Human editorial rulings allow domain experts to manually assign authoritative 'correct' or 'incorrect' verdicts to model-generated assertions via the ruling audit ledger, setting a human-lock immunity flag that permanently shields the curated statement from automated overwrites by the Fact & Gap Checker while still allowing withdrawal mechanics to return the assertion to unverified research status if needed.