Fill it with down
Unfortunately, there is a "downside" to down: When it gets wet, it quits insulating. And if you get a rip in the bag, the down will fly away. Down can also clump, leaving poorly insulated spots. It also compresses under the weight of your body, leaving you lying on the cold, hard ground.