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I compared six decision models using Urdu WhatsApp messages. The language wasn’t the issue; overconfidence was.

This story is from 2026-10-11. It is preserved in the archive; the latest stories are on the live feed.

I'm building an auto-reply for small shops on WhatsApp. The owner writes a few answers once: prices, opening hours, the address. When a customer asks, the right one goes back. My first version matched keywords, the way most auto-reply tools do: a message containing "price" gets the price answer. I…

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  1. 2026-10-11 10:37 · DEV Community — AI
    I compared six decision models using Urdu WhatsApp messages. The language wasn’t the issue; overconfidence was.

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