Selected research projects and independent studies.
A gamified, real-time online collaborative composition tool with varied timbres, drum accompaniment, difficulty levels, and live performance scoring — built during a year-long research assistantship in the Collaborative Music Lab research program led by MIT Lecturer Ian Hattwick.
Independent research developing a reinforcement-learning–based recommendation algorithm to personalize problem selection and boost engagement in an online math tutoring system.
An AP Research study assessing how well AI music models across generations capture intended emotional effects, using a neutral, cross-validated pipeline.
An AI-powered virtual companion integrating speech recognition, facial-expression transfer, voice simulation, and lip synchronization for real-time interaction with elderly users.
Summer research programme under Wake Forest Professor Amol Joshi exploring AI applications in healthcare and precision medicine.
An AP Seminar research paper examining how monuments, everyday architecture, and physical landscapes shape cultural identity and community resilience.