Orchestra conductor coordinating musicians in a circular arrangement

Orchestrating Inference: How Kubernetes, Ray, and vLLM Coordinate Under the Hood

A deep dive into how Kubernetes, Ray, and vLLM coordinate to transform independent GPUs into a synchronized inference machine.

January 18, 2026 · 19 min