One of the views of probability is that it should be viewed as a multi-valued logic where p(A) represents the probability that a proposition A is true.
In a discussion of this, I once read that probability cannot be considered a proper logic because it is not extensional (let's ignore for the purposes of this question whether a logic has to be extensional). For example, if A and B are events, the probability of A or B is p(A)+p(B), but only if the two events are mutually exclusive. You need to know what the events are in order to apply this rule. But why does that make it non-extensional? Arithmetic is the same way, and arithmetic is regarded as extensional. Let #A be the number of items in the class A. If you have two classes A and B, you can't say that the number of items in both classes together is #A+#B unless you know that the two classes are mutually exclusive.
P(A or B) = P(A) + P(B) - P(A and B)
is true whether they're mutually exclusive or not. "A and B are mutually exclusive" is just a short way of sayingP(A and B) = 0
(for certain values of "short"). Similarly for most (all?) other identities: you can state them without making assumptions/knowing details about the specific events, but they'll have a few extra terms that would zero out if we made certain assumptions.