RoboSignal Weekly · 2026-W45
ROBOSIGNAL
Meta reportedly collaborates with Chinese robotics firm Fourier on humanoid robot 'Max'; Fourier responds pending official announcement
From November 2 to 8, 2026, robotics advanced with zero-shot manipulation models like Liber-0 and new frameworks such as ADAPT. Operational milestones included Tumi's first remote surgery in the U.S. and Zhiyuan Genie G2 robots starting a 24-hour trial in Shanghai. Industry shifts featured Agility Robotics expanding Digit deployments and JD.com unveiling a massive procurement plan for millions of robots.
Robot Models
LiberAI Introduces Liber-0 for Zero-Shot Robot Manipulation
LiberAI has introduced Liber-0, a World Action Model (WAM) designed for zero-shot robot manipulation. The model achieved a 36.0% overall success rate across 60 tasks proposed by GPT-6 without training on specific robot demonstrations for those tasks. By combining action grounding using data from the LiberSense Glove with embodiment alignment, Liber-0 aims to transfer human experience captured in video to robotic execution, reducing reliance on direct robot demonstrations. Evaluation results show varying success rates across different task categories: 63.5% for pick-and-place tasks, 34.0% for other manipulation tasks, and 10.5% for challenging non-pick-and-place and long-horizon tasks.
ADAPT: An End-to-End Framework for Interactive, Text-Conditioned Humanoid Control
The Robotic Systems Lab presents ADAPT, an end-to-end framework for interactive, text-conditioned humanoid control, at the CoRL conference. Unlike dominant pipelines that generate kinematic motions for a separate RL tracker, ADAPT solves humanoid language control end-to-end in a closed-loop manner, allowing the robot to continuously respond to changing commands. The project page is available at https://wuyan01.github.io/ADAPT-project/.
Research
RoboSpeak — Robots 'grow' their own sensors. Mimicking moth 'veins', UV light triggers photosensitivity
Researchers from the University of Tartu and the Italian Institute of Technology (IIT) have developed a robot capable of synthesizing new sensory hardware internally through chemical reactions. Inspired by the hemolymph system in moths, the robot uses a transparent PETG body with an internal micro-channel network. When exposed to UV light, specific areas within the body chemically synthesize polypyrrole, creating a conductive sensor that changes resistance based on light intensity. This 'receptogenesis' process allows the robot to adapt its sensory capabilities in real-time without external modules or pre-installed sensors, marking a significant step towards robots that can evolve their physical form and function based on environmental interactions.
Clearpath Robotics — BlogFirst-party11-05Proton: A Lightweight Communication Protocol for Embedded Robotics Systems
At ROSCon 2026, Tom Wallis from OTTO by Rockwell Automation presented Proton, a lightweight communication protocol developed to address the need for efficient data exchange between custom embedded boards and modern ROS 2-based systems. Designed with minimal resource usage and transport independence (supporting Ethernet, serial, and potentially CAN), Proton utilizes Protocol Buffers and a signal registry model to simplify application logic on resource-constrained hardware. It includes a ROS 2 bridge for transparent integration, allowing existing autonomy stacks to operate without knowledge of the underlying protocol details. The project aims to reduce overhead in embedded subsystems while maintaining compatibility with evolving robotics software ecosystems.
Data & Training
Open Robotics build farm adds support for Rust dependencies in ROS packages
Open Robotics announced that its build farm infrastructure now supports Rust dependencies for ROS packages, citing contributions from OSRA members Ekumen Labs and Intrinsic AI.
Simulation & World Models
Gazebo gains enhanced multi-robot simulation support through GSoC contributions
Open Robotics announced that Gazebo now features improved multi-robot simulation capabilities, including automatic discovery and creation of bridges for matching ROS topics and services, thanks to the Google Summer of Code (GSoC) work of Jiayi Cai. A discourse thread with demos is provided for further details.
