Automation is a key element in the concept of Industry 4.0, aims to enhance efficiency and flexibility in production processes. This study built an automated circuit for defect detection of oil palm fruitlets using You Only Look Once (YOLO) algorithm. YOLO was chosen for its ability to detect objects in real-time with high accuracy. This study involves several stages, including the preparation …