\u4e2a\u5c0f\u6587\u4ef6\u8df3\u8f6c？\u7eaf\u51fd\u6570\u88ab\u62bd\u51fa\u6765\u53ea\u4e3a\u6d4b\u8bd5，\u4f46\u771f\u6b63\u7684 bug \u85cf\u5728\u8c03\u7528\u65b9\u5f0f\u91cc？\u7d27\u8026\u5408\u6a21\u5757\u4e4b\u95f4\u7684\u300c\u63a5\u7f1d\u300d\u6709\u96c6\u6210\u98ce\u9669？<\/p>\n<\/li>\n
- \u5217\u51fa\u6df1\u5316\u5019\u9009\u3002\n
\u00a0\u6bcf\u5f20\u5019\u9009\u5361\u7247\u5305\u542b：\u6d89\u53ca\u7684\u6587\u4ef6\u3001\u6469\u64e6\u70b9\u3001\u7528\u5927\u767d\u8bdd\u5199\u7684\u89e3\u51b3\u65b9\u6848\u3001\u6536\u76ca（\u4ee5\u00a0locality\u00a0\u548c\u00a0leverage\u00a0\u8868\u8ff0）\u3001before\/after \u793a\u610f\u56fe\u3001\u4ee5\u53ca\u4e00\u4e2a\u5f3a\u5ea6\u8bc4\u7ea7：<\/p>\n<\/li>\n
\n\n
\n \u8bc4\u7ea7<\/p>\n
\u542b\u4e49<\/p>\n<\/tr>\n
\n Strong<\/td>\n \n \u5220\u9664\u6d4b\u8bd5\u660e\u786e\u901a\u8fc7，\u6469\u64e6\u771f\u5b9e\u5b58\u5728\u3002\u8ba4\u771f\u5bf9\u5f85\u3002<\/p>\n<\/td>\n<\/tr>\n
\n Worth exploring<\/td>\n \n \u53ef\u884c\u7684\u6df1\u5316，\u4f46\u6536\u76ca\u53d6\u51b3\u4e8e\u4ee3\u7801\u7684\u4e0b\u4e00\u6b65\u8d70\u5411\u3002<\/p>\n<\/td>\n<\/tr>\n
\n Speculative<\/td>\n \n \u4e3a\u5b8c\u6574\u6027\u5217\u51fa，\u5927\u591a\u53ef\u4ee5\u5ffd\u7565\u3002\u5982\u679c\u6574\u4efd\u62a5\u544a\u5168\u662f\u8fd9\u4e2a：\u8bf4\u660e\u4ee3\u7801\u5e93\u5176\u5b9e\u6ca1\u4ec0\u4e48\u5927\u95ee\u9898\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
- \u591a\u65b9\u6848\u5e76\u884c\u8bbe\u8ba1\u3002\n
\u00a0\u4f60\u9009\u4e00\u4e2a\u5019\u9009，\u6d3e 3-5 \u4e2a SubAgent \u5e76\u884c，\u6bcf\u4e2a\u72ec\u7acb\u8bbe\u8ba1\u4e00\u79cd\u63a5\u53e3\u65b9\u6848，\u4ea7\u51fa\u5fc5\u987b\u622a\u7136\u4e0d\u540c\u3002\u5bf9\u6bd4\u63a8\u8350，\u5fc5\u8981\u65f6\u53d6\u5404\u5bb6\u4e4b\u957f，\u5408\u6210\u6df7\u5408\u65b9\u6848\u3002\u6700\u7ec8\u4ea7\u51fa\u662f\u4e00\u4e2a refactor RFC issue：\u8fd9\u5c31\u662f\u4e00\u4efd\u65b0\u7684 spec，\u518d\u8d70\u00a0\/to-spec\u00a0\u2192\u00a0\/to-tickets\u00a0\u2192\u00a0\/implement\u00a0\u6267\u884c\u3002<\/p>\n<\/li>\n
\u4f7f\u7528\u8282\u594f：\u00a0\u6bcf\u51e0\u5929\u8dd1\u4e00\u6b21，\u6216\u4e00\u6b21\u5927\u89c4\u6a21\u529f\u80fd\u5f00\u53d1\u4e4b\u540e\u3002\u4e0d\u662f\u4e3a\u4e86\u91cd\u6784\u800c\u91cd\u6784，\u662f\u5728 AI \u5f00\u59cb\u4ea7\u51fa\u6df7\u4e71\u4ee3\u7801\u4e4b\u524d，\u4e3b\u52a8\u6539\u5584\u300c\u571f\u58e4\u300d\u3002\u5982\u679c\u63a5\u4e0b\u6765\u7684\u529f\u80fd\u5f88\u5927，\u6307\u5411\u5b83\u7684 spec \u95ee\u300c\u600e\u4e48\u8ba9\u8fd9\u4e2a\u53d8\u66f4\u53d8\u5bb9\u6613\u300d：\u8fd9\u662f\u6700\u6709\u6548\u7684\u7528\u6cd5\u3002<\/p>\n
\/codebase-design：\u6df1\u6a21\u5757\u7684\u8bcd\u6c47\u8868<\/h4>\n
\/improve-codebase-architecture\u00a0\u8d1f\u8d23\u53d1\u73b0\u300c\u54ea\u91cc\u9700\u8981\u6df1\u5316\u300d，\u800c\u00a0\/codebase-design\u00a0\u63d0\u4f9b\u300c\u600e\u4e48\u6df1\u5316\u300d\u7684\u8bed\u8a00：\u6a21\u5757\u3001\u63a5\u53e3\u3001\u6df1\u5ea6\u3001\u63a5\u7f1d\u3001\u9002\u914d\u5668\u3001\u6760\u6746\u3001\u5c40\u90e8\u6027\u3002\u5b83\u662f\u00a0\/tdd\u00a0\u548c\u00a0\/improve-codebase-architecture\u00a0\u5171\u4eab\u7684\u5e95\u5c42\u8bcd\u6c47\u3002<\/p>\n
\u4e03\u4e2a\u672f\u8bed\u7cbe\u786e\u5230\u7981\u7528\u4e86\u6a21\u7cca\u66ff\u4ee3\u8bcd（\u300ccomponent\u300d\u300cservice\u300d\u300cAPI\u300d\u300cboundary\u300d\u4e00\u5f8b\u4e0d\u51c6\u7528）\u3002\u5176\u4e2d\u00a0depth（\u6df1\u5ea6）\u00a0\u6765\u81ea John Osterhout\u300aA Philosophy of Software Design\u300b（\u300a\u8f6f\u4ef6\u8bbe\u8ba1\u7684\u54f2\u5b66（\u7b2c2\u7248）\u300b）：\u4e0d\u8fc7 skill \u523b\u610f\u504f\u79bb\u4e86 Osterhout \u7684\u539f\u59cb\u5b9a\u4e49（\u300c\u5b9e\u73b0\u884c\u6570\u9664\u4ee5\u63a5\u53e3\u884c\u6570\u300d），\u6539\u7528\u300c\u6bcf\u4e2a\u63a5\u53e3\u5355\u5143\u80fd\u64ac\u52a8\u591a\u5c11\u884c\u4e3a\u300d\u6765\u9632\u6b62\u6ce8\u6c34\u3002seam（\u63a5\u7f1d）\u00a0\u6765\u81ea Michael Feathers\u300aWorking Effectively with Legacy Code\u300b（\u300a\u4fee\u6539\u4ee3\u7801\u7684\u827a\u672f\u300b）：\u300c\u4e00\u4e2a\u4f60\u53ef\u4ee5\u6539\u53d8\u884c\u4e3a\u5374\u4e0d\u7528\u7f16\u8f91\u90a3\u884c\u4ee3\u7801\u7684\u5730\u65b9\u300d\u3002<\/p>\n
