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Technical Directions

Humanoids Latest coverage

Robotics coverage relating to humanoids.

148 selected reportsLast 30 days 131 recordsAll coverage 731 records

updated

Signal archive — Page 6

2026-11-02Mon101–120 records
  1. arXiv Robotics — research abstracts75

    ROOF: Learning Humanoid Fall Recovery under Overhead Constraints

    This paper introduces ROOF, a reinforcement learning method that enables humanoids to recover from falls beneath overhead obstacles using contact-supported geometric escape guidance. The approach learns when to clear the obstacle, establish support, and complete the rise using only proprioception. In simulation, it achieves 88.5% recovery under lift-only plates (vs. 18.9% without guidance) and 98.6% under free plates with randomized properties. On a Unitree G1 robot, the policy successfully recovered in 95 of 150 attempts across seven real-world obstacle scenes, including furniture and multi-object arrangements not present during training.

  2. arXiv Robotics — research abstracts75

    $\nabla$Mimic: Ultra-Efficient Humanoid Control with Differentiable Simulation

    This paper introduces $\nabla$Mimic and NablaEngine, a differentiable GPU simulation engine for the Unitree G1. The authors address the limitations of zeroth-order methods like PPO and unstable first-order approaches by using exact simulator gradients bounded by gradient clipping and multistep regression. NablaEngine computes MuJoCo's full contact dynamics and adjoints as fused megakernels, achieving analytic gradients that match float64 finite differences and are 11.5 times faster than the available MuJoCo Warp adjoint. On whole-body tracking of all 40 LAFAN1 clips with one policy on one GPU, $\nabla$Mimic reaches a score of 0.82 in 20 minutes (matching the state-of-the-art world-model method) and 0.874 in 1.8 hours, whereas the standard first-order baseline SHAC stops due to exploding gradients within minutes. The code is released as open-source infrastructure.

  3. Chinese robotics — Hardware and sensing75

    Humanoid Robots Face Rainy Conditions at Inaugural Mount Tai Competition

    On October 26, the qualifying round of the inaugural CMG World Robot Mount Tai Competition took place at the Mount Tai scenic area. Due to rain, the humanoid robot racing segment was cancelled, while other robots conducted outdoor tests wearing makeshift raincoats. Prior to this, on October 22, local team Shandong Youbaote Intelligent Robotics Co., Ltd. tested its 'Xingzhe Taishan E1' robot on irregular stone steps, having previously optimized its foot sole structure to handle the challenging terrain.

  4. Chinese robotics — Company news discovery75

    Meta Partners with Fourier Intelligence to Develop Humanoid Robot 'Max' Amid Physical AI Competition

    According to a November 2, 2026 report by Huaxin Securities, Meta has entered a deep cooperation with Chinese humanoid robot company Fourier Intelligence to develop its first humanoid robot, 'Max'. The prototype is positioned as the physical carrier of the Meta Muse large model for home chores. Development began in September of the current year, with a second prototype already underway.

  5. ROS Discourse — Community updates75

    Open data: 120 humanoid robots with prices and specs, and what public labs actually paid for them

    HumanoidStore publishes an open catalog of 120 humanoid robot models with specifications, sales status, and pricing data, alongside a record of 55 public procurement tenders since January 2024. The dataset includes actual purchase prices paid by universities and institutes in 14 countries, contrasting list prices with real-world costs, while noting limitations in model identification and geographic coverage.

  6. Robotics — Chinese web discovery75

    Lead Intelligent Manufacturing's Beijing Facility Begins Mass Production of Humanoid Robots

    Lead Intelligent Manufacturing's Beijing facility has begun mass production of humanoid robots, with a new model 'Tiangong 3.0' being assembled in 15 minutes on an automated line. The factory aims to reach annual capacities of 10,000 units in 2026 and 500,000 units by 2030. Each robot undergoes rigorous testing including software flashing, endurance runs, and safety checks before shipment. The facility supports mixed-model production with quick line changeovers under 15 minutes and integrates closely with nearby R&D centers to accelerate iteration from design to manufacturing.

2026-11-01Sun
  2. Chinese robotics — Company news discovery75

    Meta and Fourier Release Second-Generation Humanoid Robot Prototype 'Max 2'

    Meta and Chinese robotics company Fourier have developed a humanoid robot prototype named 'Max', with a second-generation version 'Max 2' in development. The robot is designed for home environments, featuring gesture recognition, object manipulation, and improved mobility. The collaboration reflects Meta's strategic push into physical robotics and faces competition from established players in the field.

2026-10-31Sat
  1. Chinese robotics — Deployment discovery75

    Agibot Unveils Worken Framework to Measure Robot Productivity at 2026 Innovation Day

    At its 2026 Innovation Day in Shanghai, Agibot introduced the Worken framework, a proposed metric combining active robot count, autonomous operation duration, and output efficiency ratio to evaluate real-world productivity. The company also launched the AHA3 hardware platform, GO-3 Preview model, G2 Max industrial robot, and Link-U OS 1.0 operating system, alongside deployment cases in manufacturing and service sectors.

