Industry Briefing
A single destination for timely, editor-curated robotics news from around the world.
Kawasaki Robotics and Dexterity Expand Collaboration to Scale Physical AI for Warehouse Logistics
Kawasaki Robotics has unveiled the RL030N, an advanced 8 DoF (degrees of freedom) robot arm platform that integrates cutting-edge industrial robot engineering with Dexterity's Mech hardware and Foresight World Model technology. This innovative platform aims to enhance automation capabilities across various industries by providing greater flexibility and precision in robotic tasks. The announcement was made during a recent technology expo held in Tokyo, showcasing the latest advancements in robotics and automation. By combining expertise from multiple sectors, the RL030N is designed to meet the growing demand for sophisticated robotic solutions that can adapt to complex environments and tasks. The collaboration between these industry leaders highlights a commitment to pushing the boundaries of what robotic systems can achieve, ultimately aiming to improve efficiency and productivity in manufacturing and other applications.
Robotics Infrastructure Startup XDOF Emerges from Stealth with $70M in Funding
XDOF has officially launched after securing $70 million in funding to create infrastructure for robot foundation models. The company aims to develop essential datasets, robotic systems, and software tools that will enable robotics firms and research institutions to enhance the capabilities of physical AI systems. This significant investment comes from prominent venture capital firms, including Thrive Capital, Andreessen Horowitz, Spark Capital, Lux, and WnderCo. The funding will support XDOF's mission to advance the field of robotics and artificial intelligence, addressing the growing demand for more sophisticated and efficient robotic solutions.
AI AI Funding & Investment Robotics Amazon Andreessen Horowitz Carnegie Mellon
Collecting robot training data is dirty, unglamorous work. Some AI labs are already paying XDOF to do it.
Recent discussions in the field of artificial intelligence highlight a significant challenge facing the development of physical AI systems. Experts emphasize that in order for physical AI to achieve milestones comparable to those of large language models (LLMs), a critical data issue must be addressed. As of October 2023, the existing datasets are insufficient to support the complex learning and operational needs of physical AI. This gap in data could hinder progress and innovation in creating AI that can effectively interact with and navigate the physical world. Addressing this problem is essential for advancing the capabilities of physical AI, ensuring that it can perform tasks with the same proficiency as its software counterparts.
AI Startups a16z robots Thrive Capital
Kawasaki Robotics to debut RL030N physical AI platform at Automate
Kawasaki Robotics is set to unveil its RL030N physical AI platform, along with its 8-DoF robot and Pulseboard inspection technology, at the upcoming Automate event. This showcase, scheduled for later this month, aims to demonstrate the company's vision for intelligent automation solutions. By integrating advanced robotics with AI capabilities, Kawasaki Robotics seeks to enhance operational efficiency and precision in various industries. The introduction of these innovative systems reflects the growing demand for automation technologies that can adapt to complex tasks and improve productivity in manufacturing and beyond.
Arms / Manipulators Artificial Intelligence Automotive Cobot Arms Controllers Events
Samsung-backed 7 DOF robot is learning to work inside a giant e-commerce warehouse
A mobile robot created by Rainbow Robotics, a company under Samsung's control, has commenced testing operations within Coupang's facilities. This initiative, which began recently, aims to enhance the efficiency of logistics and delivery processes in the rapidly growing e-commerce sector. The collaboration between Rainbow Robotics and Coupang reflects a broader trend of integrating advanced robotics into supply chain management, driven by the increasing demand for faster and more reliable delivery services. The testing phase will assess the robot's capabilities in navigating the complex environments of Coupang's warehouses, potentially paving the way for wider adoption of robotic solutions in the industry.
