To peel peaches, fill a large saucepan with water and bring to a boil. Turn off the heat and add the peaches. Let the fruit sit in the hot water for one minute to loosen the skins. Remove peaches with a slotted spoon and transfer to a bowl of ice water. When peaches are cool enough to handle, slip off the skins and slice.