Qing Lan argues LLM efficiency gains extend beyond the serving engine

Qing Lan argues that improving large language model efficiency goes beyond serving-engine performance and extends to cluster resource management, according to an X post from LMSYS Org on November 9, 2026.

The post says this approach improves efficiency and redundancy while handling a mix of workloads. The report does not describe specific methods, measured results, or named systems.