Deployments
Section overviewTumi completed its first remote surgery in U.S. history, while six Zhiyuan Genie G2 robots began a 24-hour work trial at a Shanghai convenience store.
To climb Mount Tai, this robot changed its 'soles', grew 'legs', and cured its 'eye trouble'
On November 2, the inaugural CMG World Robot Mount Tai Competition began. Shandong Youbaote Intelligent Robot Co., Ltd. participated with its humanoid robot 'Xingzhe Taishan E1' to validate a year of technical iterations. The team addressed challenges including irregular stone steps by optimizing sole structures, increased dynamic leg lift height from 20cm to 30cm through new high-power-density joint motors and real-time planning algorithms, and tested load-bearing capabilities. Pre-competition tests included simulation, on-site trials on Mount Tai's stone paths, and handling rain conditions. The company emphasized gathering real-world operational data for future complex outdoor tasks like mountain rescue over competitive race results.
Embodied AI Robots Enter Factories and Warehouses: What Else Must Robots Compete On After Smarter Brains?
At the CeMAT exhibition in Shanghai on November 3, robotics companies showcased embodied AI robots for logistics tasks including shelf climbing, four-directional bin retrieval, narrow-avoidance navigation, and multi-agent collaboration. Companies like Cainiao, Figure, Xindong Jiyuan, Atomix, and Xiangong Intelligent demonstrated hardware upgrades such as curved-path turning to save about two seconds per turn, dual-depth storage increasing density by 20%, and hybrid human-robot workflows where robots handle standard items while humans manage exceptions. The report notes that while software models have advanced, hardware constraints like gripper cost (up to one-third of total robot price), thermal limits, and chip power requirements remain barriers to widespread commercial adoption, with some specialized equipment offering faster ROI than humanoid alternatives at current prices.
Tumi Robot Completes First Remote Surgery in U.S. History
Tumi robot has completed the first remote surgery in U.S. history, marking a milestone in the expansion of remote surgical capabilities within the American healthcare system. The procedure, conducted under FDA IDE guidelines, was performed by Dr. Vipul Patel and supported by Dr. Marcio Moschovas, with no visible bleeding and smooth communication throughout the 103-minute operation.
Six Zhiyuan Genie G2 Robots Begin 24-Hour Work Trial at Shanghai Convenience Store
On November 2, six Zhiyuan Genie G2 humanoid robots started a 24-hour operational trial at a convenience store in Xuhui District, Shanghai. Assigned roles included greeter, barista, stocker, cashier, and cleaner. The robots faced real-world challenges such as navigating obstacles, handling delicate items like rainbow candy without crushing them, and distinguishing stains from product patterns. Their performance metrics including task success rate, response speed, and customer feedback were monitored for a 'probation-to-permanent' assessment.
Industry
Section overviewAgility Robotics expanded Digit deployments with GXO and is set to list on Nasdaq as the first US public humanoid robot company.
Meta reportedly collaborates with Chinese robotics firm Fourier on humanoid robot 'Max'; Fourier responds pending official announcement
On November 1, foreign media cited unnamed sources claiming Meta is collaborating with Chinese robotics company Fourier to develop a humanoid robot prototype named 'Max', currently in its second generation.
Wang Xingxing Says Robotics Industry May Hit Inflection Point Next Year; Kling AI Valuation Surpasses Kuaishou Market Cap
At the 2026 World Internet Conference, Unitree founder Wang Xingxing stated that next year is likely an inflection point for robotics.
Agility Robotics Expands Digit Humanoid Robot Deployment with GXO and Secures Interest from Over 30 Potential Clients
Agility Robotics is expanding its partnership with GXO to deploy Digit robots at two new facilities in North Carolina and Tennessee, expected to start operations in early 2027. Since June 2024, the robots have handled over 100,000 totes at a Georgia site. Agility also reports paid projects with three unnamed manufacturing clients, including a global automaker producing over 3 million vehicles annually and major automotive suppliers. The company is in advanced talks with more than 30 potential clients across industries like aerospace and defense, though no agreements are signed yet. Agility has received over $300 million in forward-looking commitments for Digit 5, which will launch commercially by the end of 2027.
