Or like the difference between chemistry and alchemy? Understanding and reasoning with the building blocks as opposed to throwing random stuff together, trying

Or like the difference between chemistry and alchemy? Understanding and reasoning with the building blocks as opposed to throwing random stuff together, trying different things and hoping it somehow produces gold.