Hello! I am a senior at UNC Pembroke pursuing a BS in Computer Science with minors in Mathematics and Physics.
I research how to make large language models reason reliably under distribution shifts, adversarial inputs, and real-world deployment conditions. Currently, I am developing step-level intrinsic calibration (SLIC), which combines process supervision with confidence measurement to train models that are both accurate and well calibrated about their uncertainty.
I work with Dr. Shaohu Zhang (NC A&T) and Dr. Prashanth BusiReddyGari (UNC Pembroke).
I'm applying to PhD programs for Fall 2026. Feel free to reach out!