\/domain-modeling：\u6253\u78e8\u9886\u57df\u8bed\u8a00<\/h4>\n
\u4e0e\u4f60\u540c\u7ea7\u7684\u8fd8\u6709\u4e00\u4e2a\u00a0\/domain-modeling\u00a0skill\u3002\u5f53\u300c\u8d26\u6237\u300d\u4e00\u4e2a\u8bcd\u505a\u4e86\u4e09\u4ef6\u4e8b\u3001\u67d0\u4e2a\u672f\u8bed\u5728\u4e0d\u540c\u6a21\u5757\u542b\u4e49\u4e0d\u540c\u65f6，\u5b83\u51fa\u9762\u6f84\u6e05\u3001\u8bb0\u5f55 ADR\u3001\u66f4\u65b0\u00a0CONTEXT.md\u3002\/grill-with-docs\u00a0\u7684\u8bbf\u8c08\u8fc7\u7a0b，\u5c31\u9a71\u52a8\u4e86\u8fd9\u4e2a\u6253\u78e8\u8fc7\u7a0b\u3002<\/p>\n
\u8fd9\u4e2a\u6982\u5ff5\u76f4\u63a5\u6765\u81ea Eric Evans\u300aDomain-Driven Design\u300b（\u300a\u9886\u57df\u9a71\u52a8\u8bbe\u8ba1：\u8f6f\u4ef6\u6838\u5fc3\u590d\u6742\u6027\u5e94\u5bf9\u4e4b\u9053\u300b，2003）\u4e2d\u7684\u300c\u7edf\u4e00\u8bed\u8a00\u300d（Ubiquitous Language）：\u5f00\u53d1\u8005\u548c\u9886\u57df\u4e13\u5bb6\u5171\u7528\u4e00\u5957\u672f\u8bed\u4f53\u7cfb\u3002\u8ddf LLM \u9ad8\u6548\u534f\u4f5c，\u540c\u6837\u662f\u8fd9\u4e2a\u9053\u7406\u3002Matt \u8bf4\u4ed6\u300c\u8bfb\u5230\u6bcf\u4e00\u9875\u90fd\u50cf\u5728\u542c\u97f3\u4e50\u300d\u3002<\/p>\n
\u4f7f\u7528\u8282\u594f：\u6bcf\u5468\u4e00\u6b21，\u6216\u4e00\u6b21\u5927\u89c4\u6a21\u529f\u80fd\u5f00\u53d1\u4e4b\u540e\u3002\u4e0d\u662f\u4e3a\u4e86\u91cd\u6784\u800c\u91cd\u6784，\u662f\u5728 AI \u5f00\u59cb\u4ea7\u51fa\u6df7\u4e71\u4ee3\u7801\u4e4b\u524d，\u4e3b\u52a8\u6539\u5584\u300c\u571f\u58e4\u300d\u3002<\/p>\n
\n\u4e5d\u3001\u6269\u5c55\u751f\u6001：\u4f60\u53ef\u80fd\u9519\u8fc7\u7684\u91cd\u8981 skill<\/h3>\n
\u9664\u4e86\u4e3b\u6d41\u7a0b，Matt \u7684\u4ed3\u5e93\u91cc\u8fd8\u6709\u51e0\u4e2a\u72ec\u7acb skill，\u6bcf\u4e2a\u89e3\u51b3\u4e00\u4e2a\u5177\u4f53\u95ee\u9898\u3002<\/p>\n<\/p>\n
![\"\u56fe\u7247\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260809225744-6a7905e8ecfbb.png\")
<\/p>\n\/prototype：\u5feb\u901f\u9a8c\u8bc1\u4e00\u4e2a\u60f3\u6cd5<\/h4>\n
\u804a\u5230\u4e00\u534a，\u6709\u4e2a\u8bbe\u8ba1\u95ee\u9898\u62ff\u4e0d\u51c6：\u300c\u8fd9\u4e2a\u72b6\u6001\u6a21\u578b\u5bf9\u4e0d\u5bf9？\u300d\u300cUI \u957f\u4ec0\u4e48\u6837\u597d？\u300d\u522b\u5728\u4e3b\u6d41\u7a0b\u91cc\u7ea0\u7ed3，\u5206\u53c9\u51fa\u53bb\u8dd1\u4e00\u4e2a\u00a0\/prototype\u3002<\/p>\n
\u5b83\u662f\u4e00\u6b21\u6027\u5b9e\u9a8c\u3002\u4ee3\u7801\u4e0d\u7528\u5199\u5f97\u597d，\u80fd\u8dd1\u5c31\u884c，\u7528\u5b8c\u6254\u6389\u4e5f\u4e0d\u5fc3\u75bc\u3002\u4f46\u539f\u578b\u4e0d\u4f1a\u6d88\u5931：\u5b83\u7559\u5728\u00a0prototype\/<name>\u00a0\u5206\u652f\u4e0a\u3002\u4ee5\u540e\u6709\u4eba\u95ee\u300c\u5f53\u521d\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u8bbe\u8ba1\u300d，\u7ffb\u51fa\u6765\u4e00\u76ee\u4e86\u7136\u3002<\/p>\n
\/research：\u8ba9 AI \u5e2e\u4f60\u67e5\u8d44\u6599<\/h4>\n
\u78b0\u5230\u4e00\u4e2a\u4f60\u4e0d\u4e86\u89e3\u7684\u95ee\u9898，\/research\u00a0\u6d3e\u4e00\u4e2a\u540e\u53f0 Agent \u66ff\u4f60\u67e5：\u8bfb\u6587\u6863\u3001\u7ffb\u8bba\u6587\u3001\u626b\u4ee3\u7801\u3002\u4f60\u4e0d\u7528\u7b49，\u7ee7\u7eed\u505a\u4f60\u7684\u4e8b\u3002\u5b83\u67e5\u5b8c\u7ed9\u4f60\u4e00\u4efd\u5e26\u5f15\u7528\u7684 Markdown \u6587\u4ef6\u3002\u4f60\u53ef\u4ee5\u62ff\u7740\u8fd9\u4efd\u6587\u4ef6，\u56de\u5230\u00a0\/grill-with-docs\u00a0\u91cc\u63a5\u7740\u804a\u3002<\/p>\n
\/diagnosing-bugs：\u5148\u590d\u73b0，\u518d\u52a8\u624b<\/h4>\n
\u9047\u5230\u770b\u4e0d\u900f\u7684 bug，\u4eba\u7684\u672c\u80fd\u662f\u731c：\u300c\u53ef\u80fd\u662f\u8fd9\u91cc\u7684\u95ee\u9898，\u6539\u4e00\u4e0b\u8bd5\u8bd5\u300d\u3002\/diagnosing-bugs\u00a0\u7981\u6b62\u8fd9\u4e48\u5e72\u3002<\/p>\n
