{"id":134085,"date":"2026-09-30T09:53:02","date_gmt":"2026-09-30T09:53:02","guid":{"rendered":"https:\/\/www.seeedstudio.com\/blog\/?p=134085"},"modified":"2026-09-30T10:13:17","modified_gmt":"2026-09-30T10:13:17","slug":"%f0%9f%87%a8%f0%9f%87%a6-roscon-global-2026-toronto-wrap-upiros-2026-pittsburgh-underway","status":"publish","type":"post","link":"https:\/\/www.seeedstudio.com\/blog\/2026\/09\/30\/%f0%9f%87%a8%f0%9f%87%a6-roscon-global-2026-toronto-wrap-upiros-2026-pittsburgh-underway\/","title":{"rendered":"\ud83c\udde8\ud83c\udde6 ROSCon Global 2026 Toronto Wrap-Up|IROS 2026 Pittsburgh Underway"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1030\" height=\"605\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-72-1030x605.png\" alt=\"\" class=\"wp-image-134101\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-72-1030x605.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-72-32x19.png 32w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-72-300x176.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-72-767x450.png 767w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-72-1024x601.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-72.png 1080w\" sizes=\"(max-width: 1030px) 100vw, 1030px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Sept 22\u201324, Toronto hosted ROSCon Global 2026, the ROS community&#8217;s annual flagship conference. This year&#8217;s mascot: a helmet-wearing ROS turtle swinging a hockey stick \u2014 but what happened inside the venue was far more hardcore. AI giants moved their crown jewels into open source, and the ROS ecosystem is shifting gears toward one direction: <strong>Physical AI<\/strong>. As a Silver Sponsor, Seeed Studio made its ROSCon debut at <strong>Booth #13<\/strong> and witnessed it all firsthand.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1030\" height=\"773\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/PXL_20260922_212824002-1030x773.jpg\" alt=\"\" class=\"wp-image-134106\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/PXL_20260922_212824002-1030x773.jpg 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/PXL_20260922_212824002-300x225.jpg 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/PXL_20260922_212824002-768x576.jpg 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/PXL_20260922_212824002-32x24.jpg 32w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/PXL_20260922_212824002-1536x1152.jpg 1536w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/PXL_20260922_212824002-1024x768.jpg 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/PXL_20260922_212824002-2048x1536.jpg 2048w\" sizes=\"(max-width: 1030px) 100vw, 1030px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udd25 <strong>One-sentence summary of this year&#8217;s conference<\/strong>: it turned &#8220;Physical AI&#8221; from a buzzword into a pile of code you can actually download, run, and verify.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udd13 <strong>The giants open-sourced their crown jewels.<\/strong> Alphabet&#8217;s Intrinsic announced <strong>Intrinsic Core<\/strong> under Apache 2.0 \u2014 the real-time control framework ICON, motion &amp; grasp planning, Gazebo simulation services, camera calibration, and ROS drivers, plus <strong>OMTS<\/strong>, a reference implementation for CNC machine tending. NVIDIA launched <strong>Isaac ROS 5.0<\/strong> onsite: ROS Lyrical + Ubuntu 24.04 support, agentic workflows, and 5.5\u00d7 faster FoundationPose inference \u2014 and the official blog gave us a shout-out: <em>Seeed Studio is applying Isaac ROS on the reBot<\/em> <em>Arm<\/em><em>, fusing accelerated perception, spatial understanding, and motion planning on NVIDIA Jetson Thor.<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Read the NVIDIA blog: <a href=\"https:\/\/blogs.nvidia.com\/blog\/isaac-ros-5-0-agentic-open-source-robotics\/\">https:\/\/blogs.nvidia.com\/blog\/isaac-ros-5-0-agentic-open-source-robotics\/<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1030\" height=\"579\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-73-1030x579.png\" alt=\"\" class=\"wp-image-134107\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-73-1030x579.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-73-32x18.png 32w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-73-300x169.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-73-768x432.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-73-1024x576.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-73-1536x864.png 1536w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-73.png 1920w\" sizes=\"(max-width: 1030px) 100vw, 1030px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u26a1 <strong>Zero-copy became the new &#8220;infrastructure topic.