I, for one, want a Tinder-like interface. Photo, title, synopsis, production budget, main cast, etc on each page. Swipe right to add to favorites, swipe left to reject. Choices presented best first as determined by machine learning model. It would be nice to be able to train multiple models, and to mix model predictions with those of friends and family. Separate favorite lists for things already watched and things not watched yet.

Second interface: "continue watching" list, most recently viewed at the top.