Maiar doesn't remember what you do in a Private Window. Sites you visit won't show up in your history, and cookies vanish when you're done.
Private Windows don't make you completely anonymous online, though.
Private browsing stops Maiar from saving browsing activity beyond the current session; however, you activity may still be visible to:
Certain websites you visit
The administrator of your network
Your internet service provider