Wash asparagus. Rest the tip of the asparagus stalk on the counter. Then, using a potato peeler, start peeling down 2inches from the tip. Rotate the stalk by the tough base as you peel. At the point where the peeler becomes hard to pull, the stalk becomes tough and inedible.