The brief was audacious: deliver person, vehicle, obstacle, speed, lane, plate, and traffic sign recognition at 30+ fps, and ship it inside a device no bigger than a pack of cigarettes. Our embedded ADAS stack now lives on fleet dashboards to keep drivers safer without cloud dependencies. What we built Why it was hard A jam-packed feature list strains both…