Cadence 0.82.0 reworks how a composed brain carries context across moments: it adds a working_memory_scale construction parameter (initial value 1.2, previously fixed at 12) and changes the working_memory_decay default to 0, so the influence of history rises gradually with learning.
The openharness project by autonomous-ai has released Harness Web version 1.3.47, the browser build of the shared desktop Flutter app. This version is served by harness.autonomous.ai from the image autonomous-code-website:v1.3.47_web.
Bambu Lab has announced that its first 3D scanner, the S1, will go on sale in November. This marks Bambu Lab's first entry into the 3D scanning category.
physiclaw/PhysiClaw has released hardware v0.41, providing build artifacts for assembling a PhysiClaw rig in both English and Chinese. Contents include a complete assembly manual (HTML + PDF with exploded/step SVG figures), a sourcing guide, technical drawings for the 7 frame extrusions, and STEP files for the 9 custom 3D-printed parts (recommended to print in black PA12 via SLS/MJF) along with a bilingual print guide.
The nexform-tech litegrip-python project released v0.15.0 on October 12 (commit 97156f4). The release was completed by GitHub Actions, covering 2 commits on the main branch since the last release. The release commit uses a GitHub-verified signature and was verified with GPG key B5690EEEBB952194.
The nexform-tech litegrip-python project released version v0.15.1 on GitHub on October 13, automatically published by github-actions, with 1 new commit on the main branch since the previous version. The version's commit d12bf25 is signed with a GitHub-verified signature, with GPG key ID B5690EEEBB952194.
nexform-tech's litegrip-python released v1.0.0, a breaking change: LiteGrip.set_force is removed. On an empty gripper, the method drove toward the mechanical stop at up to 692 mm/s and 0.25 Nm, exceeding the closed-side calibrated limit by 7.19 mm, with a measured peak force of 25.2 N (setpoint 5 N).
JAKA Robotics has launched three new features for collaborative welding: real-time parameter adjustment, process parameter recommendations, and a quick-access button box. Built on its welding process package as the foundation, it has distilled four standardized solutions: JAKA EWT, JAKA PWT, JAKA TWC, and JAKA GWV. In four bridge steel structure and shipbuilding/marine engineering cases, gantry inverted welding reduced weld seam point adjustment to within 40 seconds, allowed a single operator to manage 2-3 devices, and increased capacity by more than 40%; the portable Zu3 solution, with a 12 kg body, works with a magnetic base and laser line scanning inside ship compartments.
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.
ADYPOWER will exhibit its multi-protection, multi-form smart charger matrix at CeMAT ASIA 2026 from November 3 to 6 at the Shanghai New International Expo Centre (Booth G4-2, Hall W5). Product protection ratings range from IP21 to IP54/IP65, with power ranges of 3-30kW, covering AGV and AMR chargers and four installation forms: onboard, portable, wall-mounted, and floor-standing, compatible with CAN/RS485 communication protocols and brush block/Gerrida/Staubli connectors.
Saisuode Intelligent released its new-generation industrial-grade embodied intelligent robot, SynRobot 03, at the 26th China International Industry Fair, held October 12–16, at booth 8.1H-A016. The robot features 18-DOF whole-body coordinated control, a combined dual-arm payload of 10 kg, repeat positioning accuracy of 0.1 mm, force-sensing sampling frequency of no less than 5 kHz, 2000 TOPS of AI computing power, binocular RGBD vision, dual-lidar SLAM navigation, and a 360° omnidirectional chassis.
At the 26th China International Industry Fair, which opened in Shanghai on October 12, Leju Robotics debuted a scenario solution centered on a general-purpose humanoid body plus a general-purpose dexterous hand. The dexterous hand has a repeat positioning accuracy of 0.03 mm, a payload of no less than 24 kg, and supports 7+N grasping forms. The accompanying Taskor industrial deployment solution supports drag-and-drop graphical action programming with no coding required, shortening single-machine deployment time from months to hours; the Kuafu 5W operating body was developed based on more than 100 industrial scenarios and has passed EMC and 3B certification. More than 10 leading industry customers, including FAW, Hisense, and China Logistics, have already subscribed.
