The Witness
Every figure the AI states is stamped with the ledger's hash-chain head at the moment it was computed — head, sequence, entry count and a chain-integrity flag.
If the books move afterwards the answer marks itself stale instead of continuing to read as live, and a hallucinated number fails the stamp mechanically.
It does not wait for a human to notice. A broken chain means the figure is not counted at all.



Web ERP