That is all just directions matters.
Consider a neural network with a finite number of nodes, where there is a connection between any pair of nodes. Moreover, each connection has a direction, so that signals can travel in that direction, but not the other. (In other words, we have a complete graph and each edge comes with an ordering of its two vertices.) Show that there is a node that can send signals to any other node, either directly or via one intermediate node.