In layman terms, infinity can't be a number, and neither can something times infinity. The problem is that infinity isn't really a number at all.
(Infinity, in fact, can be defined as a number and can be defined as a non-number in different contexts. But infinity is only something when it's part of a strictly defined mathematical universe with specific axioms.)
The infinite tower of exponentiation is not (of itself) the problem.