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Oct 31Sat
  1. Reddit r/robotics47

    Recreating a real tea station in Isaac Sim and scripting a Unitree G1 to make tea

    The team recreated a real self-service tea station as a physically interactive 3D environment in Isaac Sim, placed a Unitree G1 in it, and used a script to execute the five-step tea-making motion. The robot's motions were not extracted from human video; the entire run took place in simulation with physics enabled. The G1 still shows imperfect contact and slipping when interacting with objects, and there is currently no learned policy or automatic trajectory generation. The team is exploring whether such environments can serve as a source of synthetic robot demonstration data, including for robots with different embodiments.

  2. Robotics & Automation News50

    Humanoid expands collaboration with Nvidia to build computing foundation for next-generation humanoid robots

    UK AI and robotics company Humanoid is expanding its collaboration with Nvidia to jointly develop a high-performance robotic edge runtime for its next-generation humanoid robots. Humanoid is integrating Nvidia Jetson Thor, Isaac OS, Holoscan Sensor Bridge, and the Holoscan SDK to run AI models on the robot body and coordinate perception, reasoning, and control in real time.

Oct 30Fri
  1. 钛媒体58

    Hesai launches Kosmo One spatial camera and Kosmo World cloud platform

    Hesai Technology launched Kosmo One, a handheld 3D spatial data capture device integrating lidar, an 8K imaging system, and a high-precision IMU, on October 14, alongside the Kosmo 3D world data engine and the Kosmo World cloud platform. Kosmo World reconstructs raw data into three spatially aligned formats: 3DGS, Mesh, and Depth. A typical indoor scene of about 100 square meters can be scanned in roughly 15 minutes. Hesai said it aims to move from hardware revenue toward data and model services, building a spatial model digital asset platform that customers can pay to use.

Oct 29Thu
  1. 差评X.PIN · 微信公众号58

    Google DeepMind releases world model Genie 4, supporting real-time audio-video generation and scene modification

    Google DeepMind has released Genie 4, a new-generation world model that extends single-session world coherence from 1 minute in the previous generation, Genie 3, to 2 minutes, and becomes Google's first real-time world model with native support for synchronized audio-video generation.

  2. 电子工程专辑 · 微信公众号15

    Arrow Electronics Technology Solutions Show 2026: onsemi, YAGEO, and NXP to Discuss Power, Passives, and Robot Chip Trade-offs on One Stage

    The Arrow Electronics Technology Solutions Show 2026 will be held on November 4 at the Shanghai Baohua Marriott Hotel. In the tech conference session, onsemi, YAGEO, and NXP will respectively present on smart power and sensing, passive components, and a full-stack robotics semiconductor solution covering high-performance computing, real-time control, motor control, security, and connectivity.

  3. 未来机器人网 · 微信公众号35

    Jensen Huang, Musk, and Wang Xingxing Speak in Unison: Physical AI Wave Nears as Humanoid Robots Hit an Industry Turning Point

    Nvidia's Jensen Huang, Tesla's Musk, and Unitree's Wang Xingxing have recently made aligned public judgments: physical AI is on the eve of an explosion, and humanoid robots are its most important deployment vehicle. Huang said that, relying on the Cosmos world model and the Isaac simulation platform, AI factory deployment cycles have been compressed to 14 days; Musk plans for Optimus to be supplied externally by the end of 2027 after resolving issues such as electromechanical reliability, and says early production has already begun at the Fremont factory.

  4. 机器人产业应用 · 微信公众号58

    Muxi and Geely both take stakes in Daxiao Robotics: why a chipmaker and an automaker are betting on embodied AI

    On October 8, a business registration change took place at Shanghai Daxiao Infinite Robotics, adding new shareholders including Muxi Digital Intelligence under Muxi and Geely Chuangxiang No. 20, a Geely Capital-affiliated entity; registered capital increased to 182 million yuan. Daxiao Robotics centers on the Kairos world model, and has already piloted a wheeled-arm lift robot at a Kunlun Haoke convenience store, completing product recognition, picking, transport, and packing. The article's analysis says Muxi values validation of domestic GPU software stack compatibility with world models, while Geely uses the investment to fill gaps in world models and robot manipulation capabilities, but taking a stake does not mean purchase orders or an exclusive partnership have been formed.

  5. CVer · 微信公众号83

    Harvard, Nvidia and others propose RAX: robot agent online exploration, leading by 37.4 points on average across five benchmarks

    A research team from Harvard, Nvidia, Berkeley, MIT and Stanford proposed RAX (Robot Agent eXploration), which connects a general coding agent to robot perception and control interfaces, uses online exploration to write successful decisions into executable programs and accumulate them as skills, while keeping model parameters frozen.

