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.
Read the canonical MarketImpact source (opens in a new tab)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.
- TASK Frame
- SOURCE Ground
- CHECK Verify
- DECISION Own
Put this into practice
Practise the judgement
Build regular checks into how staff review plausible outputs.
Source and provenance
Source and provenance record
AidGPT learning adaptation of MarketImpact commentary. Consult the canonical publication for the full source material.