It doesn't. AI review genuinely catches a real category of problems: syntax slips, inconsistent naming, obvious gaps in error handling. That coverage is real. What it structurally can't see is anything living outside the diff, a business rule that's internally consistent but wrong, a downstream service assuming something the changed files never mention, a missing test that produces no visible defect because it's an absence, not a flaw.