Three remarkable abilities of brains and machines are to: (1) learn new behaviors from a single example, (2) creatively imagine new possibilities, (3) learn language, and (4) perform mathematical reasoning. I will discuss simple analytic yet quantitatively predictive theories of how (1) mice learn to accurately navigate on the first ...