YouTube has a subscriptions feed that shows videos only from channels you follow.

I’ve found that turning the watch history off results in more accurate and relevant recommended videos from videos you watch from your subscribed channels.

When the recommended videos suddenly go off kilter, it’s telling that the video you’re watching is somehow related to the weird side of YouTube.