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 actually requires

◼️ What metric could replace F1 once trust and equity enter the equation

◼️ How do you benchmark a model after deployment not just before

◼️ Why does building AI capacity in Indian states ma ...