Career &
Experience

EpiWatch

Built a production wearable ML platform for real-time seizure detection. Novel algorithm with 10x improvement over prior art, FDA-cleared. Led on-device inference, distributed Spark training, probabilistic modeling, ClickHouse data platform, and full MLOps stack.

Co-founded EpiWatch as a Johns Hopkins spinout during graduate research and continued development alongside roles at Johns Hopkins and Orba, serving as the primary technical owner for ML, product, and regulatory work.

Orba

Production LLM platform for customer-facing automation — RAG pipelines, fine-tuning, NeMo Guardrails, real-time voice AI with sub-200ms latency.

JHU BCI Lab · Johns Hopkins University

Production real-time inference pipeline (sub-70ms latency), HMM + deep learning for neural decoding, Bayesian/MCMC probabilistic modeling, LLM-based BCI with long-term memory.

Philips Healthcare

Next-generation diagnostic imaging systems and workflow optimization.

InCube Labs

Worked as part of Rani Therapeutics on an ingestible capsule to replace injectables during animal testing. Designed and fabricated capsule components using SolidWorks and an in-house laser-cutter. Tested injection system mechanics and performed sensitive bio-assays of serum from animal testing to evaluate delivery efficacy.

InCube Labs

Reviewed viability of animal models for stimulating natural incretin secretion. Performed ELISA assays and operated HPLC, PCR, and related sensitive equipment.