At the Conference on Robot Learning (CoRL) 2025, researchers Jiahui Zhang, Yusen Luo, Abrar Anwar, and Sumedh A. Sontakke introduced the ReWiND method, a novel approach designed to enhance robotic learning through language-guided rewards. This method unfolds in three distinct phases: first, it involves learning a reward function; next, it incorporates pre-training; and finally, it applies the learned reward function alongside the pre-trained policy to tackle new language-specific tasks in real-time. The motivation behind this research is to enable robots to adapt to new tasks without requiring additional demonstrations, thereby streamlining the learning process. By leveraging language as a guiding tool, the ReWiND method aims to improve the efficiency and effectiveness of robotic task execution.
Teaching robot policies without new demonstrations: interview with Jiahui Zhang and Jesse Zhang
Robotics needs a service framework.
RSF defines a common language for robot service capability, lifecycle operations, certification pathways, and service-provider networks.
Humanoid Robots: Moving Beyond Demonstrations to Real-World Profitability
The humanoid robotics sector has long promised productivity, with expectations for significant sales by 2026. Humanoid robots are now capable of walking, sorting components, and performing increasingly complex industrial tasks. However, industrial buyers are shifting their focus from impressive demonstrations to the critical question of return on investme...
À la une Humanoide IA
Sixth Graders Program Robots to Breakdance, Highlighting Shift in Robotics Education
At Punahou School in Hawaii, a group of sixth graders successfully programmed wheeled robots to perform breakdancing moves. This project involved translating complex physical movements into sequences of commands that machines can understand, encompassing concepts like coordinate transformation and feedback control. With the right educational tools, these ...
Robotics Education Programming Algorithm Development
MIT Schwarzman College of Computing Initiates AI Educators Pilot to Enhance Teaching Across Disciplines
This summer, the MIT Schwarzman College of Computing hosted the inaugural AI Educators Pilot, a weeklong workshop designed to enhance the teaching of artificial intelligence across various disciplines. Faculty from institutions in Greater Boston, South Carolina, West Virginia, and Texas participated, exploring how to adapt AI and machine learning concepts...
Special events and guest speakers Classes and programs Education, teaching, academics
Robots Engage in Activism: Demonstrating for Job Preservation and Human Employment
Recent developments in robotics have seen machines taking on activist roles, with robots staging protests to advocate for the preservation of human jobs. This movement highlights the growing intersection of technology and social issues, emphasizing the need for a balance between automation and employment. The significance of this robotic activism lies in ...
AI and Robotics
China’s Dexterous Hand Industry, 2026 Part 3 — The Players
Five vendor archetypes, MIR’s composite top ten, eight company profiles and six field deployments — every firm linked to the RobotToday supplier directory.
Components and Hardware Humanoids
AGIBOT Open-Sources 11,430 Robot Trajectories to Enhance Reinforcement Learning Research
AGIBOT, a Chinese robotics company, has released its WORLD 2026 dataset, featuring 11,430 robot trajectories aimed at advancing research in reinforcement learning for embodied AI. This dataset emphasizes learning from real-world interactions, capturing a range of experiences including successes, failures, and human interventions. The significance of this ...
AI and Robotics
MIT Lincoln Laboratory Researchers Explore Arctic Under-Ice Sounds and Communication Technologies
Researchers from MIT Lincoln Laboratory have been analyzing under-ice sounds in the Arctic, utilizing commercial sensors deployed during the U.S. Navy's Operation Ice Camp (OIC). Their work aims to understand sound propagation through ice, which is crucial for monitoring environmental changes and military activities in the region. The significance of this...
Research Sensors Magnets
China’s Dexterous Hand Industry, 2026 Part 1 — The Demand Picture
MIR Databank puts China dexterous hand shipments above 30,000 units in 2026, yet only 3.5% of 2025 demand came from factory production. Part 1 of 3.
Components and Hardware Humanoids
China’s Dexterous Hand Industry, 2026 Part 2 — The Technology
Linkage, tendon, direct drive or hybrid — and why hardware is converging while the DL1–DL5 manipulation scale decides who wins. Part 2 of 3.
Components and Hardware
PAIR Program Assists Carnegie Mellon Students in AI Research Exploration
Carnegie Mellon University's School of Computer Science emphasizes research as a core component of its academic environment. Faculty and graduate students are engaged in defining innovative questions and developing new methodologies that push the limits of their respective fields. The PAIR program plays a crucial role in guiding students to discover their...
RI Life Uncategorized
Former ByteDance and Tencent AI Researcher Sun Peng Joins Stardust Intelligence for Robot Learning
Sun Peng, a former core researcher in AI at ByteDance and Tencent, has joined Stardust Intelligence to improve post-training processes in robot reinforcement learning. This move is expected to enhance the capabilities of robots in learning from their environments more effectively. The significance of this development lies in the growing importance of rein...
Robotics Automation AI
Robotics Investing: Intuitive Surgical or Unitree?
Unitree (STAR 688836) trades near 410x earnings after a 46% drawdown; Intuitive Surgical sits at 42.5x. A definition-aligned comparison of both companies.
Market and Business News
BioRobotics Laboratory, Korea University of Technology and Education
Korea, Republic of (South)
South Korean university research laboratory focusing on haptics, exoskeletons, rehabilitation robotics, and autonomous ground vehicles.
Human Engineering Research Laboratories (HERL)
United States
VA–Univ. of Pittsburgh research center founded 1994, developing wheelchair robotics and assistive mobility tech for veterans and people with disabilities.
Robotics Education & Competition Foundation
United States
The REC Foundation is a US nonprofit that runs VEX-based robotics and drone competitions reaching 1.1 million students across 70 countries.
IT+Robotics (IT)
Italy
IT+Robotics develops 3D machine vision systems for industrial robotics including EyeT+ random bin-picking, adaptive machining path generation and automated 3D completeness inspection for production quality control.
Magellium (FR)
France
French software and data analytics company specializing in satellite image processing, remote sensing, and geospatial intelligence. Serves space, defense, and environmental monitoring sectors. Website unavailable at scrape time.
Ortelio Ltd
United Kingdom
Ortelio Ltd is a UK cloud robotics research company founded in 2011 that develops AI platforms giving robots intelligence for service and healthcare tasks.
Human in Motion Robotics
Canada
Canadian company developing hands-free lower-limb exoskeletons for spinal cord injury and stroke rehabilitation.
LG Display
Korea, Republic of (South)
Seoul display maker (KRX:034220, NYSE:LPL), formed 1999, that launched plastic OLED humanoid-robot face panels for industrial settings in 2026.
Roboblock System Co., Ltd.
Korea, Republic of (South)
South Korean robotics distribution and development company founded in 1997; supplies AI robots, drones, humanoid kits, and VR/AR systems internationally.
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