SparseMax-dSTL proposes a smooth approximation of Signal Temporal Logic (STL) robustness based on sparse projection; its value always lies below the exact robustness and is therefore sound, and its error bound is independent of the number of samples and can be determined before optimization.
A critical arXiv review systematically examines the architectures, physical adaptation, and validation pathways of foundation models in autonomous space robotics, focusing on orbital manipulation and proximity operations. The article notes that event cameras can provide timely motion observations under strong illumination contrast, that spiking neural networks offer a possible route to sparse local computation, and organizes validation as an iterative "simulation-ground-space" closed loop, using a satellite capture case to connect observation, approach, contact, and recovery. The full text is 23 pages with 7 figures, accompanied by a source list and evidence document.
A Philadelphia woman, Carolyn Marvin, was arrested by police on a disorderly conduct charge for blocking the path of an Uber delivery robot and refusing to move out of the way. She said her protest was because delivery robots are taking jobs from human delivery workers, and video from the scene drew media attention. Delivery robots have become a common sight in Center City Philadelphia and have sparked resistance; earlier this year, a robot was kicked over in Center City.
StochasticNCBF uses stochastic neural control barrier functions to achieve safe control of an inverted pendulum, analyzing the stochastic generator, safety control correction, and second-order neural barrier propagation. Reproduction experiments compare the safety performance of three schemes: no correction, deterministic correction, and retaining the stochastic term.
pymaxim 1.3.2 "Decomposition" is released, fixing high-severity security advisory GHSA-7qh4-mp34-88v9: previously a leader ran without authentication by default and debug routes could be read through a cloudflared tunnel; 1.3.2 changes to fail-closed by default, and each leader must run pip install --upgrade pymaxim on its own machine and cold restart.
The RL Alpha Team formed by the Zhuoyide technical team took first place in Task 3 "Assisted Living and Feeding" among nearly 100 teams in EBiM Challenge 2026, the world's first intercontinental dual-arm manipulation benchmark.
A Reddit user argues that vision-language-action (VLA) models alone are not enough to safely integrate humanoid robots into daily life. Humanoid robots far exceed humans in strength and speed; without complex multi-sensory input, learning from video by vision alone cannot master the human instinct to adjust force at the right moment in tasks such as holding a child's arm, carrying a cake, or closing a door, which can easily cause accidents and hinder the industry's adoption.
China's first six national standards for humanoid robots have been approved and released, all taking effect on April 1, 2027. They include GB/T 48316—2026, Technical specification for humanoid robot simulation test platforms, and GB/T 48317.1 to 48317.5, Technical requirements for humanoid robots, in five parts (general provisions, environmental perception, decision planning, motion control, and task operation). The standards are administered by the National Technical Committee 591 on Robots of Standardization Administration of China (TC591).
Why it matters: The article breaks down the six national standards item by item to identify the metrics that are actually quantified, and, comparing them with conditions on production lines and in shopping malls, explains what they govern and what they do not.
robotics-team-1213's rosy-platform released a Site candidate build (commit 17246cb, including Fleet, Vision, and proxy components, linux/amd64), remaining unsigned until release.json.sig is attached.
XiaZhi Robotics received a two-star PIA mark in the tenth batch of "Personal Information Protection Impact Assessments," covering its home-entry app's business scenario of processing user interaction and visual data. It is the first two-star PIA mark in China's embodied intelligence application field and the only one for home-entry scenarios. The assessment was carried out by the China Electronics Standardization Institute under the Personal Information Protection Law and GB/T 39335-2020, and targets real business scenarios in the process of robots entering real homes to provide services, rather than laboratory demonstrations.
A developer has released the first release candidate, 0.1.0rc1, of KORDEX Core, a robot telemetry investigation toolkit, on GitHub. This version includes rule-based telemetry pattern analysis, data quality checks and uncertainty reporting, historical telemetry investigation, optional read-only MQTT integration, a ROS2-style diagnostic payload adapter, and structured conclusions for human review. The author states that this is an early prototype, has not been validated on physical robots, does not send control commands, and seeks technical feedback from the robotics and reliability engineering fields.
