TLDR Data · LAUNCHES & TOOLS

BUILDING AN ULTRA-HIGH THROUGHPUT AI-SQL ENGINE

fsdatalab.github.io13 min read

Summary from the TLDR Data newsletter

Quail is an open-source AI-SQL engine that jointly optimizes query planning and LLM inference, running 1.84x faster than tuned vLLM on average and up to 14x faster on some workloads. It reduces wasted KV-cache work and GPU scheduling overhead, making large-scale LLM filtering and joins much cheaper.