For the quick answer jump directly to the conclusion
Yesterday I was setting up the build for an ASP .NET Core (Web API) application I wrote, this application was using a package from the VSTS Package Management repository.
To setup this build I was using the new dotnet Core tooling (in preview) which is available when creating a new Build Definition:
