What question did this study set out to answer?

The aim is to present a comprehensive governance model for AI systems based on established engineering principles.

April 13, 2026Open Access

The Civilization Loop: An Eight-Stage Institutional Governance Model for AI Systems

Key Points

The aim is to present a comprehensive governance model for AI systems based on established engineering principles.
Developed an eight-stage mandatory governance cycle for AI
Utilized SHA-256 hash chains for loop verification
Validated across 255 sessions in the MoCKA framework
Compared with existing models like NIST AI RMF and ISO 42001
The loop completion process was strictly enforced, with no stages skipped
Enhanced incident prevention methods were demonstrated
Validation confirmed robust application across multiple sessions

Abstract

The Civilization Loop: an eight-stage mandatory AI governance cycle (Observation→Record→Incident→Recurrence→Prevention→Decision→Action→Audit) derived from 30 years of industrial plant control engineering experience. Enforces cryptographically verified loop completion via SHA-256 hash chain. No stage can be skipped. Validated across 255 sessions in MoCKA. Comparison with NIST AI RMF and ISO 42001 included. Part of MoCKA preprint series. Main paper: DOI 10.5281/zenodo.19503666

The Civilization Loop: An Eight-Stage Institutional Governance Model for AI Systems

Key Points

Abstract

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