A look inside the fastest supercomputer in Europe
royal.pingdom.com
royal.pingdom.com
They won't, because desktop software is quite different from HPC software.
Remember history. Anything people could do on the "mainframe", they eventually wanted to on the desktop.
Off topic: I'm in your fan club, :) due to your "Hack the planet" blog http://wmf.editthispage.com since Dec. 1999.
If nVidia or AMD release GPU based stream processors with onboard or daughterboard-based interconnects directly accessible from the code running on the GPU, THAT's when they'll start eating into CPU market share.
If you're buying a supercomputer, you'll want to make sure to spend at least 50% on the interconnect or you're in for a big disappointment.