This system combines RGB and thermal imaging with environmental data and GPS tracking to detect agricultural pests. It uses YOLOv8 for object detection on both image types, fuses the outputs for improved accuracy, and optionally stores results in the cloud. The modular architecture includes pest detection, image capture, and location modules, and is designed for flexible deployment and extensibility.