Air Force Research Laboratory [Information and Spectrum Warfare Directorate, summer 2026]
Ultra-efficient, on-device architectures for few-shot autonomous visual reasoning in open-world physical environments.
Current Work
SpineSync [IEEE 2025, provisional patent]
An IMU-based wearable that quantifies Parkinson's progression from spinal curvature at roughly 1% the cost of radiographic monitoring. Sensing, inference, and clinical signal all on the device itself.
Boundary-Adjacent Benign Evaluation [Columbia Software Systems Lab, in preparation]
A benchmark for auditing LLM safety interventions, part of the lab's work on interpretable interventions and evals for AI alignment and model security. The measurement side of shipping models into the world.
Projects
Nearly 70 million Americans have no local news source. Relay turns two million pages of state legislative documents and ten thousand hours of hearing video into personalized, citation-backed briefings, via a multi-agent pipeline and multimodal RAG.