work
Professional Work
Real-world vision systems — deployed in stores, cars, and aircraft. Every project here runs in production, not in a notebook.
career journey
Optimizing since 2016
A career is gradient descent: start with high loss and never stop optimizing. But learning isn't linear — some epochs plateau, some fall off a cliff.
deployments
What shipped along the way
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GM Driver Attention System
Interior sensing technology deployed in GM's Super Cruise and Driver Attention Assist systems, monitoring driver state for safer autonomous driving.
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Ford BlueCruise Driver Monitoring
Research contributions to Ford's BlueCruise driver monitoring system, enabling safe hands-free highway driving through advanced attention tracking.
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Sam's Club AI Exit Technology
Helped scale AI-powered exit technology that eliminates manual receipt checks to 600 clubs across the US, reducing member wait times by 23%.
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R44 Sprayhawk - Autonomous Aerial Perception
Built the perception pipeline for an autonomous helicopter — fusing cameras, lidar, and radar to enable precision agriculture at scale.
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Aptiv Interior Sensing Portfolio
Major contributor to Aptiv's interior sensing portfolio, including gesture recognition systems deployed in BMW and driver monitoring technology.