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).


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