Physical Intelligence has introduced its latest VLA model, π*0.6, which employs an innovative training technique known as "Recap." This method integrates human demonstrations with autonomous reinforcement learning, significantly enhancing the model's capabilities. The company reports that this advancement has resulted in a doubling of performance throughput for intricate tasks, such as laundry folding and espresso preparation. The announcement marks a notable milestone in the development of intelligent automation technologies.
Education & Research
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Human-Machine Interaction
Original from HumanoidsDaily: Physical Intelligence Claims ‘RL is Back’ With New Model That Learns From Its Own Mistakes
Physical Intelligence Claims ‘RL is Back’ With New Model That Learns From Its Own Mistakes
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Physical Intelligence
United States
Physical Intelligence focuses on integrating general-purpose AI with physical systems. The team employs foundation models and reinforcement learning algorithms to enhance robotic manipulation and task execution. Recent advancements include real-time action chunking for large vision-language-action (VLA) models, enabling improved generalization and efficiency. Notable projects address Moravec's Paradox and explore human-to-robot transfer in scalable robotic frameworks.
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.
Green Hills Software
United States
Independent embedded software provider delivering RTOS, compilers, IDEs, and debuggers for safety- and security-critical systems. Serves automotive, avionics, defence, and industrial domains with certified real-time operating system platforms since 1982.
Scorpion Vision Software (UK)
Norwegian-based 2D and 3D industrial machine vision software platform (marketed under Tordivel AS). Offers sub-pixel and micron-level non-contact measurement, configurable inspection tools, and advanced calibration capabilities without programming.
Acquired Data Solutions, Inc.
United States
Provides systems engineering, embedded software development, automation integration, and cybersecurity services for government and commercial defense clients. Capabilities include OT/IT convergence, edge computing, and mission-critical system integration across a 28-year operational history.
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)
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Soul Machines
New Zealand
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.
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