    Why it matters: RAX uses a frozen model plus online exploration to generate reusable programs, offering a robot learning path that does not depend on action demonstrations.

  6. 古月居 · 微信公众号22

    Intel to Hold Embodied Intelligence and Robotics Solutions Exchange in Shanghai Zhangjiang, Showcasing 358H and FoxJack X1 Development Kits

    Intel will hold an Embodied Intelligence and Robotics Frontier Trends Exchange on November 10 in Zhangjiang, Shanghai, limited to 100 attendees, showcasing a multi-channel GMSL real-time perception solution based on the Intel Core Ultra X7 358H platform and a 358H embodied intelligence complete system solution.

  7. 钛媒体81

    Astra's Shockwave and the Embodied AI Industry's 50 Days

    In the 50 days since GPT-6 Astra was released, the embodied AI industry has conducted intensive evaluations and discussions around it, and general-purpose large models have begun directly taking over robot operation. Tests by SenseTime and several institutions concluded that Astra is basically capable of completing embodied tasks, but still has a clear gap from practical use in real environments, underperforming in millimeter-level contact, dynamic control, and response speed. The article also reviews industry uses such as using Astra directly for policies, reviewing VLA actions, building simulation environments, and data annotation, as well as chain reactions including cooling financing and major companies stepping up data collection.

    Why it matters: It reviews evaluation results, company reactions, and industrial chain changes in the embodied AI industry within 50 days of GPT-6 Astra's release, presenting the differentiated landscape after general-purpose large models entered robot operation.

  8. New Strategy Robotics47

    Dexory partners with Nvidia to upgrade warehouse robots, adding Cosmos model and Halos safety platform

    Dexory is bringing the NVIDIA Cosmos-Reason2-2B model into the Storage Health feature of its DexoryView platform to identify warehouse anomalies such as opened boxes, shifted cargo positions, and misaligned pallets. The company says that after evaluating 2B and 8B configurations, it chose the 2B version to balance deployment efficiency and detection accuracy.

Oct 28Wed
  1. APPSO · 微信公众号71

    Google DeepMind releases world model Genie 4, extending single simulation to 120 seconds

    Google DeepMind has released Genie 4, a new-generation world model that extends single interactive simulation duration from about one minute to two minutes and supports native audio generation for the first time. Genie 4 introduces Gemini to plan actions while it generates the environment in real time; in a demo, Gemini 4 Argon breaks a task into consecutive steps, and Genie 4 simulates the Apptronik Apollo humanoid robot playing checkers.

  2. The Robot Report78

    WorldOracle releases action-conditioned world model benchmark; seven models show deviations between predictions and real execution

    Princeton University, UT Austin, the University of Toronto, NVIDIA, and AgiBot jointly launched WorldOracle, an action-conditioned world model benchmark that uses the same initial frame and action sequence to compare model predictions with real execution.

    Why it matters: The benchmark compares world model predictions frame by frame against real execution of the same actions and releases failure samples, making it easier to identify sources of model deviation over long sequences.

  3. 雷科技56

    Google releases Genie 4 world model: supports real-time interaction, can generate robot training scenarios

    Google has released a research preview of its world model Genie 4, which natively supports multimodality, can change the environment and introduce new objects and characters through instructions during generation, and lets existing characters react. The model is integrated with Gemini, with Gemini Omni anchoring the simulated visual behavior logic to the real world. It is currently open only to invited testers and will later open first to Ultra subscribers.

  4. 古月居 · 微信公众号22

    Intel to hold embodied intelligence and robotics solutions exchange in Shanghai Zhangjiang, showcasing 358H and FoxJack X1 development kits

    Intel will hold an exchange on frontier trends and solutions for embodied intelligence and robotics on November 10, 2026, in Zhangjiang, Shanghai, capped at 100 attendees. The event will feature a live demonstration of a multi-channel GMSL real-time perception solution based on the Intel Core Ultra X7 358H (Panther Lake) platform and a 358H embodied intelligence complete-machine solution.

  5. 极客公园63

    From Stanford Research to Red Sea Corals: How LingBot Models Are Entering the Foundation of Global Embodied AI

    Geek Park reviewed how the LingBot model series from Ant Group's embodied AI unit Robbyant has been adopted in academia, open-source communities, and industrial toolchains. Stanford's OpenWAM uses the LingBot-VA architecture as a reference implementation, and a KAIST team used LingBot-VLA as a teacher model to raise its student model's single-step inference success rate from 35.3% to 51.2%.

