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How I built one shared core for Telegram, Discord and Slack: a manifest, an adapter, and no fourth copy

Ankita AI is a desktop AI assistant by Krish Verma, and until last week it talked to Telegram in two different voices. The terminal daemon had its own Telegram code, and the desktop app had its own — same bot, same user, two implementations that could disagree about who was allowed to talk to it. P…

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  1. 2026-11-06 10:28 · DEV Community — AI
    How I built one shared core for Telegram, Discord and Slack: a manifest, an adapter, and no fourth copy

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