Responsible AI by Design

Create a practical framework for evaluating AI products that interact with children or other vulnerable users. Cover privacy, consent, data minimization, bias, emotional manipulation, and age-appropriate design, and explain how regulators and companies should test for harm before launch. Then propose product and policy safeguards that let innovation continue while reducing the chance that an engaging AI system becomes a legal or ethical risk.