Though I should point out that the hyphen at issue in the link, in "fully-developed nation," is definitely incorrect. Hyphens can be appropriate between two adjectives, but never between an adverb (which "fully" is) and an adjective.
Hyphens are usually needed (dare I say required?) between an adverb and adjective forming a compound adjective when the adverb does not end in ly.