Computer vision belongs in the field, not just the lab

Perfect is the enemy of deployed

A vision model that is 99% accurate in a lab but requires connectivity, cooling and a data scientist on call will never run on a real farm.

Constraints are the design

Dust. Heat. Intermittent networks. Power limits. These aren't edge cases in agriculture — they are the environment. Edge AI that runs on-device, degrades gracefully and flags uncertainty is worth more than a fragile state-of-the-art model.

Early beats exact

Catching disease or stress a week earlier changes the economics of an entire season. We optimise for timely and reliable over perfect and brittle.