Train Robots From 30‑Minute Egocentric Videos, Zero‑Shot Transfer
30 minutes of video. Robot learns the task. Open-source, end-to-end. An open-source framework for training robot policies from only 30 minutes of human egocentric videos captured via Meta Aria glasses: Achieving zero-shot transfer to robots without any robot data collection. The method relies on Interaction-Centric Tokens that encode hand-object spatial relationships invariant to embodiment and viewpoint, supplemented by auxiliary objectives like object motion prediction and latent consistency to extract richer supervision signals from the same data. HumanEgo demonstrates strong cross-embodiment, cross-environment performance on bimanual tasks, outperforming baselines like ACT and teleop data while being trainable on a single RTX 4090 GPU. Thanks for sharing, @TX_Leo_Wang. 📌 Website: https://lnkd.in/eBkhraBe Paper: https://lnkd.in/e3S6Tf7T Code: https://lnkd.in/eeeCvSWg Video: https://lnkd.in/e7tEA7pK ——- Weekly robotics and AI insights. Subscribe free: http://22astronauts.com
Train Real Robots at Home for Under $300
If you want to get into training robots badly: You can start training real robots at home for under $300... Thread 👇 (with links) I put together a roadmap for you. Here’s the exact low-barrier roadmap the community is using...
Human Tactile Data Collection 4× Faster Enables Zero‑Shot Robot Skills
Human data collection roughly 4x faster than robot teleoperation: A method that aligns human glove-based tactile signals with robot sensors via self-supervised encoders and rectified flow using motion-derived pseudo-pairs, avoiding any need for paired data or identical hardware. The approach...
New Benchmark Measures Memory in Vision-Language-Action Robots
Big update for robot learning: a brand new benchmark suite that tests 'memory' in Vision-Language-Action (VLA) models on tabletop robotic manipulation tasks: 90 tasks, 10 memory types (object positions, colors, sequences, etc.), varying temporal horizons & difficulty levels. Built on...
3D‑Printed Airless Tires Revolutionize Robot Mobility
3D printed tires Pure 3D-printed lattice magic in TPU that flexes, absorbs insane weight, and keeps rolling. No air or suspension needed. @robotsailor is building next-level robot wheels… fully custom, printed fast on Bambu Lab printers. If you don’t follow...
Transfer World Model, Not Policy, for Sim‑Real Success
15–30 minutes of real-world robot data. That's now enough to go from sim-to-real failure to working robot. Let’s see… You train a robot in simulation. You deploy it in the real world. It fails. The physics don't match. So you...
Blended Human‑Robot Corrections Cut Errors and Speed Tasks
Most dexterous robot demos fail when small errors compound over time. Especially in long-horizon, contact-rich manipulation. Researchers from ByteDance Seed, Shanghai Jiao Tong University, and The University of Tokyo just released “Hand-in-the-Loop”, a system that lets humans intervene during VLA...
Robotic Microfactory Prints Full‑scale Ship without Dockyard
Shipbuilding normally needs shipyards. This boat came out of a microfactory. Printed by robots. A full-scale vessel made inside an AI-driven facility, not a dockyard. Forget molds, heavy tooling, and offshore fabrication: Just a digital file → robotic print →...
Turn a Photo Into Full 3D Robotics Sim in Minutes
Robotics engineers & hardware builders… this one is actually for you: (Completely open source and free) Drop ONE workbench photo into this open-source toolkit → 2 minutes later: fully interactive 3D physics sim with real meshes (screwdrivers, PCBs, robot arms),...
Open‑Source 3D‑Printed Robot Wrist Accelerates Innovation
3D printed differential robot arm wrist. [👇 GitHub Link - Open Source ] High demand, so they open sourced it early. A differential mechanism released as a test fixture for future robots. Built around their Spectral micro BLDC driver. Parts,...
Simulated Robot Trains Millions of Pick‑And‑Place Episodes Overnight
This quadruped walks in, spots each toy, grabs it cleanly, and drops it straight into the box. Floor spotless in seconds. It’s live in Lucky Sim, the hyper-realistic simulator from Lucky Robots. Same physics and gripper as real hardware, but...
Distribution Limits Hardware Scaling, Especially Humanoid Robots
Distribution is the one moat you can’t acquire in hardware… scaling is constrained by how fast you can build, operate, and move physical things. This is even more true for humanoid robots than for most other hardware. ——- Weekly robotics...
Mathematical Foundations Power Modern Robotic Manipulation
A Mathematical Introduction to Robotic Manipulation. [📍Save for later] It is a foundational robotics textbook that universities use to teach full graduate-level courses. From body motion to manipulation, grasping, control, and nonholonomic planning. This is the mathematical backbone behind robot...
Factory Realities Clash with Idealized Robotics Narratives
Met a production manager last week from a factory of southeast Germany. Third generation running the place…. 340 employees. They stamp precision parts for Tier 1 automotive suppliers. He knows automation is coming. He’d done his research. Read the articles,...
