I use the snugtime sleeping bags which are made from polar fleece and lined. I also have Caleb in lightweight pj's.

When he was small enough to stay put I had a sheet and one blanket for tucking him in. Now he's all over the cot I put him in with no blanket and wait till he's asleep and then sneak in and lay another blanket over him.