In our brain, close range interactions among electrically active neurons builds up a collective input-specific response to external stimuli able to trigger efficient cognitive tasks, like classification, decision-making and perception. In the same way, interacting nano-oscillators will be used to build a non-linear dynamical system capable of collective evolution, criticality and chaotic behavior as a basis for artificial computing machines and autonomous systems .