Items to cut out include refined sugars (including all fruit juices), agave and maple syrups, and honey, and refined grains such as white flour, white rice, and white pasta. You'll be inclined to find cheats like “whole wheat” bread whose main ingredient is actually white flour, but it's important to avoid those.
