Recently completed a successful clean installation of Windows 8.1 x64. Will often access computer by Remote Desktop. Have no RESTART or SHUTDOWN options in RDP session. As an interim solution, created desktop shortcuts linking to RESTART and SHUTDOWN commands.
How do I add these commands to the Win8 Start Menu?