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A real-time defect detection system built with computer vision and YOLOv8 that inspects water bottles on a production line. It uses a USB webcam to capture live video, applies an object detection model to spot common defects (like missing caps, labels, or deformations), and streams results through a web dashboard with analytics and history logging.