An investigator starts research in a new field with faith a foggy idea and a few wild experiments. Eventually the interplay of negative and positive results guides the work. By the time the research is completed he or she knows how it should have been started and conducted.
The greatest advances of civilization whether in architecture or painting in science and literature in industry or agriculture have never come from centralized government.