HomeElectronics NewsWhen Robots Team Up, They Can Go Anywhere

When Robots Team Up, They Can Go Anywhere

Imagine robots that can walk, roll, and fly, working together to reach places no single robot can. See how this system could change search, rescue, and more.

X1 is more than meets the eye (Photo Credit: Caltech)
X1 is more than meets the eye (Photo Credit: Caltech)

Robots face a major challenge: no single robot can navigate every type of terrain. Walking robots can’t fly or roll, flying robots can’t handle tight spaces or uneven ground, and rolling robots can’t overcome obstacles like ponds or stairs. This makes tasks such as search and rescue, or reaching hard-to-access areas, difficult to accomplish with conventional robots. Engineers need systems that can adapt to varied environments and reach locations no single robot could manage.

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To tackle this problem, researchers at Caltech developed a multirobot system called X1. By combining teamwork between robots, X1 can walk, drive, and fly, giving it access to spaces other robots cannot reach. The system is built around the capable Unitree R1 humanoid robot, which carries an M4 robot on its back. This backpack robot isn’t just for looks: it can transform between rolling and flying modes depending on the terrain. The humanoid approaches an area, then deploys the M4 to continue the mission where it cannot go further.

In a demonstration on Caltech’s campus, the humanoid started inside a building, walked across campus, and deployed the M4 like a mechanical falcon taking flight. The M4 then transformed into driving mode to roll across the ground, switched back to flight to soar over a pond, and eventually reached a simulated emergency site.

This combination of walking, rolling, and flying allows X1 to navigate complex terrain in ways no single robot could handle. Physics-based control algorithms let the humanoid generate its own movements without relying on pre-recorded human motion, enabling it to adapt to challenging environments it hasn’t seen before.

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The team’s long-term goal is to create autonomous robotic systems that are safe, reliable, and capable of operating independently in dynamic real-world environments. If successful, the X1 collaboration could bring about a new era of cooperative, adaptable robots—and, with luck, maybe they’ll fetch snacks too.

Nidhi Agarwal
Nidhi Agarwal
Nidhi Agarwal is a Senior Technology Journalist at Electronics For You, specialising in embedded systems, development boards, and IoT cloud solutions. With a Master’s degree in Signal Processing, she combines strong technical knowledge with hands-on industry experience to deliver clear, insightful, and application-focused content. Nidhi began her career in engineering roles, working as a Product Engineer at Makerdemy, where she gained practical exposure to IoT systems, development platforms, and real-world implementation challenges. She has also worked as an IoT intern and robotics developer, building a solid foundation in hardware-software integration and emerging technologies. Before transitioning fully into technology journalism, she spent several years in academia as an Assistant Professor and Lecturer, teaching electronics and related subjects. This background reflects in her writing, which is structured, easy to understand, and highly educational for both students and professionals. At Electronics For You, Nidhi covers a wide range of topics including embedded development, cloud-connected devices, and next-generation electronics platforms. Her work focuses on simplifying complex technologies while maintaining technical accuracy, helping engineers, developers, and learners stay updated in a rapidly evolving ecosystem.

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