How math and impatient driving inspired student's award-winning startup

UWM PhD student Joel Roberts is the founder of Shepherd Traffic, a company that uses computer vision, geometry and smart algorithms to capture more detailed and accurate traffic data than what’s currently available. (UWM Photo/Laura Otto)Joel Roberts really hates sitting at red lights – especially the ones that hold you hostage while not a single car passes in the cross-direction.“Sitting in traffic bothers me,” said Roberts, a PhD student in civil engineering at UWM. “So, getting drivers through intersections efficiently is interesting to math guys like myself because it’s basically an optimization problem.”Now, that everyday frustration has fueled something bigger: an award-winning startup.Roberts is the founder of Shepherd Traffic, a company that uses computer vision, geometry and smart algorithms to capture more detailed and accurate traffic data than what’s currently available. The idea is to let the computer do the watching – and the counting.When traffic management professionals need to time a light or redesign roads, the initial data they need are object counts and classifications, which you can take from videos.His pitch for the company beat out top student innovators from across Wisconsin to win the $2,500 grand prize at the WiSys Big Idea Pitch Competition.Smarter intersections, less waitingTraffic lights usually run...
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India now OpenAI’s second largest market, Altman says

FILE PHOTO: OpenAI CEO Sam Altman speaks during a press conference with Kakao CEO Chung Shina to announce partnerships on AI services, in Seoul, South Korea, February 4, 2025. REUTERS/Kim Hong-Ji/File Photo(Reuters) -OpenAI CEO Sam Altman on Wednesday said India is now OpenAI’s second-largest market by number of users, which have tripled in the past year.Altman met with India’s IT Minister Ashwini Vaishnaw and discussed India’s plan of creating a low-cost AI ecosystem. Altman lauded the country’s rapid AI adoption and growing ambitions.Vaishnaw posted on X that he had a “super cool discussion” with Altman on India’s “strategy of creating the entire AI stack – GPUs, model, and apps” and that OpenAI was willing to collaborate on all three.“I think India should be doing everything. I think India should be one of the leaders of the AI revolution”, Altman said, a reversal from last year when he cast doubt on whether the country could build a substantial model in the OpenAI space with a $10 million budget.It was Altman’s first visit since 2023 to India, where his company faces legal challenges.Vaishnaw last week praised Chinese startup DeepSeek for shaking up the sector with its low-cost AI assistant, likening its frugal approach to his government’s efforts to build a localised AI model.“Our country sent a mission to the moon at a fraction...
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