Amazon is building custom AI chips to power Alexa Plus and future mobile gadgets. These processors aim to reduce latency and increase on-device intelligence for home technology. The move signals a shift toward proprietary silicon to lower cloud costs. Hardware developers should watch for tighter integration between Amazon hardware and LLM workloads.