All things start from theory, just not the kind you think about. It seems you are referring to the academic style of theories, but in reality it is much closer to your mentioned trial and error - if you think about it, trial and error also requires guesses and theories to be viable, just that they don't come in written form, but rather from intuition. And I think intuition is the fundamental building block of first principles thinking or whatever they want to call it.
