Skill UI

This skill prevents AI coding agents from entering ineffective repair loops by establishing a bounded repair contract. It uses stable failure fingerprints, a three-attempt budget, and real-path verification to ensure progress. When fixes do not change observable states, it mandates shifting root-cause strategies rather than retrying. Includes rollback controls and negative testing to validate actual system behavior over agent claims.