  6. 芯东西73

    Google releases world model Genie 4, capable of simulating aerodynamics and collisions with native audio generation

    Google released its next-generation world model Genie 4 on October 28, capable of simulating physical processes such as aerodynamics and collisions, and natively generating music, ambient sound, and interactive dialogue. The model combines capabilities from the Gemini series, with Gemini 3.8 Flash breaking down multi-step tasks in a loop, and Google also demonstrated it combined with Gemini Robotics to simulate an Apptronik Apollo humanoid robot playing checkers.

  7. IEEE Spectrum Robotics40

    VicOne LAB R7 Study: Are Robot Safety Functions Still Reliable When Inputs Are Tampered With?

    VicOne LAB R7 testing shows that tampered inputs can make robots respond normally as designed while taking wrong actions: a robot dog treated poster text as instructions and changed its movement; in a hospital service robot simulation, ultrasound-band audio altered behavior; and ROS 2/DDS message injection made a robot that should have stayed still move.

Oct 27Tue
  1. Robotics 24/747

    Intel and SAP demonstrate physical AI and autonomous warehouse deployment

    Intel and SAP have collaborated to connect enterprise IT systems with the operational technology that controls physical devices, and demonstrated physical AI automating warehouse material handling through a proof of concept (PoC). In this PoC, business requests from SAP EWM are sent to autonomous robots equipped with Intel edge AI software and hardware; the robots transport materials and report task status back, forming a closed loop between enterprise workflows and physical execution. The demonstration reduced transport distances and repetitive manual handling.

  2. 电子工程专辑 · 微信公众号58

    BlackBerry CEO discusses QNX transformation: robotics becomes fastest-growing segment, patent royalty backlog exceeds $1.2 billion

    BlackBerry CEO John Giamatteo said in a CNBC interview that robotics has become the fastest-growing segment of the QNX software division, and QNX's patent royalty backlog has surpassed $1.2 billion, growing by more than $250 million in two quarters. Nvidia has adopted QNX as the preferred platform for its Halos safety stack; QNX is currently deployed in more than 275 million vehicles worldwide and is certified to ISO 26262 ASIL-D. BlackBerry shares rose 142% in 2026, and its market capitalization recovered to about $5.4 billion.

  3. Automated Warehouse42

    Intel and SAP showcase physical AI and autonomous warehouse deployment in practice

    Intel and SAP have collaborated to connect enterprise IT systems with warehouse operational technology (OT), and used a proof of concept (PoC) to demonstrate physical AI autonomously performing material handling. Requests initiated in SAP EWM are dispatched to autonomous robots equipped with Intel edge AI software and hardware; the robots transport materials and send task status and completion back, forming a closed loop between enterprise workflows and physical execution. The PoC showed reduced transport distances and less repetitive manual handling, and the two parties plan to turn it into a blueprint that can be replicated across sites, robot vendors, and use cases.

  4. arXiv cs.RO72

    Zero-HLM: A humanoid loco-manipulation framework without real robot data

    Zero-HLM proposes a real-to-sim-to-real framework that turns smartphone captures and simulated source demonstrations into scalable training data for humanoid loco-manipulation. The study generated 4,800 physically validated demonstrations and achieved zero-shot transfer on three Unitree G1 tasks; GR00T N1.7 trained in simulation reached a mean full-task success rate of 66.7%, versus 46.7% with real-data training.

  5. OFweek Robotics40

    OpenAI and Google Enter the Fray: Brains Grow Their Own Bodies, and Embodied AI Firms Without Scenarios Are at Risk

    Within 72 hours, Tesla, OpenAI, and Google made consecutive moves: Tesla's Q3 earnings call stated that Optimus V3 will enter mass production by the end of 2026 and be delivered externally in 2027, and a production line with an annual capacity of 1 million units is already running at the Fremont factory; OpenAI's official website posted 19 robotics hardware positions, covering actuator electromagnetic design, gear design, motor control, and precision transmission. The author argues that embodied intelligence is shifting from an independent track to a natural spillover of general large-model capabilities, and that embodied AI startups that rely solely on financing and lack real-world scenario data feedback will face repricing.

