Robot Manufacturer Software & Algorithm Provider Motion & Navigation Human-Machine Interaction
Muka Robotics' LJM Model Secures Global Second Place at WorldArena Using 32 GPUs
Original from PanDaily.com: Dark Horse Muka Robotics Charges WorldArena With Only 32 Zhenwu 810E GPUs: LJM World Model Achieves Global Second Place Defining the Breakthrough From Video Quality to Physical Logic

Muka Robotics' LJM Model Secures Global Second Place at WorldArena Using 32 GPUs

Muka Robotics has achieved a remarkable feat with its LJM Latent Joint-conditional Model, securing the second position globally at WorldArena with a motion quality score of 89.17 using only 32 Zhenwu 810E GPUs. This accomplishment highlights the model's innovative dual-expert architecture, which emphasizes physical understanding rather than solely focusing on video generation quality.

This achievement is significant as it showcases Muka Robotics' commitment to advancing the field of robotics by prioritizing physical logic in its models. The successful integration of a limited number of GPUs to achieve high motion quality demonstrates the potential for efficiency in computational resources while maintaining performance standards in robotics applications.

Looking ahead, it will be important to monitor how Muka Robotics continues to develop its technologies and whether this dual-expert architecture will influence future models in the industry. No further timeline was disclosed at the time of publication.

Editor's Note

Muka Robotics' recent success at WorldArena underscores a growing trend in the robotics industry towards optimizing performance with fewer resources. This shift could impact how companies approach model development and resource allocation, potentially leading to more sustainable practices in technology deployment.

RobotToday Initiative

Robotics needs a service framework.

RSF defines a common language for robot service capability, lifecycle operations, certification pathways, and service-provider networks.

Share

Related Articles/News

Tokyo University Innovates Artificial Skin for Enhanced Joint Angle Sensing in Robots

Tokyo University Innovates Artificial Skin for Enhanced Joint Angle Sensing in Robots

Tokyo University's research team has developed an artificial skin that enables robots to accurately sense joint angles through its deformation. This bionic skin, designed with a tissue-like layered structure, was tested on the Musashi-W humanoid robot. The results indicated that the average estimation error for joint angles could be maintained within appr...

Humanoid Robots Proprioception Biomimetic Technology
Husqvarna Receives FCC Conditional Approval for Robotic Lawn Mowers in the U.S.

Husqvarna Receives FCC Conditional Approval for Robotic Lawn Mowers in the U.S.

Husqvarna Group has secured conditional approval from the FCC for four robotic lawn mower models intended for the U.S. market. The approved models include the Automower 305V iQ, 310V iQ, 420V iQ, and 440V iQ, which are set to launch in 2027 and are exempt from the FCC Covered List. This approval is significant as it marks Husqvarna as the first robotics c...

AI AI Funding & Investment AI Policy & Regulation
Selecting the Optimal Rack and Pinion System for Precision Linear Motion Applications

Selecting the Optimal Rack and Pinion System for Precision Linear Motion Applications

GAM has developed rack, pinion, and gearbox systems designed for high performance across all components. A rack and pinion system operates by converting rotational motion from the pinion into linear motion via the rack. Choosing the correct system is crucial, as improper selection can lead to performance issues and increased costs. According to Matt Ruggl...

Actuators / Motors / Servos Motion Control News
Bionic Emotion-Sensing Humanoid Robot Demonstrates Real Tears During Interaction

Bionic Emotion-Sensing Humanoid Robot Demonstrates Real Tears During Interaction

A new humanoid robot has been developed that can express emotions by shedding real tears while communicating. This advancement highlights the potential for robots to engage more authentically with humans, enhancing their roles in various applications. The ability of this robot to exhibit genuine emotional responses could significantly impact industries su...

AI and Robotics
Unitree Launches Project Page for UnifoLM-WLA-1.0 Humanoid Foundation Model

Unitree Launches Project Page for UnifoLM-WLA-1.0 Humanoid Foundation Model

On September 10, Unitree announced the UnifoLM-WLA-1.0, a humanoid foundation model featuring approximately 6 billion parameters. This model has been trained on around 2,500 hours of real-robot data, enabling it to perform 64 distinct tasks based on a single checkpoint. The introduction of UnifoLM-WLA-1.0 is significant as it represents a substantial adva...

ACE Robotics and NTU S-Lab Release Open-Source Puffin-World Multimodal Model

ACE Robotics and NTU S-Lab Release Open-Source Puffin-World Multimodal Model

ACE Robotics and NTU S-Lab have announced the open-source release of Puffin-World, a multimodal world model that integrates physics, geometry, and appearance. This model utilizes the Puffin-16M dataset and achieves state-of-the-art camera absolute pose errors, reporting sub-degree accuracy across four public benchmarks. The significance of this release li...

