Ever since Intel found out we were never going to hit 10GHz, they started pushing out 2, 4, 8-core CPUs. That's parallel computing.
Physics, video, AI, graphics, scientific simulations, and pretty much anything requiring a fast processor all run better on a GPU. I think in 20 years, computers...