AI Safety and Verification for Minors

Design an inclusive framework for AI-driven age verification that protects children online while respecting privacy and minimizing false positives. Compare verification mechanisms (biometric vs non-biometric) and governance overlays (auditability, redress, international data transfers). Propose metrics, implementation considerations, and cross-border consistency guidelines.