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Latest / Grounded Intelligence: Why Most AI Innovations Never Reach the Field

Models: Why Translating the Interface Isn't Localization

Femi Royal, Senior Advisor (governance and systems), Malcolm Durosaye, Consultant, and Ahmad Raji, Associate Consultant, are co-authors of the AGX AI discussion paper on localized Agri-LLMs for small-scale producers in Africa and India. The panel unpacks how frontier AI models fail without local crop, soil, and market data; how India's AgriStack and Bhashini contrast with Africa's fragmented data systems; how tools like PlantVillage Nuru and FarmerChat are reaching farmers through voice and SMS in low-connectivity environments; and why donor-funded agricultural AI collapses without blended…

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