When you will have videos on watchOS ???
watchOS 2 videos are planned, but nothing scheduled yet.
Tim Trautmann commented
I would be perfectly content with playing the videos via Air Play to the new Apple TV but when I try this, I get the generic error message: An error occurred playing this content.