AI and Robotics
New Server Hopes to Break Through AI’s “Memory Wall”
Majestic Labs, an AI hardware startup, is addressing the memory limitations of large language models (LLMs) with its upcoming server, Prometheus, set to launch in 2027. This innovative server will feature up to 128 terabytes of memory, significantly surpassing the capabilities of Nvidia’s current offerings. Co-founder Sha Rabii emphasizes that this substantial memory increase will enhance performance and efficiency, particularly as models grow larger. Prometheus employs a unique DRAM-centric architecture, utilizing LPDDR6 memory and a proprietary memory interface with miniature copper cables that allow for greater memory placement flexibility. This design aims to overcome the “memory wall” that hampers LLM performance, providing a memory bandwidth of up to 25.6 terabytes per second. To complement its memory capabilities, Prometheus will incorporate the Ignite AI processing unit, which combines ARM application cores with RISC-V vector and tensor cores on a single chip. This integration allows for seamless handling of LLM inference tasks without the need for processor handoffs. Majestic Labs is also focused on ensuring compatibility with existing AI frameworks like PyTorch and OpenAI’s Triton, allowing customers to run their models without modifications. The server, designed in compliance with the Open Compute Project, will be modular, enabling future memory upgrades. Despite the advanced technology, Majestic Labs aims to offer competitive pricing by leveraging DRAM instead of more expensive high-bandwidth memory. Rabii claims that this approach could reduce customer capital expenditures and power consumption significantly, potentially by 10 to 50 times, depending on the workload.
Memory Server Ai-accelerators Performance
Tesla Optimus Gen 3 vs Gen 2: Full Specs Comparison (2026)
A detailed comparison of the specifications for the upcoming Generation 3 and the previous Generation 2 robotic hands has been released, highlighting significant advancements in technology. The new Generation 3 model boasts 50 actuators and 22 degrees of freedom (DoF), a marked improvement over the Generation 2, which features only 28 actuators and 11 DoF. This comparison has generated considerable interest as it outlines both confirmed features and aspects that remain uncertain. The unveiling of these new specifications is set to take place at the AWE (Augmented World Expo) in Shanghai, scheduled for 2026. The enhancements in the Generation 3 model are expected to provide greater dexterity and functionality, reflecting ongoing innovations in robotic design aimed at improving user interaction and performance. The anticipation surrounding this reveal underscores the growing importance of advanced robotics in various applications, from industrial use to personal assistance.
Chinese firm debuts compact humanoid robot with 42 DoF and 100 TOPS computing power
KEENON Robotics has introduced the XMAN-L1, a new compact humanoid robot aimed at enhancing interactive service experiences. The unveiling took place recently, showcasing the robot's capabilities in various service-oriented environments. This innovative technology is designed to assist in tasks such as customer interaction and support, reflecting the company's commitment to advancing automation in service industries. By integrating advanced AI and robotics, KEENON aims to improve efficiency and customer satisfaction in sectors like hospitality and retail. The launch of the XMAN-L1 marks a significant step forward in the company's efforts to provide cutting-edge solutions that meet the evolving needs of businesses and consumers alike.
D2GNet: Efficient 6‐DoF Grasp Detection in Cluttered Scenes via Density‐Aware Dual‐Dimensional Graph Networks
A recent study published in the Journal of Field Robotics highlights advancements in robotic technology aimed at enhancing agricultural efficiency. Conducted by a team of researchers from various universities, the study was released in June 2026 and focuses on innovative robotic systems designed to optimize crop management and reduce labor costs. The research team utilized a combination of machine learning algorithms and autonomous navigation systems to develop robots capable of performing tasks such as planting, monitoring, and harvesting crops. This initiative was motivated by the increasing demand for sustainable farming practices and the need to address labor shortages in the agricultural sector. Field tests were conducted in diverse agricultural environments, demonstrating the robots' ability to adapt to varying conditions and improve overall productivity. The findings suggest that integrating robotics into farming not only enhances efficiency but also contributes to more sustainable practices by minimizing resource waste. As the agricultural industry faces challenges related to climate change and population growth, the implementation of these robotic systems could play a crucial role in ensuring food security and promoting environmentally friendly farming methods. The research underscores the potential of robotics to transform traditional agricultural practices, paving the way for a more automated and sustainable future in farming.