Homebody has released version 0.5.18, which includes fixes to Strict Kids speech and the cancellation mechanism and adds five additional Kids languages configured by the host. This release enforces tool-free, same-session native Workspace discussion and improves Python 3.11-compatible Bluetooth pairing and more truthful daemon model readiness. Native discussion requires a compatible listener deployed separately, and no claim is made that physical microphone, camera, motion, or child gameplay have been accepted.
Cognex product manager Andrew Parrett gives an example: a classification system used to sort chicken breasts and drumsticks, when it encountered a chicken wing, did not flag it as unknown but instead forced it into one of the known categories. This reflects a real problem in industrial inspection and robotic sorting—models still produce predictions for inputs outside their training range. The article describes how manufacturers handle such cases through rejection, reflow, or manual review, and how they train and validate against changes in lighting, materials, and incoming materials.
Aetina uses AI agents plus the Model Context Protocol (MCP) to convert an operator's natural-language instructions into robotic arm actions, and at COMPUTEX 2026 demonstrated a digital human voice-controlling a dexterous hand to grasp a soda can.
The first public release of Awesome Physical AI Safety, a bibliography of physical AI safety literature whose taxonomy and curation methodology were designed by Futa Waseda (NII, Japan) and whose daily curation is automated by an LLM. It covers research on safety, robustness, ethics, and trustworthy deployment for VLA, robots, autonomous systems, and embodied agents.
The Verge reporter Sean Hollister and security researcher Sammy Azdoufal found that Energize Lab's Eiliko robot toy cloud service had no protection at all, exposing conversation records from about 68,000 online devices worldwide, including more than 31,000 children's profiles in the United States.
In Cologne, Germany, a 1.2-meter-tall humanoid robot was remotely controlled outside a fast-food restaurant to touch a 16-year-old girl's buttocks and make indecent gestures; the incident was livestreamed, and police have seized the robot and are investigating its 16-year-old owner and a 19-year-old companion. The key point is that the robot was not operating autonomously but was controlled by a person, so the law needs to determine whether the actions were preprogrammed or remotely controlled in real time. The incident coincided with the release of China's "Embodied AI Ethics Governance Research Report" the same day, highlighting the legal gap in embodied AI ethics and the definition of responsibility.
Amazon's warehouse robot count has exceeded 1 million, and its 2025 annual report shows more than 1.5 million full-time and part-time employees. A study published in ILR Review in April 2025 found that serious injuries at robot warehouses were 40% lower than at traditional warehouses, but minor injuries related to repetitive motions increased by 77%; a report by the Strategic Organizing Center, a union coalition, based on injury data from 2017 to 2020, stated that injury rates at Amazon's robot warehouses were higher than at non-robot warehouses.
After Rhoda AI's robot learned in the lab to fold containers with intact latches, it encountered containers damaged from repeated use and rusty rotating platforms in the factory, and its approach changed accordingly. CEO Jagdeep Singh said the team used about three hours of additional data collected at the factory to adapt the robot to the real environment.
A user on r/robotics asked which components of collaborative robots (cobots)—motors, actuators, gears, or electronic parts—fail due to wear when running 18 hours a day on the same task for 2-3 years. The Chinese-made cobots they encountered had only run 5-10K hours, most users had not yet encountered failures, and some UR users said the equipment itself had no problems.
RealSense explains D585 Pro on-device human detection: the detection model runs on its Gen5 Vision SoC and outputs JSON metadata at 30 fps with class, confidence, pixel box, and millimeter-level distance, without needing a host GPU.
Why it matters: The article breaks down why on-device detection does not use neural-network ranging and provides a detection distance table for different postures, which can be used directly for safety zone design.
