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Active coding loop — feature stages (brainstorm→plan→interface→tests→implement→improve→review→loop), red-green TDD execution, build-fix, deps-check, coding standards, bug-fix learning. Owns the canonical testing doctrine. Use when writing or changing code (backend, logic, APIs, libraries, CLIs).