WALL-SS Turns Virtual Worlds into Robot Training Grounds
自变量机器人发布 WALL-SS,一款采用下一尺度自回归架构的机器人世界模型,旨在提升动作与结果之间的因果一致性。该模型可连续推演最长 60 秒,并在 600 组虚实配对实验中实现 0.926 的任务成功率相关系数。
极客公园 · 22d ago
Embodied AI gives models a physical body — arms, wheels, sensors. Follow the race to make LLMs act in the real world.
1455 articles
自变量机器人发布 WALL-SS,一款采用下一尺度自回归架构的机器人世界模型,旨在提升动作与结果之间的因果一致性。该模型可连续推演最长 60 秒,并在 600 组虚实配对实验中实现 0.926 的任务成功率相关系数。
极客公园 · 22d ago
Anthropic announced a new software standard designed to help AI assistants such as Claude work with robots and scientific or manufacturing hardware. The move could broaden Claude’s use beyond software interfaces into physical and industrial environments.
Bloomberg Technology · 22d ago
At WRC2026, leaders from 29 embodied-AI companies broadly agreed that generalization is the field’s biggest technical and commercial bottleneck, and that progress depends heavily on data and real-world scenarios. They disagreed over whether scaling VLA models, building world models, using simulation, adopting brain-inspired architectures, or combining these approaches will deliver robust cross-task and cross-environment performance.
虎嗅 · 23d ago

XPeng has closed a first funding round of more than $900 million for its humanoid robot business. The company is betting that its automotive supply chain will help it scale robot production after advancing in ADAS.
Pandaily · 24d ago

Leju Robotics has made 13 external investments across humanoid-robot components, embodied-AI software, data, and application scenarios as it prepares for an IPO. The strategy aims to reduce hardware costs, secure alternative AI capabilities, and turn Kuavo from a standalone robot into an integrated solution, though losses and uncertain investment synergies remain significant risks.
虎嗅 · 24d ago
On August 22, a humanoid robot reportedly competed against a professional tennis player at the World Games in a globally televised event. The match tested autonomous perception, decision-making, positioning, movement, and racket control in an unscripted physical environment.
虎嗅 · 24d ago

Xpeng's humanoid-robot subsidiary Pengxing signed a funding agreement exceeding $900 million at a post-money valuation above $6.3 billion. Investors are betting on Xpeng's autonomous-driving, AI-chip, foundation-model, and vehicle-supply-chain capabilities, while repeated leadership departures and reorganizations raise doubts about execution.
虎嗅 · 24d ago

未来不远机器人 has reportedly completed three financing rounds totaling 1 billion yuan within six months. ByteDance, Inovance, and other investors have participated, while the company has sold robots to 500 households.
量子位 · 25d ago

XPeng’s robotics business has signed agreements to raise more than $900 million at a post-money valuation exceeding $6.3 billion. IDG Capital leads the round, joined by Gaorong Ventures and strategic investors Tencent and Alibaba, with proceeds supporting humanoid robotics.
TechNode · 25d ago

原力灵机的 DM0.5 在 RoboDojo 評測中登頂,成為具身智慧領域的新成果。文章同時強調該系統全面開源,方便研究者複製與驗證。
量子位 · 25d ago
ByteDance has invested in household general-purpose robotics startup Futuring Robot, bringing the company’s funding over roughly six months to nearly 1 billion yuan. The startup is positioning itself around consumer home robotics, emphasizing long product iteration, operational stability, and rental-based commercialization rather than rapid valuation growth.
虎嗅 · 25d ago

Pittsburgh startup Skild AI is developing a general-purpose “universal brain” for robots that already powers hundreds of factory machines. The article presents this deployment as evidence that a GPT-like moment for physical AI may already be underway.
The Next Web (TNW) · 25d ago

XPENG said its robotics division has raised more than $900 million in its first funding round. The substantial financing comes as the company prepares to put its IRON humanoid robot into mass production, despite having no commercial robot sales yet.
The Next Web (TNW) · 25d ago

Unitree is partnering with DeepSeek to combine large-model reasoning with embodied intelligence and explore self-evolving physical AI robots. The collaboration could improve robot reasoning, visual understanding, long-horizon planning, and automated development workflows, although the companies may hold different views on the path to AGI.
虎嗅 · 26d ago

