Why heritage photos need different AI
Generic "enhance old photo" buttons produce unsettling results: plastic-looking skin, eyes that do not belong to the person, colors that are period-inaccurate. Family photographs are the one use case where identity preservation matters more than aesthetic upgrade — a grandfather who no longer looks like himself is worse than no restoration at all. The models behind these tools are trained and tuned specifically for low-aggression edits: restore what was there, guess conservatively where information is missing, and never invent detail that changes who a person is.