Engineering Accountable AI Systems: Why Governance Must Become a First-Class System Layer

The AI Accountability Control Stack (AACS) is a production-grade architectural framework that operationalizes governance requirements directly within AI system infrastructure. It transforms governance from documentation into enforceable system behavior.