Combine first 4 ingredients in saucepan. Bring to a boil and boil for one minute.
Remove from heat and stir in oatmeal. Stir until oats are softened.
Add nuts and vanilla, mix well.
Drop by tablespoons on cookie sheet and let set. Store in airtight container.