It was Gary Gilmore's execution by firing squad that became the first execution since the Supreme Court had previously declared capital punishment laws unconstitutional some years' before.
Gilmore's last words, if I recall correctly, were "let's do it."
I would argue that the firing squad is the fastest and most humane method of inflicting the death penalty.