🐈Search Engine Indexing

Efficient LLM output caching requires intelligent management strategies, including update, invalidation, and elimination mechanisms. The system dynamically optimizes storage strategies by analyzing request patterns and cache hit rates. Using methods such as Least Recently Used (LRU) algorithms and time-based invalidation mechanisms ensures the cache maintains the most valuable content. Through preloading and warm-up mechanisms, combined with efficient indexing and search engines, the system can more intelligently predict and respond to user needs, achieving optimal utilization of cache resources.