FAIRY Deploys Agentic AI for Full-Season Soybean Farming

Summary

Researchers present FAIRY, a full-stack agentic system deployed at a soybean research farm. It coordinates the complete production cycle, integrates machinery, sensors, drones, satellites, weather data, crop models, and farm records, and represents changes as events in a shared spatiotemporal process engine. Nine agent controllers are evaluated across 100 full-season scenarios, with metrics covering operational success, path correctness, token cost, and edge-device runtime.