In Taiwan, traffic violations, especially those involving motorcycles, remain a problem. In 2022 alone, traffic accidents resulted in 3,085 deaths and nearly 500,000 injuries, the highest in a decade. Limited police resources make traffic violation enforcement difficult, leading to a gap between issued penalties and actual infractions. Traditional enforcement methods pose safety risks to officers,…