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Containment

The set of controls that bound how much harm an agent can do while running, regardless of what it decides. Containment includes scoped and revocable credentials, spend caps, rate caps, allowlists, sandboxing, approval gates on irreversible actions, and staged rollout. Its defining test is a specific, survivable answer to "what is the worst this agent can do in one hour if every judgment it makes is wrong."

Defined in 2 GAGE programs, which carry 4 distinct definitions of it. The wording above is taught in AI Governance: Applied Mastery.

How each discipline defines it

The same term does different work depending on who is using it. These are the definitions as each program teaches them, unedited.

AI Governance: Applied Mastery

The set of controls that bound how much harm an agent can do while running, regardless of what it decides. Containment includes scoped and revocable credentials, spend caps, rate caps, allowlists, sandboxing, approval gates on irreversible actions, and staged rollout. Its defining test is a specific, survivable answer to "what is the worst this agent can do in one hour if every judgment it makes is wrong."

Certified China AI Regulatory Professional (CCARP)

The immediate technical and operational response that stops an incident from getting worse while the rest of the response proceeds.

AI Governance: Applied Mastery

The action that stops the harm, typically executing the pre-tested rollback or off switch from the launch plan. It stops new harm but cannot recall harm already delivered, and it is the pivot of the response, not its end.

AI Governance: Applied Mastery

The graduated, live response to a runaway while the agent keeps running, a ladder of moves (detect, throttle, cap the loop, narrow the scope, isolate, kill) between "let it run" and "pull the plug." Distinct from the kill switch, which is only the top rung.

Where it is taught

The exact lessons this term appears in. The first 7 topics of every program are free with a free account.

Terms it appears with

Not an alphabetical neighbourhood: these are the terms taught in the same lessons, ranked by how often they appear together.