Runtime AI safety is an operations problem as much as a modeling problem.
Governance Hub is being shaped as the operational surface for replay chains, audit trails, monitoring, and organizational governance domains.
The long-term work is to make model risk management deterministic enough that it can be reviewed by humans without guesswork.
Key takeaways
- Human approval should remain part of the change path.
- Model risk management needs evidence, not only intent.
- Governance operations should be reproducible across organizations and domains.