Mix the softened butter, sugar and peanut butter together
Stir the egg and milk in another bowl
Pour the egg mixture into the peanut butter mixture and beat it until smooth
Add filtered all purpose flour and baking soda into the mixture
Optional : add chopped walnut
Shape dough into 1 inch ball. Preheat oven to 300 degrees and bake for 7-10 mins.