Place eggs in a saucepan and cover with water. Once water comes to a boil, continue to boil for 3 minutes then remove from heat and cover the pan. Let sit, covered and undisturbed for 12 minutes. Run tepid (not cold) water over the eggs until they can be handled. Cold water can make the eggs tighten and harder to peel. Peel shells off the eggs.