Jose M Rivera Garcia

Non-Invertible External Supervisory Control: A Theoretical and Architectural Framework for External Supervision and Explicit Operational Risk Management in Large-Scale Artificial Intelligence Systems

2026 · Zenodo (CERN European Organization for Nuclear Research)

This preprint introduces the Non-Invertible External Supervisory Control (NIESC/CSENI) framework, a theoretical and architectural proposal aimed at examining the structural limitations of AI safety approaches based exclusively on internal alignment. The paper argues that, under …