After creating a non-admin user, I could no longer change admin user's password. Had to login to non-admin user's account and change admin from there, after entering admin password. Definite bug.
Recreate: Create non-admin account, try to change admin account password. Next: Login to non-admin account, authenticate to change admin account, easily change password for admin account.