RoboSignal Weekly · 2026-W40RoboSignal Weekly
ROBOSIGNAL
RoboSignal Weekly briefing · 2026-W40
Omni-Bodied AI Development
The case for an omni-bodied robot brain
Skild AI presents a research paper detailing the development of an AI model trained across a vast array of robot bodies, enabling it to adapt to unpredictable scenarios without prior exposure. The model demonstrates zero-shot control and in-context learning, showing resilience in scenarios like limb loss, joint failure, and morphological changes. The work highlights the importance of adaptability in embodied AI for real-world applications.
Building the general-purpose robotic brain
Skild AI introduces their omni-bodied robotics foundation model, the Skild Brain, which is trained across diverse morphologies and data sources to enable generalization across tasks and hardware. The model uses a hierarchical architecture with low- and high-frequency policies, and is pre-trained using large-scale simulation and internet video data, with post-training on real-world data. This model represents a significant step toward creating a general-purpose robotic brain capable of operating on various robot types.
Corporate Acquisitions and Deals
Robotics capital roundup: World Labs acquisition and Megmeet’s proposed ¥664 million deal
The source reports AMD’s acquisition of World Labs, co-founded by Fei-Fei Li, for approximately ¥55 billion, and Megmeet’s proposed ¥664 million acquisition of a welding subsidiary. It also covers funding and listing activity among Chinese robotics companies. These are the publisher’s reports, not independently verified transactions.
Large-Scale Robot Deployment
Hyundai Plans to Deploy 25,000 Boston Dynamics Atlas Robots and Build a U.S. Factory with Annual Capacity of 30,000 Units
Boston Dynamics and Hyundai Motor Group are collaborating to establish a robotics application center in Georgia, U.S., for testing and training Atlas robots. Hyundai plans to deploy 25,000 Atlas robots globally in the coming years and build a U.S. factory with an annual production capacity of 30,000 units. The Atlas robot has 56 degrees of freedom, a maximum lifting capacity of 50 kg, and a battery life of approximately 4 hours.