The goal of functional safety is simple: keep people around the robot safe. Achieving it means designing for safety at every layer—electrical, mechanical, and industrial. Senior Director of Robot Safety Kevin Reese breaks it down in detail 👇 Watch the full explanation: https://www.youtube.com/watch?v=WpGs7DKe8QY #Agility #Safety #Digit #MadeForWork
On October 10, Zhuoyide's fully bionic robot Moya entered Shanghai Songjiang Jiahua Kindergarten, serving as a preschool teacher in the classroom, leading the children in Q&A, singing "Twinkle Twinkle Little Star" together, and taking group photos. Powered by the DroidSoul robot intelligence system, it performs multimodal perception, large-model empathetic decision-making, and full-body coordinated expression. The body uses tendon-cable actuation and weighs about 30 kg, far below the 55 to 75 kg of comparable rigid designs, and works with more than 60 micro-expressions to enable near-human safe interaction.
Shanghai Huiju Automation Technology's OMV molten iron transfer robot can automatically complete the full cycle of receiving molten iron, transporting it to the deslagging point, pouring, and returning, with a cycle time kept within 270 seconds, and supports 24-hour continuous operation. The robot uses Mecanum wheels to move in any direction, is equipped with safety bumpers and laser obstacle-avoidance sensors, and offers optional intelligent weighing. The product covers multiple load specifications from 1 to 5 tons and can also handle high-temperature molten metals such as molten steel, molten aluminum, and molten copper; it has been applied in automotive manufacturing, home building materials, bearing casting, and other fields.
A developer has released Dense-Armor, a Python library for safer robots and AI systems, installable via pip install dense-armor. The library provides online learning, anomaly and drift detection, uncertainty estimation, and runtime guards against unsafe inputs and outputs. The author is seeking feedback and real-world use cases.
Researchers at Chemnitz University of Technology tested pedestrian reactions to an autonomous, manual, and teleoperated campus shuttle in three modes and at different approach speeds. Preliminary results show little difference in experience between modes, while faster approach speeds slightly reduce perceived safety and comfort. A separate experiment found that braking curves and stopping distance significantly affect how pedestrians perceive the interaction. The findings are preliminary and need to cover more vehicles and traffic scenarios.
SROS2 builds on DDS Security to provide authentication, encryption, and access control for ROS 2, and command-line tools can be used to configure security policies and generate certificates for nodes. The article explains, in a hands-on way, how to enable SROS2 and DDS Security in ROS 2 to achieve secure communication between nodes.
Researchers have developed a tiny magnetically controlled soft robot that can reach specific locations in the body under the guidance of an external magnetic field, leaving behind a small adhesive patch for precise drug delivery; the remaining robot can continue moving to the next target and repeat the placement. The technology could make targeted drug delivery more precise, but it is still at the research stage.
Before mass production, humanoid robots must pass a six-level progressive test from L0 to L5: L0 completes dynamics calibration and preliminary validation of control strategies in simulation environments such as MuJoCo and Isaac Lab; L1-L2 conduct mechanical, electrical, and control performance and NVH testing on joint modules; L3 integrates motor drives, thermal management, and communication buses; L4 conducts full-machine testing with loaded stair climbing, push-disturbance recovery, and long-cycle durability; L5 runs long-duration tests in real scenarios to compile statistics on failure modes.
Wance will exhibit at the 26th China International Industry Fair from October 12 to 16 (National Exhibition and Convention Center (Shanghai), Booth 7.1H D010). On October 13, it will hold a strategic upgrade launch event, debuting its industrial safety vertical model and industrial safety collaboration hub, and expanding its sensor matrix with several new products. During the exhibition, it will also host a roundtable forum titled "Redefining the Boundaries and Compliance of Industrial Safety in the AI Era," hold a strategic signing, and release a white paper on overseas compliance.
