Unable to load task handler PowerShell for task VSBuild

If you are setting up to run Team Foundation Server’s vNext build system that Microsoft is previewing on VSO you may hit a “Unable to load task handler PowerShell for task VSBuild with version 1.0.1” error when you try to build on Windows Server Technical Preview.