Moshayedi, A.J. et al. 2026. Smart Agro-ecosystem: A Review of LLM-based Robotic Systems for Sensing and Decision Support in Precision Agriculture. EAI Endorsed Transactions on AI and Robotics. 5, (Jun. 2026). DOI:https://doi.org/10.4108/airo.13032.