  2. NEURA Robotics — News75

    NVIDIA GTC Berlin 2026 Recap: Robot Autonomy Demonstrated Live

    At NVIDIA GTC Berlin 2026, NEURA Robotics showcased its humanoid robot 4NE1 Gen 4 autonomously completing a full laundry cycle on BSH appliances without human intervention. The demonstration highlighted the capabilities of Neuron AI, a multimodal foundation model that integrates vision, touch, audio, and language to manage complex tasks like object permanence. The new 4NE1 Gen 4 robot is designed for series production, featuring a lighter body and textile outer skin. The event also included a keynote on building an ecosystem for Physical AI and partnerships with industrial companies.

  3. Chinese robotics — Hardware and sensing75

    URKL Global Humanoid Robot Free Fighting League Advances Real-World Evaluation of Motion Control and Adaptability

    The first URKL global humanoid robot free fighting league's 32-to-16 round concluded with 16 teams advancing, each receiving a T800 robot for algorithm development and real-world testing. The event evaluates motion control, dynamic balance, and environmental adaptation through standardized challenges, offering a unified platform for algorithmic and engineering validation across diverse teams.

2026-10-30Fri
  1. Chinese robotics — Hardware and sensing75

    Zero-HLM Framework Enables Efficient Sim-to-Real Training for Humanoid Robots

    The Zero-HLM framework, developed by Dianyi Yang, Mengya Liu, and Siyuan Huang's team at Deta Intelligence, combines real-world phone-captured data with physics-based simulation to generate large-scale training data for humanoid robots. Using only 45 simulated teleoperation demonstrations, the team generated 4,800 physically validated training samples, achieving a 1.8x speedup in data collection. When deployed on the Yuji G1 humanoid robot, the pure simulation-trained policy achieved an average success rate of 66.7% across three long-horizon tasks, with 100% success in object-target combination tests.

  3. arXiv Robotics — research abstracts75

    SONIC-K1: Porting a Universal Humanoid Motion Tracker to a Small Humanoid on a Single GPU

    This paper introduces SONIC-K1, an open-weights whole-body motion tracker adapted for the Booster K1 humanoid robot. Trained from scratch on a single shared GPU with significantly reduced compute compared to the original SONIC framework, the policy demonstrates strong performance in MuJoCo simulation and improves upon an initial real-robot release that exhibited leg shaking. The code, policy weights, and evaluation tools are publicly available.

2026-10-29Thu
2026-10-28Wed
  1. arXiv Robotics — research abstracts75

    HumiMimic: Mimetic Embodiment Transfer of Human-Humanoid Interaction from In-the-Wild Videos

    This paper introduces HumiTransfer, a framework that converts in-the-wild human-human interaction videos into physically plausible human-humanoid interactions. The method reconstructs 3D human motion with consistent foot-ground contact, transfers one participant to a target humanoid embodiment using weighted joint-relative directions and anatomical offsets, and applies post-retargeting optimization for balance and collision avoidance. Applied to 1,200 in-the-wild videos, the framework generates approximately 500,000 frames of diverse interactions for two humanoid robots, forming the HumiMimic dataset. The authors report superior motion fidelity, preserved inter-body relationships, and maintained contact accuracy compared with baselines, and demonstrate that the transferred motions are physically executable in real-world settings.

2026-10-27Tue
  1. NVIDIA — Robotics model repository updates75

    nvidia/Metatron-v1

    NVIDIA has released ONNX inference exports for Metatron v1, a unified policy model for the Unitree G1 humanoid robot that handles walking, scene interaction, and recovery. The release includes two artifacts: a single-robot demo pipeline (demo/model.onnx) and a six-robot batched network for G1 Racer (racer/network.onnx). Both files use learned policy weights from epoch 6410 but have different runtime interfaces and are not interchangeable. The model supports deployment beyond the browser, including other simulators and real robots, though hardware use requires independent validation. NVIDIA emphasizes that these exports are not complete training packages, do not include datasets or checkpoints, and are subject to the NVIDIA Open Model License Agreement.

2026-10-26Mon
  1. Agility Robotics — Press releases72

    GXO and Agility Robotics Expand Partnership to Accelerate Deployment of Humanoids in U.S. Operations

    GXO and Agility Robotics have expanded their partnership to deploy Agility's Digit humanoid robot at multiple U.S. sites, including North Carolina and Tennessee. This follows a successful initial deployment in Georgia, where Digit has moved over 100,000 totes. The expansion reflects confidence in the technology's ability to create measurable value and improve operational efficiency.

2026-10-25Sun
  1. Chinese robotics — Deployment discovery72

    Video｜Personal Robots Mass Production, 110 Humanoid Dancers Set World Record—Physical AI is Approaching Everyday Life

    The article reports on the mass production of personal robots, with the 5000th unit being manufactured in under a month, achieving a production rate of one robot every 2.5 minutes. It also highlights the world record for 110 humanoid robots performing synchronized dance, showcasing the scalability and coordination of production-ready robots. Additionally, it discusses the deployment of robots in industrial settings, emphasizing real-world applications and the transition from lab research to practical use.

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