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#Software and compute systems
Oct 21Wed
  1. 36Kr Embodied Intelligence64

    NVIDIA upgrades Isaac robotics platform, launches humanoid robot reference framework and simulation tools

    NVIDIA announced an upgrade to its Isaac general-purpose robotics development platform, launching a new humanoid robot reference framework, simulation workflows, and data tools aimed at accelerating general-purpose robot development. The updates cover robot training, simulation validation, and deployment processes, helping developers train robots using synthetic data and simulation environments and validate robot behavior before actual deployment.

  2. NVIDIA62

    NVIDIA releases OpenShell reference architecture for building governed AI agents

    At GTC Berlin, NVIDIA announced that the OpenShell reference architecture is now available for building, isolating, observing, and governing secure AI agents on enterprise infrastructure and edge systems.

    Why it matters: The original text explains the reference architecture's layered design and millisecond-level isolation mechanism, which helps readers understand how it brings agent security down to the hardware layer.

  4. NVIDIA80

    NVIDIA Expands Isaac Platform with New Humanoid Reference Platform, Isaac OS, and Isaac Lab 3.0

    At GTC Berlin, NVIDIA announced an expansion of the Isaac open-source robotics development platform, adding the Isaac OS runtime, the officially released Isaac Lab 3.0 learning framework, and an open-source reference workflow based on DGX Station.

    Why it matters: The original text lists the runtime, learning framework, and open-source workflow newly added to the Isaac platform, allowing readers to judge the specific changes in the data-to-deployment pipeline.

  5. NVIDIA42

    NVIDIA European cloud partners expand: sovereign, open compute layout built for safe AI agents

    NVIDIA cloud partners across Europe, the Nordics, Africa, and Central Asia are expanding regional compute capacity for model training and inference, and to support development of agentic and physical AI applications. In GB300 NVL72 system tests, Nscale used DSX MaxLPS to deploy 37% more GPUs within the same power budget and increase aggregate inference throughput by nearly 50%, and plans to deploy Vera Rubin infrastructure across five European markets.

  8. 古月居 · 微信公众号50

    ROS2 and Gazebo Simulation: From URDF Modeling to Differential Control and Noise Injection

    This tutorial explains how to build a robot simulation environment with ROS2 and Gazebo, covering URDF modeling, lidar and differential drive plugin configuration, SDF world editing, and sensor noise injection. It highlights common pitfalls such as use_sim_time, the TF tree, and physical parameter calibration, and presents advanced directions including multi-robot simulation, hardware-in-the-loop, and CI automated testing, helping developers validate algorithms such as Nav2 and SLAM in simulation before migrating to real hardware.

  9. 甲子光年 · 微信公众号67

    Inverse Matrix's Chen Boyuan explains how physical AI inference system PhysisServe balances intelligence and high-frequency output

    PhysisServe, a physical AI inference system jointly released by Inverse Matrix, vLLM, the Beijing Academy of Artificial Intelligence, and Peking University, completes one chunk every 4.083 milliseconds for the 33B-parameter MiniMax H3 on 200 GPUs, about 245 chunks per second, with equivalent frame throughput approaching 1,000 frames per second and a steady-state output interval shorter than that of the 1.3B-parameter Wan2.1.

  10. 36Kr Embodied Intelligence42

    Baidu Dazi and Lenovo Kaitian Launch First Fully Domestic Full-Stack General-Purpose AI Agent Workstation

    At its product launch event, Baidu Dazi announced full compatibility with domestic IT innovation, listing on the Lenovo Kaitian Tianxi Store, Kylin Software Store, and UnionTech Software App Store, and partnering with Lenovo Kaitian to launch the first fully domestic full-stack general-purpose AI agent workstation. The workstation integrates Lenovo Kaitian hardware, the Tianxi AI Pro base, and Baidu Dazi, supports Kylin and UnionTech operating systems, is compatible with domestic GPUs such as Hygon BW100 and Iluvatar CoreX Zhikai 100, and comes with preinstalled models and runtime environment for out-of-the-box use.

