European Physical AI company UMA has unveiled the design of its first humanoid robot and introduced a new learning system called Real-Time Learning, designed to help robots acquire new skills through human demonstrations instead of conventional programming. The announcement was made at the Machina Summit and marks a major step in the company’s efforts to develop intelligent robots for industrial workplaces.
UMA said its technology is aimed at addressing growing labour shortages caused by ageing populations, industrial reshoring and the global energy transition. According to industry estimates, the world could face a shortage of 85 million workers by 2030, creating significant challenges for manufacturing and other labour-intensive sectors.
The company has designed its humanoid robot to work in factories, warehouses, logistics centres and industrial facilities where existing infrastructure is already built for people. By using human-like dimensions, the robot can operate standard tools, move through existing workspaces and work alongside employees without major changes to production environments.
Unlike robots that rely on complex manual programming, UMA’s Real-Time Learning platform enables machines to learn by observing demonstrations. The system allows robots to understand new tasks, adapt to changing environments and improve their performance over time through continuous learning. This approach is expected to reduce deployment time and make automation more flexible across different industrial applications.
UMA has also introduced a distinctive robot design that combines human-scale proportions with a neutral visor instead of facial features. The robot features a protective outer shell while keeping its mechanical joints visible, giving it an industrial appearance that clearly distinguishes it from humans. The company said the design focuses on functionality, safety and reliability rather than creating a human-like appearance.
Speaking at the launch, Rémi Cadène, Chief Executive Officer and Co-founder of UMA, said intelligent robots are expected to become an important tool for industries facing workforce shortages. He said the company’s goal is not to replace people but to help them by taking over repetitive, physically demanding and hazardous tasks, allowing workers to focus on creativity, decision-making and innovation.
Founded in 2025, UMA develops intelligent humanoid robots using expertise in artificial intelligence, robotics, embedded systems and industrial engineering. Headquartered in Paris with teams in London and Geneva, the company is building a Physical AI platform that enables robots to learn from experience and operate safely in real-world industrial environments. UMA believes its technology will help industries improve productivity while supporting workers in higher-value roles.