What question did this study set out to answer?

The aim is to introduce a comprehensive model for governance in AI systems that assesses multiple architectural dimensions.

July 8, 2026Open Access

Deterministic Governance Is Multi-Dimensional: Beyond Authorization in AI Systems

View Full Paper

Ask AI

Bookmark

Authors

Presents a framework for evaluating AI governance structures, highlighting essential dimensions beyond authorization.

The aim is to introduce a comprehensive model for governance in AI systems that assesses multiple architectural dimensions.
Introduces the Multi-Dimensional Deterministic Governance Model as a diagnostic evaluation framework.
Identifies five essential dimensions of governance required for effective AI system management.
Provides questions for organizations to evaluate governance completeness versus mere execution enforcement.
Demonstrates five governance dimensions critical for deterministic outcomes.
Identifies distinct failure modes associated with missing dimensions, affecting governance efficacy.
Highlights the necessity of addressing all dimensions for effective AI governance.

Edward Meyman (2026) studied this question.

View Full Paper

Ask AI

Bookmark