From Compliance to Confidence: Reframing What AI Oversight Is For
Treating AI oversight as a box-ticking exercise wastes its real value: sustained confidence in systems whose behaviour keeps changing long after sign-off. Compliance proves a system was acceptable once, while confidence tells you it still is today, which is a different and considerably harder question.