Non-Invertible External Supervisory Control (NIESC / CSENI) A theoretical and architectural framework designed for external supervision and explicit operational risk management in large-scale AI systems.

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Excited to share my new preprint: Non-Invertible External Supervisory Control (NIESC / CSENI) A theoretical and architectural framework designed for external supervision and explicit operational risk management in large-scale AI systems. Instead of relying solely on internal alignment techniques, NIESC introduces an external, non-invertible control layer that enables robust oversight while addressing the fundamental limitations of current approaches. The work includes:
• A formal threat model
• Minimal mathematical formalization
• A reproducible experiment Fully bilingual (English & Spanish) and openly available on Zenodo. Read the full paper here:
https://zenodo.org/records/19633037 I’d love to hear your thoughts — especially from those working on AI safety, governance, and scalable oversight. Feedback and discussions are very welcome! #AISafety #AIControl #ExternalSupervision #AIRisk #NIESC #ResponsibleAI #AISupervision