Suzhou 3D-SW has launched the SD-M series three-in-one structured-light 3D camera, including models such as SD-M2600, SD-M51000, and SD-M52000. It supports three modes: area-array scanning, oscillating line scanning, and fixed line scanning, and can output high-quality point cloud data. The product targets indoor and outdoor high-precision measurement, robotic arm grasping, welding, and spraying scenarios. Reconstruction results have been demonstrated in cases such as weld seam recognition, reflective metal parts, outdoor tomatoes, and automotive structural components. An SDK and usage tutorials are also provided.
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.
tatolab's streamlib runtime has released v0.45.1. The new installation feature supports one-click installation from get.tatolab.com via curl | sh, and deploys the runtime as a systemd user service.
tatolab/streamlib has released v0.45.3. The new version supports tatolabd running inside Tatolab.app, with the lend and Vulkan loaders found in the app bundle; it also fixes an issue where starting the runtime would clean up surface-share sockets held by leftover dead runtimes.
lrax released v0.2.0, adding a SHAC implementation and LSTM and GRU support, along with CI/CD pipelines, an ensemble model wrapper, a reward discounting function, PSD and stacked SPD networks, and kernel and scoring rule implementations, while also standardizing citation formatting in docstrings. The full changelog is public on GitHub.
The Embodied Data Atlas project has released v0.7.0-rc.1. The homepage adds animated scenes and the official DROID demonstration; six research-task cards show their top three entries and support Chinese and English search, quick filters, and shareable rankings. The catalog remains at 177 records and 171 independent families, includes 13,669 paper metadata records, passed 149 tests and 224 browser checks, and is deployed on GitHub Pages.
Embodied Data Atlas has released v0.7.0-rc.2, fixing evidence-anchor positioning under public-host loading. The catalog remains at 177 records and 171 independent dataset families, including 13,669 paper metadata records and 18 reviewed primary papers; local validation passed 149 tests and 224 browser checks, and the required CI has passed. The site is deployed on GitHub Pages as a public pre-release version ahead of 1.0.
RealSense has released SDK 2.59.1 beta, which includes the built-in Ask RealSense AI chat assistant in RealSense Viewer and the web-based viewer, and supports on-device depth-to-color alignment.
Marvelmind demonstrates high-precision 3D positioning in indoor GPS-denied environments: a mobile beacon moves quickly along a 30×30 cm square, with positioning updated at 80 Hz and latency of 12–20 ms, achieving centimeter-level XYZ tracking. The system uses 3 fixed beacons plus 1 mobile beacon and, through ultrasound and IMU sensor fusion, raises the ultrasound update rate of about 8 Hz to 80 Hz; it is suited to indoor autonomous drones, mobile platforms, and industrial automation scenarios.
Menlo Research announced that it has open-sourced the Menlo SDK under the Apache 2.0 license. It can be used to send motion commands to the Asimov 1 humanoid robot, read robot status, and connect cameras, microphones, and speakers.
The ROS distro index has added humble/2026-10-12 release metadata for rosinstall_generator and rosdistro to rebuild the Humble source workspace. To use it, point the ROSDISTRO_INDEX_URL environment variable to this index, then run rosinstall_generator or rosdep in the target workspace.
Embodied Data Atlas 0.4.0 restructures the site to focus on dataset selection and evidence inspection, adding 3 new 2025 primary research cases to bring the literature collection to 14 works, while still covering 46 catalog records across 40 published independent families. The version ships with 116 Node tests and 150 browser checks; desktop LCP is 2.244s, throttled mobile LCP is 3.576s, and CLS is 0 on both. The version remains pre-1.0 and does not claim a completed first-party domain deployment.
Embodied Data Atlas v0.6.0-rc.1 is released; task pages can directly open animated covers and load the complete dataset directory with task presets applied. The independent paper index contains 13,669 deduplicated records from 2002–2026, with search by title, author, topic, year, and provider, plus pagination; 171 independent dataset families, 177 records, and 8 executed sample recipes retain their original evidence scope.
trik-mind has released version v26.10.11, fixing a crash where model loading failures caused the program to exit unexpectedly; it now catches the error, shows a plain-language message, and keeps the program running. The new version supports English, Russian, and Spanish interfaces, covering all 30+ user-facing strings, and adds agent discipline rules, release scripts, a pre-push hook, and release notes based on signed tags, removing the dependency on opencode/LLM.
Physical Intelligence has opened the Pi API beta, allowing developers to upload data, fine-tune π models on the company-managed compute and infrastructure, and then run inference through a hosted gateway; the current interface already offers more data-efficient fine-tuning and improvement capabilities.
