Science goes from question to question big questions and little tentative answers. The questions as they age grow ever broader the answers are seen to be more limited.
It's amazing that something only an atom thick can be an impenetrable barrier. You can have gas on one side and vacuum or liquid on the other and with a wall only one atom thick nothing would go through it.