CTO of StockX and O’Reilly author, with 20 years building and scaling startups. I built Rover’s first ML platform, designed streaming data infrastructure at Nordstrom, and led infrastructure for training and serving generative video models at Hedra. My work has always been about making ambitious technology work reliably at scale. Now I’m building Munari to do that for physical AI, starting with the quality of the data that teaches robots how to work.