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Sandia National Labs has developed neuromorphic computers that excel in solving complex mathematical problems, particularly Partial Differential Equations (PDEs), as detailed in a study published in 'Nature Machine Intelligence.' This advancement, driven by a new algorithm, positions neuromorphic computing as a potential foundation for the world's first neuromorphic supercomputer, with implications for energy-efficient computing in national security and medical fields. The research may also bridge neuroscience and applied mathematics, offering insights relevant to neurological conditions such as Alzheimer's and Parkinson's disease.