Wordpress admin bar cached and shows for non-logged in viewers

Hi, I just noticed that if a logged in user, admin or someone else visits a post or page for the first time then that user’s logged in admin bar will be cached and visible to everybody else that visits that same page after the logged in user.

How can I prevent this?