Argues that governance frameworks built on predefined rules, post-hoc accountability, and static compliance break down once judgment is delegated to agentic AI operating at runtime and machine speed. Introduces runtime governance and the Governance Twin as continuous oversight mechanisms that preserve human relevance during execution.
arXiv ยท Jan 2026