A Year of LLM Inference Tuning: vLLM vs SGLang

A developer shared a year-long retrospective on LLM inference optimization, benchmarking vLLM against SGLang across single-GPU and multi-node setups with stress tests reaching 2000 rpm before crashing at minute six. The biggest lesson: the lack of a solid mental model of the machine.

2026-09-03 ~ 2026-09-03 · 2 related posts

• A year of LLM inference tuning: vLLM vs SGLang, 2000-rpm load tests, and the real bottleneck — abhijithneil · 2026-09-03
• A Year of LLM Inference Optimization: vLLM vs SGLang, Load Tests to 2000 rpm — abhijithneil · 2026-09-03