RESEARCH ARTICLE
Manipulator Robot Arm Kinematics: Understanding the Degrees of Freedom (DoF)
In the rapidly evolving field of robotics, the JAKA Pro16 cobot stands out for its advanced kinematic design, which emulates the human arm's functionality. This industrial robot, equipped with six degrees of freedom (DoF), offers unparalleled agility and precision, allowing it to navigate complex environments and perform intricate tasks. With a reach of 1713mm and a payload capacity of 16kg, the JAKA Pro16 is particularly suited for heavy-duty applications, such as palletizing and CNC part handling. The robot's kinematic structure is divided into two functional groups: positioning axes that mimic the shoulder and elbow for spatial movement, and orientation axes that enable precise tool manipulation. This design helps the cobot overcome potential movement restrictions, known as singularities, ensuring continuous production flow in crowded factory settings. JAKA has optimized the Pro16 for high-precision environments, incorporating IP68-rated joints to protect internal components from dust, water, and oil. The robot maintains sub-millimeter repeatability and operates effectively in extreme temperatures, making it reliable for various industrial applications. Controlled wirelessly through the JAKA App, the Pro16 simplifies complex kinematic operations, enhancing productivity and efficiency in manufacturing processes. By integrating this cutting-edge technology, businesses can significantly improve their operational capabilities and maintain a competitive edge in the market.
Kinetix AI Unveils KAI: A 115-DoF Humanoid Aiming for "Physical Intelligence"
Kinetix AI, a company based in Shenzhen, has launched KAI, a groundbreaking humanoid robot that boasts an unprecedented 115 degrees of freedom. This advanced robot is equipped with a proprietary world model tailored for use in both domestic and office settings. The introduction of KAI marks a significant advancement in robotics, aiming to enhance human-robot interaction and improve efficiency in everyday tasks. The launch event took place recently, showcasing KAI's capabilities and potential applications in various environments. Kinetix AI's innovation reflects a growing trend in the robotics industry, where the focus is on creating versatile machines that can seamlessly integrate into daily life and workspaces.
KAI China Kinetix AI
Combining Neural Network and RRT*: A Novel Path Planning Method for Hyper‐Redundant Manipulators With 2N + 1 DOF
The Journal of Field Robotics has published an early view article highlighting recent advancements in robotic technology. This publication, released in October 2023, focuses on innovative applications of robotics in various fields, including agriculture, healthcare, and environmental monitoring. Researchers from multiple institutions collaborated to explore how these technologies can improve efficiency and accuracy in their respective sectors. The motivation behind this research stems from the increasing demand for automation and precision in tasks traditionally performed by humans. By utilizing advanced algorithms and machine learning techniques, the study demonstrates how robots can adapt to dynamic environments and perform complex tasks with minimal human intervention. This work is expected to contribute significantly to the ongoing discourse on the future of robotics and its potential to transform industries worldwide.
RESEARCH ARTICLE
Cuba Warns US Attack ‘Possible’ as Pentagon Stays Mum on Military Prospects
US officials have dismissed Cuba's recent warning regarding escalating tensions, indicating that there will be no change in the military posture of the United States. This stance raises questions about how Washington might react should the situation deteriorate further. The ongoing diplomatic standoff highlights the complexities of US-Cuba relations, particularly in light of recent developments that have heightened concerns on both sides. While officials have not elaborated on potential responses, the lack of engagement with Cuba's warning suggests a cautious approach as the US navigates its foreign policy in the region.
UniX AI introduces Panther, the world's first service humanoid robot to enter real household deployment, powered by its differentiated wheeled dual-arm architecture
A groundbreaking advancement in robotics has been unveiled with the introduction of the Panther, a wheeled dual-arm humanoid robot. This innovative machine is equipped with the world's first mass-produced eight-degree-of-freedom (8-DoF) bionic arms, enhancing its dexterity and functionality. Additionally, the Panther features an adaptive intelligent gripper mounted on a high-degree-of-freedom joint platform, allowing for versatile handling of various objects. The robot's design includes an omnidirectional four-wheel steering and four-wheel drive (4WS+4WD) chassis, enabling it to navigate complex environments with ease. This development marks a significant step forward in robotic technology, aimed at improving automation and efficiency in various industries. The Panther was revealed to the public in October 2023, showcasing its capabilities at a technology expo. The motivation behind its creation stems from the growing demand for advanced robotic solutions that can perform tasks traditionally handled by humans, particularly in sectors such as manufacturing, logistics, and healthcare. By integrating cutting-edge engineering with adaptive technology, the Panther is set to redefine the role of robots in everyday operations, paving the way for a future where humans and machines work side by side more effectively.
