You can up your session timeout within Joomla itself in the configuration area, and this may be a solution that works for you. The default of 15 minutes is always one of the first items I kick up when setting up a new site.
As for the remember me box, we can't keep the Facebook credentials, but we can investigate adding a "Remember Me" for the Joomla username/password.
Remember Me?
