Will we? The hardware you want for AI and the hardware you want for super computing seem to have different priorities, e.g. concerning floating point precision.
compute is compute, yes. Maybe some older models might have to be rewritten to take advantage of a gpu farm's parallel processing capabilities, but humanity will ultimately benefit if the current AI boom fizzles
