That means the PlayStation Store, and account management will be out of action. Signing in before the maintenance slot should keep you signed in to PSN.
Probably not the best day for it really as the Battlefield 3 beta has now gone public on PlayStation 3. Also the mega-huge 1.55 update for PlayStation Home launches today, forever changing the virtual world of avatars.
