Astribot presents SmoothRL, an efficient online reinforcement learning method featuring asynchronous execution. Robots keep moving and models keep reasoning, allowing SmoothRL to learn precisely from actions executed in the real world. Uncut footage and a tech report are published.

LimX Dynamics announced zero-shot deployment of LightOrigins' open-source vision-language navigation model LightNav-0 on its Oli and TRON 2 platforms. The deployment enables real-world person following and instruction-based object search, supporting open models and platforms for developers.

Noetix Robotics shared a tech-reveal video asking how its robots' synchronized formation passed a real-world test, and said it would break the process down.

Sanctuary AI shared a video recorded at the Humanoid Robot Forum during Automate 2026. Co-Founder and Chief Engineering & Operations Officer Olivia Norton explains why touch and force feedback are critical for dexterous manipulation, especially when objects are occluded or outside a robot's field of view.

Led by China with eight countries, ISO 18646-5 is the first global benchmark for legged robots. Why legs, why now, and what this ruler cannot measure.

Figure said it is targeting the initial deployment of 100,000 GPUs in Barstow, Texas, during the second half of 2027.
At its semi-annual briefing, Moore Threads confirmed supply chain readiness and announced the successful end-to-end training of a 236B MoE model and embodied AI models like RoboBrain2.5 and EvoPhys-World on its MTT S5000 cluster.
AGIBOT has open-sourced AGIBOT WORLD 2026 Theme 3: Reinforcement Learning, a real-world dataset for embodied AI. It includes 14 real-world tasks and 11,430 trajectories, capturing successes, failures, and human corrections, with fine-grained annotations for progress, mistakes and interference.

Agility Robotics' CTO Pras Velagapudi discusses 'islands of automation' in factories, the manual gaps between automated steps, and why humanoid robots should be deployed there first. The company shared the comments with The DeepView.
Chef Robotics CEO Rajat Bhageria will discuss why food manipulation is the hardest problem in physical AI at RoboBusiness 2026. The company has developed a Food Foundation Model using real-world data from millions of servings to handle deformable materials.
In a new post, Agility Robotics highlights Digit's generalized manipulation, noting that rearranging objects of various sizes, weights, and grips is the same skill Digit uses on warehouse floors to handle mixed loads and changing layouts.

Agility Robotics describes how Digit uses generalized manipulation to handle objects of varied sizes, weights, and grips, enabling it to rearrange an entire room's contents as well as manage mixed loads and shifting layouts on real warehouse floors.

At an ICRA panel, researchers explored the overwhelming growth of robotics papers and potential responses, including LLM-based tools and peer review reform. Concerns over hallucination, salami slicing, and visibility overshadowing value were central to the debate.
The State Administration for Market Regulation announced a major breakthrough in high-end remote sensing dynamic imaging. Researchers achieved centimeter-level ultra-high resolution 3D imaging under lightweight and low-power constraints.
LimX Dynamics' TRON 2, combined with ZINOVA's Tool Intelligence, tackles increasingly complex construction workflows. In a scaled-down tilt-up construction demo, @ZiNovaLabs explores an innovative robotic configuration, performing tasks such as formwork assembly, multi-layer rebar placement and tying. TRON 2 is a modular, extensible embodied platform for multi-tool, multi-step tasks across large workspaces.
