Chloe witnessed multiple accidents caused by poor visibility while visiting bus stops in Toronto at night. She integrated vehicle cameras, radar, and sound sensors to train a neural network model that can identify potential dangers in real-time and provide dual alerts through a mobile app and LED warning lights. Small-scale pilot testing showed a 70% reduction in accident rates.