Do you put fudge in the oven?

Some people do, others do not. Peanut butter is shelf stable and is perfectly fine to be stored at room temperature or in a pantry. Some prefer to put peanut butter in the fridge, especially after opening, because this will extend the shelf life slightly, but it is not necessary.