SGLang introduces Unified Memory for hybrid model GPU management

LMSYS released Unified Memory in SGLang, letting hybrid models share a single GPU memory pool across attention KV, sliding-window KV and recurrent states, eliminating manual partition tuning after a months-long rewrite of the memory system.

2026-11-12 ~ 2026-11-12 · 2 related posts

• SGLang ships Unified Memory: one shared arena kills KV partition waste in hybrid models — BanghuaZ · 2026-11-12
• SGLang ships Unified Memory: one GPU memory arena for every token lifetime, no partitioning knob — ying11231 · 2026-11-12