Summary
Sets expectations for safety, data governance, transparency, human oversight, accessibility, and responsible implementation in AI literacy programs.
Key evidence signals
- AI education implementation should make human oversight and disclosure visible.
- Data and privacy expectations should be documented before learner-facing activity.
- Safety review should include age, accessibility, bias, procurement, and family/community communication considerations.
Recommendations
- Document tool use, data handling, consent, and oversight before implementation.
- Apply stronger safeguards for minors and vulnerable learner contexts.
- Treat safety evidence as part of implementation quality, not as an optional appendix.
