What Is Agentic Governance? (The Definition That Actually Ships)

"Agentic governance" is being used to mean two different things, and the gap between them is where most production incidents happen. The first meaning — the one that fills enterprise whitepapers and framework documents — describes governance as a set of principles: accountability structures, ethical guidelines, oversight committees, policy documents for how AI should behave. It's governance as intention. The second meaning describes governance as a runtime enforcement layer: the software infrastructure that controls what AI agents are actually allowed to do at execution time, independent of what the agent's own reasoning might suggest. It's governance as enforcement. The first kind of agentic governance tells you what your agents should do. The second kind determines what they can do. Most organizations investing in AI have the first kind. Far fewer have the second. Agentic governance is the set of runtime policies and enforcement mechanisms that control what autonomous AI agents are p