Turn off your watch history. It disables the front page and shorts, but you can still watch any video you want and also follow your subscriptions. You still get recommendations next to each video but I find those much less problematic personally.

Unfortunately, with watch history off, YouTube still pushes Shorts in the subscriptions page (at least on mobile web, which is where I primarily use YouTube).