Supercomputers may be the dinosaurs of the computing industry, but they are showing surprising signs of life.

New chip technology and industry alliances are bringing rapid advances to these high-performance machines, feeding demand at a time when the personal computer industry is sagging.

In one development, Lawrence Livermore National Laboratory...