Inverse Kinematics Solution and Application of a 5‐DoF Robotic Arm Based on an Improved Dung Beetle Optimization Algorithm
In a recent study published in the Journal of Field Robotics, researchers explored advancements in robotic navigation systems, highlighting their potential applications in various industries. The study, conducted by a team of engineers and computer scientists, was released in May 2026 and focuses on improving the efficiency and accuracy of autonomous vehicles in complex environments. The research was motivated by the growing demand for reliable navigation solutions in sectors such as agriculture, logistics, and urban planning. By integrating advanced algorithms and sensor technologies, the team demonstrated how these innovations could enhance the performance of robots in real-world scenarios, addressing challenges such as obstacle detection and path optimization. The findings suggest that implementing these improved navigation systems could lead to significant cost savings and increased productivity across multiple fields. The study emphasizes the importance of continued research and development in robotics to keep pace with the evolving needs of various industries.
RESEARCH ARTICLE
Robust Ship‐to‐Ship Object Pick‐Up With a 6‐DoF Robotic Arm Based on Force/Torque Measurement and Gripper Design
In a recent study published in the Journal of Field Robotics, researchers explored advancements in robotic navigation systems, focusing on enhancing autonomous vehicles' capabilities. This research, conducted by a team of engineers and computer scientists, was published in May 2026 and highlights significant improvements in the algorithms used for real-time decision-making in complex environments. The study was carried out at a leading robotics research facility, where the team aimed to address the challenges faced by autonomous vehicles in dynamic settings, such as urban areas with unpredictable obstacles. The motivation behind this research stems from the increasing demand for reliable and efficient autonomous transportation solutions, which are crucial for the future of smart cities and sustainable mobility. To achieve their objectives, the researchers employed a combination of machine learning techniques and advanced sensor technologies, allowing the vehicles to better interpret their surroundings and make informed navigation choices. The findings suggest that these enhanced systems could significantly reduce the likelihood of accidents and improve overall traffic flow. As the world moves towards greater automation in transportation, this study represents a critical step in ensuring that autonomous vehicles can safely and effectively navigate the complexities of modern urban landscapes. The implications of this research could pave the way for widespread adoption of autonomous vehicles, ultimately transforming how people and goods are transported in the future.
RESEARCH ARTICLE
Tesla Optimus Gen 3: Specs, Release Date & Price (2026)
In a significant advancement for robotics, production of the latest version of the Optimus robot is set to commence in the summer of 2026. This new model will feature 50 actuators and 22 degrees of freedom (DoF) in its hands, enhancing its dexterity and functionality. The robot will be powered by the AI5 chip and will incorporate Grok voice AI, enabling more sophisticated interactions and capabilities. These developments mark a pivotal step in the evolution of robotic technology, aiming to improve efficiency and versatility in various applications. The confirmation of these features underscores the commitment to pushing the boundaries of what is possible in robotics.
Tesla Optimus Hardware: Actuators, Hands & Sensors (2026)
In March 2026, a comprehensive technical guide detailing the advanced hardware of the Optimus robot was released, highlighting its sophisticated actuator types and the inclusion of 50-actuator hands. The guide also emphasizes the robot's power capabilities, featuring a robust 2.3 kWh battery that supports its functionality. Additionally, it outlines the robot's degrees of freedom (DoF), sensor integration, and the utilization of a full self-driving (FSD) chip, showcasing the cutting-edge technology that underpins Optimus. This release aims to provide insights into the engineering and design elements that contribute to the robot's operational efficiency and versatility, reflecting ongoing advancements in robotics and artificial intelligence.
Kongsberg Listen Scores Commercial Breakthrough with DOF HUGIN Order
Kongsberg Discovery has announced its first commercial order for the Kongsberg Listen electromagnetic sensing solution, marking a significant milestone for the company. The order comes from DOF, a prominent provider of integrated subsea and marine services for the global offshore energy sector. DOF has chosen this cutting-edge ‘passive’ technology to be incorporated into an integrated payload on a new HUGIN autonomous underwater vehicle (AUV). The agreement was unveiled today during the Oceanology International event taking place in London, highlighting the growing interest in advanced sensing technologies within the marine industry.
