AI Policy & Regulation: Governance Moves from Policy to Proof

Operational governance is becoming central as agents and generated media enter workplaces, commerce, research, and cybersecurity. Anthropic’s cross-disciplinary ethics consultations, Reddit’s data-access restrictions, synthetic-identity risks, and credential and licensing concerns strengthen the case for least privilege, provenance, auditability, consent, and independent verification.