Is either of these universally true? Or is it possible that a "belief" associated with a given math tool can be chosen as appropriate to the problem being solved du jour?

When I learned Bayes' theorem in college stats class, there was no mention of beliefs. It was just a straightforward theorem related to conditional probability.