High Performance Computing (HPC) has been a cornerstone of scientific discovery from Dr. Ken Wilson's Nobel Prize in Physics in 1982 to the breaking of the Capsid Code for the HIV virus his past year. EXAscale Computing, which follows the progression from TERAscale and PETAscale marks the next milestone in the evolution of HPC that will allow the scientific community to continue its dynamic pace of discovery and innovation.