3D‑Printed Ball Joints Match Bionicle Benchmark for Robotics
If you are into robotics, most likely the first robot joint you ever understood came from a Bionicle set... Ball joint. Multiple degrees of freedom. Snap-fit assembly. Lightweight. Produced at scale for cents. That's still the benchmark most robotics engineers...
Robotics Data Gap Needs Diverse Solutions; Panel Discussion
Something is deeply wrong with how robotics thinks about data. How do we solve the data gap in robotics? Simulation, force-torque sensing, GPU-scale synthetic pipelines, and revenue-generating deployments... Four completely different answers to the same question. What's your take? Well......
Robotics Industry’s Hidden Fees Feel Like Robbery
Things we’ve normalized in robotics that feel like robbery: >$50K+ robot arms need $20K integrators to move >“Pilot programs” that never become production >ROS consultants charging €300/hr to fix a launch file >Paying for a trade show booth to sell...
Open-Source Python Robotics Algorithms for Localization & Planning
A collection of Python robotics algorithms (localization, SLAM, path planning, motion planning). (📍GitHub ) Python sample codes and textbook for robotics algorithms. GitHub: https://lnkd.in/eBZXA22n —— Weekly robotics and AI insights. Subscribe free: http://scalingdeep.tech
Open‑Source Personal Robots Democratize Robotics Innovation
My first visit to Innate , and Co-Founder and CEO Axel Peytavin and Vignesh Anand : 00:00 Intro to Innate and meeting founders Axel and Vignesh. 00:27 Unboxing the personal robot: built to be hackable and extensible. 01:01 Seeing the...
Simulate Robots First: Eliminate Downtime, Optimize Processes
If you’ve ever said “Don’t touch the robot… it’s finally running” this is for you. I’m at KUKA in Augsburg today, listening to the team from DUALIS GmbH IT Solution . Robots don’t underperform due to the hardware… but because...
3D‑Printed 6‑DOF Arm with Custom Closed
Mini 6 dof Arm. 3D printed planetary gearboxs & more… [📍GitHub link below ] A mini 6-axis arm driven by stepper motors with custom 3D printed split ring planetary gearboxs and an inverted belt differential wrist with custom bearings, driven...
Industrial Automation Now Embraces Pre‑Deployment Simulation Testing
"We crash our Robot Cells first … before the Customer does." The line is buried in the agenda of a Simulation Event that KUKA and Visual Components are hosting tomorrow in Augsburg. It's from Dr. Christian Koch , CTO of...
Engineer Your Factory: MIT’s Systems Course Boosts Efficiency
MIT’s Introduction to Manufacturing Systems is the course no robotics engineer gets, but everyone needs the moment they step onto a shopfloor. What happens when you analyze a factory like an engineer… not like a manager? • Factory flow, throughput,...
Free, Accessible Robotics Lessons for Real Understanding
Robotics education built for people who actually want to understand it… not just pass an exam. [📍FREE ] Peter Corke’s Robot Academy breaks down robotics into short, focused video lessons. What it focuses on: • Robot motion and coordinate frames...
Nanoliter Precision Turns Lab Robots Into Full Automation
This is real time. You can see how stable the motion is. A system placing droplets between 1 nanoliter and 1 microliter inside a 96 well plate with almost perfect repeatability. No shake. No drift. No overshoot. The robot keeps...
Free MIT Robot Mechanics Course: Deep Dive Into Control
A full MIT course on robot mechanics and control. If you're building or working with robotic systems, this one deserves a permanent bookmark. Russ Tedrake's Underactuated Robotics at MIT covers the math and intuition behind how robots actually move —...
Conversational Robot Arms: From Garage to Manufacturing Future
My first visit to Orangewood , and Co-Founder and CEO Abhinav Das . 00:00 Intro to Orangewood and Founders in Garage. 00:27 Building industrial robot arms you can talk to. 01:01 A look at the robotics technology. 01:24 Demoing the...
60kg Payload Achieved – Credit to Duatic
Payload: 60kg Credit: Duatic
From Neurons to AlphaGo: Robotics Deep Learning Curriculum
Deep learning curriculum for robotics. [📍 Link to Playlist below ] Modern robotics workflows often integrate deep learning models with traditional algorithms for mapping, localization, and control. This playlist builds it from scratch: Single neurons → Backprop → CNNs →...
Open‑Source 4WD AGV Enables Outdoor Robotics Projects
It cruises over grass, stone steps, shallow water, and steep hills like it was born for the outdoors. 📍 open-source 4WD AGV: No more indoor-only experiments, suddenly your „project“ can actually go explore. It’s DFRobot’s open-source 4WD AGV chassis: four...
Single Camera Achieves Real‑Time 3D Reconstruction, Beats Lidar
Forget lidar. One single camera. Runs in real time & is open source: A streaming 3D model that reconstructs scenes live, at ~20 FPS, over long sequences. End-to-end. Optimization tricks, cleanup steps? Nope. And it beats both streaming and even...
Free Stanford Robotics Course Covers Kinematics to Control
Stanford CS223A — Introduction to Robotics (Oussama Khatib) Kinematics, dynamics, force control; the mathematical foundations of robotics. Students go through modeling, planning, control, and trajectory generation. A full lecture series covering the core of robot systems. Everything is freely available....
