Pairing Intel or AMD chips with Nvidia's graphics chips in supercomputers (much as they are in personal computers) results in machines that are three times more efficient than ones that rely on CPUs alone.
Although most of the attention in the increasingly-competitive CPU market has been focused on Intel and newcomer NVIDIA lately, AMD's still in it to win it, and it looks like it's taking some bold moves.