Nvidia is introducing the RTX Spark chip, which integrates a Blackwell GPU and Arm-based Grace CPU, aiming to enhance local AI capabilities on Windows devices. Major manufacturers like ASUS, Dell, and HP are expected to launch products featuring this technology by fall 2026.