FROM INTERNAL AI GOVERNANCE TO REALITY-BOUND ACCOUNTABILITY: CAUSAL TRACEABILITY, VERIFICATION, AND THE LIMITS OF DELEGATED DECISION-MAKING
UDC 004.8 FROM INTERNAL AI GOVERNANCE TO REALITY-BOUND ACCOUNTABILITY: CAUSAL TRACEABILITY, VERIFICATION, AND THE LIMITS OF DELEGATED DECISION-MAKING Abdullah Yuri Kang Independent Researcher and Causal Cognitive Architect Apeiron Coherence / DeepKang-Labs, France Email: abdullah.kang@apeironcoherence.com Abstract. AI governance increasingly relies on risk management, documentation, audit, logging, model reporting, access control, and human oversight. These mechanisms are…
