Production-Grade LLM Inference at Scale with KServe, llm-d, and vLLM | llm-d

How migrating from a simple vLLM deployment to a robust MLOps platform utilizing KServe, llm-d's intelligent routing, and vLLM solved significant scaling and operational challenges in LLM deployment through deep customization and prefix-cache aware routing to maximize GPU utilization.