Organizations are under pressure to adopt AI quickly, but many are still trying to govern AI-enabled systems with approaches suited for more predictable environments: policies, approvals, framework mappings, testing, and after-the-fact monitoring. Those mechanisms still matter, but they are not enough when systems retrieve changing context, invoke tools, operate through delegated authority, and create consequences […]