Adaptive AI governance design

Discuss design principles for adaptive AI governance frameworks that can evolve as AI capabilities advance, including: risk-based thresholds, multi-stakeholder oversight, accountability mechanisms, transparency, and rights protection. Compare regulatory approaches across sectors, propose a phased implementation plan, and identify metrics to monitor safety, innovation, and public trust.