Hm, that might be due to the autoloop <video>s I have in there (which are great for illustrating the animations, but may be a bit indulgent). Which browser are you on?
And I think you're right. I just removed the loop attribute from all the <video> tags, and CPU usage quickly dropped back down to normal.