When an operator manually reviews a claim, the system records the decision in an append-only ruling audit log and sets a human-lock flag on the claim record. This safeguard prevents automated research and curation passes from modifying the manual verdict or rewording the canonical text, while still permitting background runs to link fresh supporting or contradicting URLs into the claim-sources store.