Design a high-scale, real-time recommendation engine for a short-form video platform. The system must handle a corpus of over a billion items, provide sub-200ms latency for a 'For You' feed, and optimize for multiple engagement metrics including watch time and social interactions while effectively managing content cold-start and real-time user interest shifts.