Place sheets of wax paper on two baking sheets and set aside. Combine sugar, butter, and milk in a large saucepan over medium heat. Stirring frequently until the butter has melted.

Immediately stir in the oatmeal, peanut butter, and vanilla until fully incorporated.

Make sure you use 1-minute/quick-cooking oats in this recipe. Old fashioned oats will be too firm.