Industry Cooperation Short Ticketing Detection with CUBIC AI-powered fare evasion detection framework analysing 6.5M journey records, with findings widely covered by media and translated into real-world deployment. Characteristic Function Surrogates with SONY Characteristic-function-based surrogate modelling for multi-modal neural and behavioural recordings, in collaboration with Sony Japan. Competition Intelligent Electromechanical System Design National First Prize at the National College Students Intelligent Electromechanical System Innovation Design Competition (Team Leader).