This represents a fundamental constraint in production inference systems. Supporting more concurrent users? Requires expanded KV cache. Handling longer contexts? Demands more KV cache. Reducing inference costs? Necessitates KV cache optimization. We're exchanging computational overhead for increased memory requirements.
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