Hm not sure on that one, it almost sounds like the starter is staying engaged too long once the engine fires. I've had a manual with worn teeth on the flywheel that would whir sometimes at turnover if the starter was trying to engage at just the right spot.
Maybe others will have some ideas, but how about a video from the top of the engine bay, and from underneath where the engine connects to the transmission?