&#8221;<\/strong> LLM inference, point clouds, and tensors are now standard payloads in robot software stacks, and data movement is becoming the bottleneck: NVIDIA&#8217;s keynote covered near-zero-overhead tensor\/point-cloud transport, Ekumen proposed <strong>REP-0157<\/strong> for universal zero-copy across C\/C++\/Python, and the ros2_control workshop taught how to embed RL inference engines directly into controllers. The community-released <strong>ROS<\/strong> <strong>2 Lyrical (<\/strong><strong>LTS<\/strong><strong>, supported through 2031)<\/strong> also ships built-in zero-copy and lower-CPU executors.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83c\udfed <strong>The agenda went full industrial.<\/strong> AMD took the exclusive Platinum sponsorship slot and delivered the opening keynote on the Physical AI &#8220;perceive\u2013reason\u2013decide\u2013act&#8221; loop; talk titles slid from &#8220;libraries &amp; frameworks tutorials&#8221; toward <em>Mines, Motors, and Manipulation<\/em> \u2014 mines, racetracks, kitchens; and the OSRA Physical AI SIG reported on its first year. Last year, Physical AI was a brand-new SIG; this year, it was the main storyline of the entire conference. And by the way \u2014 <strong>ROSCon China 2026 is on the way.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">ROS standardized how we build robots. Now AI agents, foundation models, simulation, and increasingly capable edge compute are starting to grow on top of that open foundation. The distance between &#8220;I have an idea&#8221; and &#8220;I can make a machine perceive, reason, and act&#8221; keeps getting shorter.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83e\uddbe <strong>We&#8217;re shortening that distance too.<\/strong> At our booth, visitors got hands-on with buttery-smooth teleoperation of the <a href=\"https:\/\/www.seeedstudio.com\/reBot-Arm-B601-RS-Bundle-p-6898.html?qid=vafjj8hb_1790757103402\">reBot Arm<\/a> \u2014 and watched it perform real-time teleoperation inside the NVIDIA Isaac simulation environment. The crowd never thinned, swapping dev stories and troubleshooting questions. That&#8217;s the magic of an open-source community.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1030\" height=\"773\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/img_v3_0215r_b59b4d89-c41d-4999-adc2-9a2e128151ag-1-1030x773.jpg\" alt=\"\" class=\"wp-image-134102\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/img_v3_0215r_b59b4d89-c41d-4999-adc2-9a2e128151ag-1-1030x773.jpg 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/img_v3_0215r_b59b4d89-c41d-4999-adc2-9a2e128151ag-1-300x225.jpg 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/img_v3_0215r_b59b4d89-c41d-4999-adc2-9a2e128151ag-1-32x24.jpg 32w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/img_v3_0215r_b59b4d89-c41d-4999-adc2-9a2e128151ag-1-768x576.jpg 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/img_v3_0215r_b59b4d89-c41d-4999-adc2-9a2e128151ag-1-1024x768.jpg 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/img_v3_0215r_b59b4d89-c41d-4999-adc2-9a2e128151ag-1.jpg 1440w\" sizes=\"(max-width: 1030px) 100vw, 1030px\" \/><\/figure>\n<\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1030\" height=\"773\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-78-1030x773.png\" alt=\"\" class=\"wp-image-134116\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-78-1030x773.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-78-32x24.png 32w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-78-300x225.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-78-768x576.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-78-1024x768.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-78.png 1280w\" sizes=\"(max-width: 1030px) 100vw, 1030px\" \/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\ud83e\udd1d <strong>Onsite takeaways beyond expectations<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A materials scientist stopped by specifically to discuss using reBot for <strong>volumetric 3D printing<\/strong> research \u2014 a form-all-at-once approach that could disrupt traditional layer-by-layer printing<\/li>\n\n\n\n<li><strong>MassRobotics founder Daniel Theobald<\/strong> visited our booth<\/li>\n\n\n\n<li>Mesh networking discussions were on fire in the ROSCon channel \u2014 LoRa mesh \u00d7 robotics evangelism has real potential<\/li>\n\n\n\n<li><strong>Foxglove&#8217;s custom purple reBot<\/strong> showed up too \u2014 paired with Foxglove&#8217;s multimodal data visualization platform, the reBot is suiting up and growing fast around the world<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1030\" height=\"773\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-74-1030x773.png\" alt=\"\" class=\"wp-image-134112\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-74-1030x773.