Projects
CareFinder
Agentic triage system that tells uninsured patients what level of care they need, which real clinics nearby provide it, and what each one charges. Built on MedGemma 27B with a LangGraph orchestrator — every facility and price retrieved live, never estimated.
Surgical Ergonomics (InSim)
Intraoperative ergonomic simulation platform for laparoscopic and orthopedic procedures. Validated across clinical trials achieving 80% surgeon compliance, supporting the FDA Class II regulatory submission pathway.
EEG Signal Acquisition & IoT
Real-time EEG acquisition pipeline with end-to-end IoT integration for motor imagery decoding. Applied EEGLAB preprocessing and a 1D CNN classifier on AWS IoT-streamed data to decode neural signals from consumer-grade electrodes.
Medical Image Data Aug with GANs
See publication →Generative AI augmentation pipeline built on the VinDr SpineXR medical imaging dataset, expanding training data by 159%. Used diffusion-based synthesis to improve model robustness for spinal abnormality detection on under-represented classes.
Redesigning Patient Experience (quickER)
End-to-end redesign of the emergency department experience targeting NYC hospitals with 201-minute average wait times. Delivered digital-first triage and patient communication flows through user research, service design, and high-fidelity Figma prototyping.