research experience Spatial Cognition and Block Building Developed a Unity-based virtual block-building game to evaluate infants’ spatial reasoning, replicating a study from the Language and Cognition Lab at Johns Hopkins University (advised by Dr. Anand Malpani) coursework Lyric Transcription in Noisy Environments explores how to make lyric transcription actually work in noisy, real-world audio — café recordings, concert clips, and phone-captured music. (GCT 634 Musical Applications of Machine Learning Project) GRASP A training-free LLM system that learns from each session to make FPS games clearer, gentler, and easier for older adults to play. (Game Society and Culture Project) personal work Winter in Manseokdong A short film about JUN, a 12-year-old Korean girl who lives in a slum and her confused feelings towards life and death (Indie Short Fest Award Winner)