Quail: Open-Source AI-SQL Engine Hits 1B+ Tokens/min on One H100

sh_reya · x · 2026-09-25

Quail, a new open-source AI-SQL engine built with Modal, plans queries and LLM inference together, reaching 1B+ input tokens/min on a single H100 for one query. Existing AI-SQL systems optimize only at the logical/physical level — the authors argue AI-powered data operators are a new inference workload with lots of low-hanging fruit in the inference stack.

Related event: UC Berkeley and Modal Open-Source Quail, an AI-SQL Inference Engine(25 posts)→

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