When making this grilled asparagus recipe, if the asparagus is thin, they will be tender, and peeling the outer layer is not necessary. Very thick asparagus can be peeled to give a more tender flavor to the asparagus. Discard the trimmings, add to the compost heap, or add to your veggie trimmings to make homemade veggie stock.