Why does Continuous Batching matter for AI governance?

The technique was popularized by vLLM in 2023 and is now standard in production LLM serving including TensorRT-LLM (as in-flight batching), Text Generation Inference (TGI), Triton Inference Server, and most managed inference platforms. Continuous batching enables 2x-10x throughput improvements over static batching at the same hardware, with minimal latency impact. The