The GameBoy Advance could run 2D games (and some 3D demos) on 2 AA batteries for 16 hours.
I wonder if we could get something more efficient with modern tech? It seems research made things faster but more power hungry. We compensate with better batteries instead. I guess we can and it's a design goal problem, I also do love a screen with backlight.