vLLM OpenAI-Compatible API
vLLM is a high-throughput and memory-efficient inference engine for LLMs, implementing PagedAttention for efficient KV cache management. vLLM exposes an OpenAI-compatible REST API allowing seamless migration from OpenAI endpoints. In 2026, vLLM integrates with KServe via LLMInferenceService and llm-d for production-grade distributed LLM inference. Powers major LLM deployments at scale.