Neural tissue evolved 3.5 billion years after the origin of life, which is a testament to its complexity, and is found in almost all multicellular life, which is a testament to its importance. At the coarsest level of description, neurons are non-linear oscillators that when coupled together in tissue through excitatory and inhibitory connections give rise to complex spatio-temporal patterns that control musculature. Extrapolating from this general definition of a neuronal network, we reproduced the dynamics that produce the swimming of an eel on an abiologic reaction-diffusion platform.