  6. 钛媒体22

    Jensen Huang Visits Berlin with Nvidia Solutions: Europe's Industrial Anxiety Over AI and Physical AI

    German Chancellor Merz met Nvidia founder Jensen Huang in Berlin, with representatives from German industrial giants including Siemens, Mercedes-Benz, and Audi in attendance; the topic was how AI can enter factories. Nvidia announced nearly $10 billion in additional investment in Europe, directed at German robotics and medical AI startups, and partnerships with Siemens and Audi to promote physical AI, for example building production-line digital twins on an industrial simulation platform to reduce trial-and-error costs. EU data shows that as of 2024 only about 8% of enterprises had deeply integrated AI into core business processes, and fewer than 10% of European manufacturers use AI in core production lines.

  7. Robotics & Automation News58

    Comau integrates Nvidia technology to accelerate development of AI-driven robots

    Comau announced the integration of Nvidia technology into its product portfolio and design processes, including industrial robot controllers using Nvidia Jetson edge computing, connecting its robot product line to Nvidia Isaac Sim, and using the Nvidia software stack to optimize the vision capabilities and control strategies of its intralogistics products.

Oct 26Mon
  1. 未来机器人网 · 微信公众号42

    CITIC Securities Research Report: GPT-6 Astra Enters Robot Control, Physical AI Reaches a Major Inflection Point

    A CITIC Securities research report concludes that GPT-6 Astra, released by OpenAI on September 3, 2026, is extending from high-level robot task planning toward motion generation and execution control, and that general and specialized models are more likely in the near term to divide work and coordinate.

  2. 机器人产业应用 · 微信公众号62

    NVIDIA Long-WAM and Meta RoboJEPA Submitted on the Same Day: Which Is Worth More, Long Memory or Scaling Laws?

    Long-WAM from teams at NVIDIA, MIT, the University of Hong Kong, and UCSD, and RoboJEPA from Meta FAIR, Mila, and other institutions were submitted to arXiv on the same day, October 7, measuring the returns from adding visual history and from expanding training compute, respectively.

  3. 深蓝AI · 微信公众号75

    NVIDIA and Simon Fraser University propose GATOR: reconstructing posed 3D assets from casual photos

    A NVIDIA team, together with Simon Fraser University, proposes GATOR, which uses generative reconstruction as a base and multimodal agents for local refinement to reconstruct complete 3D objects with scene poses from casually taken photos. The method is trained only on synthetic scenes and, without any real-world fine-tuning, leads baselines on geometry, appearance, and pose metrics in real tabletop and indoor scans; without refinement, it takes about 0.5 minutes to outperform GPT-6-Astra running for 20 minutes. The authors also note that reliance on synthetic data, binding to commercial APIs, and stability under extreme poses remain open issues for deployment.

  4. 36Kr Embodied Intelligence48

    CITIC Securities: GPT-6 Astra Enters Robot Control, Physical AI Reaches a Major Inflection Point

    A CITIC Securities research report notes that institutions such as NVIDIA and Stanford are exploring the use of GPT-6 Astra for robot control, leveraging its visual understanding, spatial reasoning, and task planning capabilities to reduce reliance on specialized policy training. Astra has shown good generalization on embodied task datasets. CITIC Securities believes that in the near term, general-purpose models are more likely to divide and coordinate work with specialized models such as VLA and WAM, and that general-purpose models entering the embodied task field in 2027 will become the AI industry's next investment direction.

  5. 36Kr Embodied Intelligence22

    CMS Strategy: Physical AI expected to be an important growth direction, providing new incremental demand for computing power

    A CMS Strategy research report holds that Nvidia's GTC event centered on Vera Rubin computing upgrades and the expansion of physical AI applications, with Vera Rubin paired with liquid cooling and modular deployment solutions to improve the efficiency and energy performance of AI infrastructure. On the application side, Nvidia is accelerating its physical AI footprint in robotics, intelligent driving, and industrial manufacturing; physical AI is expected to become an important growth direction and to provide new incremental demand for computing power.

  6. Ken Goldberg12

    Progress in Agentic Robotics Is Accelerating

    Agentic Robotics is accelerating rapidly! Stay tuned for more highly creative results from @keplerccccc @Shuangyu0_0Xie @UksangYoo @XinyueZhuXY and others on our @AUTOLab_Cal and @NVIDIARobotics teams!

Oct 25Sun
  1. NVIDIA · X15

    Jensen Huang Discusses Europe AI Strategy at Berlin GTC

    Europe is building its own AI future, and we are all in. From AI factories and AI agents to robotics and healthcare, Jensen Huang took the stage at #NVIDIAGTC Berlin to show how AI is taking shape across the European continent. Here are the highlights: