---
type: reference
title: "Mixed-Vendor Experiments"
description: "Real-world NVIDIA + AMD Strix Halo multi-node experiments: what works (llama.cpp RPC, Vulkan split), what breaks (mixed CUDA+ROCm vLLM), measured tok/s."
tags:
  - pipeline-parallelism
  - research
timestamp: 2026-08-14
---