Theory must be epiphenomenal to observation... We do it this way because it works better then trying to make predictions on the basis of concepts or abstract reasoning.

Theory directs observation. If you don't make predictions and try to confirm or refute them, you're back in the middle ages. Don't judge the scientific method by Descartes and Kant.