AI RESEARCH

Governed Reasoning for Institutional AI

arXiv CS.AI

ArXi:2604.10658v1 Announce Type: new Institutional decisions -- regulatory compliance, clinical triage, prior authorization appeal -- require a different AI architecture than general-purpose agents provide. Agent frameworks infer authority conversationally, reconstruct accountability from logs, and produce silent errors: incorrect determinations that execute without any human review signal.