Lately, most/all of the recommendations are based globally on every video i've ever watched, so the recommendations are almost the same no matter what video i watch, so it's tougher to discover new things. For some reason, it insists on constantly recommending videos i have watched before, which is annoying. Maybe it's because i use youtube as a music player often and i do repeat videos. It is amazing for video game OSTs, which i enjoy and are hard to find anywhere else.
I could certainly see how this could lead people into isolated thought bubbles, especially with how the algorithm is lately compared to a few years ago, it has happened with myself to some extent.