Theories, Mysteries and Mistakes

We assume our theories about the world are gradually uncovering the way it really is. Yet from quantum mechanics to post-structuralism, the reality the theories describe is contradictory. Should we conclude that the world is essentially unintelligible? Or is it simply the theories that are mistaken?