Introduction: AI Governance Is Failing Without a Cognitive Layer As artificial intelligence systems expand into high-stakes environments, the global conversation around AI governance intensifies. Organizations, regulators, and researchers agree that governance frameworks must ensure transparency, safety, reliability, risk management, and meaningful…