Researchers at Technische Universität Berlin have developed a revolutionary neural network architecture that uses a single neuron to potentially rival the power of the human brain. By leveraging time-based feedback loops instead of spatial networks, this breakthrough could address the massive energy consumption plaguing today's AI systems while potentially unlocking superintelligence.