Reasoning about failures is crucial for building reliable and trustworthy robotic systems. Prior approaches either treat failure reasoning as a closed-set classification problem or assume access to ample human annotations. Failures in the real world are typically subtle, combinatorial, and difficult to enumerate, whereas rich reasoning labels are expensive to acquire. We address this problem by introducing
Education & Research
Software & Algorithm Provider
Robot Manufacturer
Perception & Vision
Human-Machine Interaction
Original from amazon.science: Self-refining vision language model for robotic failure detection and reasoning
Self-refining vision language model for robotic failure detection and reasoning
RobotToday Initiative
Robotics needs a service framework.
RSF defines a common language for robot service capability, lifecycle operations, certification pathways, and service-provider networks.
New Quantum Hermite Transform Algorithm Enhances AI and Scientific Computing Potential
Researchers from the U.S. Department of Energy’s Brookhaven National Laboratory, Northeastern University, Google Quantum AI, and the University of Texas at Austin have introduced a new quantum computing algorithm called the quantum Hermite transform (QHT). This algorithm aims to broaden the scope of problems that future quantum computers can address, part...
AI and Robotics
The Advantages for OEMs Collaborating with Skilled Robotics Integrators
A proficient robotics integrator serves as a vital link between robot manufacturers and customers' operational needs. By leveraging their deep understanding of technology, integrators facilitate the effective application of robotic solutions in real-world scenarios. This collaboration is essential as it ensures that the unique requirements of customers ar...
Nous Research Secures New Funding Talks at $1.5 Billion Valuation for Hermes Agent
Nous Research, the creator of the open-source Hermes agent, is in discussions to secure a new funding round led by Robot Ventures, aiming for a valuation of $1.5 billion. The company is looking to raise at least $75 million, following a previous $50 million Series A funding announced just three months prior. This funding round is significant as it reflect...
AI Startups Venture
The Escalating AI Arms Race in Software Engineering Technical Interviews
The landscape of software engineering job interviews is rapidly evolving due to the increasing use of AI by both candidates and employers. Applicants are employing AI assistants to enhance their performance during remote technical interviews, while companies are countering with AI tools designed to detect such assistance. This dynamic creates a competitiv...
Hiring-trends Interviews Ai-bias
Mistral AI Introduces Robostral Navigate for Autonomous Robotic Navigation
Mistral AI has launched Robostral Navigate, the first AI model specifically designed for robotic navigation. This marks a significant shift for the French company, which has previously focused on large language models, as it ventures into Physical AI. The goal is to enable robots to understand natural language instructions, interpret their surroundings us...
À la une IA Industrie
KISS Institute Launches BotBall to Enhance STEM Education with Student-Led Robotics
The KISS Institute for Practical Robotics (KIPR) has introduced BotBall, a robotics program designed to foster creativity and critical thinking among students. This initiative emphasizes student-led engineering, allowing participants from elementary to high school to engage in hands-on learning using a standardized kit. The program ensures a level playing...
Autonomous Mobile Robots (AMRs) Educational News
Robbyant Unveils LingBot-Depth 2.0 with Enhanced Spatial Perception for Robotics
Chinese AI company Robbyant has launched LingBot-Depth 2.0, a next-generation spatial perception model designed to enhance robotic navigation in complex environments. This model builds on the previous LingBot-Depth, utilizing the Masked Depth Modeling technique and trained on 150 million samples, achieving top results in 12 out of 16 depth completion benc...
AI and Robotics
ROBOTTODAY Weekly July 6 – 10, 2026
This week in robotics: AI² Robotics raises $735M for wheeled humanoids, Unitree G1 performs first live surgery, Dexmal launches DexOS platform, Agility Robotics announces SPAC, and Ondas acquires DZYNE for $875.8M. July 6–10, 2026.
RobotToday Weekly
RoboDK Launches CAM Software to Reduce Robotic Machining Deployment Time by 40%
RoboDK has introduced its new CAM software, enabling robotic machining programs to be generated directly from CAD files. This innovation, showcased at the Automate Show, promises to reduce deployment time by up to 40%, allowing users to create toolpaths and collision-free motions without manual coding. The software aims to simplify the robotic machining p...
News Robot simulation Software
Physical AI Landscape: From Digital Intelligence to the Embodied Physical World
A comprehensive industry analysis of Physical AI — covering Embodied AI, Field AI, Factory AI, VLM, World Model, VLA, and the VLA vs WAM architecture debate. Includes 20+ companies, 28 references, and the RobotToday Physical AI Landscape diagram. July 2026.
Artificial Intelligence
InDro Robotics Introduces Axiom Humanoid Platform to Enhance Physical AI Research Accessibility
InDro Robotics has launched the Axiom, a modular humanoid-style robotic platform aimed at facilitating Physical AI research. Announced on July 10, 2026, this budget-friendly solution is designed to lower the barriers for researchers and academic institutions in developing advanced robotics applications. Initial customer units are already being shipped, in...
NASA and Rice University Launch Open-Source Simulator for Space Robotics Research
Rice University and NASA have introduced the iMETRO Dynamic Simulation, the first open-source platform for developing robots for spacecraft and habitats. Unveiled at the 2026 IEEE International Conference on Robotics and Automation in Vienna, this simulator creates a digital twin of NASA's iMETRO facility, enabling global researchers to test intravehicula...
AI and Robotics
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.
Alkadur Robot Systems GmbH
Germany
Alkadur Robot Systems (Germany) manufactures automated doner kebab cutting robots for commercial food service environments. The robotic systems use optically integrated sensors to deliver precise, hygienic, single-button-operated meat slicing for high-volume restaurant and catering operations.
CRP Robot (CN)
China
Chinese high-tech enterprise manufacturing industrial robots, collaborative robots, and core robot components including control systems and servo systems. Main drafting unit of four Chinese national standards in the industrial robot domain.
Dr Robot
Canada
Dr Robot Inc develops WiFi-connected robot platforms, motor drivers, servo controllers, and OEM robot kits for autonomous mobile and humanoid robot development. Products target educational, research, and personal robot application developers.
AU Centre for Robotic Vision (ACRV) (AU)
Australia
Australian research centre focused on robotic vision systems, operating under university auspices. Conducts research in computer vision and perception for autonomous robots. Website was inaccessible at time of scrape; inferred from name and known public profile as a vision-focused robotics institute.
Robotic Vision Technologies
US developer of Vision Factory, a 3D machine vision platform enabling industrial robots to locate parts in six degrees of freedom from a single camera image. Targets automated manufacturing lines requiring high-speed, accurate part location without structured environments.
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)
Macrotellect develops BrainLink EEG headsets and brainwave sensing devices for consumer and research applications. The company focuses on brain-computer interface technology enabling non-invasive neural signal acquisition and human-machine interaction.
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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