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Only Industry#Robot models and learning
Nov 10Tue
  1. 未来机器人网 · 微信公众号55

    MouShen Intelligence Launches General Embodied Brain Industry Innovation Consortium with 42 Institutions

    On November 7, the General Embodied Brain Industry Innovation Consortium was launched at a side exchange meeting of the China International Import Expo in Shanghai. Initiated by MouShen Intelligence, it brings together 42 enterprises and research institutions, with members including Fudan University's School of Future Information Innovation, the National and Local Co-built Humanoid Robot Innovation Center, Unitree Robotics, and UBTECH.

  2. 人形大讲堂 · 微信公众号71

    UniX AI completes RMB 500 million Pre-A funding round; Wanda 2.0 humanoid robot priced at RMB 88,000

    Suzhou-based general embodied intelligence company UniX AI announced on November 9 that it has completed a RMB 500 million Pre-A funding round. Existing shareholders Xienuo Investment and Yonghua Investment increased their investment, while Greenland Group, Keli Sensing, Huagong Venture Capital, Xinjing Fuying, Redbird Qihang Fund, and Yulin Industrial Investment joined as new investors.

  3. 银河通用机器人 · X38

    GALBOT ET1 Wins CES 2027 Robotics Innovation Award

    Galbot's bipedal humanoid robot GALBOT ET1 has won Best of Innovation, the highest honor in the robotics category of the CES 2027 Innovation Awards, becoming the first bipedal humanoid robot in the award's history to receive this honor. ET1 relies on the AstraBrain-WBC foundation model to learn new movements by watching live human demonstrations, without the need for separate motion capture or pre-recorded videos for each new movement, combining perception, interaction, and motion. This capability is currently used in real-world scenarios such as greeting and reception and interactive performances.

  4. OFweek Robotics40

    Robots enter factories to "work," but why do bosses only dare let them "trial"?

    At the China International Import Expo, robots have entered scenarios such as drug picking, depalletizing, sorting, handling, assembly, and teaching-free welding, but most are still in the "trial" stage, with only some scenarios deployed at scale. Apple HALO completed 360 single-task tests in 6 real environments without pre-built maps, with an average success rate of 91%; after GPT-6Astra was connected to different robot bodies, some tasks took from one or two minutes to more than 30 minutes or even an hour. Industry observers judge that the "ChatGPT moment" for embodied intelligence may arrive in the second half of 2027, and the turning point may appear separately by scenario such as retail pharmacies and industrial sorting.

Nov 9Mon
Nov 7Sat
  1. 机器之心 · 微信公众号22

    Feed It a Million Hours of Data—Will Robots Learn Everything? Zhangjiang Summit Breaks Down the 'Embodied Data War'

    On November 5, the 'Triple T' Zhangjiang Summit technical salon, co-hosted by an ecosystem company of Zhangjiang AI Innovation Town and Synced, was held under the theme 'The Next Data War in Embodied Intelligence,' featuring a two-person technical debate, three Open Mic sessions, and one industry panel. Huang Yongtao of Ant Lingbo Technology argued that at this stage priority should be given to accumulating real-robot data and incorporating touch as early as possible, while Liu Miao of Tsinghua University held that data selection depends on application positioning and the training stage. Ma Daolin of Qianjue Robotics demonstrated the performance of a VTLA model integrating vision, touch, language, and action in real-robot tasks such as automatic shoelace threading and carton forming.

  2. 机器人产业应用 · 微信公众号78

    Dream Labs launches Dream API, charging $3 per hour for robot brains

    Dream Labs, spun out of NVIDIA's GR00T team, has completed a $90 million seed round and launched Dream API, a publicly registrable, explicitly priced robot foundation model API service.

    Why it matters: Dream Labs prices robot brains by the hour, giving readers a clear view of how embodied intelligence is shifting from project-based pricing to an on-demand cost structure.

  3. 硅星人Pro · 微信公众号60

    AgiBot's 6 Genie G2 robots work 24 hours at a convenience store; 4 pass probation

    AgiBot launched a 24-hour convenience store work challenge in which 6 Genie G2 robots took on roles including reception, pickup and delivery, drink preparation, inspection and restocking, and cleaning, completing 1,730 tasks in total; in the end, 4 passed probation and 2 did not. The robots run on the embodied Agent framework Genie Master, which uses Physical RSI to turn success and failure experience from execution into long-term memory and iteratively refine action strategies; capabilities such as judgment for restocking and cleaning come from this prior self-review.

