I always keep the lid down.

Bo fell into our pool once. It was weird. It wasn't open yet (drained down below the return lines) but we had taken the cover off. I don't know how he managed to fall in, but he has never been a graceful cat. I started to go in after him because I didn't think he'd be able to get out because the water was so low, but he got out- fast!