It’s a drop in replacement for numpy. It does not get sexy than that. I use it for my research on PDE solvers and deep learning and to be able to just use numpy and with automatic differentiation on it is very useful. Previously I was looking to use auto diff frameworks like tapenade but that’s not required anymore.