Improved a YOLOv8-based system with attention mechanisms for precise wildlife detection and species-specific, non-lethal deterrents, achieving 0.974 mAP@0.5 for sustainable crop protection using YOLOv8 Python, Hybrid Yolo, Arduino, Deep Learning, CMOS, Deterrents.