Insights

Ideas, notes & field insights.

Essays, field notes and fresh perspectives on the ideas behind our work — and the realities that shape them.

PerspectivesSeptember 01, 2026

What If India's AI Advantage Isn't Another Model?

For years, the AI race has been measured in parameters, GPUs and billion-dollar training runs. But what if the next race is won by building the smartest environment around the model — and that is where India's real advantage lies?

10 min readRead

PerspectivesAugust 25, 2026

The Billion-Person Algorithm

How Bharat could turn its population into its competitive advantage — by not copying anyone else's. A journey through Bharat's assets in the AI race, and why that matters.

11 min readRead

ApproachMarch 18, 2026

Why research-first matters in agri-tech

Agriculture is a physical, seasonal system. Models that skip the field tend to fail quietly — here is why we build the other way around.

6 min readRead

ResearchFebruary 09, 2026

Reading a field like a model does

What a neural network actually sees when it looks at a crop — and why that changes how we collect training data.

5 min readRead

Field NotesDecember 04, 2025

From satellite pixels to sowing decisions

How a weather forecast, a soil map and a crop model come together into one timely recommendation.

7 min readRead