# Qing Lan on improving LLM efficiency beyond the serving engine

> Original title: Qing Lan (@LinkedIn) on LLM optimization beyond the engine.

- Source: LMSYS Org
- Published: 2026-11-09T23:15:39.000Z
- Bad Influence: https://badinfluence.news/items/z0a9b2ydjggyjq1qvnnxqr01l
- Original: https://x.com/lmsysorg/status/2119931958243537154

## Summary

Qing Lan argues that LLM optimization extends past serving-engine performance to cluster resource management. The post says this approach improves efficiency and redundancy while handling a mix of workloads.

## Post

Qing Lan (@LinkedIn) on LLM optimization beyond the engine.

From serving-engine performance to cluster resource management: improving efficiency and redundancy while handling a mix of workloads.

![](https://badinfluence.news/api/img-proxy?u=https%3A%2F%2Fpbs.twimg.com%2Fmedia%2FHWuB6oVaoAAlVus.jpg&mode=thumb&exp=1794528000&sig=57c8f1b03b461260)