In a saucepan, combine sugar and milk over medium heat.

Bring to a rapid boil and cook for exactly 2½ minutes, stirring occasionally.

Remove from heat and stir in peanut butter and vanilla extract.

Mix until smooth and pour into a greased or parchment-lined 8x8 pan.

Let cool completely at room temperature or refrigerate until firm.

Cut into squares and enjoy!