Neuromorphic computing is at the frontier of novel breakthrough paradigm for data-driven approaches with low-power and online learning capabilities. The NPU of Ryzen AI technology is an appealing backend for this computation. Therefore, this project will first understand the MLIR flow for the NPU, then exploring the neuromorphic computing basic computations, a (set) of primitive(s) will be developed. The vision is to integrate a neurmorphic framework with a backend on RyzenAI NPU (and/or GPU) heterogeneous systems.