Nov 6Fri
  2. 开普勒人形机器人 · 微信公众号55

    Shanghai Kepler uses NVIDIA physical AI to close the loop from simulation to industrial sites

    Shanghai Kepler has built a closed loop from simulation training to real-machine validation for industrial humanoid robots based on NVIDIA Isaac Lab, Isaac GR00T, and Cosmos. The company develops its own planetary roller screws, linear and rotary actuators, joint modules, and robot bodies, introduces real dynamics parameters into Isaac Lab for Sim2Real iteration, and validates them in scenarios such as workshop assembly and CNC machine loading and unloading. Kepler is also working with a team from Zhejiang University's College of Artificial Intelligence to develop an embodied intelligence foundation model for long-horizon tasks.

  3. 至简动力 · 微信公众号72

    Zhijian Dynamics and Hangcha Group deploy robot sorting line for supermarket front warehouses

    On November 3, Zhijian Dynamics and Hangcha Group completed the deployment of the first robot sorting line for a supermarket front warehouse, connecting the full workflow from AMR merge feeding, robot autonomous planning and dexterous grasping and turning, and scan verification to order distribution. The line uses the iX robot body that Zhijian Dynamics customized for Hangcha, and relies on visual perception and VLA task planning to handle boxed, bagged, bottled, and other product forms without the need to model each SKU separately. Measured single-machine sorting efficiency reaches up to 450 items per hour, with accuracy stable above 98%, and under full load it can support 24-hour continuous fault-free operation.

    Why it matters: Readers can learn about the actual deployment conditions of the supermarket front-warehouse sorting line and the single-machine efficiency and accuracy data.

  4. 极智嘉40

    Geek+ unveils 24/7 warehouse autonomous operations plan to advance self-optimizing around-the-clock operation

    Geek+ announced a 24/7 warehouse autonomous operations plan, aiming to keep warehouses running around the clock and continuously optimize through real operational experience. The plan relies on its end-to-end robotics product portfolio, the Geek+ Warehouse Brain software platform, and its global deployment and service network, and uses the Gravity unified embodied AI framework and the Gravity 4D embodied world model to extend automation from structured handling to more variable operations and exception handling.

  5. AgiBot72

    Six AGIBOT G2 robots complete 24-hour trial at Shanghai convenience store, performing 1,730 tasks

    Six AGIBOT G2 wheeled humanoid robots completed a 24-hour trial at an operating convenience store in Xuhui District, Shanghai, performing a total of 1,730 tasks, with four of them passing the final assessment.

    Why it matters: AGIBOT disclosed the task distribution and assessment results of six G2 robots over 24 hours in a real convenience store, offering a view of how embodied intelligence performs in continuous operation.

  7. 荭杏科技42

    When robots start handling e-commerce returns: what makes grasping irregular items difficult?

    German retail group Otto will deploy AI dual-arm robots in phases at a logistics center in Poland to inspect, identify, and sort e-commerce returns. The first phase plans to deploy 10 systems, and whether 15 more will be added later depends on initial operating results. Returned goods are often crumpled, repackaged, or presented in various orientations, so the robots need to combine visual information to decide how to grasp and adjust their actions based on feedback; simulation can model different orientations and packaging to assist training. Currently, the project still lacks enough public data to judge actual efficiency and return on investment.

  8. 36Kr Embodied Intelligence60

    EABOT completes nearly 400 million yuan in funding within a year, operates over 100 heavy trucks to validate heavy-duty physical AI

    Shanghai EABOT Technology (EABOT) recently completed two consecutive funding rounds totaling nearly 400 million yuan, with investors including Ge Weidong, Chentao Capital, Hony Capital, and Zero One Automotive. Founded in February 2026, the company focuses on heavy-duty industrial physical AI. It already operates more than 100 heavy trucks across 60 routes, mainly serving short-haul bulk material scenarios of 0-300 kilometers, and has conducted real-road zero-intervention testing in Xinjiang, Inner Mongolia, and other regions.

  9. 机器人全球资讯 · 微信公众号58

    AgiBot's 6 Genie G2 robots work 24-hour convenience store livestream; 4 pass probation

    AgiBot launched a convenience store livestream challenge on November 2, with 6 Genie G2 robots on duty continuously for 24 hours. When it ended on November 3, 4 had successfully passed probation and 2 had not yet passed. During the assessment period, the robots completed 1,730 tasks/items in total, including receiving 683 customers, picking up and delivering goods for 369 orders, making 147 cups of coffee, producing 126 servings of hot food, carrying out 277 inspection and restocking rounds, and clearing tables 128 times.

