What you are describing is Karl Popper's classical definition for a pseudoscience i.e. unfalsifiability. When no test could serve to falsify a theory, you call that theory "pseudoscience", i.e. it is outside the realm of science. You are using the term "stopping condition" where Popper uses the word "test".