I know a couple of quantum software engineers and these people are in universities writing novel algorithms on whiteboards (and sometimes testing them out in QuPy).
In fact, this is analogous to the original motivation for the development of classical supercomputers, physicists wanted to run expensive non-perturbation Lattice QCD calculations, so they co-designed some of the earliest supercomputer architectures.