About This Framework

This framework was developed from production multi-agent operations where autonomous AI agents performed real engineering work under delegated authority. Every governance mechanism was created in response to a documented failure. The methodology is empirical, not theoretical.

The theoretical foundations draw from established literature in safety engineering, military operations, and organizational reliability: Two-Person Integrity (U.S. DoD, 1962), the Swiss Cheese Model (Reason, 1990), Drift Into Failure (Dekker, 2011), Normalization of Deviance (Vaughan, 1996), the OODA Loop (Boyd, 1976), and High-Reliability Organizations (Weick & Sutcliffe, 2007).

License

All content on aiagentgovernance.org is published under Creative Commons Attribution 4.0 International (CC BY 4.0). You are free to share, adapt, and build upon this framework for any purpose, provided you give appropriate attribution.

Contact

For academic collaboration, standards body engagement, or research partnership inquiries, contact the framework maintainer.