Pneumatic-logic soft robot without electronic components, University of California San Diego, 2021
In 2021, Michael T. Tolley and colleagues at the University of California San Diego published a soft walking robot controlled entirely by pneumatic logic circuits embedded in its body, with no electronic components, demonstrating autonomous gait and environmental responsiveness through fluidic computation alone.

Background
Most robots are built around rigid frames and electronic control systems. A processor reads sensor data, runs a programme, and sends signals to motors. That works well enough in factories or labs, but the hardware has limits. Electronics can fail around water, strong magnetic fields, or in places where a spark could be dangerous. Rigid bodies can hurt people when things go wrong.
Soft robots came out of attempts to get around those problems. Built from silicone and other pliable materials, they can squeeze through gaps, absorb impacts, and sit next to human tissue without causing injury. By 2021, researchers had shown that pressurised air, pumped through channels moulded into a soft body, could bend limbs and drive movement. Pneumatic actuation, as this method is called, meant no motors, no hard parts.
The remaining problem was control. Even soft-bodied robots still needed an electronic brain: a microcontroller to time the air pulses, read sensors, and decide what the legs should do next. That component sat outside the soft body, connected by wires or tubes running to an off-board computer. The softness of the limbs did not help much if the system still depended on conventional electronics to function.
What happened
In 2021, Michael T. Tolley and colleagues at the University of California San Diego built a walking robot that had no electronic components at all. The control system was made entirely from soft pneumatic logic circuits, networks of flexible tubing and soft valves embedded directly in the robot’s body. Those circuits work like electronic logic gates, switching air flow rather than electrical current. Pressure from one channel could open or close another, producing sequences of decisions without any silicon involved.
The robot used that fluidic computation to coordinate a walking gait and to respond to its environment. When the robot encountered a change in conditions, the pneumatic circuits altered their behaviour accordingly, without any signal passing through a processor. The body itself was doing the reasoning, in the sense that the physical layout of the valves and tubing encoded the logic that would otherwise have lived in software.
The team published their work in Science Robotics, volume 6, issue 51. The robot stayed a laboratory demonstration: the paper did not report field deployment, and the researchers were careful to describe it as a proof of concept for body-integrated fluidic control. What they showed was that a complete autonomous gait, one that could react to the environment, was achievable with pressure and geometry alone.
Why it mattered
The robot demonstrated that control intelligence need not reside in a conventional electronic processor: by encoding logic in networks of soft valves and tubing, the body itself performs computation. This approach offers robots that are inherently safe near humans and biological tissue, resistant to electromagnetic interference, and manufacturable from entirely soft materials. It opened a design pathway for autonomous systems in environments where electronics are impractical or hazardous.
People
Organisations
University of California, San Diego
Sources
- A soft robot that navigates its environment through growth.Science Robotics.Primary source
- This Soft Robot Doesn't Need Electronics to Walk.UC San Diego News Center.Official
- Soft robot walks without electronics.Science Daily.Secondary
Cite this page
AI Achievements. (2021). Pneumatic-logic soft robot without electronic components, University of California San Diego, 2021. Retrieved 2026-08-22, from https://achievements.ai/milestone/no-electronic-robot-born-in-university-of-california
@misc{achievements_no_electronic_robot_born_in_university_of_california,
title = {Pneumatic-logic soft robot without electronic components, University of California San Diego, 2021},
author = {{AI Achievements}},
year = {2021},
url = {https://achievements.ai/milestone/no-electronic-robot-born-in-university-of-california}
}