Cross-domain root-cause diagnosis for bugs, data mismatches, metric anomalies, and recurring problems, found before touching a fix. Use when the user says 查不出原因 / 有时好有时坏 / 数对不上 / 指标掉了 / 为什么又坏了 / 反复出现 / 改了还是不行 / 一直报错 / dig into this / debug this / why does…
Shape an unformed intent into something actionable, whether a requirement spec, a solution design, or a set of genuinely different candidates. Use when the user runs /shaping, or asks to 需求澄清 / 讨论一下这个需求 / 把想法变具体 / 给我出个方案 / 技术选型 / 这个功能有没有必要 / 值不值得做 / 想点子 /…
Development discipline from plan to green. New behaviour and known-cause fixes go red-green-refactor with the failing test watched red first, pure refactors go green-to-green with no manufactured red, and how-should-I-write-this questions get verified against…
Task-state snapshots for session handoff. Write a resumable snapshot when wrapping up, restore from it when picking the work back up, trusting its decisions and re-checking its facts. Use when the user says 打个快照 / 交接 / 收尾下次接着做 / 换个会话继续 / 上次做到哪了 / 快没上下文了先记下进度…
Audit product texts (skills, references, READMEs, rules) against the expression-style disciplines — unexplained coined terms, transliterated loan-words, semicolons, source-citation leaks. Use when asked to 黑话审计 / style audit / 审查表达风格 / check the writing…