Edward Meyman

A Taxonomy of AI Governance Approaches: Distinguishing Visibility, Alignment, and Authorization

The term “AI governance” has become semantically overloaded, applied indiscriminately to logging, guardrails, model alignment, dashboards, and policy workflows. This paper introduces a formal taxonomy that distinguishes three fundamentally different governance problems: visibilit...

The Override Asymmetry: Why ABSTAIN-Plus-Human-Override Is Not Guardrails-Plus-Human-in-the-Loop

Review-only human-in-the-loop and ABSTAIN with authorized resolution look alike in a workflow diagram. Both place a human near the moment an AI system might act, and both interrupt the action's path to execution. This technical note shows that the similarity is an artifact of dia...