Use to review a code change (PR, diff, or AI-generated edit) before merging. Checks correctness, security, performance, and maintainability in a fixed order, with severity-tagged findings and concrete fixes. Especially useful for reviewing code an AI agent just wrote, where confident-but-wrong output is common.