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Nov 4Wed
  1. ITHome · AI62

    MagicCore Technology has released the 4D world model MoWorld 2.0, based on Huawei Ascend native.

    MagicCore Technology has released the MoWorld 2.0 model, integrating physical elements such as gravity and elasticity into spatial modeling, outputting 4D Gaussian assets that can be rendered in real-time and called. Deployed based on Ascend computing power, the inference cost has been reduced to 30% of the same-scale GPU solution, and the video inference frame rate has been increased to approximately 70 FPS.

  3. ITHome · AI52

    JD.com Discloses Progress in Embodied Intelligent Data Collection: Covers over a hundred detailed scenarios, collects over 100,000 real-world task samples

    JD's embodied data acquisition has covered over 100 refined production service scenarios and collected over 100,000 real-world task samples. JD Cloud's self-developed JoyEgoCam and other acquisition terminals construct an embodied data service system covering 'acquisition, storage, labeling, training, evaluation, imitation, and testing'. The JoyAI-Sim physical simulation engine achieves 3.2 times the evaluation efficiency of real-machine evaluation. In 2025, China's new display industry will have a global market share of over 50%, with display panel shipment area exceeding 220 million square meters.

  4. ITHome · AI62

    XPeng, in collaboration with Peking University, Hong Kong University, and others, has released the GroundingPI pre-trained model, with its perception module scoring over GPT-6 Astra.

    The GroundingPI model jointly released by Xpeng, Peking University, Hong Kong University, etc., scored 73.68 in a comprehensive evaluation of 34 perception benchmarks, surpassing GPT-6 Astra's 71.54. The model, with a parameter size of about 4 billion, adopts a 'perception-first' technical approach, demonstrating higher data processing efficiency and stronger scene generalization capabilities in robotic simulation tasks, significantly reducing teaching costs while maintaining stability.

  5. QbitAI22

    Supervision Dynamics' full-stack matrix debuts at the 2026 Hong Kong Financial Technology Week, embodied AI hard technology ignites the scene

    Chaowei Dynamics showcased the high-dynamic humanoid robot ping pong system SMASH, the world's highest degree of freedom (117 DoF) KAIBot, KAI Hand dexterous hand, and KAI Halo data collection headband at the Hong Kong Financial Technology Week, with SMASH's ping pong skills approaching professional players; the company's CEO Yu Jie said it adheres to the full-stack route, with the core team coming from top global enterprises and universities, and currently has about 200 employees.

Nov 3Tue
  2. ITHome · AI

    Xiaomi-Robotics-1 Embodied Base Model Starts 'Trial Operation' at Xiaomi Youth Apartments

    The Xiaomi-Robotics-1 Embodied Base Model has started 'trial operation' at Xiaomi Youth Apartments, capable of autonomously planning tasks such as desk organization and trash cleaning. The model is pre-trained on 100,000 hours of UMI data and post-trained on 10,000 hours of cross-ontology data, supporting mobile operation and dual-arm robots, adapted for complex tasks. The Agent closed-loop system built by Xiaomi Technology achieves long-term validation with coverage of 3 rooms and over 50 tasks within 30 minutes.

  3. QbitAI

    Xiaomi's Embodied Base Model Wins Leading Technology Award at Wuzhen Summit

    Xiaomi Group Wins 'Outstanding Contribution Award' at the 2026 World Internet Conference, and Xiaomi's Embodied Base Model Wins 'Leading Technology Award'. The model is based on Xiaomi-Robotics-1 pre-training and ranked first globally in RoboCasa365 and RoboDojo evaluations. It has completed long-range validation in Xiaomi Youth Apartments, covering over 30 minutes, 3 rooms, and more than 50 tasks.

  5. Hugging Face Daily Papers38

    REA: A runtime for asynchronous cerebellar-brain control for embodied intelligent agents

    REA unifies deliberative and reactive strategies in a single runtime, achieving high success rates and reducing control overhead through asynchronous coordination in both simulated and real robotic tasks. On 3,000 test segments across 60 LIBERO-Pro tasks, REA achieved a 95.9% success rate, outperforming its best single-agent baseline from its strategy library (94.7%), while reducing control steps by 25% and control time by 17%.

  6. Hugging Face Daily Papers34

    OSWAM: An efficient single-step action generation world action model

    OSWAM achieves real-time high-quality action generation in autonomous driving and embodied control by using structured imagination tokens to initialize the diffusion process and distilling future condition privileged information into a single denoising step. The model generates high-quality actions with just one diffusion step, about 3 times faster than direct strategy world action models (WAM) that require dozens of denoising steps, achieving low latency of up to 40ms on an NVIDIA RTX 5090 GPU, supporting real-time compiled inference.

