Fresh Herbs
You might be surprised at this one, considering that adding herbs is huge in flood flavoring in any cooking method.
Fresh herbs may look lovely, but letting herbs sit in heat for too long can strip them of flavor. Add them at the tail end of the cooking process so you can keep that yumminess.