We revisit the theory of distributed networks of cooperative agents under a broader perspective of diffusion adaptation. by exploiting proximity concepts. This leads to two main families of algorithms with enhanced convergence rate and mean-square-error performance. Part I of this work considers mainly single-task scenarios. https://pipingrockers.shop/product-category/neuro-max/