Maybe a good place for a stable, testing focused generator would be in numpy.random.testing. This could host a default implementation of StableGenerator, although a better name might be TestingGenerator. It would also help users decide that this is not the generator they are looking for (I think many people might think StableGenerator is a good thing, after all, who wants an UnstableGenerator).