Amazon is building custom AI silicon to power Alexa Plus and upcoming mobile gadgets. These chips aim to reduce latency and lower operational costs for on-device processing. The move signals a shift away from general-purpose hardware toward specialized Amazon silicon. Developers should expect faster, more responsive voice interactions in the next generation of home tech.