Ethics, Safety, and Data Stewardship
Prefer on‑platform processing for sensitive text, encrypt data in transit and at rest, and retain only what supports learning goals. Offer clear data controls for teachers and families. Which consent flows work best for your community? Share examples you admire and we will compile patterns.
Ethics, Safety, and Data Stewardship
Evaluate AI outputs across subgroups, content areas, and reading levels. Invite educators to flag problematic feedback with one click, then retrain or adjust prompts. If you run audits, what metrics and datasets help you most? Post your approach so others can learn from it.