Combine butter, sugar, and milk in a sturdy pot.

Bring the mixture to a rolling boil, stirring continuously, and let it boil for 1 minute.

Remove the pot from heat and incorporate peanut butter, vanilla, and oats.

Using a spoon, drop cookie mixture onto parchment paper.

Allow the cookies to cool until firm.