Can you leave leopard gecko eggs with the parents?

Most of the time you can, but sometimes the mother will eat her babies. I used to have two leopard geckos. 1 male 1 Female, and they had an egg here and there. Unfortunately the eggs weren't fertile enough to strive. I'm not really sure if you can keep a baby with its mother.