This is where the ice bath plays such an important role! Fresh eggs are naturally harder to peel. So, the ice bath stops the cooking but it also helps peel the membrane away from the egg white. Gently tap the hard boiled egg, avoiding too many little cracks, and start peeling away at it carefully. You can also use a spoon, flip it over and gently run it in between the egg white and the shell.