Design a Video Recommendation System

Design an ML system that recommends videos to users on a large-scale streaming platform. The system should handle cold-start users and items, balance relevance with diversity and freshness, and serve recommendations in real time. Consider candidate generation, ranking, and re-ranking stages, user engagement signals, and how to avoid filter bubbles.