It also sheds a lot of the historical computer algebra baggage of Mathematica -- palettes for entering equations and so on are gone.
And although it doesn't support this yet, Wolfram Desktop will soon let you connect straight to a cloud kernel. It'll be really cool: you'll write ParallelMap, and (say) 32 kernels in the cloud will be summoned for you.