\u5b83\u7684\u89c4\u5219\u662f：\u5148\u7ed9\u6211\u4e00\u4e2a\u80fd\u7a33\u5b9a\u590d\u73b0\u8fd9\u4e2a bug \u7684\u547d\u4ee4，\u5426\u5219\u522b\u78b0\u4ee3\u7801\u3002\u547d\u4ee4\u8dd1\u901a\u4e86，bug \u80fd\u7a33\u5b9a\u590d\u73b0\u4e86，\u518d\u4fee\u3002\u4fee\u5b8c\u8865\u4e0a\u56de\u5f52\u6d4b\u8bd5\u3002\u5982\u679c\u4e8b\u540e\u53d1\u73b0\u300c\u6839\u672c\u539f\u56e0\u662f\u4ee3\u7801\u7ed3\u6784\u8ba9\u8fd9\u4e2a bug \u96be\u4ee5\u9501\u5b9a\u300d，\u5b83\u4f1a\u7529\u7ed9\u00a0\/improve-codebase-architecture\u00a0\u53bb\u6539\u5584\u67b6\u6784\u3002<\/p>\n
\u9053\u7406\u5f88\u7b80\u5355，\u6765\u81ea\u300a\u7a0b\u5e8f\u5458\u4fee\u70bc\u4e4b\u9053\u300b：\u53cd\u9988\u901f\u5ea6\u51b3\u5b9a\u4f60\u7684\u4e0a\u9650\u3002\u6ca1\u590d\u73b0\u5c31\u52a8\u624b，\u7b49\u4e8e\u5173\u7740\u706f\u5f00\u8f66\u3002<\/p>\n
\/triage：\u628a\u6742\u4e71\u7684\u9700\u6c42\u300c\u7ffb\u8bd1\u300d\u6210 AI \u80fd\u61c2\u7684\u4efb\u52a1<\/h4>\n
\u4f60\u6536\u5230\u7684 bug \u62a5\u544a\u548c\u9700\u6c42\u901a\u5e38\u5f88\u4e71：\u622a\u56fe\u3001\u4e00\u53e5\u8bdd\u3001\u8bed\u97f3\u8f6c\u6587\u5b57\u3002\/triage\u00a0\u662f\u9884\u5904\u7406\u5668：\u628a\u539f\u59cb issue \u6254\u8fdb\u53bb，\u5410\u51fa\u6765\u7684\u662f\u7ed3\u6784\u5316\u3001Agent \u80fd\u76f4\u63a5\u6267\u884c\u7684 tickets\u3002\u7136\u540e\u8d70\u00a0\/implement\u00a0\u5f00\u5e72\u3002<\/p>\n
\u6ce8\u610f：\u4f60\u81ea\u5df1\u7528\u00a0\/to-tickets\u00a0\u62c6\u51fa\u6765\u7684 tickets \u5df2\u7ecf\u662f\u5e72\u51c0\u7684，\u4e0d\u8981\u518d triage \u4e00\u904d\u3002<\/p>\n
\/wayfinder：\u9879\u76ee\u592a\u5927，\u4e0d\u77e5\u9053\u4ece\u54ea\u5f00\u59cb<\/h4>\n
\u6709\u65f6\u5019\u4f60\u9762\u5bf9\u7684\u4e0d\u662f\u4e00\u4e2a\u529f\u80fd，\u662f\u4e00\u6574\u7247\u7a7a\u767d\u3002\u6bd4\u5982\u300c\u6211\u4eec\u8981\u505a\u4e00\u4e2a\u7c7b\u4f3c Notion \u7684\u534f\u4f5c\u7f16\u8f91\u5668\u300d：\u6570\u636e\u5e93\u7528\u4ec0\u4e48？\u5b9e\u65f6\u540c\u6b65\u600e\u4e48\u641e？\u6743\u9650\u6a21\u578b\u600e\u4e48\u8bbe\u8ba1？\u8fd9\u4e9b\u5927\u95ee\u9898\u6ca1\u6572\u5b9a，\u5199\u4ec0\u4e48\u4ee3\u7801\u90fd\u662f\u8499\u3002<\/p>\n
\/wayfinder\u00a0\u505a\u7684\u4e8b\u5f88\u7b80\u5355：\u4e0d\u5199\u4ee3\u7801，\u53ea\u5e2e\u4f60\u628a\u5927\u95ee\u9898\u62c6\u6210\u5c0f\u51b3\u7b56\u3002\u00a0\u6bd4\u5982\u5148\u51b3\u5b9a\u300c\u7528 CRDT \u8fd8\u662f OT\u300d，\u9009\u5b8c\u518d\u770b\u300c\u51b2\u7a81\u5904\u7406\u600e\u4e48\u5b9a\u300d\u3002\u4e00\u4e2a\u51b3\u7b56\u63a5\u4e00\u4e2a\u51b3\u7b56\u5f80\u4e0b\u63a8\u3002\u6bcf\u4e2a\u51b3\u7b56\u5c31\u662f\u4e00\u4e2a GitHub issue，\u6807\u6e05\u695a\u5b83\u4f9d\u8d56\u524d\u9762\u54ea\u4e9b\u51b3\u7b56\u3002<\/p>\n
\u7b49\u6240\u6709\u5927\u95ee\u9898\u90fd\u6709\u7b54\u6848\u4e86，\/wayfinder\u00a0\u6536\u5de5，\u628a\u6574\u4e32\u51b3\u7b56\u4ea4\u7ed9\u00a0\/to-spec\u00a0\u8d70\u4e3b\u6d41\u7a0b\u3002<\/p>\n
\u4e00\u53e5\u8bdd：\/grill-with-docs\u00a0\u5e2e\u4f60\u804a\u6e05\u695a\u4e00\u4e2a\u529f\u80fd，\/wayfinder\u00a0\u5e2e\u4f60\u804a\u6e05\u695a\u4e00\u6574\u7247\u6ca1\u4eba\u8e29\u8fc7\u7684\u8352\u5730\u3002\u4e24\u4e2a\u90fd\u5728\u8d70 Brooks \u7684\u300c\u8bbe\u8ba1\u6811\u300d：\u6bcf\u4e2a\u51b3\u7b56\u5206\u51fa\u66f4\u591a\u5b50\u51b3\u7b56，\u6bcf\u4e2a\u5206\u652f\u8d70\u5230\u5e95\u3002<\/p>\n
\/wizard：AI \u505a\u4e0d\u5230\u7684\u4e8b，\u4f60\u6765\u505a<\/h4>\n
\u57fa\u7840\u8bbe\u65bd\u914d\u7f6e\u3001CI \u5bc6\u94a5\u3001\u4e0d\u719f\u6089\u7684\u7b2c\u4e09\u65b9\u540e\u53f0：\u8fd9\u4e9b\u53ea\u80fd\u4eba\u7c7b\u64cd\u4f5c\u3002\/wizard\u00a0\u751f\u6210\u4e00\u4e2a\u4ea4\u4e92\u5f0f\u811a\u672c，\u544a\u8bc9\u4f60\u300c\u6253\u5f00\u8fd9\u4e2a URL，\u628a\u62ff\u5230\u7684\u503c\u586b\u8fdb\u53bb\u300d，\u7136\u540e\u5199\u5165\u00a0.env\u00a0\u548c GitHub secrets\u3002AI \u78b0\u5230\u81ea\u5df1\u8fc7\u4e0d\u53bb\u7684\u5899，\u4f1a\u81ea\u52a8\u4f38\u624b\u8981\u8fd9\u4e2a\u3002<\/p>\n
\/handoff：\u628a\u5f53\u524d\u5de5\u4f5c\u6253\u5305，\u642c\u5230\u522b\u5904\u7ee7\u7eed<\/h4>\n
