Its been pretty much covered.

A good pad, bag and a nightcap. I use a wool watch cap.

Leave the heaters for the wall tents or a "hang out" shelter.

If you need a warm layer for when you don't want to get up, don't wear them, but throw them in your bag or throw them in the bag sack or pad bag for a pillow. You don't need extra layers in a bag that works.

A good bag taller than you are is vital.