Publicly shared childhood photos now feed massive training sets for generative AI. This shift forces parents to scrub digital footprints to prevent biometric data from becoming permanent model weights. The trend highlights a growing tension between social sharing and data sovereignty. Practitioners must now address the legalities of non-consensual training on archival personal data.