\/handoff\u00a0\u628a\u5f53\u524d\u5bf9\u8bdd\u538b\u7f29\u6210\u4e00\u4efd\u53ef\u643a\u5e26\u7684\u4ea4\u63a5\u6587\u4ef6，\u5b58\u5230\u7cfb\u7edf\u4e34\u65f6\u76ee\u5f55\u3002\u5b83\u89e3\u51b3\u7684\u95ee\u9898\u4e0d\u662f\u300c\u600e\u4e48\u603b\u7ed3\u5f97\u66f4\u597d\u300d，\u800c\u662f\u300c\u600e\u4e48\u628a\u5de5\u4f5c\u642c\u8d70\u300d\u3002<\/p>\n
\u56db\u79cd\u573a\u666f\u624d\u7528\u5b83：<\/p>\n
- \n
\u6362\u5de5\u5177：\u6bd4\u5982\u4ece Claude \u6362\u5230 Codex\u3002<\/p>\n<\/li>\n
- \n
\u6362\u76ee\u5f55\u6216\u4ed3\u5e93：\u6700\u5e38\u89c1\u7684\u662f\u539f\u578b\u5206\u652f\u3002<\/p>\n<\/li>\n
- \n
\u4ea4\u7ed9\u540c\u4e8b：\u4ed6\u4eec\u9700\u8981\u4e00\u4efd\u80fd\u8bfb\u61c2\u4e0a\u4e0b\u6587\u7684\u4e1c\u897f\u3002<\/p>\n<\/li>\n
- \n
\u5206\u53c9\u5b50\u4efb\u52a1：\u4f60\u7ee7\u7eed\u5e72\u4e3b\u7ebf，\u53e6\u4e00\u4e2a Agent \u62ff\u4ea4\u63a5\u6587\u4ef6\u5e76\u884c\u505a\u5206\u53c9\u4efb\u52a1\u3002<\/p>\n<\/li>\n
\u5927\u591a\u6570\u60c5\u51b5\u4f60\u4e0d\u9700\u8981\u5b83\u3002\u00a0\u540c\u4e00\u4e2a\u5de5\u5177\u3001\u540c\u4e00\u4e2a\u76ee\u5f55\u3001\u540c\u4e00\u6761\u4efb\u52a1\u94fe：\u7528\u00a0\/compact\u00a0\u5c31\u884c\u3002\u4e8c\u8005\u7684\u533a\u522b\u4e0d\u662f\u8c01\u603b\u7ed3\u5f97\u597d，\u800c\u662f\u00a0\/handoff\u00a0\u4ea7\u51fa\u7684\u662f\u4e00\u4efd\u53ef\u4ee5\u5e26\u8d70\u7684\u6587\u4ef6\u3002<\/p>\n
\u4ea4\u63a5\u6587\u4ef6\u5199\u4e86\u4ec0\u4e48：\u5f53\u524d\u5728\u505a\u4ec0\u4e48\u3001\u4e3a\u4ec0\u4e48\u3001\u4e0b\u4e00\u6b65\u5e72\u4ec0\u4e48，\u5916\u52a0\u4e00\u4efd\u63a8\u8350 skill \u6e05\u5355\u3002\u5df2\u7ecf\u5199\u6b7b\u7684\u4e1c\u897f（spec\u3001issue\u3001commit）\u53ea\u5f15\u7528\u8def\u5f84，\u4e0d\u590d\u5236\u5185\u5bb9\u3002\u5bc6\u94a5\u81ea\u52a8\u53bb\u9664\u3002<\/p>\n
\u91cd\u8981\u63d0\u9192：\u4ea4\u63a5\u6587\u4ef6\u662f\u300c\u4e8c\u624b\u4fe1\u606f\u300d：\u6bcf\u538b\u7f29\u4e00\u6b21\u5c31\u4e22\u4e00\u70b9\u7ec6\u8282\u3002\u4e0b\u4e00\u4e2a Agent \u4f1a\u628a\u8fd9\u4efd\u6587\u4ef6\u5f53\u5408\u540c\u6267\u884c，\u4e0d\u4f1a\u4e8c\u6b21\u9a8c\u8bc1\u3002\u6240\u4ee5\u4f60\u5728\u4ea4\u51fa\u4e4b\u524d，\u8981\u81ea\u5df1\u770b\u4e00\u904d，\u628a\u300c\u6211\u63a8\u6d4b\u7684\u300d\u548c\u300c\u786e\u8ba4\u8fc7\u7684\u300d\u5206\u6e05\u695a\u3002<\/p>\n
phase boundaries：\u9636\u6bb5\u4e4b\u95f4\u7684\u4e94\u4e2a\u9009\u62e9<\/h4>\n
\u6bcf\u5b8c\u6210\u4e00\u4e2a\u9636\u6bb5（\u804a\u5b8c\u4e86\u3001\u5199\u5b8c\u4e86 spec\u3001\u8dd1\u5b8c\u4e86\u5b9e\u73b0\u3001\u5ba1\u5b8c\u4e86\u4ee3\u7801），\u4f60\u7ad9\u5728\u4e00\u4e2a\u300c\u8fb9\u754c\u300d\u4e0a\u3002Matt \u7ed9\u4e86\u4e94\u4e2a\u9009\u62e9：<\/p>\n
- \u7ee7\u7eed\n
\u00a0\u2014 \u4e0d\u52a8\u3002\u96f6\u6210\u672c，\u4e0d\u4e22\u4efb\u4f55\u4fe1\u606f\u3002<\/p>\n<\/li>\n
- \/clear\n
\u00a0\u2014 \u6e05\u7a7a\u3002\u540e\u9762\u7684\u5de5\u4f5c\u8ddf\u524d\u9762\u7684\u65e0\u5173\u3002<\/p>\n<\/li>\n
- \/handoff\n
\u00a0\u2014 \u5199\u4e00\u4efd\u4ea4\u63a5\u6587\u4ef6\u3002\u53ea\u5728\u6362\u5de5\u5177\u3001\u6362\u76ee\u5f55\u3001\u4ea4\u540c\u4e8b\u3001\u5206\u53c9\u4efb\u52a1\u65f6\u7528\u3002<\/p>\n<\/li>\n
- SubAgent\n
\u00a0\u2014 \u62c6\u4e00\u4e2a\u5c0f\u4efb\u52a1\u6d3e\u51fa\u53bb，\u62ff\u7ed3\u679c\u56de\u6765\u3002<\/p>\n<\/li>\n
- \/compact\n
\u00a0\u2014 \u538b\u7f29\u4e0a\u4e0b\u6587，\u5f00\u65b0\u4f1a\u8bdd\u3002\u9ed8\u8ba4\u9009\u9879：\u5230\u4e86\u8fb9\u754c\u5c31\u7528\u8fd9\u4e2a\u3002<\/p>\n<\/li>\n
\u5341\u3001\u5c0f\u7ed3：\u8f6f\u4ef6\u5de5\u7a0b\u7684\u57fa\u672c\u539f\u5219\u6ca1\u6709\u53d8<\/h3>\n
Matt \u5728\u7ed3\u5c3e\u7ed9\u4e86\u4e00\u4e2a\u5efa\u8bae：<\/p>\n
\u53bb\u4e70\u90a3\u4e9b\u8001\u4e66\u3002<\/p>\n
\n\n
\n \u4e66\u540d<\/p>\n
\u4f5c\u8005<\/p>\n
\u89e3\u51b3\u7684\u6838\u5fc3\u95ee\u9898<\/p>\n<\/tr>\n
\n \u300aThe Design of Design\u300b <\/p>\n （\u300a\u8bbe\u8ba1\u539f\u672c\u300b）<\/p>\n<\/td>\n
\n Frederick P. Brooks<\/p>\n<\/td>\n
\n \u8bbe\u8ba1\u6811\u3001\u8bbe\u8ba1\u6982\u5ff5\u7684\u5171\u4eab：\u5bf9\u5e94\u00a0\/grill-with-docs\/wayfinder<\/p>\n<\/td>\n<\/tr>\n
