Oversight theater
A human-in-the-loop claim that is true on paper and changes nothing in practice, detected by asking what the reviewer actually sees, how much time they have before the system proceeds without them, and whether they can overrule the decision or only flag it. A card that fails any of the three has described a human step that does not function as a safeguard.
Defined in 2 GAGE programs, which carry 2 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.
A human-in-the-loop claim that is true on paper and changes nothing in practice, detected by asking what the reviewer actually sees, how much time they have before the system proceeds without them, and whether they can overrule the decision or only flag it. A card that fails any of the three has described a human step that does not function as a safeguard.
Oversight that looks like human control but provides none, because it names no specific check, no owner, no trigger, and no escalation. The opposite of a real checkpoint.
Where it is taught
The exact lessons this term appears in. The first 7 topics of every program are free with a free account.
- Building Your Context Engineering Portfolio: Capstone Project · Critical Thinking and Context Engineering, AI Literacy & Professional Conduct
- Reading the primary source: a model card, a system card, and what they do not say · Staying Current: The Frontier Discipline, AI Governance: Applied Mastery
Terms it appears with
Not an alphabetical neighbourhood: these are the terms taught in the same lessons, ranked by how often they appear together.