You may clear the watch history once in a while to reset.

I came here to ask if there is some way of fixing this. I'm guessing not.

Youtube lately seems particularly bad in terms of showing lots of "shorts" all over when I have zero interest in watching them, but also suggested videos seem somehow aggressively chosen. I'm not sure how to describe that, but that's what it feels like to me.