\n \u300aA Philosophy of Software Design\u300b <\/p>\n （\u300a\u8f6f\u4ef6\u8bbe\u8ba1\u7684\u54f2\u5b66（\u7b2c2\u7248）\u300b）<\/p>\n<\/td>\n
\n John Osterhout<\/p>\n<\/td>\n
\n \u6df1\u6a21\u5757 vs \u6d45\u6a21\u5757，\u63a5\u53e3\u5373\u5951\u7ea6：\u5bf9\u5e94\u00a0\/codebase-design\/improve-codebase-architecture<\/p>\n<\/td>\n<\/tr>\n
\n \u300aThe Pragmatic Programmer\u300b <\/p>\n （\u300a\u7a0b\u5e8f\u5458\u4fee\u70bc\u4e4b\u9053：\u901a\u5411\u52a1\u5b9e\u7684\u6700\u9ad8\u5883\u754c（\u7b2c2\u7248）\u300b）<\/p>\n<\/td>\n
\n Hunt & Thomas<\/p>\n<\/td>\n
\n Tracer Bullet\u3001\u53cd\u9988\u901f\u5ea6=\u9650\u901f：\u5bf9\u5e94\u00a0\/to-tickets\/diagnosing-bugs<\/p>\n<\/td>\n<\/tr>\n
\n \u300aDomain-Driven Design\u300b <\/p>\n （\u300a\u9886\u57df\u9a71\u52a8\u8bbe\u8ba1：\u8f6f\u4ef6\u6838\u5fc3\u590d\u6742\u6027\u5e94\u5bf9\u4e4b\u9053\u300b）<\/p>\n<\/td>\n
\n Eric Evans<\/p>\n<\/td>\n
\n \u7edf\u4e00\u8bed\u8a00（Ubiquitous Language）：\u5bf9\u5e94\u00a0\/domain-modeling<\/p>\n<\/td>\n<\/tr>\n
\n \u300aRefactoring\u300b <\/p>\n （\u300a\u91cd\u6784：\u6539\u5584\u65e2\u6709\u4ee3\u7801\u7684\u8bbe\u8ba1（\u7b2c2\u7248）\u300b）<\/p>\n<\/td>\n
\n Martin Fowler<\/p>\n<\/td>\n
\n \u5c0f\u6b65\u6539\u52a8\u3001\u5341\u4e8c\u79cd\u4ee3\u7801\u574f\u5473\u9053：\u5bf9\u5e94\u00a0\/code-review<\/p>\n<\/td>\n<\/tr>\n
\n \u300aWorking Effectively with Legacy Code\u300b <\/p>\n （\u300a\u4fee\u6539\u4ee3\u7801\u7684\u827a\u672f\u300b）<\/p>\n<\/td>\n
\n Michael Feathers<\/p>\n<\/td>\n
\n seam（\u63a5\u7f1d）：\u4e0d\u9700\u8981\u7f16\u8f91\u90a3\u884c\u4ee3\u7801\u5c31\u80fd\u6539\u53d8\u5b83\u7684\u884c\u4e3a：\u5bf9\u5e94\u00a0\/codebase-design<\/p>\n<\/td>\n<\/tr>\n
\n \u300aTest-Driven Development\u300b <\/p>\n （\u300a\u6d4b\u8bd5\u9a71\u52a8\u5f00\u53d1\u300b）<\/p>\n<\/td>\n
\n Kent Beck<\/p>\n<\/td>\n
\n \u7ea2-\u7eff-\u91cd\u6784\u5faa\u73af，\u5148\u5199\u6d4b\u8bd5\u518d\u5199\u4ee3\u7801：\u5bf9\u5e94\u00a0\/tdd\/implement<\/p>\n<\/td>\n<\/tr>\n
\n \u300aExtreme Programming Explained\u300b <\/p>\n （\u300a\u89e3\u6790\u6781\u9650\u7f16\u7a0b\u300b）<\/p>\n<\/td>\n
\n Kent Beck<\/p>\n<\/td>\n
\n \u6301\u7eed\u53cd\u9988\u3001\u5c0f\u6b65\u53d1\u5e03\u3001\u62e5\u62b1\u53d8\u5316：\u8d2f\u7a7f\u65e5\u73ed\/\u591c\u73ed\u5de5\u4f5c\u6a21\u5f0f<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\u8fd9\u4e9b\u5199\u4e8e AI \u8bde\u751f\u524d\u7684\u7ecf\u5178，\u6070\u597d\u547d\u4e2d\u4e86 AI \u7f16\u7801\u7684\u6838\u5fc3\u96be\u9898\u3002<\/p>\n
\n\u5982\u679c\u628a\u6574\u4e2a\u5de5\u4f5c\u6d41\u6574\u7406\u6210\u4e00\u672c\u6d41\u7a0b\u624b\u518c，\u4e0d\u4f1a\u89c9\u5f97\u5b83\u662f\u300c\u5199\u7ed9 AI \u770b\u7684\u300d：<\/p>\n
\n\n
\n AI \u5de5\u4f5c\u6d41<\/p>\n
\u7b49\u4ef7\u7684\u4eba\u7c7b\u5de5\u7a0b\u5b9e\u8df5<\/p>\n<\/tr>\n
\n \/grill-with-docs<\/td>\n \n \u9700\u6c42\u6f84\u6e05\u4f1a\u8bae<\/p>\n<\/td>\n<\/tr>\n
\n \/to-spec<\/td>\n \n \u8bbe\u8ba1\u6587\u6863<\/p>\n<\/td>\n<\/tr>\n
\n \/to-tickets<\/td>\n \n Sprint \u89c4\u5212（Sprint Planning，\u51b2\u523a\u89c4\u5212）<\/p>\n<\/td>\n<\/tr>\n
\n \/implement<\/td>\n \n CI\/CD \u7ba1\u9053<\/p>\n<\/td>\n<\/tr>\n
\n \n QA + Review<\/p>\n<\/td>\n
\n \u4ee3\u7801\u5ba1\u67e5<\/p>\n<\/td>\n<\/tr>\n
\n \/improve-codebase-architecture<\/td>\n \n \u67b6\u6784\u8bc4\u5ba1<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\u533a\u522b\u53ea\u6709\u4e00\u4e2a：\u4eba\u7c7b\u7684 SOP \u9760\u81ea\u9a71\u529b\u6267\u884c，AI \u7684 SOP \u9760 Skill \u5f3a\u5236\u6267\u884c\u3002<\/p>\n<\/p>\n
![\"\u56fe\u7247\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260809225745-6a7905e9ac363.png\")
<\/p>\n\u4f60\u5fc5\u987b\u8bb0\u4f4f\u7684 7 \u6761\u6307\u5357<\/h4>\n<\/p>\n
![\"\u56fe\u7247\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260809225746-6a7905ea095b8.png\")
<\/p>\n- \u522b\u6025\u7740\u5199\u4ee3\u7801，\u5148\u628a\u4e8b\u804a\u900f\u3002\n