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-74-32x24.png 32w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-74-300x225.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-74-768x576.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-74-1024x768.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-74.png 1280w\" sizes=\"(max-width: 1030px) 100vw, 1030px\" \/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\ud83c\udfaf <strong>Booth fun<\/strong>: e-ink + DIY badge lucky draw, Jinger&#8217;s handmade reBot fabric badges and stickers \u2014 developers happily traded the open source community&#8217;s &#8220;sticker currency.&#8221; One lucky visitor even walked away with a <strong>$200 Seeed online store coupon<\/strong>!<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"773\" height=\"1030\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-77-773x1030.png\" alt=\"\" class=\"wp-image-134115\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-77-773x1030.png 773w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-77-24x32.png 24w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-77-225x300.png 225w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-77-768x1024.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-77.png 960w\" sizes=\"(max-width: 773px) 100vw, 773px\" \/><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udccd <strong>Meanwhile, IROS 2026 Pittsburgh is underway!<\/strong><\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1030\" height=\"773\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-84-1030x773.png\" alt=\"\" class=\"wp-image-134124\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-84-1030x773.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-84-300x225.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-84-768x576.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-84-32x24.png 32w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-84-1536x1152.png 1536w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-84-1024x768.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-84-2048x1536.png 2048w\" sizes=\"(max-width: 1030px) 100vw, 1030px\" \/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">IEEE\/RSJ IROS 2026 (Sept 27 \u2013 Oct 1, David L. Lawrence Convention Center) has opened its doors, with Seeed at <strong>Booth #1107<\/strong>. A 3-day highlight sprint for those who couldn&#8217;t make it:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A mobile base vendor completed a <strong>&#8220;reBot<\/strong> <strong>Arm<\/strong> <strong>+ mobile base&#8221; integration demo<\/strong> on-site<\/li>\n\n\n\n<li>Researchers published an IROS paper using <strong>SO-ARM101<\/strong>: <em>Fast Enough to<\/em> <em>Act: Spatio-Temporal Visual Token Merging for Low-Latency Robotic VLMs and VLAs<\/em> \u2014 open-source hardware is becoming the standard experimental rig in academia<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"773\" height=\"1030\" data-id=\"134117\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/-773x1030.jpeg\" alt=\"\" class=\"wp-image-134117\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/-773x1030.jpeg 773w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/-225x300.jpeg 225w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/-24x32.jpeg 24w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/-768x1024.jpeg 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/-1024x1365.jpeg 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/\u4e0b\u8f7d.jpeg 1080w\" sizes=\"(max-width: 773px) 100vw, 773px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1030\" height=\"679\" data-id=\"134118\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/-1-1030x679.png\" alt=\"\" class=\"wp-image-134118\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/-1-1030x679.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/-1-300x198.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/-1-768x506.