Was looking how to do it b/c iframe code didn't work, then found this:
This feature is called oneboxing and works with a lot of different formats, like PDF, MS-Office Docs, URLs, GH-Links etc. I didn't find a documentation that lists all the content-types though.
Basically you put the video URL on it's own single line and it is embedded, like here.
