Add all of the ingredients, except for the peanut butter in a medium sauce pan, heat over medium-low heat. Let it cook, while constantly whisking for about 4 minutes. Stir in peanut butter and cook while constantly whisking for another 3-4 minutes. Remove from heat, stir and serve. This caramel sauce you can serve immediately, my preference or let it cool, and refrigerate for later.