That's putting the cart before the horse. Thermodynamics came after the steam engine was made practical. Flight came before aerodynamics. Metallurgy before materials science. Radio before electromagnetic theory took hold. Even LLMs are the result of a lot of tinkering rather than scientific insight. It’s the successful tinkering that creates the puzzle science later formalises.