A research team at Peking University has made significant strides in the field of robotics by developing a novel approach to embodied question answering that combines perception with decision-making. Their innovative work, which has been accepted for presentation at the upcoming CVPR 2026 conference, introduces the EQA-Decision dataset along with the RoboDecision training framework. This advancement aims to improve robotic performance in dynamic environments by employing a comprehensive three-stage training method. The integration of these elements is expected to enhance the capabilities of robots, allowing them to better understand and respond to complex queries in real-world scenarios.
Education & Research
Robot Manufacturer
Perception & Vision
Motion & Navigation
Original from leaderobot.com: Innovative Framework for Embodied Question Answering Accepted at CVPR 2026
Innovative Framework for Embodied Question Answering Accepted at CVPR 2026
RobotToday Initiative
Robotics needs a service framework.
RSF defines a common language for robot service capability, lifecycle operations, certification pathways, and service-provider networks.
The Missing Price: What Non-Disclosure Reveals About the Humanoid Market
Of 131 announced robot models, 33 publish no price. US makers withhold at twice the rate of Chinese ones — and the reason is stage, not strategy.
Market and Business News
IMTS 2026 Preview: Record Orders and the Automation Story
IMTS 2026 opens in Chicago with 1,788 exhibitors and record H1 machine tool orders. What the USMTO data says about automation, and the booths to see.
Market and Business News
AGIBOT Introduces AGILE 2.0 for Enhanced Perception in Humanoid Robots
AGIBOT has unveiled AGILE 2.0, a sophisticated framework designed for perception-driven locomotion and comprehensive control in humanoid robots. This new system allows for real-time modifications to movement and manipulation based on environmental feedback, significantly enhancing robot adaptability. The introduction of AGILE 2.0 is significant as it show...
robotics AI humanoid robots
Digua Robotics and Giga Vision Collaborate to Integrate World Models into Edge AI Chips
On September 14, Digua Robotics and Giga Vision announced a strategic collaboration focused on integrating their respective technologies. Giga Vision will provide world models, embodied foundational models, and real-world application experience, while Digua Robotics will contribute an edge AI computing platform, algorithm toolchain, and robotics ecosystem...
Robotics AI Edge Computing
ROBOTTODAY WEEKLY September 7 – 11, 2026
This week in robotics: JD.com plans to deploy three million robots across its logistics network, XPeng commissions its IRON humanoid production line, FANUC and Google launch an AI arc-welding agent, and Unitree shares fall 53% from their post-IPO high. September 7–11, 2026.
RobotToday Weekly
KoiReader Technologies Introduces KoiVision Platform for Supply Chain Yard Automation
KoiReader Technologies, Inc. has announced the general availability of its KoiVision™ Platform Yard Intelligence Suite. This full-stack Physical AI system aims to enhance global supply chain yard operations by providing automated gate processing, continuous yard visibility, and dock-level execution intelligence. The introduction of the KoiVision Platform ...
Anthropic Disrupts Five Cases of Claude Misuse for Potential Bioweapons Research
Anthropic reported that it intervened in five instances where researchers misused its AI model, Claude, in ways that could have facilitated biological weapons development. These incidents occurred between December 2025 and August 2026, highlighting the challenges of distinguishing legitimate scientific research from potentially harmful activities. The sig...
AI and Robotics
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
NOAA Selects Mississippi State University to Lead New Northern Gulf Research Institute
NOAA has appointed Mississippi State University to host the Cooperative Institute in the Gulf of America (CINGA), aimed at enhancing research collaboration on Gulf ecosystems. This initiative builds on a 20-year partnership with NOAA, focusing on science-based decision-making for the northern Gulf region. The establishment of CINGA is significant as it co...
noaa mississippi state university northern gulf research institute
ZhiYuan Unveils AGILE 2.0: Transforming Robotic Vision and Motion Capabilities
ZhiYuan has launched the AGILE 2.0 model, known as the AGIBOT Generative Intelligent Locomotion Engine, enabling robots to perceive, plan, and move with human-like agility. The innovative short film 'Acrobat BOT' showcases the robot's ability to perform complex tasks, such as jumping through fire hoops and balancing on a ball, demonstrating the advanced c...
Robotic Vision Intelligent Locomotion AI Robotics
Teledyne Webb Research Secures U.S. Navy Contract for APEX Profiling Floats
Teledyne Webb Research has been awarded a contract by the U.S. Navy for the provision of APEX profiling floats. This contract highlights the Navy's commitment to enhancing oceanographic research capabilities through advanced technology. The APEX profiling floats are designed to collect critical ocean data, which is essential for various applications, incl...
teledyne webb research contract award u.s. navy
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
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.
SAISON ROBOT/LingYu Robotics 灵御智能
China
LingYu Robotics to Showcase Teleoperation and Embodied AI Solutions at Automate 2026 Subscribe for the Latest Automate Show Updates Copyright © 2013-2026 A3 Automate.
Yuanqi Innovation (Xiamen) Robot Co., Ltd. 元启创新（厦门）机器人有限公司
China
yuanqirobot.com resolves to a Xiamen-based robot company; directory lists it as Qingdao YuanQi Intelligent Robot Tech — city mismatch requires verification.
OM Robot Technology Co. Ltd. 东莞全向机械科技有限公司
China
Chinese manufacturer of mecanum wheels, omnidirectional wheel bases, and mobile robotic platforms for AGV applications.
Australian Centre for Robotic Vision
Australia
World's first research centre specialising in robotic vision, an ARC Centre of Excellence led by QUT.
Machine Vision Lighting Inc.
Japan
Tokyo firm whose patented VISA-Method lighting delivers uniform illumination and one-step 3-D imaging for machine-vision inspection.
Tangram Vision
United States
Perception infrastructure software and hardware company enabling reliable sensor calibration and integration for robotics and autonomous systems.
Pendulum Systems
United States
Seattle AI software company delivering device-native alt-PNT navigation for GPS-denied environments across drones, defense, and supply chains.
Physik Instrumente (PI) GmbH
Germany
German precision motion leader founded 1970; makes piezo actuators, nanopositioning stages, hexapod robots for semiconductor, photonics, and medical markets.
PBA Systems Pte Ltd
Singapore
Singapore precision motion specialist (est. 1999); direct drive motors, nano-precision gantry stages, and mechatronic systems for semiconductor packaging.
Join the RobotToday community on LinkedIn
Daily robotics news, in-depth analysis, conference highlights, and discussions with professionals worldwide.
Leave a comment