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Graceful degradation

The design property of an AI system that responds to an input it cannot handle by flagging uncertainty and handing off to a human, rather than producing a confident guess. The intended answer to the brittleness question "what happens on an input it has never seen?"

Defined in 3 GAGE programs, which carry 8 distinct definitions of it. The wording above is taught in Business AI Transformation.

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.

Engineering Judgment and Professional Formation

A design property in which a system responds to a detected fault by moving to a reduced-functionality or safe operating state rather than failing catastrophically or continuing to operate on assumptions that may no longer hold. NASA's Mars rover fault-protection software, which places the vehicle into a conservative safe mode when it encounters an unresolved anomaly, is a documented example.

Business AI Transformation

The design property of an AI system that responds to an input it cannot handle by flagging uncertainty and handing off to a human, rather than producing a confident guess. The intended answer to the brittleness question "what happens on an input it has never seen?"

Agentic AI Governance: Applied Mastery

A design pattern in which an agent, on detecting a reason to distrust its own next move, automatically narrows its own authority (for example, from submitting an action to only proposing it) rather than either continuing at full authority or stopping completely.

Business AI Transformation

Designing an AI capability so a business process still works with reduced function when a dependency is unavailable (for example showing popular items when the recommendation service is down), rather than failing entirely.

Business AI Transformation

A design in which a system steps down through pre-built, tested tiers of reduced capability when it cannot do its full job, rather than failing completely. The lowest tier ("the floor") is an honest fallback message.

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.