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Following core finalization, development transitions to the specialized Neural Processing Unit (NPU). This phase utilizes the Google Coral NPU architecture as a verified baseline. The core activity is the technical benchmarking and optimization of the architecture to achieve superior PPA (Power, Performance, Area) metrics. A primary technical focus involves custom optimization of the NPU’s Matrix Execution Unit to enhance performance for deep learning workloads, ensuring alignment with emerging RISC-V matrix extension standards.