IT Home — Robotics11-05Agility Robotics to List on Nasdaq as First US Public Humanoid Robot Company
Agility Robotics, headquartered in Oregon, is set to list on the Nasdaq this week following its merger with Churchill Capital Corp. XI. The company received approximately $201 million in private investment led by Foxconn, with other investors including NVIDIA, Amazon, and SoftBank Vision Fund II. Its Digit 5 robot, launched in September, aims to address labor shortages in logistics and manufacturing while improving safety over previous models.
JD.com Unveils Five-Year Plan to Procure Three Million Robots, One Million Autonomous Vehicles, and 100,000 Drones
At the Wuzhen Forum, JD.com announced a five-year procurement initiative targeting three million robots, one million autonomous vehicles, and 100,000 drones to activate its supply chain ecosystem. The plan covers warehousing, sorting, retail, and other real-world scenarios, including humanoid, collaborative, and quadruped robots. JD will also invest resources to support partner brands and open datasets for model training, aiming to lower entry barriers for smaller manufacturers while fostering a domestic parts industry.
Xiaomi Wins Dual Awards at 2026 World Internet Conference Wuzhen Summit
On November 3, 2026, Xiaomi Group received the 'Outstanding Contribution Award' and its general-purpose robot operation base model technology was awarded the 'Leading Technology Award' at the 2026 World Internet Conference Wuzhen Summit. This marks Xiaomi's first time winning both awards simultaneously.
IT Home — Robotics11-07MIIT Solicits Feedback on Draft Rules for Universal Robot 'Identity Codes'
On November 6, the Ministry of Industry and Information Technology's Equipment Industry Division opened a public consultation period until December 5 for the 'Interim Measures for the Management of Robot Product Identification Codes'. The draft aims to assign a unique identity code to every robot leaving the factory to support industry safety governance and full-lifecycle management. The proposed code consists of four parts: manufacturer code, product description code, product serial number code, and other codes, adhering to the upcoming national standard GB/T 48541-2026. This initiative expands upon a May 2026 pilot for humanoid robots which already covered over 28,000 units across more than 100 enterprises.
Stanford alumni found RoboScience, raising hundreds of millions in capital from industry investors
RoboScience, founded by Stanford AI Lab alumni Tianye and Shaolin, announced the completion of its A2 round financing led by Amber Capital, Hongruida Investment, and Shanghai Semiconductor Industrial Investment. The company has developed a full-stack embodied AI technology stack including the Visics general-purpose embodied large model with a VLOA architecture, the RoboMirage high-precision simulation engine, and the REX G1 omnidirectional humanoid robot platform. Key technical milestones include the demonstration of cross-body generalization where different end-effectors could be swapped and utilized within 30 seconds without retraining, and the public release of world model reasoning processes. The company aims to reduce data acquisition costs and enable scalable deployment across various hardware platforms and scenarios.
Robotics Industry Q3 Performance Diverges, Still Waiting for Profitability Turnaround
The article examines the third-quarter financial results of key Chinese robotics companies, revealing significant differences in performance across segments. Yujin Tech shows strong revenue growth but declining profits due to high R&D investment, while Sanhua Zhikong and Tuopu Group experience modest declines. The analysis suggests that the industry is still in an early stage of commercialization, with valuation models relying more on future potential than current profitability.
Wujie Dynamics Signs Strategic Partnership with JD.com for Embodied AI Robots in Retail
On October 31, embodied intelligence company Wujie Dynamics announced a strategic partnership with JD.com to explore retail applications and commercial platforms. Currently, Wujie Dynamics' K15 robots have been deployed in two Seven Fresh coffee stores in Beijing, with plans to expand to over 1,000 locations.
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