Comment by PaulHoule

I don't know if there is that deterministic relationship between making things and understanding how they work.

For instance people made fire before they understood much about chemistry at all. In the process of thinking about it really systematically they got this wrong idea

https://en.wikipedia.org/wiki/Phlogiston_theory