Invoked helper skill for strict red-green-refactor implementation, usually delegated from /execute or bug-fix work shaped by /triage-issue. Use when backend behavior or behavior-heavy frontend logic should be built test-first through public interfaces. Not for shaping, decomposition, vague implementation tasks, or primarily visual frontend work.