It could also be an interesting in-between for dedicated-function and general-purpose supercomputing. Say you have a 5000-node system that mainly does nuclear simulation, but otherwise does other jobs. Have a chip designed and produced specifically for your type of calculations, and you could probably triple the speed of the supercomputer, but it wouldn't be entirely useless for other tasks either.
Old is new again.....co processors were very popular many years ago.