Use when about to claim work is complete, fixed, or passing, before committing or creating PRs - requires running verification commands and confirming output before making any success claims; evidence before assertions always
Safe-ishScanned
Synthesise completed KUD charts into a developmental progression matrix and per-competency narrative sections. Use when you need a programme-level view of how knowledge, understanding, and performance develop across bands.
Data / 数据分析Safe-ishScanned
Find failing CI jobs, inspect logs, and apply focused fixes
Safe-ishScanned