During November 2025, Xueqnie focused on enabling on-device AI acceleration for the QCS615-ADP-AIR platform by integrating Hexagon DSP and NPU support into the qualcomm-linux/meta-qcom repository. Xueqnie delivered DSP firmware binaries as part of the board support package, allowing immediate DSP and NPU usage on boot and improving machine learning performance on target hardware. The work involved Linux kernel development, embedded systems integration, and firmware packaging, with validation to ensure readiness for DSP and NPU workloads. This feature aligned with the QCS615 product roadmap and demonstrated depth in firmware development and embedded Linux engineering using Python.