Controls for autonomous actions: audit trails, reversibility, and human oversight

When an agent posts a journal entry or releases a payment, the question that matters is not average model accuracy but whether each action is logged, attributable, reversible, and overseen. Three named frameworks now say what to control, and they map cleanly onto engineering.