RoboSignal Weekly · 2026-W42
ROBOSIGNAL
Ultra-Light, High Torque, Super Smooth Backdrive: The Most Suitable AKE Collinear Drive Motor for Lightweight Exoskeletons is Now Available Today
From 2026-10-12 to 2026-10-18, key advancements in embodied intelligence and robotics include the release of ASPIRE V1.0 and EmbodiedEvo, along with new hardware like the eHand-20 dexterous hand. The IROS 2026 Best Paper Award highlighted long-term memory frameworks for robots, while multiple companies showcased industrial applications.
Research
Section overviewNew frameworks and models, such as GreenWAM and ForeAct3D, are advancing robotics world modeling and policy generation capabilities.
Clearpath Robotics — BlogFirst-party10-14IROS Research Round-Up: Husky and Jackal in Action
At IROS 2026, Clearpath Robotics showcased six research papers that leverage their Husky and Jackal platforms to address real-world robotics challenges. These include heterogeneous robot collaboration using generative AI, disease detection in orchards, robust LiDAR-inertial-visual odometry in coal mines, safety-constrained reinforcement learning for navigation, 4D-aware urban navigation from internet videos, and a novel calibration framework for event cameras and odometry.
IROS 2026 Best Paper Award Goes to a Newly Established Lab: Robots Now Have Long-Term Memory Framework
The Best Paper Award at IROS 2026 was given to research on long-term memory for robots, which introduced the LT-Mem framework. This framework addresses the issue of robots being unable to track object trajectories when entering the same room multiple times. The framework updates memory using a fluctuating score and performs well on the LT-VQA dataset, outperforming several baseline models. The research was conducted by the APRL lab at DGIST in South Korea, which was established less than a year ago. The two main authors enrolled in July 2025.
Hong Kong University of Science and Technology Team Develops Helical Scaffold for Stable Bronchoscopic Imaging and Intervention
A team from the Hong Kong University of Science and Technology, led by Professors Ren Hongliang and Yuan Wu, has developed a helical brace that stabilizes robotic instruments during bronchoscopic procedures in breathing lungs. The device reduces tube displacement by 96% while maintaining airway patency. It was tested in simulated and in vivo pig models, showing effectiveness in bronchoscopic interventions and imaging. The study, published in Science Robotics, highlights the potential of the helical brace for clinical applications, though further research is needed before human use.
Open-sourcing ASPIRE V1.0: Agentic Robotics Framework with Real Robot Skill Discovery
Jim Fan's team at X Robotics open-sources ASPIRE V1.0, an agentic robotics framework with real robot skill discovery and self-improvement capabilities. The framework was tested on real robots and benchmarks, achieving ~99% performance overnight. The release includes updates on model performance and cost efficiency in robot tasks.
Huayuan Robotics Launches 'Embodied Intelligent Motion Base': Starting with One Joint, Building a Reliable Body for Physical AI
Huayuan Robotics unveiled the 'Embodied Intelligent Motion Base' at the 2026 China International Industrial Exhibition. This is a full-stack motion execution platform that spans from joints to the robot's body, aiming to provide a reliable physical infrastructure for Physical AI. The platform integrates high-precision force control, real-time control, multi-modal perception, and open interfaces, supporting the collaborative work of different forms of robots and AI models.
Industrial Scenario Needs for Embodied Intelligence: Doku Robotics Offers Answers with Over 5000+ Deployments
Doku Robotics unveiled its full line of embodied intelligent robotics products at the recent industrial expo, including joint modules, force-controlled mechanical arms, and humanoid robots, with applications in semiconductor, welding, and automotive sectors. The company emphasizes its technical capabilities, industry experience, and real-world deployment, supported by product specifications and application demonstrations.
Huawei Hubble Invests in a PhD born in 1998. Makes Robot Skin Change Color, Team Average Age 23
Shenzhen Sight Tower Robotics Technology Co., Ltd. has completed its angel round financing, led by Huawei Hubble Investment and other institutions. The company founder, Zhang Wei, is a PhD born in 1998 graduate. The team has an average age of 23 and is dedicated to developing electronic skin technology based on flexible photonic crystal materials, enabling robots to achieve high-density, lightweight, and low-cost tactile sensing. This technology can be applied to robots, car seats, mattresses, and other areas. The company is currently advancing productization and commercialization.
arXiv Robotics — research abstracts10-12ForeAct3D: Policy-Grounded Future World Modeling for VLA Policies
This paper presents ForeAct3, a framework for policy-grounded future world modeling within VLA policies. It uses learnable geometric queries to decode depth, semantic segmentation, and camera pose from policy representations, enabling accurate prediction of future 3D scene states. The method improves manipulation performance through semantic 3D supervision, physical consistency, and action conditioning, achieving 98.3% average success on LIBERO and 37.8% success in real-world tasks.
Embodied Intelligence Sees Paradigm Shift. EinsiaAI Releases EmbodiedEvo, Self-Evolving Coding Agent Climbs to the Summit of Embodied Robodojo
The Navers Lab team at EinsiaAI has introduced EmbodiedEvo, a self-evolving Coding Agent that accumulates coding skills and textual experience through interaction, enabling the Agent to complete tasks in unseen scenarios. In the RoboDojo benchmark, EmbodiedEvo achieved an average score of 45.08 and a success rate of 38.95%, surpassing all VLA/WAM, Agent, and Agent+VLA methods, taking the top position in the Agent track.
arXiv Robotics — research abstracts10-14GreenWAM: A World Foundation Model for Robotics
This paper introduces GreenWAM, a world foundation model for robotics that serves both world modeling and policy generation roles. It achieves top-tier performance on WorldArena 1.0 and ranks among the top entries in RoboTwin 2.0. The model is adapted for real-world humanoid robots and distilled into a single-step policy for real-time control, with controlled experiments highlighting the benefits of robot specialization and maintaining world-model modes during policy adaptation.
