Mix flour, brown sugar, oatmeal, baking soda and butter. Press 2/3 of mix in bottom of cookie sheet. Bake at 350 degrees for 10 minutes.
Melt caramels and milk together.
Sprinkle chips and nuts over bottom layer. Spread caramel mixture and sprinkle rest of cake mixture over caramel. Bake an additional 20 minutes.