Living document
A governance artifact, such as a US exposure map, that must be re-verified over time because the underlying law changes without any change to the product. The federal layer (rescinded orders, removed guidance) and the state layer (repealed and replaced statutes) both require ongoing re-verification, especially the fast-moving state layer.
Defined in 2 GAGE programs, which carry 10 distinct definitions of it. The wording above is taught in Certified AI Governance Professional (CAIGP).
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 governance artifact, such as a US exposure map, that must be re-verified over time because the underlying law changes without any change to the product. The federal layer (rescinded orders, removed guidance) and the state layer (repealed and replaced statutes) both require ongoing re-verification, especially the fast-moving state layer.
The framework's own description of itself, meaning its guidance is expected to be revised over time rather than treated as a fixed, permanent standard, which is the reason this program builds a 90-day review-by discipline into any content referencing it (ESTABLISHED, IMDA MGF v1.5; as of 15 August 2026).
The MGF's own description of itself: a framework expected to keep changing as agentic AI, and the incidents and lessons around it, evolve. It moved from launch to a hardened v1.5 in under four months, which is why this program's own content is reviewed on a ninety-day cycle.
The framework's own description of itself on page 4, meaning it is expected to be revised as agentic AI practice matures. Proven in practice by version 1.5's own revision, from 20 May 2026 to 5 June 2026. A commitment about ongoing maintenance, not a disclaimer about current reliability.
A regulatory or framework instrument explicitly designed to be revised over time as circumstances, technology, or incidents that reveal its weak points continue to arrive, rather than published as a fixed, final text. The IMDA describes its Model AI Governance Framework for Agentic AI this way.
Where it is taught
The exact lessons this term appears in. The first module of every program is free with a free account.
- Welcome to Applied Conformance · Taking the Controls, Certified Agentic AI Governance Professional (CAAGP)
- The Instrument · Taking the Controls, Certified Agentic AI Governance Professional (CAAGP)
- Your AI Briefcase · Taking the Controls, Certified Agentic AI Governance Professional (CAAGP)
- Reading Like a Practitioner · Taking the Controls, Certified Agentic AI Governance Professional (CAAGP)
- Why Singapore's Framework in Ohio · The Agent, Deconstructed, Certified Agentic AI Governance Professional (CAAGP)
- The Defense and the Living Dossier · The Capstone: Deploy and Defend, Certified Agentic AI Governance Professional (CAAGP)
- The US mosaic: federal signals, state laws, and the agencies that already reach workplace AI · The World's Rulebooks, Certified AI Governance Professional (CAIGP)
- The Singapore stack: voluntary on paper, adopted in practice · The World's Rulebooks, Certified AI Governance Professional (CAIGP)
- Model cards and system cards for your own systems, written so an outsider could act on them · Evidence Engineering, Certified AI Governance Professional (CAIGP)
- The DPIA and FRIA, run jointly: one assessment, two regimes, no duplicate work · Evidence Engineering, Certified AI Governance Professional (CAIGP)
Where it shows up at work
A definition is where Living document starts. The lessons above teach it inside the competencies below, which are what job descriptions ask for and what the GAGE credential records. Every link here is drawn from the same careers map that builds a role's readiness check.
Applies IMDA's Model AI Governance Framework, AI Verify and the PDPA alongside Western frameworks for organizations operating across Asia.
2 lessons on this page teach it as a primary outcome.
Tracks executive orders, OMB guidance, agency rules and the state patchwork, and knows which state laws reach hiring, insurance and consumer decisions.
One lesson on this page teach it as a primary outcome.
Reviews purpose, data, affected people, accuracy, bias, security, oversight, vendors and law for a use case, scores likelihood and impact, and documents residual risk.
One lesson on this page teach it as a primary outcome.
Roles that hire for it
Each role page shows the full competency set, what the seat decides, and a readiness check against your own evidence.
- AI Regulatory Counselneeds it at depth · 14 open postings this week
- Senior AI Compliance Analystneeds working knowledge
- AI Policy Analystneeds it at depth · 7 open postings this week
- Chief Risk Officer, AI risk editionneeds it at depth
- AI Risk Managerneeds it at depth · 2 open postings this week
- Chief Compliance Officer, AI compliance editionneeds working knowledge
How job descriptions say it
Postings rarely use the textbook word. These are the phrases the careers map reads as asking for the competencies above.
Where the frameworks place it: IMDA Model AI Governance Framework; PDPA; AI Verify; OMB M-25-21 and M-25-22.
One interview question about it
Compare Singapore's approach to AI governance with the EU's, and say when a company should follow which.
Asked of candidates for singapore and apac ai governance frameworks. Answering it in your own words is exactly how a GAGE topic is passed, and the credential records the pass where an employer can check it.
If you come from another field
Some backgrounds already carry this competency, and the readiness check gives credit for it.
- Policy, legislative and government affairs staff carries it as a claim to back up: You follow federal and state developments already.
- A public policy, political science or international relations degree carries it as a claim to back up: US federal and state process is familiar; the AI statutes are new.
- Privacy and data protection carries it as work you can show: A DPIA is an impact assessment; the AI version adds accuracy, bias and oversight.
Terms it appears with
Not an alphabetical neighbourhood: these are the terms taught in the same lessons, ranked by how often they appear together.