Combine sugar and milk in a saucepan over medium heat, stirring until dissolved.

Add butter and continue cooking, stirring steadily, until the mixture thickens and turns golden.

Stir in vanilla and nuts quickly until evenly coated.

Drop spoonfuls onto wax paper and let cool completely before breaking apart.