\u00a0\u5f88\u591a\u4eba\u4e00\u4e0a\u6765\u5c31\u8ba9 AI \u5f00\u5e72，\u7ed3\u679c\u5199\u5230\u4e00\u534a\u53d1\u73b0\u65b9\u5411\u6b6a\u4e86\u3002\u6b63\u786e\u7684\u505a\u6cd5：\u7528\u00a0\/grill-with-docs\u00a0\u8ba9 AI \u53cd\u8fc7\u6765\u95ee\u4f60：\u300c\u8fd9\u4e2a\u529f\u80fd\u8c01\u7528？\u9891\u7387\u591a\u9ad8？\u6570\u636e\u4ece\u54ea\u6765？\u5931\u8d25\u4e86\u5462？\u300d：\u628a\u4f60\u8111\u5b50\u91cc\u7684\u6a21\u7cca\u60f3\u6cd5，\u903c\u6210\u6e05\u6670\u7684\u8bbe\u8ba1\u3002\u6bcf\u4e2a\u5206\u652f\u90fd\u8d70\u5230\u5e95，\u518d\u52a8\u624b\u3002<\/p>\n<\/li>\n
- \u4e00\u4e2a ticket \u4ece\u5934\u6253\u5230\u5c3e，\u522b\u5206\u300cN\u5c42\u300d\u505a\u3002\n
\u00a0\u300c\u8fd9\u5468\u5199\u6570\u636e\u5e93\u3001\u4e0b\u5468\u5199 API\u3001\u4e0b\u4e0b\u5468\u5199\u524d\u7aef\u300d：\u8fd9\u662f\u6700\u5751\u7684\u505a\u6cd5\u3002AI \u76f4\u5230\u6700\u540e\u4e00\u6b65\u624d\u89c1\u5230\u5b8c\u6574\u53cd\u9988，\u65e9\u8d70\u6b6a\u4e86\u3002\u6b63\u786e\u7684\u505a\u6cd5：\u6bcf\u4e2a ticket \u90fd\u662f\u4e00\u4e2a\u300c\u66f3\u5149\u5f39\u300d，\u4ece UI \u4e00\u8def\u8d2f\u7a7f\u5230\u6570\u636e\u5e93\u3002\u7b2c\u4e00\u4e2a ticket \u4e0d\u5bf9，\u540e\u9762\u5168\u4e0d\u5bf9\u3002\u6240\u4ee5\u4f18\u5148\u505a\u4f60\u6700\u6ca1\u628a\u63e1\u7684\u90a3\u4e2a\u3002<\/p>\n<\/li>\n
- Spec \u662f\u300c\u9489\u6b7b\u76ee\u6807\u7684\u6869\u300d，\u4e0d\u662f\u62ff\u6765\u6b23\u8d4f\u7684\u3002\n
\u00a0\u4f60\u4e0d\u5e94\u8be5\u82b1\u65f6\u95f4\u9010\u5b57\u6253\u78e8 spec \u6587\u6848\u3002Matt \u81ea\u5df1\u90fd\u4e0d\u8bfb spec：\u56e0\u4e3a\u771f\u6b63\u7684\u5171\u8bc6，\u5728\u4e4b\u524d\u00a0\/grill-with-docs\u00a0\u7684\u5bf9\u8bdd\u91cc\u5df2\u7ecf\u8fbe\u6210\u4e86\u3002Spec \u53ea\u662f\u628a\u7ed3\u8bba\u8bb0\u4e0b\u6765\u3002\u7701\u4e0b\u6253\u78e8\u6587\u5b57\u7684\u65f6\u95f4，\u53bb\u8dd1\u8dd1\u6d4b\u8bd5\u3001\u70b9\u70b9\u9875\u9762\u3002<\/p>\n<\/li>\n
- \u5199\u4ee3\u7801\u7684\u65f6\u5019\u4e0d\u7528\u76ef，review \u7684\u65f6\u5019\u5fc5\u987b\u6362\u300c\u5e72\u51c0\u7684\u8111\u888b\u300d\u3002\n
\u00a0AI \u5bf9\u81ea\u5df1\u521a\u5199\u5b8c\u7684\u4ee3\u7801，\u4f1a\u672c\u80fd\u5730\u62a4\u77ed：\u300c\u6211\u5199\u7684，\u6ca1\u95ee\u9898\u300d\u3002\u6240\u4ee5\u00a0\/implement\u00a0\u8dd1\u7684\u65f6\u5019\u4f60\u53bb\u559d\u6c34\u3002\u7b49\u5b83\u4ea7\u51fa commit \u4e86，\u6362\u4e00\u4e2a\u6ca1\u770b\u8fc7\u5b83\u5199\u4ee3\u7801\u7684\u7a97\u53e3（\u6216\u8005\u76f4\u63a5\u8ba9\u00a0\/code-review\u00a0agent）\u6765\u5ba1\u3002\u540c\u6837\u7684\u4ee3\u7801，\u6362\u4e2a\u89c6\u89d2，\u95ee\u9898\u5c31\u51fa\u6765\u4e86\u3002<\/p>\n<\/li>\n
- \u4f60\u7ba1\u300c\u5916\u9762\u957f\u4ec0\u4e48\u6837\u300d，AI \u7ba1\u300c\u91cc\u9762\u600e\u4e48\u641e\u300d\u3002\n
\u00a0\u6bcf\u4e2a\u6a21\u5757\u7559\u4e00\u5c42\u8584\u8584\u7684\u63a5\u53e3：\u51e0\u4e2a\u51fd\u6570\u540d\u3001\u5165\u53c2\u3001\u51fa\u53c2：\u8fd9\u5c31\u662f\u4f60\u548c AI \u4e4b\u95f4\u7684\u5951\u7ea6\u3002\u63a5\u53e3\u91cc\u9762\u600e\u4e48\u5b9e\u73b0，\u8ba9 AI \u81ea\u5df1\u51b3\u5b9a\u3002\u4f60 review \u7684\u65f6\u5019\u53ea\u770b\u63a5\u53e3\u5bf9\u4e0d\u5bf9，\u4e0d\u7528\u4e00\u884c\u4e00\u884c\u94bb\u8fdb\u53bb\u770b：\u8fd9\u53eb\u300c\u7070\u76d2\u300d，\u7701\u5fc3\u53c8\u4e0d\u5931\u63a7\u3002<\/p>\n<\/li>\n
- \u90a3\u4e9b\u4e8c\u5341\u5e74\u524d\u7684\u8001\u4e66，\u653e\u5728\u4eca\u5929\u5c31\u662f\u300cAI \u7f16\u7a0b\u8bf4\u660e\u4e66\u300d\u3002\n
\u00a0\u8bbe\u8ba1\u6811\u3001\u66f3\u5149\u5f39\u3001\u6df1\u6a21\u5757\u3001\u770b\u677f：Brooks \u548c Osterhout \u5728 AI \u8bde\u751f\u524d\u5199\u7684\u4e1c\u897f，\u6070\u597d\u5bf9\u75c7\u4e86 AI \u7f16\u7801\u6700\u5934\u75bc\u7684\u95ee\u9898：\u4e0a\u4e0b\u6587\u600e\u4e48\u7ba1？\u53cd\u9988\u600e\u4e48\u5efa？\u6a21\u5757\u600e\u4e48\u62c6？\u6280\u672f\u4f1a\u8fc7\u65f6，\u601d\u8def\u4e0d\u4f1a\u3002<\/p>\n<\/li>\n
- \u4e00\u4e2a\u7a97\u53e3\u5e72\u4e00\u4e2a\u9636\u6bb5\u7684\u4e8b，\u522b\u786c\u6491\u3002\n
