The modeling of multi-scale and multi-physics complex systems typically involves the use scientific software that can optimally leverage extreme scale computing. Despite major developments in recent years, these simulations continue to be computationally intensive time consuming. Here we explore AI accelerate at a fraction computational cost classical methods, present first application physics ...