AI Governance Engineer
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Graduated degradation

By Updated

Pre-built, tested operating modes short of switching an AI system off: advice-only, raised confidence thresholds, grounded-only answers, disabling for one group, language or region, and a return to the pilot cohort. Each is an operational toggle with a named trigger 1.

Developed in
ch. 15, Graduated degradation
ch. 05, Pattern: Deactivation, Localisation & Retirement Runbook
Chapters
ch. 05, Patterns · ch. 15, Deployment · ch. 23, AI Agents
Contrast with
Kill switch
Source
1 numbered reference, listed below

Where it is used

One chapter of the Body of Knowledge uses the term. Each link opens the first section that does.

Graduated degradation: mentions per chapter1 mention of the term across 1 of the 23 chapters of the Body of Knowledge; the chapters the glossary cross-references are drawn solid.Cross-referenced chapterCross-referenced, not named05 Patterns015 Deployment023 AI Agents: 1 mention23 AI Agents1No mentions in the other 20 chaptersSource: the Body of Knowledgev0.5.0
Graduated degradation: mentions per chapter1 mention of the term across 1 of the 23 chapters of the Body of Knowledge; the chapters the glossary cross-references are drawn solid.Cross-referenced chapterCross-referenced, not named0001020304050607081011121314151617181920212223 AI Agents: 1 mention123Source: the Body of Knowledge v0.5.0
Mentions per chapter How often each chapter names the term, with the chapters the glossary cross-references drawn solid. The longest bar is where to read the term in use; bars spread across many chapters mark a term that runs through the discipline.
Mentions as a table
Mentions of Graduated degradation per chapter
ChapterMentionsCross-referenced
00 Preface0No
01 Definition0No
02 Why Now0No
03 Values & Principles0No
04 The Stack0No
05 Patterns0Yes
06 The Role0No
07 Maturity Model0No
08 Regulatory Map0No
10 Reading List0No
11 AI Defined0No
12 Governance Program0No
13 Risk Management0No
14 Development0No
15 Deployment0Yes
16 Fairness & XAI0No
17 Incidents0No
18 EU AI Act0No
19 Privacy & AI0No
20 Existing Law0No
21 AI Laws Worldwide0No
22 Principles & Standards0No
23 AI Agents1Yes
Graduated degradation: related terms and patternsThe term at the centre; related terms on solid edges, the terms it is contrasted with on dashed edges, and the patterns that use it most in the colour of their layer.RelatedContrastGraduated degradationRelated terms (3)AI system · RelatedAI systemDecommissioning · RelatedDecommissioningLocalisation (by jurisdiction) · RelatedLocalisation (by jurisdiction)Contrast with (1)Kill switch · ContrastKill switch
Graduated degradation: related terms and patternsThe term at the centre; related terms on solid edges, the terms it is contrasted with on dashed edges, and the patterns that use it most in the colour of their layer.RelatedContrastRelated terms (3)AI system · RelatedAI systemDecommissioning · RelatedDecommissioningLocalisation (by jurisdiction) · RelatedLocalisation (by jurisdiction)Contrast with (1)Kill switch · ContrastKill switchGraduateddegradation
The term's neighbourhood Terms related to this one on solid edges, terms it is often confused with on dashed edges, and the patterns that use it most in the colour of their layer. Follow a dashed edge to check the distinction before you use either term.
Neighbourhood as a table
Neighbourhood of Graduated degradation
FamilyItemRelation
Related termsAI systemRelated
Related termsDecommissioningRelated
Related termsLocalisation (by jurisdiction)Related
Contrast withKill switchContrast
  • Decommissioning

    The planned retirement of an AI system: dependency analysis, fallback and transition, sunset notices, a final evidence snapshot, archive or disposal of…

  • Localisation (by jurisdiction)

    Controlling where an AI system runs and which features it offers in each jurisdiction, with per-jurisdiction rule sets as code, regional instances where…

  • AI system

    For governance, the object the AI definition brings into scope.

Sources

  1. [1] "Feature Toggles (aka Feature Flags)" (release, experiment, ops and permissioning toggles; ops kill switches for graceful degradation). Pete Hodgson, martinfowler.com. 2017-10-09. https://martinfowler.com/articles/feature-toggles.html (verified: primary)

Definitions of legal terms paraphrase the cited text, which governs. Dated statements are as of .

Cite this term

García Aibar, J. (2026). Graduated degradation. In AI Governance Engineering: The Thesis & Body of Knowledge (v0.5.0), Glossary. https://doi.org/10.5281/zenodo.22956197. https://aigovernanceengineer.com/glossary/graduated-degradation. CC BY 4.0

BibTeX

@misc{aige2026graduateddegradation,
  author  = {Jorge García Aibar},
  title   = {{Graduated degradation}},
  note    = {Glossary, AI Governance Engineering: The Thesis \& Body of Knowledge, version 0.5.0},
  year    = {2026},
  doi     = {10.5281/zenodo.22956197},
  url     = {https://aigovernanceengineer.com/glossary/graduated-degradation}
}