Allen School Colloquium: Physics-Grounded World Models
In his March 9, 2026 colloquium, Stanford PhD candidate Hong‑Xing (Koven) Yu introduced physics‑grounded world models that fuse deterministic physics engines with generative AI. The hybrid framework can reconstruct full 3‑D environments from a single image and simulate how those worlds evolve under physical actions. By leveraging physical representations for consistency and generative networks for visual realism, the approach tackles incomplete observations while preserving actionable structure. Yu demonstrated applications ranging from robotics perception to fluid and thermal engineering analysis.
Ukraine Will Produce 4 Million Military Drones This Year
Ukraine announced a goal to manufacture four million military drones in 2024, dramatically expanding its unmanned‑air capabilities. The surge aims to replace foreign‑sourced components with domestically produced systems, bolstering supply chain resilience. Experts say one‑way attack drones now account for...
🏭 Inside Industry 4.0: What Manufacturing Leaders Need to Know Right Now
Manufacturers are under mounting pressure to adopt Industry 4.0 technologies—automation, AI, and connected factories—while maintaining output and margins. In a live podcast, Jeff Winter discusses the gap between hype and tangible results, highlighting current trends and the operational hurdles firms face....
A New Revolution - Danielle George's 2014 Christmas Lectures 3/3
The Christmas Lectures finale showcased a "robot orchestra" built from simple electric motors, 3‑D‑printed parts and repurposed household devices, all programmed to perform the Doctor Who theme alongside the London Contemporary Orchestra. Professor Danielle George framed the project as a...
Get Ready to Attend Robotics Summit and Expo 2026
The Robotics Summit and Expo 2026 gathered leading robotics innovators, suppliers, and system integrators for a multi‑day conference aimed at shaping the next wave of autonomous solutions. Attendees participated in a networking reception with mass‑robotics firms, listened to a high‑profile keynote...
Trump Family Enters Drone Business
The Trump family has entered the defense sector with a new drone venture that merges a golf‑course holding company backed by Eric Trump and Donald Jr. with drone maker Power US, creating a publicly traded entity aimed at selling unmanned aircraft to...
The 'Awakening' Of China's Robots: More Muscle, More Meaning
The video spotlights China’s accelerating push to give robots a physical and cognitive “awakening,” focusing on embodied physics—learning through real‑world interaction—as a cornerstone for artificial general intelligence (AGI). At the Beijing Institute for General Artificial Intelligence, Professor Juan’s team showcases a...
Inside Hong Kong’s Smart Airport: The $18 Billion Upgrade (Rare Access)
The video offers a rare walkthrough of Hong Kong International Airport’s $18 billion smart‑airport upgrade, focusing on the Integrated Airport Center (IC) that serves as the brain of the world’s busiest cargo hub and a top‑ranking passenger airport. The IC consolidates...
Dexterity's Agentic AI Framework
Dexterity unveiled an agentic AI framework that links real‑world perception to Foresight’s world‑model simulation, creating a predictive digital twin for testing actions. The system orchestrates asynchronous skill agents—each handling navigation, manipulation, or planning—through a central coordinator, enabling modular scalability. It...
Introducing Noble Machines
The video introduces Noble Machines, a startup developing general‑purpose robots designed to assist industrial crews in hazardous, physically demanding jobs. By positioning these machines as collaborative partners rather than replacements, the company aims to make the workplace safer while enhancing...
2 Minute Drill: Accidentally Raising Your Own Robot Army with Drex DeFord
The two‑minute drill highlighted a surprising IoT breach when a Spanish engineer, Sammy, discovered that a single authentication token could control roughly 7,000 robot vacuum cleaners worldwide. By reverse‑engineering the vacuum’s cloud API, Sammy found the token was not bound to...
2026 Winter Robotics Colloquium: Marynel Vázquez (Yale University)
In this colloquium, Marynel Vázquez of Yale University argues that the next wave of generalist robots must combine sophisticated manipulation abilities with genuine social intelligence. Using the household robot "Rosie" as a running example, she illustrates how future robots will...
How to Build a Custom HMI?
