Use the framework before the task
Make suitability and accountability decisions visible.
Learning note
SAFE AI and the habits no framework can supply
A practical reminder that governance frameworks need staff who can judge evidence at the keyboard.
- Publisher
- MarketImpact
- Provenance
- AidGPT learning adaptation of MarketImpact commentary
- Published
- Review completed
- Review due
- Level
- Working practice
- Reading time
- 6 min
Who this is for
- Managers
- Practitioners
- Governance and IT
Topics
- AI governance
- Verification
- Training
AidGPT practice boundary
Use the source without outsourcing judgement
Practise with fictional or synthetic material before considering real work. Keep the task bounded, verify outputs against approved sources, and leave consequential decisions with an accountable person.
Put this into practice
Practise the judgement
Build regular checks into how staff review plausible outputs.
Source and provenance
MarketImpact remains the canonical publisher
This AidGPT page is a learning adaptation of the catalogue source. Use the practical actions here, and consult the canonical publication for the original commentary or research.
Read the canonical MarketImpact source (opens in a new tab)