When a human reviewer marks a claim as 'correct' or 'incorrect', the system flags it as human-verified, which locks the claim's verdict against automated overwrite during subsequent Fact & Gap Checker cycles. Every manual decision and withdrawal is permanently captured in an append-only ruling audit log, allowing reviewers to revert a claim to a withdrawn status so automated research can resume evaluating it.