Why AI Is Breaking Without Real-World Data

Most AI conversations skip the hardest part: the real world. Chris Machut has spent several decades building technology where mistakes are expensive, visibility is limited, and nothing works the way the software world assumes it does. From safety cameras on cranes and tugboats to founding SiteTrax, his work lives at the intersection of physical operations, logistics, and data.