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/-1-32x21.png 32w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/-1-1536x1012.png 1536w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/-1-1023x674.png 1023w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/\u4e0b\u8f7d-1.png 1566w\" sizes=\"(max-width: 1030px) 100vw, 1030px\" \/><\/figure>\n<\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udd2c <strong>Fast Enough to<\/strong> <strong>Act<\/strong> \u2014 the biggest pain of running VLA models (\u03c00.5) on real robots is inference latency: at high resolution, each &#8220;thinking&#8221; step takes 582 ms, causing pauses or even oscillation during grasping. This paper proposes <strong>ST-Merge<\/strong>, a training-free, plug-and-play spatio-temporal visual token merging framework that prunes redundant tokens right at the vision encoding stage \u2014 accelerating \u03c00.5 inference by <strong>8.3\u00d7<\/strong> at 1024\u00d71024 (2.6 s \u2192 312 ms) with success rates holding steady. Real-robot experiments collected 300 demos on SO-ARM101, cutting &#8220;thinking time&#8221; from 582 ms to <strong>191 ms<\/strong> for noticeably smoother closed-loop control. Code is open source: github.com\/Junzhou-Chen\/ST_Merge<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udef0\ufe0f <strong>AI crewmate for space \u2014<\/strong> <strong>NASA<\/strong> <strong>Ames + SETI + Michigan + UT Austin (Space Robotics Workshop).<\/strong> With Earth\u2013Mars communication delays, spacecraft anomalies must be handled by the crew alone. This work designs a local embodied AI agent with voice interaction that coordinates crew, inspection drones, and spacecraft systems for evidence-driven fault diagnosis \u2014 with fully traceable Mars ammonia-leak and lunar power-connector scenarios, and decision authority always in the crew&#8217;s hands. Highlights: the embodied agent is a <strong>Reachy Mini<\/strong>, LLMs run fully locally on Ollama (Qwen\/Gemma), orchestrated via the OpenClaw framework. Open hardware + open agent frameworks have made it into NASA&#8217;s research stack.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1030\" height=\"773\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/-1-1-1030x773.jpeg\" alt=\"\" class=\"wp-image-134137\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/-1-1-1030x773.jpeg 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/\u4e0b\u8f7d-1-1-300x225.jpeg 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/-1-1-768x576.jpeg 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/-1-1-1536x1152.jpeg 1536w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/\u4e0b\u8f7d-1-1-32x24.jpeg 32w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/-1-1-2048x1536.jpeg 2048w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/-1-1-1024x768.jpeg 1024w\" sizes=\"(max-width: 1030px) 100vw, 1030px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udd0c <strong>WireCraft: industrial cable manipulation benchmark \u2014 University of Toronto + CREPLE.<\/strong> Turns the trickiest deformable linear object (DLO) tasks \u2014 connector insertion, clip routing, slot wiring \u2014 into a unified benchmark: dual cable simulation models (an articulated model supporting <strong>8,192 GPU-parallel instances<\/strong> + a high-precision FEM model), three robot platforms (UR5\/Franka\/Trossen) sharing interfaces, and fully 3D-printable fixtures. The honest conclusion: privileged-state PPO hits &gt;95% success, but vision-only policies still lag far behind \u2014 the sim2real road is long.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1030\" height=\"773\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-79-1030x773.png\" alt=\"\" class=\"wp-image-134119\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-79-1030x773.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-79-300x225.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-79-768x576.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-79-32x24.png 32w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-79-1024x768.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-79.png 1440w\" sizes=\"(max-width: 1030px) 100vw, 1030px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udeb6 <strong>VL-Nav: neuro-symbolic vision-language navigation \u2014 University at Buffalo.<\/strong> &#8220;Go upstairs, grab a water bottle, put it in the black box, and hand it to the person in white&#8221; \u2014 instructions like these demand both reasoning and exploration. VL-Nav fuses 3D scene graphs with VLM reasoning in a neuro-symbolic architecture, deploys on both quadruped and humanoid robots, and validates long-horizon exploration in a <strong>147,000 m\u00b2<\/strong> factory-scale scene.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1030\" height=\"773\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-80-1030x773.png\" alt=\"\" class=\"wp-image-134120\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-80-1030x773.