Advanced Prompt Caching at Scale

2026-04-13

Prompt caching improves latency and cost by reusing KV states, but scaling across replicas reduces cache hit rates unless mitigated with session affinity, tiered routing, and prefix-aware load balancing. Optimal performance depends on structured prompts, monitoring, and balancing local versus shared cache tradeoffs.