I scope, prototype, and validate complex interfaces where human safety depends on system accuracy. My work spans assistive AR for blind pedestrians, privacy preserving computer vision, and multimodal spatial computing. Recent projects achieved 100% task completion in controlled usability testing and 99%+ detection accuracy through iterative, phase gated validation.