Nuts add a rich, crunchy element to a wide range of different baked goods, including brownies, and it's even better if the nuts are toasted, which helps to release their oils and make them taste even nuttier. While celebrity chef Alton Brown recommends the toasting step, he has a slightly different prep tip for better-tasting nuts in brownies.