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AMD Γ— vLLM Semantic Router: Building Trustworthy, Evolvable Mixture-of-Models AI Infrastructure

Β· 8 min read
Xunzhuo Liu
AI Networking @ Tencent

AMD is a long-term technology partner for the vLLM community: from accelerating the vLLM engine on AMD GPUs and ROCmβ„’ Software to now exploring the next layer of the stack with vLLM Semantic Router (VSR).

As AI moves from single models to Mixture-of-Models (MoM) architectures, the challenge shifts from "how big is your model" to how intelligently you orchestrate many models together.

VSR is the intelligent brain for multi-model AI. Together with AMD, we are building this layer to be:

  • System Intelligence – semantic understanding, intent classification, and dynamic decision-making.
  • Trustworthy – hallucination-aware, risk-sensitive, and observable.
  • Evolvable – continuously improving via data, feedback, and experimentation.
  • Production-ready on AMD – from CI/CD β†’ online playgrounds β†’ large-scale production.
AMD Γ— vLLM Semantic Router