Easiest PB Fudge EVER 2 cups sugar, 1/2 cup milk, 1 tsp. vanilla, 3/4 cup peanut butter. Bring sugar and milk to a boil. Boil two and a half minutes. Remove from heat and stir in PB and vanilla. That's it.