Scientist AI Needs a Government: Structural Governance as the Missing Layer in Non-Agentic AI Safety (v2)
Abstract
Version 2. Expanded with detailed citizenship architecture mechanisms, three concrete operational scenarios, counterarguments, comparison with existing approaches (Constitutional AI, Scalable Oversight, AI Debate, NeMo Guardrails), and operational evidence from the March 29 incident.
Fields of Study & Subjects
Ethics and Social Impacts of AI
Innovation
Sustainability
Human-Machine Systems
Computational and Text Analysis Methods
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 4 April 2026