In a large mixing bowl, combine flour, Carob powder and baking powder. In a separate bowl, thoroughly mix remaining ingredients except nuts. Add dry ingredients to wet ingredients and mix well. Stir in nuts if using. Pour batter into a nonstick or lightly oiled 8-inch square-baking dish. Bake at 350F for 35 minutes.