Youth AI Learning Safety

Create a design and evaluation framework for educational AI tools used by children and adolescents. Focus on safety, privacy, data minimization, content appropriateness, transparency about AI capabilities and limitations, consent, and learning outcomes. Include governance roles for developers, schools, parents, and regulators, as well as methods for ongoing monitoring, auditing, and updating tools to reflect new evidence.