I don't want to derail the science discussion too much, but what if you actually had to reproduce the code by hand? Would that process produce anything of value? Would your habit of writing i+=1 instead of i++ matter? Or iteration instead of recursion?
Would code replication result in fewer use after free, or off by one than code review? Or would it mostly be a waste of resources including time?