Red Hat Bets on vLLM to Tame Enterprise AI

Red Hat is pushing vLLM as the standard open-source inference engine for enterprise AI, drawing parallels to how Linux and Kubernetes unified earlier infrastructure eras. The company's acquisition of Neural Magic strengthens its position in inference performance and quantization, with model providers already building to vLLM before release. Red Hat CTO Chris Wright emphasizes that managing hundreds or thousands of AI agents demands trust through sandboxing, least-privilege access and identity governance. He argues the future requires deliberate hardware and model heterogeneity, matching workloads to the most cost- and power-efficient options rather than defaulting to the largest available models.