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Robotics

AI-Trained Wheeled Robotic System Flips, Hops, and Balances

by Raj September 22, 2025
written by Raj September 22, 2025
Wheeled Robotic System Learns to Flip, Hop, and Balance with AI
Wheeled Robotic System Learns to Flip, Hop, and Balance with AI
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The Robotics and AI Institute (RAI) has introduced an ambitious project called Wheeled Robotic Systems for Ultra Mobility and Performance (UMV). This two-wheeled robot is designed to combine the best features of bicycles and legged machines, creating a new standard for agility, balance, and efficiency.

A Robot That Learns Through Simulation

The UMV flips, hops, and balances through moves it learned in simulation rather than ones pre-programmed by human engineers. Instead, the robot learned them entirely through reinforcement learning (RL), a form of AI training that uses physics-based simulation.

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By running trial and error thousands of times in a virtual environment, the robot gained the ability to perform stunts like a seasoned acrobat.

The UMV robot designed for ultra mobility and performance.
The UMV robot designed for ultra mobility and performance.

Design Inspired by Efficiency and Agility

The UMV robot uses a lightweight carbon fiber bike frame in its lower half. Two motors control steering and forward velocity. The upper half contains a four-motor mechanism designed for jumping, flips, and hops.

This unique Z-shaped structure allows the robot to change its height dramatically. When tucked in, it stands at just 80 cm tall, but it can extend to over 152 cm when performing a jump.

Lightweight Power with Advanced Mobility

The UMV weighs around 23 kg and uses custom-tuned lightweight batteries that provide both strength and endurance. This robotic system combines the efficiency of wheels with the agility of legs. It demonstrates a new approach to mobility. It can roll efficiently like a bike, then suddenly leap or flip when the terrain demands.

Source: RAI Institute

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