Serving LLMs on AMD Instinct Get a vLLM endpoint running on AMD Instinct GPU hardware. Prerequisites - ROCm driver and installed on the GPU host - Docker running and accessible (check with ) - and present on the GPU host - HuggingFace token in env var (required for gated models; not required for Qwen3 or Gemma). For gated models (Llama 3.2, Gemma, etc.), the HF token must belong to an account that has accepted the model's license at . A valid token without license acceptance will fail with an opaque "Engine core initialization failed" error. - For remote GPU: SSH key access configured ( must…