As an extreme case, to do a simple 32-bit add, you light up tens of millions of transistors if the addition goes through a CPU pipeline. The adder itself of course only requires a few transistors...
Saying that "specialization saves dispatching costs" is minimizing the savings by orders of magnitude. Of course, the article is correct in pointing out that hardware doesn't make things free.
[source: my day job]