Dev Feedback Loop

Overview

See CLAUDE.md for canonical validation and gate requirements. This skill collects metrics and generates improvement reports.

Invocation Contract: This skill is invoked EXACTLY ONCE per dev-cycle, at Step 12.1 of ring:dev-cycle (and equivalent in ring:dev-cycle-frontend). Per-task invocations are NOT supported. This skill expects aggregated data spanning ALL tasks in the cycle.

Continuous improvement system that tracks development cycle effectiveness through assertiveness scores, identifies recurring failure patterns, and generates actionable improvement suggestions.

Core principle: What gets measured gets improved. Track every gate transition to identify systemic issues.

Step 0: TodoWrite Tracking (MANDATORY FIRST ACTION)

<cannot_skip>

• MUST add feedback-loop to todo list before any other action
• MUST execute TodoWrite IMMEDIATELY when skill starts
• CANNOT proceed to Step 1 without TodoWrite execution </cannot_skip>