The significance of ACP is not confined to AI systems. Its core contribution is managerial. ACP formalizes a distinction that most institutions intuit but fail

Policy White Paper Executive Summary Current AI governance frameworks emphasize principles, ethics, oversight bodies, and post-hoc accountability. While necessary, these approaches are structurally insufficient.

Abstract This paper argues that the dominant failure mode of contemporary AI governance is structural rather than ethical or technical. Most governance proposals articulate principles,

Abstract This paper argues that the dominant failure mode of contemporary AI governance proposals is not insufficient intelligence, ethical concern, or regulatory ambition, but a

Abstract Phases 3.0, 3.5, and 3.6 mark a rare transition in socio-technical systems: the shift from aspirational governance to mechanically enforced