HiDream.ai launched HiDream-O1-World, an interactive world model built on its native multimodal UiT architecture. The model accepts text, images, and interactive controls, targeting embodied-AI simulation, interactive entertainment, and 3D scene generation.
雷峰网 · 26d ago
Generalist’s GEN-1.5 embodied foundation model demonstrates zero-shot physical prompting: after watching a 3–12 second demonstration, it can attempt new tasks without parameter updates. It achieves a 59% average success rate across 10 tasks from one demonstration, rising to 83% after about five minutes of data and 10 parameter updates.
极客公园 · 26d ago

Galaxy General debuted AstraTennis, an autonomous humanoid robot system that played singles and doubles tennis against high-speed serves and a former Grand Slam champion. The system combines real-time planning, whole-body control, imperfect human motion data, and multi-agent simulation to demonstrate embodied AI in a live match.
雷峰网 · 26d ago

AstraTennis 展示了机器人与真人网球运动员对战的能力,被称为全球首次此类挑战。机器人能够完成极限救球,并在摔倒后快速恢复站立。
量子位 · 27d ago

More than 70 embodied-AI training grounds had been built and operational across China by the end of June, according to a 2026 report from the China Academy of Information and Communications Technology. Another 46 facilities were under construction or in planning, indicating continued expansion of robotics and embodied-AI infrastructure.
TechNode · 29d ago

Tactile robotics is expanding from sensor hardware into datasets, foundation models, and evaluation benchmarks. Research shows touch improves physical reasoning and robot success, but inconsistent sensor formats create major cross-device transfer challenges.
虎嗅 · 29d ago

Mech-Mind Robotics, a machine-vision and embodied-robotics component company, listed on the Hong Kong Stock Exchange after receiving exceptionally strong subscription demand. Despite its global market leadership and deployment footprint, the stock fell after listing because revenue remains concentrated in 3D vision guidance while the company is still loss-making and its embodied-AI products have limited commercialization.
虎嗅 · 9d ago
Indian workers are using iPhones to collect data that helps train humanoid robots. The report examines how the race for real-world training data could reshape labor markets and the future of work.
Bloomberg Technology · 10d ago

XPeng has commissioned an automated production line for its IRON humanoid, with more than 80% core-process automation. A completed robot walked off the line autonomously, while mass production is targeted for the end of 2026 and commercial deliveries for 2027.
Pandaily · 10d ago
Chinese EV maker XPeng has activated a production line for its IRON humanoid robot. Mass production is planned for 2026, with launches in China and overseas markets scheduled for 2027.
ITmedia AI+ (日本) · 11d ago
Japanese robotics startup Highlanders has announced HLQ EDGE, a Japan-made quadruped robot equipped with proprietary AI. A newly released demonstration video shows the robot navigating and climbing steps.
ITmedia AI+ (日本) · 12d ago

China leads global humanoid robot shipments, but analysts argue that shipment volume and polished demonstrations are not the decisive milestone. The real breakthrough will come when robots can perform roughly 80% of unfamiliar tasks from voice instructions alone.
Pandaily · 12d ago
The article introduces an unconventional robotics approach in which a world model is used during training but removed afterward. The reported outcome is that robots become more capable despite no longer relying on the model during deployment.
量子位 · 14d ago

Robot data startup XDOF is reportedly in talks to raise a Series B at a $1.2 billion valuation, only three months after exiting stealth. The potential financing signals strong investor interest in data infrastructure for robotics and embodied AI.
TechCrunch AI · 14d ago

Shenzhen startup Yuejia Dynamics has deployed quadruped robots for inspection operations in Shenzhen Metro. Founded in 2025, the company aims to reach annual production capacity of 10,000 units by the end of October.
Pandaily · 15d ago

Chinese harmonic-drive maker Green Harmonic has approved plans to pursue an H-share listing in Hong Kong, creating an A+H capital platform. Its precision reducers supply humanoid-robot companies including Unitree, Zhiyuan Robotics, Tesla, and UBTECH, but falling prices and rising competition are putting pressure on margins and market share.
虎嗅 · 15d ago