  11. arXiv cs.RO60

    FastVLA: Task-conditioned and temporally adaptive visual token compression for vision-language-action models

    FastVLA proposes a training-free, task-aware, and temporally adaptive visual token compression framework to improve the closed-loop inference efficiency of vision-language-action (VLA) models. It scores tokens via task-to-vision attention and adaptively sets the compression rate based on the uniformity of the importance distribution, calibrated using an inverse Simpson index and an online sliding window.

  13. HuggingFace Daily Papers52

    Rethinking Video Storage for AI Training: Breaking Cross-Frame Dependencies for Efficient Random Access

    The paper identifies two types of decode amplification when randomly sampling videos for AI training: sequential reconstruction of unrelated frames, and reconstruction of the reference chains needed for sampled targets. The authors propose dependency-aware sparse decoding, which reconstructs only the requested frames and their necessary references without transcoding the source video; optional offline DDRA encoding constrains each interior frame between two intra-coded anchors, so that reconstruction of each requested target requires no more than three frames. On a large robotics corpus, the method achieves 1.45x the loading throughput of LeRobot v3 at similar reconstruction quality, with 58.7% less media data.

  14. Xbotics具身智能实验室 · 微信公众号82

    RLinf v0.4 released: open-source training framework upgrade for embodied reinforcement learning

    RLinf, an open-source training framework for embodied reinforcement learning developed by Tsinghua University, Infinigence AI, and the Beijing Zhongguancun Academy, has officially released v0.4, with updates across four areas: a Lego-style real-machine system, real-machine post-training algorithms, full-modality model support, and a domestic computing power foundation.

    Why it matters: It outlines the framework's evolution from simulation to real-machine training, helping readers understand the capability boundaries of the embodied reinforcement learning engineering stack.

Oct 20Tue
  1. Reddit r/robotics58

    Holocron Engine v2 released: describe a robot in text to generate actuator selection, wiring, layout, structure, and firmware

    Holocron Engine v2 is live. After a user describes a robot in text, the tool sequentially generates a 3D concept form, selects real servos/motors/QDDs from a catalog and verifies torque, speed, and power margins, designs the wiring network pin by pin and checks voltage, current, wire gauge, and grounding, produces a 2D layout linked with 3D, generates the frame and cable routing based on real part dimensions, writes firmware for the selected board that can actually drive the actuators, and outputs printable parts and a procurement list.

  3. The Robot Report38

    Avenda Health expands Unfold AI platform to intraoperative prostate cancer care

    Avenda Health has launched Surgery Mode for its Unfold AI prostate cancer 3D mapping platform, extending preoperative decision support into the operating room and enabling intraoperative visualization in both robotic and non-robotic surgery. New features include magnified 3D views, cancer estimation maps adjusted to the surgical console camera angle, intraoperative viewing of MRI slices, and capsule risk scores. The original text states that Unfold AI predicts cancer spread to adjacent anatomical structures with 92% accuracy, compared with 52% for MRI alone.

  7. OFweek Robotics62

    OpenLoong open-source system progress released at ROSCon China; Avnet and Guyueju sign memorandum of cooperation

    ROSCon China was held in Shanghai on October 16, 2026. The National and Local Co-built Humanoid Robot Innovation Center presented the latest progress of the OpenLoong open-source system. Avnet, the National and Local Co-built Humanoid Robot Innovation Center, and Guyueju jointly released the white paper "From Specialized to General: 2026 Embodied Intelligence Technology Evolution and Industrial Implementation." Avnet and Guyueju signed a memorandum of cooperation.

  9. Robotics 24/753

    Vention launches 24/7 video remote support service at PACK EXPO 2026

    At PACK EXPO 2026 in Chicago, Vention announced the launch of a 24/7 video remote support service. When a production line goes down in the early hours, operators can start a live video session from the machine's teach pendant and connect with an automation expert within 10 minutes. The expert can join with full context, including hardware and firmware versions, real-time I/O status, and the program running on MachineMotion AI.

Oct 19Mon
  1. 智源研究院 · 微信公众号68

    BAAI's FlagOS 2.2 released: over 1,454 operators, 27% cross-chip performance gain

    BAAI presented FlagOS 2.2 progress at the 2026 AI Open Computing Conference and FlagOS Technical Conference; the version was released on September 30. Public operators in the nine operator libraries rose from 564 to 1,454 (890 added). In tests covering over a thousand operators and 10 heterogeneous AI chips, cross-chip operator performance improved by about 27% over the previous version. The FlagOS-Compressor weight conversion and quantization tool was released for the first time, enabling a new model to be adapted to as many as 12 chips within one day.