Robotics & Automation News10-16ETH Zurich scientists turn WUJI robotic hand into self-propelled mobile manipulator
ETH Zurich researchers have developed a system where a WUJI robotic hand can crawl, recover from falls, and perform manipulation tasks without a separate mobility system. Using reinforcement learning, the hand learns to support its own weight and move using its fingers. The work was presented in a paper titled 'Fingers as Legs: Learning Self-Supported Locomotion and Manipulation with an Anthropomorphic Hand.'
Revisiting the Forklift as a Robot: JieXiang's New Approach to Warehouse Automation
JieXiang has redefined the forklift as a robot by eliminating human-centric features like driver seats and protective structures, reducing redundancy in structure, energy, and cost. The company's approach focuses on original robot design principles, modular architecture, and system-level coordination to simplify the deployment of automated storage systems.
Observing the Industrial Fair: Embodied Intelligence Moves into Factories, What Capabilities is Faol Robotics Filling?
At the Industrial Fair, the integration of embodied intelligence with robots is bringing about subtle changes. The robots on display are not only required to demonstrate mobility but also to address real-world challenges such as identifying unfamiliar workpieces, adjusting operations, moving around, and force control. Faol Robotics showcased multiple technical paths, including the AIRLab intelligent welding solution, the ART series fully joint-force-controlled humanoid robotic arms, and the BW10-Lite industrial-grade embodied robot, aiming to enhance robots' adaptability to complex industrial tasks.
Agnes AI Opens Sources Agnes Harness, Enabling AI Agents to Connect with the Real World
Agnes AI officially opens sources its agent execution infrastructure Agnes Harness (AGH) and device interaction protocol MHS (Model Hardware Standard), providing developers with a unified toolchain that supports the continuous execution of AI Agents in real-world tasks and physical devices.
Oceanic Embodied Intelligence Company Secures 5 Rounds of Funding in 9 Months; Industrial Embodied Intelligence Company Passes HKEX Listing Review | Weekly Capital Highlights
This report covers a series of recent developments in the embodied AI and robotics industry, including the passing of the Hong Kong Stock Exchange listing review by Weilai Shenhai, the completion of a multi-million yuan A+ round funding by Jiexian Smart, and multiple rounds of funding for other companies in the field. These events highlight the growing interest and investment in industrial and oceanic embodied intelligence, as well as the expansion of physical AI infrastructure and sensor technologies.
Jilin University Team Releases Y-Hand M2, the Globally Highest Degree-of-Freedom Biomimetic Dexterous Hand
The Y-Hand M2 biomimetic dexterous hand, developed by Professor Ren Lei's team at Jilin University, is currently the globally highest-degree-of-freedom biomimetic hand with 38 degrees of freedom. It achieves high flexibility and compliance through biomimetic tensile-compression robotic technology, successfully completing 33 types of human-like dexterous operations with a success rate of 96%. The product has already entered mass production and is applied in multiple fields such as intelligent manufacturing and healthcare.
Two Unitree G1 Robots Play Table Tennis Doubles: PingpongDuo Enables Humanoid Team Coordination
A research team from Shanghai Chuangzhi College, Yuance Future, Hong Kong University, and NVIDIA has developed PingpongDuo, a system that enables two Unitree G1 humanoid robots to perform table tennis doubles. The system combines perception, team coordination, and whole-body motion control, using reinforcement learning for planning and risk assessment. Real-world testing showed improved performance over traditional rule-based strategies, with the robots achieving 18 consecutive alternating returns in a human-robot doubles match.
Data & Training
9999 RMB Opens the 'Dexterous Era' of Robotics: Huiling Tech Launches 20-Degree-of-Freedom Dexterous Hand
Huiling Tech launched the eHand-20 dexterous hand at the 2026 China International Industrial Fair, priced at 9999 RMB. This 20-degree-of-freedom dexterous hand combines high degrees of freedom with low cost through a full direct-drive control solution, modular design, and scalable manufacturing capabilities. The eHand-20 not only enhances fine manipulation capabilities but also advances embodied intelligence through a hand-brain closed-loop system, marking a significant turning point in the transition of dexterous hands from laboratory research to industrial application.
Robots & Hardware
Ultra-Light, High Torque, Super Smooth Backdrive: The Most Suitable AKE Collinear Drive Motor for Lightweight Exoskeletons is Now Available Today
CubeMars officially launched the AKE40-6 and AKE50-8 two new lightweight collinear drive joint modules at this year's China Industrial Fair. Through small gear ratio design, shellless and drive-integrated solutions, as well as ultra-low backdrive resistance, it solved the core issues of exoskeleton power systems in terms of lightweight, smoothness, and spatial constraints, providing more human-centric solutions for medical rehabilitation, outdoor sports, and consumer-grade assistive walking devices.
Deployments
2026 International Embodied Intelligence Skills Competition to be Held in Shanghai on October 23
The 2026 International Embodied Intelligence Skills Competition will take place in Shanghai from October 23 to 25, featuring nine tracks and 23 competition items. The event aims to promote the practical application of embodied intelligence technologies through real-world scenarios, with a focus on real-world task execution, data-driven evaluation, and industry collaboration. It also includes opportunities for networking, investment, and showcasing solutions to a global audience.