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Record the Free Tier, Replay It Offline: A Hash-Chained Cassette Tutorial for LLM Calls

A demo that only runs while someone else's quota lasts is a claim, not evidence. So here is the whole thesis up front: if you cannot replay your LLM run with the network unplugged, you cannot debug it, benchmark it, or hand it to a reviewer. Free model access makes experimentation cheap. It also ma…

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  1. 2026-11-07 18:26 · DEV Community — AI
    Record the Free Tier, Replay It Offline: A Hash-Chained Cassette Tutorial for LLM Calls

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