vLLM is the leading LLM serving engine. PagedAttention manages KV cache like virtual memory, eliminating fragmentation for 14-24x throughput gains.
Continuous batching, tensor parallelism across GPUs, and prefix caching. Supports 100+ model architectures.
OpenAI-compatible API for drop-in replacement. Used by major AI companies and cloud providers in production.