Apply hard business rules and an exploration layer. Don’t let raw math ruin the UX. Implement immediate post-processing filters to block out-of-stock, irrelevant, or repetitive categories. Additionally, inject a 10% mix of globally trending or popular items to break bad feedback loops and help the model safely discover new user interests.