Cloud AI excels at thinking but cannot meet the real-time, low-power demands of autonomous machines operating in the physical world. Palladyne AI’s DECA (Decentralized Embodied Collaborative Autonomy) architecture, inspired by biological intelligence and swarm behavior, enables machines to perceive, decide, and act autonomously at the edge without centralized control.