The Latency Trap: Why Speed Alone Can't Save KV-Cache Optimization

This analysis reveals that while hardware-friendly int4 K/V quantization can hit speed targets, failing the logit quality gate makes it impractical for real-world LLMs. It highlights a critical engineering discipline: a speed ceiling only grants permission to test quality, not to proceed with full implementation.