Quail: open source AI-SQL engine hits 1B+ tokens/min on a single H100

sh_reya · x · 2026-09-26

shreya announced Quail, a new open source AI-SQL engine built with Modal: by planning queries and LLM inference together, it reaches 1B+ input tokens/min on a single H100 for one query.

AI-powered data operators form a novel inference workload — AI-SQL inference over the piles of agentic trace data teams generate could unlock substantial new capabilities and insights. Commenters see this as a workload class poised to grow significantly.

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