MIT researchers channel AI to turn hand gestures into robot training data
Researchers have developed an innovative method to enhance the capabilities of humanoid robots, particularly in tasks such as grasping objects. This advancement involves the use of a specialized ultrasound wristband worn by a human instructor, which captures the intricate movements of muscles, tendons, and ligaments beneath the skin. By analyzing this data, the robots can learn to replicate these movements more effectively. The initiative, which began in late 2023, aims to improve the dexterity and functionality of robots in various applications, from manufacturing to personal assistance. The ultrasound technology provides real-time feedback, allowing the robots to adjust their movements based on the instructor's actions. This approach not only enhances the robots' ability to perform complex tasks but also opens new avenues for human-robot interaction. The research is being conducted at a leading robotics lab, where experts are focused on bridging the gap between human-like movement and robotic precision. By mimicking the natural motion of human hands, the robots are expected to achieve greater efficiency and adaptability in their operations. This breakthrough could significantly impact industries that rely on automation, making robots more versatile and capable of handling delicate tasks that require a human touch.
Humanoid M.AX Alliance
Korea, Republic of (South)
The Humanoid M.AX Alliance, established in April 2025, is a consortium comprising 224 entities focused on advancing Korea's humanoid robotics sector. Key initiatives include developing shared Robot AI Foundation Models, conducting R&D on next-gen humanoid technologies, and collaborating on AI semiconductors and mobility batteries. The Alliance also emphasizes startup acceleration and talent development through partnerships with leading universities.
Kind Humanoid (Acq. by 1X)
United States
NEO is an advanced humanoid robot designed for versatile applications in domestic and commercial environments. It utilizes artificial intelligence algorithms for natural language processing and machine learning to enhance user interaction. The robot is equipped with a modular hardware architecture, enabling scalability and customization. Key features include real-time data processing, autonomous navigation, and integration with IoT devices for smart home functionality.
Rotaku (humanoid robotics; limited public info)
United States
The humanoid robots developed feature a height of 1.7m, a weight of 45kg, and 22 degrees of freedom, enabling complex manipulation tasks. The system utilizes a robust SDK for high- and low-level control, alongside a data analytics stack for telemetry management. Advanced simulation environments support reinforcement learning for policy optimization, ensuring effective deployment in real-world scenarios.
ACY Automation Inc.
Taiwan
is a Taiwan-based manufacturer specializing in high-quality End-of-Arm Tooling (EOAT) solutions and modular automation components. Designed for flexibility, its modular systems enable quick assembly, easy adjustment, and seamless integration across a wide range of robotic applications, including.
Feedall Automation
United States
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FIPA Group
Founded in 1985 and headquartered in Ismaning, Germany, FIPA GmbH has steadily expanded its global presence in recent years, adding representations in the United States and in the United Kingdom.
Patten Studio
United States
Patten Studio is an interactive design studio based at MIT Media Lab roots, creating technology-driven art installations and experiential environments for brands and public spaces. Work involves sensing, embedded computing, and responsive physical interfaces, with peripheral relevance to human-machine interaction.
Shenzhen Macrotellect Technology (CN)
Macrotellect develops BrainLink EEG headsets and brainwave sensing devices for consumer and research applications. The company focuses on brain-computer interface technology enabling non-invasive neural signal acquisition and human-machine interaction.
Soul Machines
New Zealand AI company (now in receivership as of February 2026) that developed lifelike digital human avatars powered by large language models for customer service and enterprise deployment. Created Digital Workers and Workforce Connect platforms.
HERL (Human Engineering Research Lab)
United States
Joint University of Pittsburgh and US Department of Veterans Affairs laboratory conducting rehabilitation engineering research. Develops mobility devices, assistive technologies, and medical-grade products for people with disabilities.
Joanneum Research Assoc (AT)
Austria
Joanneum Research Institute for Robotics and Flexible Production conducts applied R&D in industrial robot systems, production automation and robot safety, offering feasibility analysis, consulting and testing in a robotics solution centre.
St Petersburg National Research U of ITMO
Russian leading research university (ITMO University) specializing in information technology, optical engineering, and photonics. Active research programs in AI, robotics, computer vision, and cyber-physical systems.
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