  10. 机器人前瞻 · 微信公众号42

    How do Geek+ Gino 1 and the Gravity embodied model enable warehouse self-evolution?

    At CeMAT, Geek+ exhibited the general-purpose humanoid robot Gino 1, the RoboShuttle Hyper case-to-person system, and the SkyCube pallet-to-person system, and demonstrated a comparison of prediction and execution by its self-developed Gravity embodied model in clearing bins of mixed items and picking unfamiliar items.

  11. 未来机器人网 · 微信公众号64

    Tesla's production Optimus debuts at CIIE; Fremont line has started production

    On November 5, Tesla showcased its first production version of the humanoid robot Optimus at the 9th China International Import Expo, presenting its deployment directions through scenarios such as carrying luggage, dog walking, and factory sorting. Tesla said the mass-production line at its Fremont factory has started production, and the units rolling off the line are commercially viable versions, but at this stage they will be kept for internal factory use for material handling, sorting, and inspection, and will not be sold externally for now. At the Q3 earnings call, Musk said it will take at least more than a year to reach a steady-state capacity of 20,000 units per week, that the long-term target for per-unit cost is $20,000 to $30,000, and that the biggest current engineering bottleneck is the dexterous hand.

Nov 5Thu
  1. 新智元 · 微信公众号58

    Embodied AI MaaS rises: comparing three approaches from Yuanli Lingji, Physical Intelligence, and Dream Labs

    The article argues that, limited by onboard compute and heat dissipation in robot bodies, embodied model inference is shifting to the cloud, and embodied AI MaaS is becoming a new direction. In July 2026, Yuanli Lingji released a general embodied MaaS service; in October, Physical Intelligence launched an invitation-only Pi API Beta; and Dream Labs launched Dream API backed by a $90 million seed round.

  2. 人形大讲堂 · 微信公众号58

    Geek+ Gino 1 Enters the Warehouse: Which Processes Will the Wheeled Humanoid Replace?

    Geek+'s wheeled humanoid Gino 1 was released on February 10, featuring 14 degrees of freedom in its dual arms, three-fingered dexterous hands, a Jetson Thor compute platform, and a VLA fast-slow collaborative system; it can perform four types of work: picking, box handling, packing, and inspection. The article compares it with cases such as Agility Robotics' Digit and Robot Era's L7, pointing out that the key to humanoids entering warehouses lies in interfaces, data sources, and the maintenance response radius, rather than the form factor itself. Geek+ says Gino 1 already has mass-production capability and can connect to its own fleet formed by its scheduling system, picking stations, and AMRs for storage, picking, handling, and inspection.

  3. 亿欧网 · 微信公众号62

    Wang Xingxing vs. Zhi Hui Jun: Unitree adopts general models while AgiBot develops in-house models for production lines

    The article compares Unitree and AgiBot's divergent approaches to embodied intelligence: Unitree integrates GPT-6 Astra into the G1 as an "external brain," with Wang Xingxing judging that general models will be able to handle planning after another one or two generations; AgiBot only lets Astra serve as System2, while System1 and the 100 to 1000Hz force-control closed loop are developed in-house, and GO-3 Preview tops three leaderboards: RoboDojo, RoboTwin, and RoboCosieum.

  4. 钛媒体40

    D-Robotics, High Torque Power, and Qiyuan Robotics Enter K12 Embodied AI Education

    D-Robotics partnered with Unitree Robotics to launch an embodied AI education solution for primary and secondary schools, using the Sunrise S100 chip for integrated computing and control, paired with the Go2 quadruped and R1 humanoid bodies, and designing 15 themed courses totaling 180 lessons. High Torque Power released a full embodied AI education solution the same day, with courses already running regularly at schools including RDFZ and Dongzhimen Middle School. Qiyuan Robotics pushed its first OTA to the T1 and Q1, adding Hi Echo speaking practice and AI introductory courses.

  5. 钛媒体65

    After GPT-6 Astra's release, how is the embodied intelligence industry chain landscape changing?

    After GPT-6 Astra's release, general large models can directly control robots to perform tasks; embodied data orders are rebounding, the value of body companies is being reassessed, and model companies building embodied brains now face competition on the same field as foundation model giants. In NVIDIA testing, Astra achieved a 66.3% success rate in zero-shot direct action output, higher than π0.5, but average single-inference time was 18.56 seconds, and one successful action consumes about 160,000 tokens, equivalent to $1.96. The industry currently prefers having general models handle planning and the semantic layer, while embodied models handle millisecond-level motion control and the execution layer.

