Is the Exchange PowerShell v2 module supported?

Microsoft recently introduced the Exchange PowerShell v2 Module.

With a simple

Install-Module ExchangeOnlineManagement 

you can use the new Modules. Is this supported for the Exchange Online target, or do I still have to install the old PowerShell Module via Hybrid | Setup in the ECP?