Qualcomm is developing a dedicated AI microchip specifically for smartphones. This hardware move aims to shift heavy processing from the cloud directly to the device. It reduces latency and improves privacy for on-device LLMs. Mobile developers can expect tighter integration between neural processing units and system memory to boost local inference speeds.