Rapid advances in artificial intelligence are driving the need for fundamentally new information processing paradigms that exceed the limits of existing nanoscale technologies in energy, performance, and functionality. Biological systems offer a compelling model, tightly coupling sensing, computation, and memory within distributed architectures that achieve remarkable energy efficiency and adaptability. ...