Nov 2Mon
  1. Hugging Face Daily Papers58

    Wizard: Real-time control of any world through agent control

    Wizard decouples character animation, scene control, and game logic from visual generation, allowing intelligent agents to control joint skeletons and scene geometry through structured visual agents, achieving real-time interaction at 24 FPS, zero-shot generalization to unseen scenes, characters, and actions. The team built 50.3 hours of aligned agent-video pairs, including 750 scenes and 178 characters, supporting character adaptive masking, causal adaptation, and few-step distillation techniques.

Nov 1Sun
  1. ITHome · AI65

    Ali Tianwen AI Glasses receive OTA upgrade: Adds call translation, media translation, etc.

    AliGenie AI Glasses have received an OTA upgrade today, adding features such as call translation and media translation, with further noise reduction capabilities. The new call translation supports real-time cross-country translation, while media translation supports real-time translation of overseas podcasts, foreign language courses, and foreign language movies. The translated text is displayed simultaneously on the AliGenie AI Wearable App.

Oct 31Sat
  1. ITHome · AI40

    The first special edition mouse in the Logitech MX series, MX MASTER 4 Developer Special Edition, and the MX KEYPAD Creative Workstation are now available in China.

    The Logitech MX MASTER 4 Developer Special Edition is the first special edition in the MX series, priced at 999 yuan, featuring programming symbol design, and purchase comes with 500 WorkBuddy points; the MX KEYPAD Creative Workstation is priced at 799 yuan, equipped with 9 full-color customizable LCD keys, supporting AI plugin development via SDK, and purchase comes with 3000 WorkBuddy points.

  2. QbitAI72

    Zhiyuan releases GO-3 Preview and WITA-OMNI dual models and introduces Worken labor unit

    Zhiyuan released the embodied base model GO-3 Preview and the full-modal interactive large model WITA-OMNI at the Innovation Day. The former topped the RoboDojo, RoboTwin, and RoboColiseum rankings, while the latter led the Daily-Omni, TimeLens-Bench, EmbSpatialBench, and MMAU rankings.

    Why it matters: Zhiyuan provides dual model rankings, tri-intelligent hardware, and an open-source OS plan at once, allowing comparison with its production line test data to judge the implementation level.

Oct 30Fri
  2. ITHome · AI78

    Zhiyuan released the embodied model GO-3 Preview, topped three major lists, and plans to open source by the end of 2026.

    Zhiyuan launched the embodied model GO-3 Preview on October 29, adopting an embodied-native WRAM architecture that connects task reasoning, future prediction, and action generation, and has topped the three major evaluation lists: RoboDojo, RoboTwin, and RoboColiseum. It plans to fully open source by the end of 2026.

    Why it matters: The deployment data provided by the original text shows a success rate of real-life convenience store tasks ranging from 28.6% to 85.7%, which can be observed as the path of online self-improvement of embodied models.

Oct 29Thu
  1. 36Kr · AI

    Zhiyuan Innovation releases the GO-3 Preview, WITA-OMNI, AGILE model combination to accelerate the deployment of the entire physical AI chain

    Zhiyuan Innovation launches GO-3 Preview (tops RoboDojo and other evaluations), WITA-OMNI (wins first place in four rankings), and AGILE general sports intelligence algorithm framework, respectively tackling tasks, interaction, and sports abilities; Lingqu OS 1.0 and AHA3 hardware architecture integrate software and hardware ports; Worken measures intelligent work hours, aiming to convert 20000 offline robots into actual productivity.

  2. Hugging Face Daily Papers65

    Sensorimotor Alignment: A Successful Embodied Agent Metric Based on Sensorimotor Alignment

    The Sensorimotor Alignment (S²) metric finds that the alignment degree between vision and motor representations of embodied agents is positively correlated with task success rates, verifying the applicability of the Platonic representation hypothesis in the robotics field. In simulation and real robot tests, models with high S² (such as Vision-Language-Action and World Action Models) perform better and can explain the phenomenon where the VLA model ignores instructions and relies on visual features, serving as a low-cost offline proxy metric.

  3. ITHome · AI

    NewCore Voyage X7 Ultra chip is the first in China to mass produce Armv9 automotive-grade CPU.

    NewCore Voyage has released the X7 Ultra large model chip, which includes a high-precision operator acceleration engine, supports 10 times the parameter model deployment, and achieves an NPU computing utilization of 98.7%. Memory bandwidth consumption is reduced by 80%, and energy efficiency is improved by 100%. This chip is the first in China to mass produce Armv9 automotive-grade CPU, with a performance increase of 20% and an energy efficiency improvement of 10%.

