The most serious scientific computation gets done on distributed memory systems, not shared. That likely just means bindings to MPI and other appropriate libra

The most serious scientific computation gets done on distributed memory systems, not shared. That likely just means bindings to MPI and other appropriate libraries. That will often do pretty well on shared memory too.