Human–AI Work Redesign: A Decision Ledger Framework for Workforce AI Governance
AI governance becomes more useful when it is attached to the actual work and decisions being changed. Define the decision, evidence, AI role, human owner, allowed action, rationale, unknowns, and monitoring before scaling automation.