Does your tachometer not work? It shows 0 RPM at the same time as the video has the sound of a running engine.
Otherwise, it does kind of sound like valve train noise. The lash adjusters (and the entire VVT system, and the timing chain tensioners) work off of oil pressure, so a lack of oil...