+1 for cleaning up the watch history. It's pretty nice that youtube let's you edit that and doesn't use a "full history" to train the recommendation algorithm.

I try to be careful and always use private browsing when opening "suspicious" videos, but every now and then, one slips and taints my recommendation.

OTOH, with a clean history, I barely subscribe to channels, since new videos usually end up in the recommendations, anyway.