End the finger-pointing.
When an agent does something wrong, "we think it was the model" is not an answer. A GLACIS receipt is a signed, hash-chained record of what the agent did, what policy applied, and what was blocked — evidence your customer, your counterparty, or your lawyer can verify without trusting you. And without trusting us. Logs are your word. Receipts are math.