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Structural fix

A remediation that changes the underlying design choice that allowed a finding to occur (for example, moving from onboarding-only trust to continuous re-verification), protecting against future instances of the same weakness, not just the specific instance already found.

Defined in 2 GAGE programs, which carry 3 distinct definitions of it. The wording above is taught in AI Data Governance: The Data Chair.

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 Data Governance: The Data Chair

A remediation that changes the underlying design choice that allowed a finding to occur (for example, moving from onboarding-only trust to continuous re-verification), protecting against future instances of the same weakness, not just the specific instance already found.

Certified China AI Regulatory Professional (CCARP)

A Phase 2 remediation that addresses the shared root cause behind a recurring pattern of individual gap-register findings, as distinguished from a symptom fix that resolves only the specific instance discovered so far.

AI Data Governance: The Data Chair

A remediation that closes an entire category of future exposure at once, changing a resolution mechanism or an intake process, rather than a fix that closes only the single specific instance a red team happened to find.

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.