I'm not sure if it is meaningful to divert the topic to an analogy that is never precise. But I think we always rerun the same code (equivalent to the same procedure in the papers) in the CI or your workstation to debug. Replicating the result of the program doesn't mean that one would have to rewrite the code, as in replicating the result of a computer vision paper may only include code review and running the code from the paper.