The Stadia controller will need to be plugged into the device you're using to play your games, except for the Chromecast Ultra.
Google Stadia Controller Won’t Be Fully Wireless at Launch : Read more
Google Stadia Controller Won’t Be Fully Wireless at Launch : Read more