Selected work

Work

Research and shipped XR. Each piece opens a full case study: problem, methods, and measurable impact.

MRI Simulator↑ engagement▶

MRI Simulator

VR rehearsal that beat standard prep on engagement & preparedness. n=14 crossover study, IEEE VRW.

Mixed methodsClinicalHuman factors
CogLoadr≈.44 pilot

CogLoad

A biofeedback instrument that splits cognitive from physical load in VR play. EmotiBit HR and EDA synced to Beat Saber telemetry over LSL, heart rate tracked game demand at r≈.44.

PsychophysiologyBiosensingInstrumentation
Grand Prize

Mind Compass

MR emotion regulation for kids, from needfinding to heuristic evaluation in Stanford's product design course.

NeedfindingEval
Virtual Becomes Realityshipped▶

Virtual Becomes Reality

Desktop VR ported standalone to the Meta Quest Store.

Consumer XRQuestUnity
AMMA22% faster▶

AMMA

Adaptive VR guidance that switches between HUD, highlighting, and speech from a live user model. Built the multimodal pipeline + engine bridge. IEEE VR 2024.

Adaptive UIMultimodalSystems
Ace Sense2 YC wins

Ace Sense

An audio-first AI poker coach on Mentra Live smart glasses. Camera to card detection to o3-mini strategy, delivered as a voice in your ear, built in about 24 hours.

Smart glassesReal-time AIAudio UX
More work
Nudge PetMIT Reality Hack Top 10Resonaten=74 field study · 67.2% churn signalVR DeliberationStanford DDL · Horizon WorldsMindscape VRChatGPT VR therapist · 2nd placeCypherspaceLead XR dev · hip-hop in MR/VR