Edwards and Larson (Calculus, 2018) claim that:
You can differentiate any elementary function.
It seems though that this claim is false.
How then can we modify the above claim so that it becomes true?
Perhaps for example it is true that every elementary function is differentiable except on a set of isolated points?
(ProofWiki definitions of elementary function and differentiability.)
If you interpret "you can differentiate any elementary function" as "every elementary function is differentiable on $\mathbb R$", then the statement is false.
However, the book actually says something else:
which is very likely to be true (I didn't read the book, so it's an assumption), as in:
The important thing when reading mathematics is to be aware that some statements will be vague and not really correct when taken too literally. However, they are not required to be, unless they are specifically tagged to be definitions or theorems. Just read with grain of salt and you'll be fine.