Same problem - default audio output menu only lists TV speakers. Workaround posted by pacman thankfully worked: TV home button long press —> airplay menu.
so this is still a problem. And add to that that the YouTube app audio is still getting cutoff 1 second into video playback. Extremely frustrating.