  6. 钛媒体38

    GPT-6 Astra shakes up the embodied AI brain industry: risks and opportunities for Unitree, AgiBot, Qianxun and other vendors

    GPT-6 Astra, a general-purpose large model, drove a several-hundred-dollar robotic arm to complete tasks such as drawing the Golden Gate Bridge without specialized training. Unitree Technology used it to autonomously identify a palette, change paints, and clean brushes. SenseTime's evaluation says it can handle robot manipulation and navigation tasks that specialized models such as VLA and WAM perform.

  7. OFweek Robotics42

    D-Robotics, High Torque Power, and Qiyuan Robotics Enter the K12 Education Race

    On October 30, D-Robotics partnered with Unitree Robotics to launch an embodied intelligence education solution for primary and secondary schools. On the same day, High Torque Power released a comprehensive embodied intelligence education solution, and Qiyuan Robotics announced the first OTA for T1 and Q1, adding Hi Echo speaking practice and AI introductory courses. The D-Robotics solution is built around the Sunrise S100, which integrates a CPU, BPU, and MCU, paired with the Unitree Go2 quadruped and R1 humanoid bodies, and features 15 themed courses and 180 lessons covering elementary through high school. High Torque Power said the related courses have been regularly carried out at schools including Renmin University of China Affiliated High School and Dongzhimen High School.

  8. OFweek Robotics55

    Weishi Robotics raises tens of millions of yuan seed round, exclusively invested by WeiShi Electronics

    Weishi (Suzhou) Robotics Technology Co., Ltd. has completed a seed round of tens of millions of yuan, exclusively invested by A-share listed company WeiShi Electronics, with Yushi Capital serving as exclusive financial advisor. The funds will be used for iteration and mass-production preparation of the industrial embodied robot V2, R&D of embodied large models and data systems, and first-batch industrial scenario delivery. V2 targets light-load precision operations, with repeat positioning accuracy of ±0.05 mm and an operation yield rate of 99%; the first batch of orders will be prioritized for WeiShi Electronics' backlight module production line.

  9. 机器人全球资讯 · 微信公众号70

    Xiaomi Robotics reports progress on 8-hour factory operations and long-horizon household tasks

    During the 2026 World Internet Conference, Xiaomi disclosed two deployment advances in its robotics business: a humanoid robot took on an 8-hour shift for the first time at a center-console side-cover sequencing station, achieving autonomous anomaly correction and system-level coordination with the production line; an Agent system built on the Xiaomi-Robotics-1 pretrained model is in trial operation at Xiaomi Youth Apartments, completing a long-horizon validation of over 30 consecutive minutes, covering 3 rooms and 50+ tasks.

  10. 未来机器人网 · 微信公众号72

    Xiaomi humanoid robot completes 8-hour full-shift work at car factory and begins apartment pilot operation

    At the 2026 World Internet Conference Wuzhen Summit, Xiaomi disclosed progress in the industrialization of its humanoid robot: it has been deployed at the center console side cover panel sequencing station in Xiaomi's automotive final assembly workshop, completed its first 8-hour uninterrupted full-shift operation, can independently grasp flexible workpieces, adjust posture, and place them neatly, and has autonomous anomaly correction capability.

  11. 移动机器人产业联盟 · 微信公众号58

    Geek+ exhibits Gino 1 humanoid robot, Gravity embodied model and full range of warehouse robots at CeMAT

    At CeMAT ASIA, which opened on November 3, Geek+ is exhibiting its general-purpose humanoid robot Gino 1, the Gravity embodied model, the unmanned picking workstation RAPS, and a full range of robots including RoboShuttle Hyper, SkyCube and RoboPallet, providing on-site evidence for its recently announced 24/7 autonomous intelligent warehouse plan.

Nov 4Wed
  1. 人形大讲堂 · 微信公众号67

    Shunheng Intelligence's SynDexy C1 dual-arm wheeled humanoid robot completes first small-batch delivery

    On October 30, Shunheng Intelligence announced that its self-developed dual-arm wheeled humanoid robot, SynDexy C1, has completed its first small-batch delivery. The customers are in the consumer electronics and electronic components sectors, and the robot is used for precision assembly processes on production lines. The robot has 22 degrees of freedom across its body, with motion control latency reduced to the 1-millisecond level. It is equipped with self-developed visuotactile sensors and the SynDexy M1 visuo-tactile-force tri-state fusion manipulation model. The company disclosed that the success rate for key tasks exceeds 98%. The project was initiated in April this year, the first-generation prototype was completed in July, and delivery took place in October. The company was registered in June 2025, and its chief scientist is Fang Bin of Beijing University of Posts and Telecommunications.

