Fix the Recommendation Cache (LRU)

System Alert: DB_THROTTLE_WARNING The Recommendation API is hitting database rate limits. Users refreshing their "Top Picks" are triggering redundant, heavy DB queries. Fix: Implement an LRU (Least Recently Used) cache to serve the last N requests instantly and evict the oldest when full.