Latest / Grounded Intelligence: Why Most AI Innovations Never Reach the Field
The Benchmark Gap: Why Standard AI Metrics Fail Smallholder Agriculture
F1 scores weren't built for farms with cottages, livestock, and bore wells on the same parcel. Praveen Pankajakshan and Deepa Karthykeyan (Athena Infonomics) join us live for real-time Q&A and first access to new insights rethinking AI benchmarking for smallholder agriculture.
Praveen explains:
◼️ Why do F1 and BLEU scores miss what actually matters on smallholder farms
◼️ What happens when a crop identification model meets cottages, roads, and livestock in one parcel
◼️ How can agriculture borrow a gold standard from the health sector
◼️ Why does no one fund the localization smallholder AI…
The skinny
The skinny isn't ready yet — notes appear once the transcript is processed.