Why it matters: Pi API brings data upload, fine-tuning, and hosted inference into one ready-made pipeline, helping readers weigh building their own machine learning infrastructure against calling the API directly.
Four Microducks synchronize with neighboring Microducks via Bluetooth, improvising a song together without sheet music or a conductor, with harmony and beat perfectly aligned. Two, three, or four Microducks are enough to form a choir. Pollen Robotics demonstrated this Bluetooth-based generative music robotics project on YouTube.
At the 2026 China International Industry Fair, JAKA made the global debut of two new products under the theme "General Purpose Is the Future": the JAKA Zu50 high-payload collaborative robot and the JAKA Kargo50 heavy-load wheeled humanoid robot. The JAKA Kargo tote-handling application was brought in from the factory floor of a leading global auto parts company; within one month, the per-tote cycle time dropped from 105 seconds to 28 seconds, the atomic skills for tote scenarios expanded from 12 to 78, and the deployment cycle for similar new scenarios was compressed from 12 months to 57 days.
JAKA Robotics has launched three new collaborative welding features—real-time parameter tuning, process parameter recommendations, and a quick-access button box—and released four standardized welding solutions: JAKA EWT, PWT, TWC, and GWV. Its welding process package supports arc tracking, multi-layer multi-pass welding, and secondary development in C# and Python, and has been integrated with welding machines from Fronius, Kemppi, Megmeet, and others. In a case involving gantry inverted welding of bridge crossbeams, one operator can manage 2-3 machines, welding capacity increases by more than 40%, and point adjustment for a single weld seam takes less than 40 seconds.
JAKA Robotics has launched the AL Agile series of vision cobots, comprising the A5L, A12L, and A20L models and covering applications from light payloads up to 20 kg. The series embeds an industrial camera and light source in the end effector, routes cables inside the robot arm body, and pre-calibrates hand-eye coordinates at the factory, eliminating on-site calibration. Image acquisition and six-axis motion planning run on the same self-developed controller platform. Eight vision functions are completed in a closed loop on a unified platform, with 2.5D spatial positioning accuracy of up to ±0.5 mm. It supports graphical and drag-and-drop programming and targets fields including 3C electronics, automotive parts, and metal machining.
The yuegang5-robotic-arm project released v0.3.0, adding forward/inverse kinematics solving, linear interpolation motion, action frame recording and playback, and five-point teaching; the program expanded from 331 lines to 1,211 lines.
Embodied Data Atlas v0.3.0-rc.2 is live, featuring 40 publicly released independent data families (46 records including variants) and 12 deeply reviewed profiles, with bilingual search and comparison, source evidence, and citation export.
Embodied Data Atlas v0.4.0-rc.1 reorganizes the site into an interface centered on dataset selection and evidence inspection, adding direct homepage search, facet counts, task presets, and empty-result recovery; the literature library and sample-loading library are separated and support shareable filters.
Embodied Data Atlas 0.5.0 introduces six dedicated primary research tasks, expands the reviewed catalog from 40 to 171 published independent families (177 records total), and offers task-distribution filters for perception, navigation, manipulation, and more.
The gzchenhao/openhire project on GitHub has released version v0.8.3. The release page only provides a link to the full changelog and does not list specific updates.
The gzchenhao/openhire project has released version v0.8.4 on GitHub. The original text only provides a link to the full changelog and does not list specific updates.
Aipula New Energy will exhibit at CeMAT ASIA 2026, held November 3–6, 2026 at the Shanghai New International Expo Centre, at booth N1-D2-3. The company will showcase multiple charging devices and full-scenario energy replenishment solutions, including lithium-battery smart chargers covering 2.4kW–80kW, AGV smart chargers for AGV/AMR with conversion efficiency above 95%, and integrated heavy-truck DC charging piles with power of 240kW–480kW.
Huaray Technology exhibited multiple machine vision products and solutions at the Vision Stuttgart 2026 trade fair in Stuttgart, Germany.
Mushiny will exhibit at CeMAT ASIA 2026 at the Shanghai New International Expo Centre from November 3 to 6, 2026, at booth N1-A2, with a live dynamic demonstration of its new sorting equipment, the 3D Sorter Max-D. The product uses dual-vehicle collaborative sorting technology, reaches a maximum mechanical efficiency of 28,800 items per hour, and supports configurations of up to 1,000 chutes. The booth will also present the MIX Pro high-bay tote solution paired with F50A robots, with racks up to 12 meters high, for dense storage and picking.