Skydio brought Trident K9 Consulting's police dog team to its headquarters for exploratory joint training with the R10 tactical drone, simulating search warrant entries in an indoor training house and a parking lot. The training had the R10 fly above and below the dogs to observe their reactions to sound and motion, identifying friction points for curriculum design. The R10 can fly autonomously indoors with obstacle avoidance in GPS-denied environments, NightSense supports navigation in zero light, and two-way audio lets team members talk into a room before entering.
On October 9, Anhui Heli launched its 2.5-5T G4 series new energy counterbalance forklifts at a brand event marking the 30th anniversary of its listing. The series has a maximum full-load travel speed of 20 km/h and a gradeability of 20%; the standard battery provides 7-8 hours of range, while the maximum-capacity version offers 12-13 hours and supports battery swapping in 3 minutes. Compared with older models, energy efficiency is improved by 14% and total energy consumption is reduced by 19%. The vehicles come standard with the self-developed P-ADAS, with HELI-ADAS optional, and have completed EMC, rain, wading, and low-temperature tests.
px4-ros2-drone-nav releases v0.5.0, enabling flight in degraded visual conditions that rely on the vehicle's onboard light: when the light is unreliable or the charge is insufficient to return, it abandons the goal and heads home; when completely blind, it performs a level blind descent at 0.5 m/s on the IMU and lands.
TDK Ventures founder Nicolas Sauvage argues in an article that the key to robotic dexterity is not completing a single action, but the reliability of an entire workflow. He gives the example that when the single-step success rate is 99%, the probability of completing all 100 actions is only 36.6%, and only when it rises to 99.99% does it reach 99.0%.
Before bringing an AI robot pet home, first clear a safe activity area, check functions such as voice interaction and the camera, and review privacy settings; then let children observe first and start with short, simple interactions. Tell children that AI can respond but has no human thoughts or feelings and can make mistakes, and the American Academy of Pediatrics notes that AI cannot replace stable interpersonal relationships. Also set no-use periods for homework, bedtime, and meals, do not disclose private information such as names and addresses to the robot, and supervise children's interactions with real pets in the early stage.
Before buying a robot pet for your child, parents should distinguish between traditional interactive products and AI-powered ones, and pay attention to AI response quality, privacy, and age suitability. A 2026 Common Sense Media evaluation of some AI toys found that 27% of tested outputs were unsuitable for children; the result applies only to the products tested. Common Sense Media recommends that children aged 5 and under not use AI toys, and that ages 6 to 12 use them with caution.
SafeWorld has exited stealth mode and announced a $12.2 million seed round co-led by Shine Capital and a16z Speedrun. Its platform builds scenarios in the browser based on historical incidents, safety standards, and robot logs, then runs thousands of variants with realistic reactive human motion to test robot safety performance, covering robotic arms, humanoids, and mobile robots, with customers across industrial, manufacturing, logistics, construction, and home scenarios. The funding will be used for enterprise outreach, team expansion, and advancing AI safety research.
An 18-day joint Western Pacific hydrothermal expedition by Tsinghua University, the Qingdao Institute of Marine Geology, Shanghai Jiao Tong University and other institutions conducted seven dives and identified a new large high-temperature active hydrothermal field, preliminarily confirming its potential for large-scale polymetallic sulfide resources, with associated gold content of up to 15.4 ppm and associated silver content of up to 1,271 ppm.
Nvidia is expanding its Halos operating system from autonomous driving to robotics, allowing developers to customize safety features without disrupting the underlying architecture. The system continuously monitors hardware and software libraries; Holoscan Sensor Bridge can be embedded in microcontrollers or FPGAs to identify corrupted sensor data. It also includes virtual environment simulation and an inspection lab program, providing safety feedback for robot development.
OFweek reports that tactile vendors are competing for four budget categories around robot skin: components, data-collection tools, data, and models. Sharpa unveiled the D01 robot, the W02 dexterous hand, and the AE01 data glove with 22 encoders and vibration feedback at IROS 2026.