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Voice-authenticity gate for Arabic LLMs — detects Najdi (Saudi) vs Levantine/Egyptian/Iraqi/Maghrebi dialect leak. Used in production by Codad (codad.co) and Turjuman. By Ali Alkinani — alkinani.live.