Force Feedback Enables Robots to Succeed in Real World
Robots don’t feel, they just follow positions. That’s why they fail in the real world. This paper shows what changes: It lets robots feel force while acting. Not just where to move, but how hard to push. That’s the difference...
Plug‑and‑Play Warehouse Robots Tackle Real‑World Mess
robotics demo are aaaalways flawless. a warehouse? not so much. Everyone deploying knows, that gap has been the open secret of the industry for years: Perfect lighting, perfect items, perfect choreography on stage. Then the truck backs in with a...
Europe Must Keep AI Talent with Independent Labs
Europe trains the best AI researchers in the world. Then sends them to the US. Europe has a problem that nobody wants to say out loud: the continent keeps producing exceptional researchers who then spend their careers building infrastructure they'll...
VR Teleoperation Gives Intuitive, Fatigue‑Free Robot Control
Imagine controlling a robotic arm with the same effortless intuition as reaching for a tool in your own workshop… No laggy screens or locked perspectives killing your focus. Robotics pros know the frustration of clunky teleoperation systems that turn precise...
Manufacturing Isn’t Vanishing, It’s Becoming Automated
This map looks like the decline of manufacturing. It isn’t. It’s the disappearance of manufacturing jobs. That difference matters more than most people think. If you normalize each country to its peak manufacturing employment, you get a clear story: The...
Crossing 99% Sim‑Real Accuracy Triggers Digital‑First Production
The Economic Engine of Physical AI. {🧵 Full breakdown below.} After this, you should understand… • why 99% sim-to-real accuracy is the tipping point • how simulation replaces hardware • how ROI shifts in production design • why Digital First...
Scaling State Coverage Enables Demo-Free Zero-Shot Robotics
Train dexterous robot skills without demos. And deploy them zero-shot in the real world. 📍Interactive demo + paper: Most robotics RL breaks on one thing: exploration. Too many states, too many edge cases, too much manual shaping. OmniReset tried a...
One Foundation Model Powers Both Arms and Drones
Train robot arms once. Deploy them on drones. That’s the promise here. Vision-Language-Action models trained on manipulators are now flying drones that pick, navigate, and combine tasks from language. The challenge is brutal: Arms operate in stable, predictable environments. Drones...
Open‑Source Tactile Sensors Make Robotic Touch Affordable
Robots can see. But they still can’t feel. An open-source, low-cost tactile sensing system built for real robots might change that. • flexible sensor pads • ~3 min fabrication • ~$2.5 per sensor • 100 Hz tactile streaming FPC-based design...
Force Control, Not Just Motion, Limits Humanoid Robots
Over the past decade humanoid robots have improved dramatically. Reinforcement learning, better electric actuators, and vision-language-action models now allow robots like Atlas or Digit to walk, plan tasks, and manipulate objects. Yet surprisingly simple things like stairs, doors, or delicate...
Predict Full‑Scene Physics From One Image Using PointFlows
What if a robot could simulate the physical world from a single image. [📍Bookmark Paper & GitHub for later] PointWorld-1B from Stanford and NVIDIA is a large 3D world model that predicts how an entire scene will move, given RGB-D...
Video-Generated Robot Control Achieves Complex Tasks with Minimal Data
Learning from robot data? Standard. Direct Video-Action Models (DVA) is different: treat robot control as video generation, then translate the generated video into actions. Built by Rhoda AI , the system pre-trains causal video models from scratch and can run...
Fast-FoundationStereo Delivers Real-Time Stereo with Zero-Shot Accuracy
Stereo depth models usually force a tradeoff. Either strong zero-shot generalization or real-time speed. Fast-FoundationStereo closes that gap. The model accelerates FoundationStereo by more than 10× while keeping comparable depth quality, making real-time stereo matching practical for robotics and XR....
Europe Launches €125M Fund to Build Frontier AI Labs
Europe is still far behind the US in AI. But this week in Munich something interesting started… 200+ researchers. Founders. Investors. All in one room in Munich asking the same question: How does Europe build its own frontier AI labs?...
Simulation Gaps Halt Robotics; Real‑World Physics Demo at GTC
Your model crushed the benchmark. Then it couldn’t pick up a cup. … the reality nobody talks about. You train in simulation, it falls apart on real hardware. You collect real-world data instead (months of teleop, physical setups, safety protocols)...
Robotic Arms Deliver Unmatched Consistency in Motor Coil Winding
Robotic arms winding coils for motor manufacturing. Have you ever watched a robotic arm wind a coil? It's one of those processes most people never think about, but it's at the heart of every electric motor on the planet. Coil...
Six‑axis Robots Enable True 3D Printing
Print in 3D space. That is a fascinating look at non-planar 3D printing, specifically using a 6-axis motion system. Instead of the traditional "layer-by-layer" approach where the printer head only moves on a flat 2D plane X and Y before...
Nanoliter Precision Turns Lab Robots Into Full Automation
This is real time. You can see how stable the motion is. A system placing droplets between 1 nanoliter and 1 microliter inside a 96 well plate with almost perfect repeatability. No shake. No drift. No overshoot. The robot keeps...