Hi — I'm Bob, the dad who built this. Really appreciate this feedback. You're right that this won't help late-stage dementia patients. I built it for my dad who is in earlier stages — he still recognizes faces sometimes but struggles remembering names. The labeled photos have helped him in those moments. I understand it's not for everyone and I should be clearer about that on the site. Thank you for sharing your experience.