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FET to Deliver Series of Cutting Edge ROVs to DOF
Forum Energy Technologies’ Subsea product line has been awarded a contract to supply four of its advanced XLX EVO III work class remotely operated vehicles (ROVs) to long-term client DOF. This agreement highlights the ongoing partnership between the two companies and underscores the growing demand for innovative subsea technology in the energy sector. The contract was finalized recently, marking a significant step in enhancing DOF's operational capabilities. The deployment of these state-of-the-art ROVs is expected to improve efficiency and safety in subsea operations, reflecting Forum Energy Technologies' commitment to delivering cutting-edge solutions to meet the evolving needs of the industry.
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MWC 2026: Honor unveils Robot Phone with embodied AI features
Honor, the Chinese smartphone manufacturer, unveiled its innovative “Robot Phone” just before the Mobile World Congress (MWC) 2026, marking a significant milestone as the inaugural product under its new Alpha strategy. The device boasts a cutting-edge motorized rotating flip camera, a compact 4DoF gimbal module that has been reduced in size by 70%, and an impressive 200-megapixel sensor. Additionally, it offers three-axis stabilization and advanced AI-powered tracking capabilities. This launch reflects Honor's commitment to pushing the boundaries of smartphone technology and enhancing user experience through automation and superior camera performance. The announcement was made by CEO Li, who emphasized the company's vision for future advancements in mobile technology.
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Clone Robotics Demos Startlingly Fast Robotic Hand, Touts Neural Controller
Clone Robotics has released a new video showcasing its advanced 27-degree-of-freedom (DoF) biomimetic hand, which accurately mimics human movements with remarkable speed. This demonstration highlights the company's innovative "neural joint controller," a significant development in their ongoing Clone Alpha project. The video serves as a tangible update on the project's progress, emphasizing the potential applications of this technology in fields such as robotics and prosthetics. By integrating sophisticated control systems, Clone Robotics aims to enhance the functionality and responsiveness of robotic hands, paving the way for more lifelike interactions in various environments.
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Inside Iron: Analyst Breaks Down Xpeng's Ambitious 5-DoF Spine and New Scapula
Robotics analyst Scott Walter has released a detailed analysis of Xpeng's latest humanoid robot, highlighting its innovative hardware features. The report describes the robot's advanced design, which includes a five-degree-of-freedom (5-DoF) waist and a two-degree-of-freedom (2-DoF) scapula, enhancing its range of motion. Additionally, the analysis notes that the knee actuator has been repositioned for improved functionality. Walter's findings also indicate that the humanoid showcased during a recent presentation was a hybrid model, incorporating older-generation hands. This examination sheds light on Xpeng's ambitious approach to robotics and its commitment to pushing the boundaries of humanoid technology.
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Confirmed: Unitree H2 Specs Reveal a 31-DOF Humanoid with a Major Hardware Overhaul
The recently unveiled Unitree H2 has garnered attention for its advanced specifications and innovative design, showcasing a total of 31 degrees of freedom. This includes a three-degree-of-freedom (3-DOF) serial-stack waist, a remotely actuated 'quasi-serial' ankle configuration, and a two-degree-of-freedom (2-DOF) neck. This re-engineering marks a significant evolution from its predecessor, the H1. The official details and expert evaluations highlight the H2's enhanced capabilities, positioning it as a notable advancement in robotic technology.
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Forum Energy Technologies Secures Work-Class ROV Order
Forum Energy Technologies (FET), a prominent player in subsea robotics, has announced a new contract with its long-term client, DOF. This agreement involves the provision of a work-class remotely operated vehicle (ROV) along with a supporting tether management system. The delivery of this advanced equipment is set for late 2025 and will enhance DOF’s extensive subsea operations in Brazil. This partnership underscores FET's commitment to supporting DOF's operational capabilities in the region.
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Experts Weigh In on Wuji Tech’s Robotic Hand: A “Remarkably Robust” Direct-Drive Contender
Humanoid robotics expert Scott Walter and hand surgeon Gustav Andersson have commended the innovative 20-degree-of-freedom (20-DOF) robotic hand developed by China's Wuji Tech. Their analysis highlights the device's direct-drive actuation, which represents a significant advancement over traditional tendon-based systems. This breakthrough is seen as a critical step in bridging the gap between simulated environments and real-world applications in robotics. The evaluation underscores the potential of this technology to enhance the functionality and dexterity of robotic hands, paving the way for more effective integration into various fields, including medical applications and rehabilitation.