  5. QbitAI

    Zhuji Dynamics releases FluxVLA Engine V2 technical report, one-click reuse of engineering capabilities makes embodied AI R&D more efficient

    Zhuji Dynamics releases the FluxVLA Engine V2 technical report, achieving full-chain reuse of model training, evaluation, and deployment through unified configuration, modular decoupling, and system optimization. It supports 14 mainstream strategies, with inference path frequency improved by 2.31–9.64 times, validated in closed-loop execution on 6 real machines including ALOHA and dual-arm Franka. Online reinforcement learning boosts SmolVLA success rates by 10.0–15.4 percentage points.

Oct 28Wed
  1. Hugging Face Daily Papers

    PDRVLA: A Visual-Language-Action Model Integrating Physical Dynamics Representation

    PDRVLA improves robot action generation by integrating a lightweight physical dynamics module that predicts future visual features under the supervision of a physical world model, avoiding latency caused by online video generation. PDRVLA achieves success rates of 99.3% (LIBERO), 89.9% (LIBERO-Plus), 93.6% (RoboTwin~2.0), and 81.5% (SimplerEnv) on four simulation benchmarks.

Oct 27Tue
  1. QbitAI72

    Zhiyuan has released the Embodied Agent framework Genie Master, which has been successfully implemented in convenience stores with Physical RSI.

    Zhiyuan releases Embodied Agent Framework Genie Master, enabling the G2 robot to autonomously analyze failure reasons, adjust strategies, and accumulate experience when performing tasks in a real convenience store, achieving continuous improvement without human involvement.

    Same story · 2 outlets
  2. QbitAI58

    Huasai Technology Kosmo data terminal helps Pixar create real-world 3D Gaussian splatting data.

    Pixar's official 3D rendering tutorial thanks Chinese company Huasai Technology for providing the 3D scene scanning solution Kosmo. This terminal integrates LiDAR, ultra-high-definition imaging systems, a one-inch large-bottom CMOS, and a high-precision IMU, capable of collecting real 3D Gaussian splatting data of 100 square meters within 15-20 minutes. It directly outputs data usable for AI model training, controllable editing, and 3D digital models with preserved spatial relationships and color/shape fidelity, providing a real-world data engine for the film and entertainment and embodied intelligence fields.

  3. ITHome · AI72

    Zhiyuan releases Embodied Agent framework Genie Master, enabling robots to evolve while working

    Same story · 2 outlets

    Why it matters: The original text provides a self-evolution validation method in real convenience store scenarios, allowing readers to judge the progress of embodied intelligent agents from simulation to actual operations.

Oct 26Mon
  1. 36Kr · AI50

    WISE2026 'World Coffee & Industry Matchmaking' Call for Specific Business Questions and Technical Partners

    The WISE2026 Business King Conference will host the 'World Coffee & Industry Matchmaking' event, inviting companies to submit specific business questions for targeted exchanges with technical partners. The event will have demand-side participants as 'table leaders' for rotating matchmaking with technical partners, pre-matching intentions, focusing on AI applications and embodied intelligence on-site, and is expected to collect needs and facilitate over 100 rounds of matchmaking.

  2. Hugging Face Daily Papers47

    RynnUnify: A model towards a unified embodied brain

    RynnUnify is a 16B parameter unified embodied model that integrates visual planning, physical reasoning, and robotic control, achieving state-of-the-art performance on long-horizon embodied tasks. It enables powerful embodied understanding and long-horizon visual planning through alternating video-language inference, and has developed agent extension and world action extension, respectively using reinforcement learning to selectively use video prediction inference for unobserved states and interaction results, and transforming understanding and prediction capabilities into robotic control.

  4. Factory News65

    Factory Deployment Team: Pushing the boundaries of enterprise-level AI agent applications

    The Factory Deployment Team delves into the real software environment of customers to solve the challenges of deploying autonomous agents, transforming engineering autonomy into corporate results through practices in companies like Blackstone and Nvidia. The team deploys agents on customer-owned infrastructure, achieving reasoning capabilities across large single codebases, and developing reusable product features such as code review and security review. The team is composed of highly autonomous engineering leaders responsible for strategic customer deployments and validating agent automation capabilities.

Oct 24Sat
  1. Hugging Face Daily Papers

    The FRED framework enhances the future video representation capabilities of world action models through self-distillation and temporal conditioning.

    The FRED framework enhances the future video representation capabilities of world action models through self-distillation and temporal conditioning, consistently outperforming competing models in real-world operational scenarios, achieving significant gains in zero-shot generalization on long-term and out-of-domain tasks, and increasing the success rate of human video skill transfer from 19.4% to 50.0%.