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Correlating Telegram AI-writer replies without confusing correlation for correctness

A Telegram-based writing workflow has an awkward boundary: the content engine sends a text file to a separate AI writer, then receives one or more messages back. The listener needs to know when those messages belong to a particular request and when it can stop waiting. The implementation in llm.py…

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  1. 2026-11-10 04:51 · DEV Community — AI
    Correlating Telegram AI-writer replies without confusing correlation for correctness

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