The U31 represents a major shift in chip design, moving beyond traditional silicon-based methods to leverage advanced spintronic principles. This unique design incorporates quantum logic gates, promising drastic improvements in energy consumption and processing performance. Unlike existing solutions, the U31's layered structure permits for adaptive