A new frontier has arrived. Small, mobile autonomous systems — drones, robots, satellites — demand a new AI architecture.  The key ability to employ highly accurate low latency perception to detect, track and avoid threats and maneuver effectively for mission success.  Due to the severe size, weight and power constraints of these machines and their operating environments, contemporary AI systems (software and hardware), designed mostly for data centers, fail to deliver adequate performance.  Neuron Dynamics fills this gap. Event based Physical AI uses the temporal information from event based sensors mimicking how humans perceive tand manipulate the world.