    Why it matters: The original text provides specific figures for operators, quantization, and serving throughput, which readers can use to assess the performance and cost potential of existing chips for running new models.

  2. 极客公园47

    Houmo AI Ecosystem Conference Roundtable: Five Frontline Operators Break Down the Barriers to Edge AI Commercialization

    Houmo AI held an ecosystem partner conference in Beijing. Geek Park founder Zhang Peng moderated a roundtable with five guests—Yao Ling of Kylin Software, Huang Junshi of Liaogu Intelligence, Liu Xuepeng of Logre Data, Chen Zhanling of Yinpu Computing, and Chen Zhongming of Houmo AI—who discussed edge AI commercialization.

  3. 中控技术60

    SUPCON UCS goes into operation at Qinghai Salt Lake Magnesium's 300,000-ton PVC plant, with TPT deployed alongside

    SUPCON's independently developed Universal Control System (UCS) has been successfully commissioned in the intelligent upgrade of Qinghai Salt Lake Magnesium's 300,000-ton ethylene-based PVC plant, making it the first large-scale UCS deployment in China's ethylene-based PVC industry; meanwhile, the TPT time-series large model has won the bid and entered the deployment and implementation phase.

    Why it matters: The original article provides details on the retrofit window and delivery, and the transferable point is how software-hardware decoupling plus skid-mounted prefabrication can compress serial work into parallel work.

  4. Open Robotics GitHub38

    osrf/rocker v0.4.0 released

    osrf/rocker has released version v0.4.0, fixing an issue in how the User extension is handled when the invoking user has no groups, and adding the ability to override the home directory in the User extension. The nvidia extension now adds support for the ubuntu 26.04 distribution, and a spelling error was also corrected. This update includes 4 changes from 4 contributors, 4 of whom are first-time contributors.

  6. arXiv cs.RO62

    OxyGen: Unified KV Cache Management for Multi-Task Parallel VLA Inference

    OxyGen proposes an inference design for unified KV cache management that treats the KV cache as a shared resource across tasks and control cycles, eliminating redundant prefill of shared observations through cross-task KV sharing and advancing unfinished language requests within each frame's decoding budget via cross-frame continuous batching.

  7. 仙工智能58

    Seerbotics demonstrates VLA model completing Tower of Hanoi task: still able to continue solving after base is pushed and discs are scrambled

    Seerbotics demonstrated its self-developed VLA model driving a robotic arm to complete the seven-move sequence of a three-disc Tower of Hanoi. When an observer slides the base to change its overall position or rearranges the discs into an arbitrary intermediate state, the robotic arm can still re-identify the current configuration, determine the next move, and continue completing the remaining task. Trained on only 60 demonstration trajectories, the model can generalize across changes in object position, color, and shape. The Seerbotics robot "brain" consists of three layers—model, cerebellum, and nerve—responsible respectively for scene understanding and decision-making, motion planning and execution, and a unified interface connecting sensors and joint actuators.

  8. HuggingFace Daily Papers45

    FocusGUI: A Focused Perception Adapter for Omni-Modal GUI Agents

    FocusGUI proposes a lightweight adapter that achieves focused perception for omni-modal GUI agents by dynamically weighting multimodal channels at each step, compressing key evidence into a compact latent, and injecting it into the frozen decoder's embeddings. Across four omni-modal backbone models, it raises Type Match by an average of 33.2 and Exact Match to 3.0x relative to the frozen backbone, and improves Type Match by 30.1 over the strongest existing enhancement method. Training relies only on action supervision, requiring neither modality-relevance labels nor backbone fine-tuning.

Oct 18Sun
  1. Guyuehome50

    No source code changes needed to let large models reach robots: a breakdown of RobotMCP's dependency chain and protocol layers

    RobotMCP is aimed at letting general-purpose large models discover, subscribe to, and call an existing ROS/ROS2 system without modifying the robot's source code. The core conflict it addresses is that, in the past, connecting large models to robots often required changing code on the robot side. The original article breaks down RobotMCP's dependency chain and protocol layers.