World Models Enhance AI's Transition from Digital to Physical Environments

World Models Enhance AI's Transition from Digital to Physical Environments

As artificial intelligence (AI) evolves from digital interactions to real-world applications, it faces complex challenges in perception, decision-making, and action. World models are seen as a promising solution, enabling AI to predict outcomes and adapt to environmental changes. This technology is crucial for tasks such as autonomous driving and robotics...

World Models AI Development Robotics
Venice Film Festival Showcases Mobile Filmmaking Versus Professional Quality Equipment

Venice Film Festival Showcases Mobile Filmmaking Versus Professional Quality Equipment

At the Venice Film Festival, a striking contrast emerged between the low-budget Chinese film 'Dear You,' which cost around $2 million and grossed $300 million domestically, and Honor's new devices developed with Arri, including the Magic9 Pro Max and Robot Phone. The director, Lan Hongchun, emphasized the increased creative avenues available to ordinary p...

Mobile Filmmaking Film Technology Cinematic Quality
AgiBot Launches GE-Act 2.0 Native World-Action Model with Enhanced Data Scaling

AgiBot Launches GE-Act 2.0 Native World-Action Model with Enhanced Data Scaling

AgiBot has introduced GE-Act 2.0, a native world-action model that has been pretrained from random initialization using embodied data. This new model has significantly scaled from 300 to 30,000 hours of training, enabling it to perform zero-shot skills, including towel folding, across two different robot embodiments. The release of GE-Act 2.0 is significa...

ZhiYuan Unveils AGILE 2.0: Transforming Robotic Vision and Motion Capabilities

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
China’s Dexterous Hand Industry, 2026 Part 3 — The Players

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
Figure Partners with Nscale to Deploy 100,000 GPUs for Humanoid Robot AI Training

Figure Partners with Nscale to Deploy 100,000 GPUs for Humanoid Robot AI Training

U.S. robotics company Figure has entered a strategic partnership with UK-based Nscale to secure up to 100,000 GPUs for training its next generation of humanoid robots. This collaboration aims to meet the increasing data and computational demands of developing advanced AI models for general-purpose robotics, utilizing NVIDIA’s Vera Rubin platform. The part...

AI and Robotics

Related Suppliers

Ningbo Zhenyu Technology Co., Ltd. 宁波震裕科技股份有限公司

Shenzhen-listed precision stamping-die maker investing over RMB 2 billion via two units in humanoid-robot actuator parts.

Sichuan Embodied Intelligent Robot Technology Co., Ltd 四川具身人形机器人科技有限公司

Chengdu humanoid-robot startup building the Tianxingzhe series and the emotionally interactive Aiqiu-AIQ companion robot.

Manifold AI 流形空间

Chinese embodied-AI startup building foundation world models for robotics and XR, with WorldScape real-time world model and WorldScape Policy action model.

APLA Inc. 에이플라; 주식회사 에이플라

Korean computer vision startup turning ordinary 2D video into 3D motion data and robot joint control sequences, on-device and without depth sensors.

Tonus Tech

Tonus Tech (UK, f. 2020) developed AI-powered soft robotic exo-sportswear with polymer actuators and motion scoring for knee assistance during athletics and.

RoboScience 机器科学

Chinese embodied-AI company building cross-embodiment general manipulation foundation models for robots.

Fatfish Technology Pte Ltd

Singapore's FatFish AI builds Visual Action Intelligence software, led by its CAMP One engine, for cross-brand robot perception and action.

ViewTech Borescopes

US maker and exclusive North America distributor of VJ-3 and VJ-4 articulating video borescopes for aviation, oil & gas, and manufacturing inspection.

Living Optics

UK developer of affordable snapshot, video-rate hyperspectral imaging cameras and software for machine vision and remote sensing.

Swiift Imaging

French medtech startup developing haptic robotic arms that enable radiologists to perform high-quality ultrasound examinations remotely.

Hilscher North America, Inc.

US subsidiary of Germany's Hilscher, providing netX multiprotocol chips, cifX PC cards, gateways and IIoT edge solutions for industrial communication.

Exmek Electric 无锡骏宏自动化科技有限公司

Chinese motion-control manufacturer supplying DC, BLDC, frameless, stepper and integrated motors with gearboxes and brakes for robotics OEMs.

inJoin the RobotToday community on LinkedIn

Daily robotics news, in-depth analysis, conference highlights, and discussions with professionals worldwide.