Just published three preprints on external supervision and…
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Just published three preprints on external supervision and sovereign containment for advanced AI systems.
**Clarification:** these are public Zenodo preprints with DOI records, not peer-reviewed journal or conference publications. I’m sharing them as theoretical and architectural proposals for critique, not as empirically validated containment solutions.
I have publicly deposited three preprints on external supervision and sovereign containment for advanced AI systems.
• **CSENI-S v1.1** — April 20, 2026
*Multi-Level Sovereign Containment for Superintelligence*
https://zenodo.org/records/19663154
• **NIESC / CSENI v1.0** — April 17, 2026
*Non-Invertible External Supervisory Control*
https://zenodo.org/records/19633037
• **Constitutional Architecture of Sovereign Containment** — April 8, 2026
https://zenodo.org/records/19471413
These are independent theoretical and architectural works. They do not claim perfect solutions or empirically validated containment. They propose frameworks, explicit assumptions, failure criteria, and testable/falsifiable ideas.
If you work on AI safety, scalable oversight, external supervision, or governance of advanced AI systems, comments and technical feedback are welcome.
#technology
**Clarification:** these are public Zenodo preprints with DOI records, not peer-reviewed journal or conference publications. I’m sharing them as theoretical and architectural proposals for critique, not as empirically validated containment solutions.
I have publicly deposited three preprints on external supervision and sovereign containment for advanced AI systems.
• **CSENI-S v1.1** — April 20, 2026
*Multi-Level Sovereign Containment for Superintelligence*
https://zenodo.org/records/19663154
• **NIESC / CSENI v1.0** — April 17, 2026
*Non-Invertible External Supervisory Control*
https://zenodo.org/records/19633037
• **Constitutional Architecture of Sovereign Containment** — April 8, 2026
https://zenodo.org/records/19471413
These are independent theoretical and architectural works. They do not claim perfect solutions or empirically validated containment. They propose frameworks, explicit assumptions, failure criteria, and testable/falsifiable ideas.
If you work on AI safety, scalable oversight, external supervision, or governance of advanced AI systems, comments and technical feedback are welcome.
#technology
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