The Insider You Built

CHAPTER 3The Authority-Centered Enforcement Framework

The Authority-Centered Enforcement framework (“ACE framework” or “ACE”) operationalizes how organizations govern delegated authority once systems can act on their behalf. As authority moves into software, the challenge is no longer defining who is allowed to act. It is ensuring that how authority is exercised remains bounded, observable, and controllable in real time. As authority is exercised across distributed decisions and systems, organizations must be able to trace how those decisions were formed and how actions were taken. Attribution provides that linkage, connecting outcomes back to how authority was exercised in practice.

Once systems can act, governance can no longer be episodic, advisory, or retrospective. It must operate continuously, at execution speed, across human and machine decision-making. ACE governs how delegated authority is exercised in practice, treating AI systems not as tools to be monitored, but as actors whose decisions and actions must be constrained, observed, and continuously learned from.

In practice, staying in control of autonomous systems requires three capabilities: the ability to constrain what systems are allowed to do, to observe how they make decisions and act in real time, and to intervene when outcomes begin to diverge from intent. ACE exists to make these capabilities operational by governing how authority is assigned, exercised, and adjusted once execution leaves human hands. Within ...