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Open-source releaseEfficiency & Inference · MLOps, Tooling & Infrastructure1 source · Jan 9, 2026

sgl-project/sglang gateway-v0.3.1: Release Gateway-v0.3.1

We're excited to announce SMG v0.3.1 – a game-changing release with 10-12x performance improvement and 99% memory reduction in cache-aware routing, plus enterprise-grade security!

Key points

  • 🌲 Radix Tree / Cache-Aware Routing: 10-12x Faster + 99% Less Memory ⚡
  • Our cache-aware routing can now handle over 216,000 cache insertions per second (up from 18,900), with latency dropping from 52.9 microseconds to just 4.6 microseconds per operation.
  • Before: ~180 KB per node (DashMap default config on 170-core machines)
  • Production-grade security for control plane APIs with native support for industry-standard OIDC providers: Google, Azure, Oracle, GitHub, and more.

Sources (1)

  • [1]sgl-project/sglang gateway-v0.3.1: Release Gateway-v0.3.1
    GitHub: sgl-project/sglang · Jan 9, 06:18 AM
    We're excited to announce SMG v0.3.1 – a game-changing release with 10-12x performance improvement and 99% memory reduction in cache-aware routing, plus enterprise-grade security!
    ## 🌲 Radix Tree / Cache-Aware Routing: 10-12x Faster + 99% Less Memory ⚡

Extractive summary: sentences quoted from the sources.

Before this

  1. Jan 1, 2026sgl-project/sglang v0.5.7
  2. Oct 15, 2025pytorch/pytorch v2.9.0: 2.9 Release Notes

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