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1,000 questions, one pass, 200ms — and it never writes a word

I built a batch question-answer extractor because I was tired of watching agents loop one question at a time through an LLM, paying latency and tokens for every single call. The idea was simple: give it a document and 1,000 questions, and get back structured answers in a single pass without the mod…

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  1. 2026-11-12 20:02 · DEV Community — AI
    1,000 questions, one pass, 200ms — and it never writes a word

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