Trigger diagnostic
AI can create more tests faster. It cannot decide which tests deserve release authority.
This review helps teams using AI coding tools turn generated coverage into a governed automation architecture with ownership, risk mapping, and usable CI gates.
Review focus
Use AI as acceleration, not the quality strategy.
The work maps generated tests to risk, removes duplicate or low-signal coverage, defines ownership, and sets rules for when AI-generated checks can influence release gates.