One command now launches a vLLM server on Hugging Face Jobs. This integration removes the manual overhead of configuring infrastructure for high-throughput inference. Developers can deploy open-weights models to dedicated hardware instantly. It is a modest quality-of-life improvement for those avoiding complex Kubernetes setups or manual cloud VM orchestration.