Use when you have a diff, a PR, or a set of changed files and want a staff-engineer-level audit before it merges — correctness and security bugs, error handling, and simplification/reuse opportunities — with findings classified by severity and confidence and high-confidence fixes optionally applied and verified. Skip for trivial typo-level changes.