Xunzhuo Liu Intelligence beyond any one model.
05About

About

From frontier research to systems in production.
End to end, in the open.

  • Senior Member of Technical Staff
  • Open Source & AI @ AMD
  • Founder · vllm-sr.ai
  • Previously Tencent

I build the decision layer of AI: which model, on which compute, for every request.

Shaping open infrastructure since 2018 — from the network layer of the cloud to the models that decide.

  • Intelligent routing
  • Open decision models
  • Mixture-of-Models
  • Agents

Intelligence beyond any one model.

Models
  • Small
  • Large
  • Reasoning
  • Open
  • Closed
Compute
  • CPU
  • GPU
  • NPU
Placement
  • Cloud
  • Data center
  • Edge
  • AI PC
Goals
  • Quality
  • Latency
  • Cost
  • Privacy
  • Safety

Which intelligence, on which compute, should serve each request?

That decision is the new bottleneck. I build it in the open.

  1. 01

    Users choose the preference, not the model.

    Speed, accuracy, cost, or balance. The system decides how.

  2. 02

    There is no best routing algorithm.

    So the decision layer has to be programmable.

  3. 03

    Routing alone is not enough.

    Workload is semantic. The pool is physical. The router translates.

  4. 04

    Decisions belong in the open.

    Open weights, open runtime, open evaluation.

The user chooses the preference. The system chooses how to realize it.
  1. 2025.09

    vLLM Semantic Router launches publicly, through vLLM.

    Open source
  2. 2025.10

    When to Reason is accepted at NeurIPS MLForSys.

    Research
  3. 2026.01 — 06

    Iris, Athena, Themis: auto selection becomes a programmable decision system.

    Open source
  4. 2026.07

    5,000 stars in under a year, and a new mission: Mixture-of-Models.

    Open source
  5. 2026.09

    v0.4 Hermes ships with Vela 1.0 and Decision 1.0.

    Models
  6. 2026.10

    Decision 3.0 debuts at #1 on the Jev Decision Index. The Decision API opens free.

    Models
  7. 2026.12

    Two posters at NeurIPS 2026, Sydney: MOSAIC and The 1/W Law.

    Research
  1. 2018 — CNCF Open source Software engineering at UESTC, then CNCF projects.
  2. Tencent Tencent Gateways and mesh Envoy and Wasm gateways for Tencent Games, Tencent Cloud Mesh, AI networking for TKE.
  3. AMD AMD Open Source & AI Open foundation decision models, trained and served on AMD Instinct.
  4. 2025 — vLLM Semantic Router Founder vLLM Semantic Router, end to end.
Maintainer and reviewer
  • Envoy Gateway
  • Envoy AI Gateway
  • Istio
  • Kiali
  • Aeraki Mesh
  • Merbridge
  • Kubernetes Gateway API
For years I taught gateways where traffic should go. Now I teach systems where intelligence should go.
01Start here vLLM Semantic Router