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-80-300x225.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-80-768x576.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-80-32x24.png 32w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-80-1024x768.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-80.png 1440w\" sizes=\"(max-width: 1030px) 100vw, 1030px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83c\udfd7\ufe0f <strong>Workers demo, robots learn \u2014 Columbia University.<\/strong> For construction tasks robots can&#8217;t crack, let workers show them: inverse reinforcement learning automatically extracts reward functions from human operation videos \u2014 no manual reward engineering \u2014 and transfers cross-embodiment to dual-arm robots. Material handover success <strong>72%<\/strong>, wood assembly <strong>64%<\/strong> \u2014 versus 0% with plain environment rewards.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1030\" height=\"773\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-82-1030x773.png\" alt=\"\" class=\"wp-image-134122\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-82-1030x773.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-82-300x225.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-82-32x24.png 32w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-82-768x576.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-82-1024x768.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-82.png 1440w\" sizes=\"(max-width: 1030px) 100vw, 1030px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83e\udd16 Also spotted: UT Austin&#8217;s <strong>SKRAT<\/strong> on-orbit servicing robot \u2014 dual Kinova soft arms + Robotiq grippers + Jetson edge compute + swerve-drive base, built for multi-agent on-orbit repair.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udcda <strong>Ready<\/strong> <strong>to start playing with the hardware? <\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Full Physical AI course resources, all open-source and free:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A zero-to-hero learning path: Quick Start \u2192 LeRobot \u2192 Pinocchio \u2192 Visual Grasping \u2192 ROS 2 \u2192 Isaac Sim \u2192 GR00T \u2192 Embodied Agents, covering the full lineup \u2014 reBot B601-RS\/DM, SO-ARM100\/101, StarAI \u2014 with new course deep-dives published every week: <a href=\"https:\/\/wiki.seeedstudio.com\/rebot_physical_ai_course_introduction\/\">https:\/\/wiki.seeedstudio.com\/rebot_physical_ai_course_introduction\/<\/a><\/li>\n\n\n\n<li>Step-by-step assembly walkthrough: <a href=\"https:\/\/www.youtube.com\/watch?v=rfTQoFCfnMc&amp;list=PLpH_4mf13-A0UsztzM_yWQUsxXbYMVydM&amp;index=15\"><em>Build the reBot<\/em> <em>Arm<\/em> <em>B601-DM from scratch<\/em> <\/a>(on YouTube) \u2014 every single step from loose parts to a moving arm<\/li>\n\n\n\n<li>Seeed \u00d7 NVIDIA <strong>Physical AI VLA full-stack development course<\/strong>: <a href=\"https:\/\/www.seeedstudio.com\/sim-to-real-with-seeed-rebot-and-nvidia-isaac\">https:\/\/www.seeedstudio.com\/sim-to-real-with-seeed-rebot-and-nvidia-isaac<\/a><\/li>\n\n\n\n<li>No-code training + deployment, all-in-one: the <strong>SenseCraft Robotics<\/strong> platform \u2014 device connection \u2192 data collection \u2192 cloud training \u2192 real-robot deployment. Train your own robot arm without writing a single line of code. Download at: <a href=\"https:\/\/sensecraft.seeed.cc\/en\/robotics?utm_source=linkedin&amp;utm_medium=social&amp;utm_campaign=20260923#download\">https:\/\/sensecraft.seeed.cc\/en\/robotics?utm_source=linkedin&amp;utm_medium=social&amp;utm_campaign=20260923#download<\/a><\/li>\n<\/ul>\n\n\n\n<div class=\"wp-block-blockspare-blockspare-carousel blockspare-45e2585f-f2ae-4\" blockspare-animation=\"\"><style>.blockspare-45e2585f-f2ae-4 .blockspare-carousel-wrap span:before,.blockspare-45e2585f-f2ae-4 .blockspare-carousel-wrap ul li button{color:#000}.blockspare-45e2585f-f2ae-4 .blockspare-carousel-wrap .slick-slider .slick-dots > li button{background-color:#000}.blockspare-45e2585f-f2ae-4 .blockspare-carousel-wrap .blockspare-gallery-figure{border-radius:0px}.blockspare-45e2585f-f2ae-4 .slick-slider .slick-arrow:after{background-color:#fff}.blockspare-45e2585f-f2ae-4 .blockspare-carousel-wrap{margin-top:30px;margin-bottom:30px}<\/style><div class=\"blockspare-blocks blockspare-carousel-wrap has-gutter-space-1 blockspare-original blockspare-navigation-small lpc-navigation-1 bs-has-equal-height blockspare-slides-2\"><div class=\"blockspare-carousel-items\"><div