Theory (and practice too) says that whatever was used in the proof-of-concept also stays. I mean you are right the initial thinking is to try and evaluate the fitness, but then you're already invested and unless the fitness is abysmal (it rarely is) everything else will be rounded and squared to fit the already implemented hole...