A highly specialized recommender feels ideal: it knows your taste and always shows "the right thing". My research shows a hidden cost: when the agent is too narrowly tuned to your past, it narrows options and reduces discovery.
For companies, the lesson is to design recommenders with some novelty and "unlearning" built in — not only relevance, but variety, so the customer isn't locked in a bubble.