When the chocolate/butter mixture has cooled a little, whisk in the eggs and vanilla. Make sure to cool (this is important), otherwise the eggs will cook.
Add the dry ingredients and whisk to combine. Stir in the chopped walnuts.
Use small sifter to sprinkle powdered sugar on top of warm brownies.
Slightly adapted from All Recipes.