\u00a0\u628a\u300c\u804a\u6e05\u695a \u2192 \u5199 spec \u2192 \u62c6 ticket\u300d\u653e\u5728\u4e00\u4e2a\u5bf9\u8bdd\u91cc\u4e00\u53e3\u6c14\u8dd1\u5b8c：\u8fd9\u4e09\u4e2a\u9636\u6bb5\u5171\u4eab\u540c\u4e00\u6bb5\u4e0a\u4e0b\u6587，\u9700\u8981\u300c\u4e00\u8d77\u60f3\u300d\u7684\u611f\u89c9\u3002\u4f46\u5230\u4e86\u5b9e\u73b0\u9636\u6bb5，\u6bcf\u4e2a ticket \u5355\u72ec\u5f00\u4e00\u4e2a\u5e72\u51c0\u7a97\u53e3：\u4e0a\u4e00\u4e2a ticket \u5199\u6b6a\u4e86，\u4e0d\u5f71\u54cd\u4e0b\u4e00\u4e2a\u3002\u7a97\u53e3\u5feb\u6ee1\u4e86\u522b\u786c\u6491，\u679c\u65ad\u6e05\u6389\u91cd\u6765\u3002\u8fd9\u6bd4\u6491\u7740\u9ad8 token \u4f4d\u7f6e，\u8ba9 AI \u5728\u300c\u611a\u8822\u533a\u300d\u91cc\u5e72\u6d3b，\u5f3a\u5f97\u591a\u3002<\/p>\n<\/li>\n
\n\u5173\u952e\u6982\u5ff5\u672f\u8bed\u8868<\/h4>\n
\n\n
\n \u82f1\u6587\u672f\u8bed<\/p>\n
\u4e2d\u6587\u7ffb\u8bd1<\/p>\n
\u8bf4\u660e<\/p>\n<\/tr>\n
\n \n Smart Zone \/ Warm Zone \/ Dumb Zone<\/p>\n<\/td>\n
\n \u806a\u660e\u533a \/ \u6e29\u6696\u533a \/ \u611a\u8822\u533a<\/p>\n<\/td>\n
\n Dex Horthy（HumanLayer）\u63d0\u51fa\u7684\u4e09\u6863\u4e0a\u4e0b\u6587\u8d28\u91cf\u5206\u533a，~100K \u4e3a\u806a\u660e\u533a\u4e0a\u6cbf<\/p>\n<\/td>\n<\/tr>\n
\n \n Design Tree<\/p>\n<\/td>\n
\n \u8bbe\u8ba1\u6811<\/p>\n<\/td>\n
\n Brooks，\u8bbe\u8ba1\u51b3\u7b56\u7684\u6811\u72b6\u5206\u652f\u7ed3\u6784<\/p>\n<\/td>\n<\/tr>\n
\n \n Shared Understanding<\/p>\n<\/td>\n
\n \u5171\u540c\u7406\u89e3<\/p>\n<\/td>\n
\n \u533a\u522b\u4e8e\u300c\u6587\u6863\u300d，\u4eba\u4e0e AI \u5bf9\u9f50\u7684\u8ba4\u77e5\u72b6\u6001<\/p>\n<\/td>\n<\/tr>\n
\n \n Spec<\/p>\n<\/td>\n
\n \u89c4\u683c\u8bf4\u660e<\/p>\n<\/td>\n
\n \u300c\u76ee\u7684\u5730\u300d\u6587\u6863，\u4e0d\u8fc7\u5ea6\u89c4\u5b9a\u5b9e\u73b0\u7ec6\u8282（\u65e7\u79f0 PRD）<\/p>\n<\/td>\n<\/tr>\n
\n \n Tracer Bullet<\/p>\n<\/td>\n
\n \u66f3\u5149\u5f39<\/p>\n<\/td>\n
\n \u8d2f\u7a7f\u5168\u6808\u7684\u8584\u5782\u76f4\u5207\u7247<\/p>\n<\/td>\n<\/tr>\n
\n \n Vertical Slice \/ Horizontal Slice<\/p>\n<\/td>\n
\n \u5782\u76f4\u5207\u7247 \/ \u6c34\u5e73\u5207\u7247<\/p>\n<\/td>\n
\n \u524d\u8005\u8d2f\u7a7f\u6240\u6709\u5c42，\u540e\u8005\u53ea\u505a\u4e00\u5c42<\/p>\n<\/td>\n<\/tr>\n
\n \n Kanban Board<\/p>\n<\/td>\n
\n \u770b\u677f<\/p>\n<\/td>\n
\n \u5e26\u963b\u585e\u5173\u7cfb\u7684\u4efb\u52a1\u677f，\u5f62\u6210 DAG<\/p>\n<\/td>\n<\/tr>\n
\n \n AFK (Away From Keyboard)<\/p>\n<\/td>\n
\n \u79bb\u952e\u4efb\u52a1<\/p>\n<\/td>\n
\n \u4e0d\u9700\u8981\u4eba\u5728\u573a\u7684\u81ea\u4e3b\u4efb\u52a1<\/p>\n<\/td>\n<\/tr>\n
\n \n Ralph Loop<\/p>\n<\/td>\n
\n Ralph \u5faa\u73af<\/p>\n<\/td>\n
\n \u81ea\u4e3b\u4ee3\u7406\u5faa\u73af\u6a21\u5f0f\u540d，\u300c\u9009\u4efb\u52a1\u2192\u505a\u6539\u52a8\u2192\u53cd\u9988\u2192\u91cd\u590d\u300d<\/p>\n<\/td>\n<\/tr>\n
\n \n Deep Module \/ Shallow Module<\/p>\n<\/td>\n
\n \u6df1\u6a21\u5757 \/ \u6d45\u6a21\u5757<\/p>\n<\/td>\n
\n Osterhout，\u63a5\u53e3\u5c0f\u529f\u80fd\u591a vs \u63a5\u53e3\u591a\u529f\u80fd\u5c11<\/p>\n<\/td>\n<\/tr>\n
\n \n Gray Box<\/p>\n<\/td>\n
\n \u7070\u76d2<\/p>\n<\/td>\n
\n \u77e5\u9053\u63a5\u53e3\u548c\u884c\u4e3a，\u4e0d\u5173\u5fc3\u91cc\u9762\u5b9e\u73b0\u7684\u6a21\u5757<\/p>\n<\/td>\n<\/tr>\n
\n \n Push vs Pull<\/p>\n<\/td>\n
\n \u63a8\u9001 vs \u62c9\u53d6<\/p>\n<\/td>\n
\n \u7f16\u7801\u6807\u51c6\u7684\u4e24\u79cd\u6ce8\u5165\u65b9\u5f0f<\/p>\n<\/td>\n<\/tr>\n
\n \n Phase Boundary<\/p>\n<\/td>\n
\n \u9636\u6bb5\u8fb9\u754c<\/p>\n<\/td>\n
\n \u4f1a\u8bdd\u4e2d\u5de5\u4f5c\u533a\u5757\u4e4b\u95f4\u7684\u51b3\u7b56\u70b9<\/p>\n<\/td>\n<\/tr>\n
\n \n Context Hygiene<\/p>\n<\/td>\n
\n \u4e0a\u4e0b\u6587\u7eaf\u51c0\u5ea6<\/p>\n<\/td>\n
\n \u4fdd\u6301\u5173\u952e\u9636\u6bb5\u5728\u540c\u4e00\u7a97\u53e3\u4e2d\u5b8c\u6210，\u5b9e\u73b0\u9636\u6bb5\u7528\u5e72\u51c0\u7a97\u53e3<\/p>\n<\/td>\n<\/tr>\n
\n \n ADR (Architecture Decision Record)<\/p>\n<\/td>\n
\n \u67b6\u6784\u51b3\u7b56\u8bb0\u5f55<\/p>\n<\/td>\n
\n grill-with-docs \u4ea7\u51fa\u7684\u4e0d\u53ef\u9006\u51b3\u7b56\u6587\u6863<\/p>\n<\/td>\n<\/tr>\n
