paperGoogle Scholar·27 Oct 2026·G Charan, V Balasubramaniam, M Patil…
Agri-SCHOLAR: Simulation-Grounded In-Season Rolling Advisories for Agricultural Crops Using LLM-Bounded Optimization
Agri-SCHOLAR uses LLM agents bounded by the APSIM crop simulator as an oracle to produce in-season farming advice.
Abstract
arXiv preprint arXiv …, 2026 - arxiv.org. … multiple LLM agents with a powerful crop simulator (such as APSIM in our case). The simulator crucially serves as an evaluation oracle. In Agri-SCHOLAR, the LLM agents …