Have you seen the talk I did about using it with Django? http://www.drmaciver.com/2015/06/hypothesis-for-django/
We're all still figuring out the details, but this sort of testing definitely works for testing your applications as well as your algorithms.
ETA: Oh, and thanks for the kind words. :-)