Combine butter, milk and sugar in a saucepan. Add vanilla extract. Cook on high heat to a rolling boil. Lower temperature to medium heat and continue to boil for 20 minutes, stirring constantly. Remove from heat and add pecans and stir until mixture thickens. Quickly drop onto greased foil. Let cool.