Projects
A mix of research prototypes, systems work, and side projects. Use the filters to narrow by topic or tech.
Showing 11 projects.
2025A full-stack React Native + Firebase app that lets students broadcast and join spontaneous hangouts in real time — live in a 3-day pilot, 10 users generated 67 quests.
2025An interactive early-warning dashboard that fuses wastewater viral load, hospital admissions, and air-quality signals into a single biosecurity risk index with tiered alerts.
2025Built a GPT-2 Transformer from scratch and benchmarked parameter-efficient adaptation methods (LoRA, ReFT, soft prompts) against full fine-tuning — ReFT matched or beat full fine-tuning accuracy using 0.02% of the trainable parameters.
2026A patient-specific computational pipeline — 3D modeling, mesh generation, and CFD simulation — quantifying how virtual stent placement changes cardiovascular hemodynamics at rest and during exercise.
2026A miniaturized transesophageal photoacoustic sensor developed across four staged milestones to estimate pulmonary venous oxygen saturation in neonates with congenital heart disease.
2025As product manager with Develop for Good, led an accessible, cognitive-friendly website redesign for acquired-brain-injury patients and caregivers.
2024Built a benchtop centrifuge from scratch — fabricated rotor and enclosure, Arduino motor control, optical RPM sensing, and phase-aware visual and auditory feedback so operators can safely step away during long runs.
2025A Python pipeline that extracts and quantifies hepatic flow metrics from 4D Flow MRI to study Fontan hemodynamics and AVM risk.
2025Generates budget- and time-aware daily itineraries for San Francisco by pairing a learned user–POI satisfaction model with a beam-search planner.
2023Benchmarked large language models for logical-fallacy detection and co-developed a detector with reproducible evaluation pipelines.
2026A biodesign concept pairing a companion app with a physical plush penguin to help kids and parents manage recovery after pediatric tonsillectomy, cutting readmissions.