vLLM optimizations on a 6-GPU cluster reduced voice AI latency by 40% for a Qwen-based system, enabling 500 concurrent sessions per node without hardware upgrades.

Published paper on arXiv detailing three-stage optimization pipeline achieving 98× speedup

Optimization breakthrough enabling long-context classification on shared GPUs without dedicated GPU