Allow the cakes to cool before cutting them in half.
Spread 1/4 of the caramel mousse on each of the 4 layers.
Spread caramel dip over the top layer of mousse and allow it to drip down the sides. Melt the caramel in the microwave beforehand, if needed.
Top the cake with toasted pecans.