data-next=\"fas fa-chevron-right\" data-prev=\"fas fa-chevron-left\" data-slick=\"{&quot;loop&quot;:true,&quot;autoplay&quot;:true,&quot;slidesToShow&quot;:2,&quot;speed&quot;:&quot;1000&quot;,&quot;arrows&quot;:true,&quot;dots&quot;:false}\"><div><div class=\"blockspare-gallery-figure blockspare-hover-item\"><img decoding=\"async\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/HANDS-ON-Physical-AI_\u9886\u82f1-2-17-3-1030x539.jpg\"\/><\/div><\/div><div><div class=\"blockspare-gallery-figure blockspare-hover-item\"><img decoding=\"async\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/\u5bb9\u5668-256@2x-1-1030x569.png\"\/><\/div><\/div><div><div class=\"blockspare-gallery-figure blockspare-hover-item\"><img decoding=\"async\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/20260930-171627-1-1030x584.png\"\/><\/div><\/div><div><div class=\"blockspare-gallery-figure blockspare-hover-item\"><img decoding=\"async\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/img_v3_02161_39355afe-5043-4274-a2c0-c6b0ef9eee1g-1030x595.jpg\"\/><\/div><\/div><\/div><\/div><\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83c\udf93 <strong>Education discount &amp; research collaboration (always open):<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Contact <strong>edgeai@seeed.cc<\/strong> with your institutional email to apply for education purchase discounts + a free course resource pack<\/li>\n\n\n\n<li>The <strong>Seeed Physical AI Global Workshop Partnership Program<\/strong> is open for applications: university labs can apply for hardware loans or discounted purchases; graduate students, competition teams, and content creators can apply for hardware sponsorships to co-produce tutorials, case studies, algorithm ports, and technical articles with Seeed \u2014 we&#8217;d love to see more researchers write open hardware into their next paper, just like that SO-ARM101 one.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">From Toronto to Pittsburgh, the open-source agentic robotics wave is accelerating. Seeed Studio will keep bringing great open robotics hardware and complete tutorials to every developer \u2014 making technology truly within reach. \ud83d\ude80<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Sept 22\u201324, Toronto hosted ROSCon Global 2026, the ROS community&#8217;s annual flagship conference. This year&#8217;s<\/p>\n","protected":false},"author":3606,"featured_media":134101,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_lmt_disableupdate":"","_lmt_disable":"","_price":"","_stock":"","_tribe_ticket_header":"","_tribe_default_ticket_provider":"","_tribe_ticket_capacity":"0","_ticket_start_date":"","_ticket_end_date":"","_tribe_ticket_show_description":"","_tribe_ticket_show_not_going":false,"_tribe_ticket_use_global_stock":"","_tribe_ticket_global_stock_level":"","_global_stock_mode":"","_global_stock_cap":"","_tribe_rsvp_for_event":"","_tribe_ticket_going_count":"","_tribe_ticket_not_going_count":"","_tribe_tickets_list":"[]","_tribe_ticket_has_attendee_info_fields":false,"iawp_total_views":0,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-134085","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.0 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\ud83c\udde8\ud83c\udde6 ROSCon Global 2026 Toronto Wrap-Up|IROS 2026 Pittsburgh Underway<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.seeedstudio.com\/blog\/2026\/09\/30\/\ud83c\udde8\ud83c\udde6-roscon-global-2026-toronto-wrap-upiros-2026-pittsburgh-underway\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\ud83c\udde8\ud83c\udde6 ROSCon Global 2026 Toronto Wrap-Up|IROS 2026 Pittsburgh Underway\" \/>\n<meta property=\"og:description\" content=\"Sept 22\u201324, Toronto hosted ROSCon Global 2026, the ROS community&#8217;s annual flagship conference. This year&#8217;s\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.seeedstudio.com\/blog\/2026\/09\/30\/\ud83c\udde8\ud83c\udde6-roscon-global-2026-toronto-wrap-upiros-2026-pittsburgh-underway\/\" \/>\n<meta property=\"og:site_name\" content=\"Latest News from Seeed Studio\" \/>\n<meta property=\"article:published_time\" content=\"2026-09-30T09:53:02+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-09-30T10:13:17+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2026\/09\/image-72.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1080\" \/>\n\t<meta property=\"og:image:height\" content=\"634\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Jennie Wang\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Jennie Wang\" 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