\n \n CONTEXT.md<\/p>\n<\/td>\n
\n \u4e0a\u4e0b\u6587\u6587\u4ef6<\/p>\n<\/td>\n
\n grill-with-docs \u5728\u9879\u76ee\u6839\u7ef4\u62a4\u7684\u5171\u4eab\u8bcd\u6c47\u548c\u51b3\u7b56\u8bb0\u5f55<\/p>\n<\/td>\n<\/tr>\n
\n \n Sandcastle<\/p>\n<\/td>\n
\n （\u4e13\u6709\u540d\u8bcd）<\/p>\n<\/td>\n
\n Matt \u81ea\u5efa\u7684 TypeScript \u5e76\u884c agent \u8fd0\u884c\u5e93<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
*\u672c\u6587\u57fa\u4e8e Matt Pocock \u7684 YouTube \u89c6\u9891 Full Walkthrough: Workflow for AI Coding<\/p>\n","protected":false},"excerpt":{"rendered":"
\u591a\u6570\u4eba\u7528 AI \u7f16\u7801，\u662f\u300c\u8fb9\u753b\u56fe\u7eb8\u8fb9\u780c\u5899\u300d\u3002\u9700\u6c42\u6ca1\u60f3\u6e05\u695a\u5c31\u52a8\u624b，\u5199\u5230\u4e00\u534a\u53d1\u73b0\u65b9\u5411\u9519\u4e86\u3002Matt Pocock \u7684\u5de5\u4f5c\u6d41\u4e0d\u4e00\u6837\u3002\u4ed6\u5148\u6df1\u5ea6\u8bbf\u8c08，\u8fbe\u6210\u5171\u8bc6；\u518d\u62c6\u6210\u53ef\u5e76\u884c\u7684\u5782\u76f4\u5207\u7247；\u6700\u540e\u8ba9 AI \u5728\u5e72\u51c0\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u91cc\u81ea\u4e3b\u5b9e\u73b0\u3002\u6574\u5957\u6d41\u7a0b\u7531\u4e00\u7ec4 Skill \u9a71\u52a8，\u5f62\u6210\u4e00\u5957\u53ef\u4ee5\u91cd\u590d\u6267\u884c\u7684\u7cfb\u7edf\u3002 \u8fd9\u5957\u5de5\u4f5c\u6d41\u7684\u7406\u8bba\u652f\u67f1，\u4e0d\u662f\u300cAI \u539f\u751f\u300d\u7684\u4e1c\u897f，\u800c\u662f\u516b\u672c\u8001\u4e66\u3002\u5b83\u4eec\u90fd\u5199\u5728 AI \u8bde\u751f\u4e4b<\/p>\n","protected":false},"author":2,"featured_media":92315,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[9961,9960,4563,50,383],"topic":[],"class_list":["post-92333","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-grillme","tag-vibecoding","tag-tdd","tag-50","tag-383"],"yoast_head":"\n
8 \u90e8\u8f6f\u4ef6\u5de5\u7a0b\u7ecf\u5178\uff0c\u5982\u4f55\u70bc\u6210 Matt Pocock \u7684 AI Skill \u5de5\u4f5c\u6d41 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/92333.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"8 \u90e8\u8f6f\u4ef6\u5de5\u7a0b\u7ecf\u5178\uff0c\u5982\u4f55\u70bc\u6210 Matt Pocock \u7684 AI Skill \u5de5\u4f5c\u6d41 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u591a\u6570\u4eba\u7528 AI \u7f16\u7801，\u662f\u300c\u8fb9\u753b\u56fe\u7eb8\u8fb9\u780c\u5899\u300d\u3002\u9700\u6c42\u6ca1\u60f3\u6e05\u695a\u5c31\u52a8\u624b，\u5199\u5230\u4e00\u534a\u53d1\u73b0\u65b9\u5411\u9519\u4e86\u3002Matt Pocock \u7684\u5de5\u4f5c\u6d41\u4e0d\u4e00\u6837\u3002\u4ed6\u5148\u6df1\u5ea6\u8bbf\u8c08，\u8fbe\u6210\u5171\u8bc6；\u518d\u62c6\u6210\u53ef\u5e76\u884c\u7684\u5782\u76f4\u5207\u7247；\u6700\u540e\u8ba9 AI \u5728\u5e72\u51c0\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u91cc\u81ea\u4e3b\u5b9e\u73b0\u3002\u6574\u5957\u6d41\u7a0b\u7531\u4e00\u7ec4 Skill \u9a71\u52a8，\u5f62\u6210\u4e00\u5957\u53ef\u4ee5\u91cd\u590d\u6267\u884c\u7684\u7cfb\u7edf\u3002 \u8fd9\u5957\u5de5\u4f5c\u6d41\u7684\u7406\u8bba\u652f\u67f1，\u4e0d\u662f\u300cAI \u539f\u751f\u300d\u7684\u4e1c\u897f，\u800c\u662f\u516b\u672c\u8001\u4e66\u3002\u5b83\u4eec\u90fd\u5199\u5728 AI \u8bde\u751f\u4e4b\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/92333.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-08-09T22:57:47+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260809225736-6a7905e0ae7b7.png\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"11 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/92333.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/92333.html\",\"name\":\"8 \u90e8\u8f6f\u4ef6\u5de5\u7a0b\u7ecf\u5178\uff0c\u5982\u4f55\u70bc\u6210 Matt Pocock \u7684 AI Skill \u5de5\u4f5c\u6d41 - 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- Planner：\n
- \u4eba\u5bf9\u9f50\u6a21\u5f0f（\u65e5\u73ed）\u3002\n
- Seam（\u63a5\u7f1d）\n
- grill-me\n
- \/domain-modeling\n
- \u6709 bug \u62a5\u544a\/\u9700\u6c42\u6d8c\u5165\n