
A Penn-trained engineer moved from nonprofit software and financial data to the difficult edge of AI. The route makes more sense when you notice how often Ricky Raup chooses work, and weekends, with a steep grade.

Before Obvio put AI cameras beside Maryland intersections, Maheshwari spent a decade testing one idea: technology matters most when it changes what people do in the real world.