AION
Open-source releaseEfficiency & Inference1 source · May 5, 2026

sgl-project/sglang v0.5.11

Speculative Decoding V2 by default: Spec V2 (with overlap scheduling to hide CPU overhead) is now the default, materially reducing per-step CPU cost for EAGLE/MTP/DFLASH paths: #21062

Key points

  • Decode Radix Cache for PD Disaggregation: Decode-side prefix caching now works under prefill/decode disaggregation, recovering radix-cache hit rates and TTFT savings for long shared prefixes in disaggregated deployments: #19746
  • Day-0 / New Model Support: Gemma 4, GLM-5.1, Qwen3.6, MiMo-V2.5 / V2.5-Pro, Ling-2.6-Flash, Mistral Medium 3.5, and Kimi-K2.6 — with cookbook recipes for tuned deployment commands.
  • DFLASH Speculative Decoding: New high-throughput spec-decode kernel from the kernel community, expanded across model backends and AMD ROCm: #22077, #22358, #22342, #23553
  • LoRA support for DeepSeek-V3 and Kimi-K2: LoRA now works on the largest MLA-based MoE models, including DeepSeek-V3 MLA LoRA and Kimi K2 — enabling adapter-based fine-tuning of frontier-scale models: #22323, #22381

Sources (1)

  • [1]sgl-project/sglang v0.5.11
    GitHub: sgl-project/sglang · May 5, 09:28 PM
    - **Speculative Decoding V2 by default**: Spec V2 (with overlap scheduling to hide CPU overhead) is now the default, materially reducing per-step CPU cost for EAGLE/MTP/DFLASH paths: #21062
    - **Decode Radix Cache for PD Disaggregation**: Decode-side prefix caching now works under prefill/decode disaggregation, recovering radix-cache hit rates and TTFT savings for long shared prefixes in disaggregated deployments: #19746

Extractive summary: sentences quoted from the sources.