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Unitree Teases New 26-DOF Humanoid Robot, Hints at Sub-$10,000 Price
Unitree Robotics has unveiled a preview of its latest humanoid robot, which boasts 26 degrees of freedom and is expected to be priced under $10,000. This development, announced recently, could revolutionize the field of advanced humanoid robotics by making it more accessible for researchers and enthusiasts alike. By lowering the financial barrier, Unitree aims to encourage innovation and experimentation within the robotics community, potentially leading to significant advancements in the technology. The introduction of this affordable humanoid robot marks a significant step forward in democratizing access to sophisticated robotic systems.
Unitree Robotics
DOF Invests in First of Its Kind Modular Cable Repair Spread to Accelerate Offshore Wind Uptime
DOF has unveiled a groundbreaking modular cable repair spread aimed at revolutionizing the response of offshore wind operators to cable faults. This innovative system, designed for compatibility across DOF's fleet, stands out for its unique combination of flexibility, road transportability, and rapid deployment capabilities. The investment reflects DOF's commitment to enhancing operational efficiency in the offshore wind sector, addressing the critical need for swift and effective cable repairs in the face of increasing demand for renewable energy solutions.
Deep C and DOF Set to Begin 1,000 Meter Deepwater ROV Trenching in Asia After Successful Trial
Deep C and DOF are set to launch a significant deepwater trenching operation in Asia, following the successful completion of a pilot project in 2024. The main operation is scheduled to begin in the second quarter of 2025. During the pilot phase, which involved testing Deep C’s ROV Trenching Skid in depths exceeding 1,000 meters, the technology demonstrated its capability to function effectively in difficult seabed conditions. The insights gained from this trial have equipped the companies with the necessary experience to proceed with the final trenching scope, aiming for precise and efficient execution of the project.
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Westwood Robotics Details Agile THEMIS V2 Humanoid with Advanced Manipulation
Westwood Robotics has unveiled its latest humanoid robot, the THEMIS V2, designed to operate in challenging work environments. Standing at 1.6 meters tall, the robot boasts 40 degrees of freedom (DoF) and is equipped with proprietary BEAR actuators that enable agile and compliant movements. The upgraded model features enhanced 6-DoF arms and 7-DoF hands, allowing for greater dexterity and functionality. Incorporating advanced artificial intelligence processing and stereo vision capabilities, THEMIS V2 is engineered to perform complex tasks efficiently. Additionally, the robot is designed with hot-swappable batteries, ensuring minimal downtime during operation. This innovative technology aims to meet the increasing demand for versatile robotic solutions in various industries, highlighting Westwood Robotics' commitment to pushing the boundaries of robotic capabilities.
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VideoRay, a BlueHalo Company, Awarded $30.7M Contract to Support U.S. Navy’s Maritime Expeditionary Standoff Response Program
VideoRay, a subsidiary of BlueHalo and a leader in underwater robotics, has secured a contract valued at over $30.7 million from the Naval Information Warfare Center (NIWC) Pacific. This five-year agreement focuses on providing systems engineering and support services for the Mission Specialist Defender systems, specifically the Maritime Expeditionary Standoff Response (MESR) remotely operated vehicle (ROV). The contract aims to enhance the U.S. Navy's operational capabilities with these advanced systems, underscoring the importance of innovative technology in maritime defense operations.
videoray bluehalo contract award u.s. navy maritime expeditionary standoff response program
DOF Group Receives Contract Award for FPSO Installation Project
DOF Group ASA has announced the award of a Floating Production Storage and Offloading (FPSO) installation project from an undisclosed client in the Atlantic region. This development underscores the company's ongoing expansion in the offshore oil and gas sector, reflecting a growing demand for advanced production solutions. The project is set to enhance DOF Group's portfolio and strengthen its position in the market. Further details regarding the timeline and specific location of the installation are yet to be disclosed.
dof group contract award fpso installation projectRobotics needs a service framework.
RSF defines a common language for robot service capability, lifecycle operations, certification pathways, and service-provider networks.
