Using a rubber spatula, stir in the flour, vanilla, and walnuts. Spread the mixture in the prepared brownie pan and transfer to the preheated oven. Bake for about 25 minutes, or until the edges start to pull away from the pan. Remove from the oven and set on a wire rack to cool completely before cutting into squares.