  2. 36Kr Embodied Intelligence38

    After TypeSafeAI's decision model Jev goes viral, why does the physical world need on-device streaming multimodal decision-making?

    TypeSafeAI released the decision model Jev, which outputs only yes/no, option numbers, or probability scores. Within weeks of launch, users exceeded one million, about one-third of Fortune 500 companies began using it, and its valuation rose from about $200 million to $7.5 billion in 24 days.

  3. OFweek Robotics60

    Why embodied intelligence's first major commercial test is in warehousing and logistics

    Warehousing and logistics is seen as the scenario closest to real production for embodied intelligence, because it combines high-frequency real demand, a semi-structured environment, and quantifiable business metrics. The article divides the players into three groups: embodied intelligence startups, traditional logistics equipment companies, and end logistics enterprises such as JD Logistics, SF Express, and China Post, which respectively hold technology, systems, and scenario resources.

  4. 未来机器人网 · 微信公众号58

    AgiBot Genie G2: Six Robots Run 24-Hour Shift at Shanghai Convenience Store

    On November 2, six AgiBot Genie G2 humanoid robots worked 24 consecutive hours at a normally operating convenience store in Xuhui, Shanghai, covering roles including greeting customers, making coffee, stocking shelves, cashiering and cleaning, with the entire shift livestreamed. The six robots shared task scheduling through AgiBot's embodied Agent framework Genie Master and reported execution results back via the embodied execution protocol EEP, collecting failure cases into an error log and converting them into training data.

Nov 3Tue
  1. 机器之心 · 微信公众号58

    Geek+ showcases Gravity embodied model and Gino 1 humanoid robot at CeMAT 2026

    At CeMAT 2026, Geek+ demonstrated a robotic arm equipped with the Gravity embodied model and its general-purpose humanoid robot Gino 1, completing grasping of unfamiliar objects, picking, and bin handling. Gravity uses a hybrid Transformer (MoT) dual-brain collaborative architecture and a hierarchical memory mechanism, and through natural-language correction it raised the overall success rate of complex manipulation tasks from 17.5% to 87.5%, with a single picking action stable at about 2 seconds.

  2. 机器之心 · 微信公众号62

    AgiBot's 6 Genie G2 robots work 24 hours straight at convenience store; 4 pass probation review

    Starting at 10:00 on November 2, six AgiBot Genie G2 humanoid robots worked 24 consecutive hours at a normally operating convenience store in Xuhui, Shanghai. They were assessed against store standards including on-duty time, task success rate, and response time. In the end, 4 passed probation, while Lengjie and Juanwang did not yet pass probation due to shortcomings in on-duty initiative and job stability.

  3. 新智元 · 微信公众号60

    Six AgiBot Genie G2 units work 24-hour shifts at convenience store; four pass probation assessment

    Starting November 2, six Genie G2 robots equipped with AgiBot's Genie Master embodied Agent framework worked continuous 24-hour shifts in a real convenience store. In the end, four passed the probation assessment, completing a cumulative 1,730 tasks, including greeting customers 683 times, fetching and delivering 369 items, and making coffee 147 times.

  4. 维科网机器人 · 微信公众号67

    Sage Intelligent completes pre-Series B funding of hundreds of millions of yuan to advance multi-arm robots and large-model R&D

    Shanghai Sage Intelligent Technology Co., Ltd. has completed a pre-Series B funding round of hundreds of millions of yuan. Investors include Jiantou Investment, Nantong Investment Management, and Yunqi Capital. The funds will be used for large-model R&D, iteration of the multi-arm robot body, production line expansion, and global market expansion.

  5. 人形大讲堂 · 微信公众号72

    Zhicheng AI completes funding of hundreds of millions of yuan, with state-owned capital jointly betting on JEPA physical world model

    Zhicheng AI announced the completion of a funding round of hundreds of millions of yuan, jointly invested by Hangzhou Capital, Fuzhe Technology, Caitong Capital, and Linglan Capital; the funds will be used for embodied intelligence and world model R&D and commercialization. The company was founded in March 2024 by Hu Luhui, former chief engineering lead at Meta. Its Chengling physical world model adopts the JEPA architecture, and version 0.1 was open-sourced under the MIT license in May 2026. The XR1 composite wheeled industrial robot has entered real production line operations at NIO's factory, while cooperation with Volkswagen remains in the scenario testing stage at the final assembly section.