Anthony Franklin

Metrics and Protocols of the Concentric Resilience Mechanism Within the Hexagonal Governance Architecture: Contextual Fidelity, Bounded Intervention, and the Conditions of Restorative Reintegration

This paper develops the Metrics Phase of the Concentric Resilience Mechanism within the Hexagonal Governance Architecture as an operational and relational governance mesh. Rather than treating metrics as autonomous scores or detached monitoring instruments, the framework connects...

Metrics and Protocols of the Concentric Resilience Mechanism Within the Hexagonal Governance Architecture: Contextual Fidelity, Bounded Intervention, and the Conditions of Restorative Reintegration

This paper develops the Metrics Phase of the Concentric Resilience Mechanism within the Hexagonal Governance Architecture as an operational and relational governance mesh. Rather than treating metrics as autonomous scores or detached monitoring instruments, the framework connects...

The Hexagonal Governance Architecture: Toward Truth-Preserving AI Governance

Artificial intelligence governance has advanced significantly through risk-based regulation, lifecycle management, documentation, human oversight, transparency, and accountability frameworks. The NIST AI Risk Management Framework, ISO/IEC 42001, the EU Artificial Intelligence Act...

The Hexagonal Governance Architecture: Toward Truth-Preserving AI Governance

Artificial intelligence governance has advanced significantly through risk-based regulation, lifecycle management, documentation, human oversight, transparency, and accountability frameworks. The NIST AI Risk Management Framework, ISO/IEC 42001, the EU Artificial Intelligence Act...