FarmSync Farmer-in-the-Loop Collective Crop Planning

FarmSync builds collective crop plans from agricultural, market and resource constraints, lets farmers accept, reject, modify, or withhold, then reoptimises while respecting fairness, commitments and consent. The LLM understands and explains requests, but the LLM does not allocate crops — the deterministic optimiser keeps allocation authority.

FINAL30 SEALED Research prototype
FarmSync research demonstrator · single-user in-process session · every record synthetic and labelled.