So the TL;DR here is... If you're in the business of recreating wheels - then you're in luck! We've automated wheel recreation to an acceptable degree of those wheels being true.
Most physical engineers are just applying known techniques all the time too. Most products or bridges or whatever are not solving some heretofore-unsolved problem.