With the announcement of a new Blue Waters petascale system that includes a considerable amount of GPU capability, it is clear GPUs are the future of supercomputing. Access magazine's Barbara Jewett recently sat down with Wen-mei Hwu, a professor of electrical and computer engineering at the University of Illinois, a co-principal investigator on the Blue Waters project, and an expert in computer architecture, especially GPUs.