From this comments discussion on Philosophy.SE:
"Check out formal logic resources - I'm not going to dig them out for you. Alternatively ask on Math.SE. An 'axiom is a proof' is a definition in formal logic - and not an axiom. In philosophical logic, you can dispute this - but then there you can dispute what counts as proof."
This comment did not align with the definitions I have always used in my head. I have always treated an axiom as a statement that is assumed true without a proof, and a proof is a structure with which one proves the truth of a conclusion given the assumption that its premises are true.
As one descends deeper into formal logic, is there a school of thought where "an axiom is a proof" is actually a definition? I haven't been able to find anything to support this in my searches on the internet, but the original poster of the comment is quite confident that searching will reveal said defintion.