Rose, a German‑based automation supplier, showcased its ability to produce fully customized human‑machine interface (HMI) panels on a one‑off basis, a service that larger OEMs such as Siemens typically do not offer. The video highlighted three technical differentiators: a hard‑wired emergency‑stop...
What if Great Hardware Had Great Software? The Real Deal with Revel
The hardware market is experiencing a renaissance, with aerospace, defense and robotics systems becoming increasingly autonomous and software‑driven. Yet the testing and control software that underpins these machines remains stuck in legacy architectures, limiting performance and safety. Scott Morton, a...
Gazebo Community: Terrain Generation in Gazebo Using Satellite Imagery (Feb, 2026)
The February 2026 Gazebo Community meeting opened with a shift in schedule to accommodate a guest speaker from Japan and featured a series of announcements about the simulator’s roadmap. The PMC presented a new release‑cadence proposal that synchronises Gazebo’s versioning and...
Why The Robot Revolution Will Come Sooner Than You Think - Elon Musk
Elon Musk says Tesla has been developing humanoid robots for five to six years and will leverage the company’s self-driving AI stack and custom chips to accelerate progress. He argues the core technical challenge—compressing rich visual input into compact control...
Inside the OR: Evidence-Driven Innovation & Navigation | MedTech World Middle East 2026
At MedTech World Middle East 2026, a forward‑looking panel examined how AI, robotics, augmented reality and smart navigation are reshaping the operating room. The discussion, led by Mare Lensvelt and featuring Prof. Shafi Ahmed, Dr. David Laith Rawaf and Habeel...
AI, Robotic Surgery & Malta’s Healthcare Vision | MedTech World Middle East 2026
At MedTech World Middle East 2026, Malta’s Health Minister Jo Etienne Abela outlined the island’s ambitious health‑tech roadmap, highlighting rapid expansion of robotic surgery and AI‑driven diagnostics. Despite a population of just over 500,000, Malta leverages historic medical education roots...
Stanford AA228 Decision Making Under Uncertainty | Autumn 2025 | Offline Belief State Planning
The lecture introduced offline belief‑state planning for partially observable Markov decision processes, emphasizing that exact POMDP solvers quickly become intractable and motivating scalable approximations. Students were shown how the number of alpha vectors grows exponentially—e.g., a ten‑step horizon can generate...
Autonomous Ukraine: We Are in a New Era of Warfare
Ukraine's ongoing war is accelerating a shift toward autonomous, low‑cost drone warfare, turning the battlefield into a fluid, swarming environment. Millions of inexpensive UAVs now conduct strike, surveillance, and electronic tasks, eroding the concept of a fixed front line. Experts...
Are Some Humanoid Robot Developments Solving the Wrong Problem?
The video questions the strategic direction of humanoid robotics, arguing that the industry has yet to define a compelling industrial use case—warehouse logistics being cited as the most promising but still undefined application. The speaker critiques the proliferation of attention‑grabbing...
Inside Ukraine's Drone Schools
The video tours a Ukrainian air‑assault brigade’s “killhouse” where a dedicated drone school turns raw recruits into qualified UAV operators in as little as one to two weeks. Training begins on laptop simulators, progresses to obstacle‑filled flight ranges, and includes hands‑on...
This New Underwater Drone Clings To Ships And Launches Drones
Lockheed Martin unveiled the Lamprey, a multi‑mission autonomous underwater vehicle (MMAV) designed to latch onto surface ships or submarines without any host modifications. Dubbed after the parasitic lamprey fish, the system can ride to a theater, recharge its batteries...
LSY @ ICRA 2026
The lab announced seven peer‑reviewed papers at ICRA 2026, spanning manipulation, crowd navigation, safety‑filtered diffusion policies, predictive model‑predictive control, large‑language‑model‑driven swarm planning, sensor scheduling, and cooperative MAV navigation. The work showcases novel algorithms that blend diffusion models with robotics, integrate...
Manifest Vegas | Prabhat Pinnaka on AI in Supply Chain
The video highlights a discussion at the Manifest Vegas conference where Prabhat Pinnaka emphasizes the accelerating impact of artificial intelligence on supply‑chain operations and the role of the Institute for Supply Chain Advancement (ISCA) in up‑skilling the workforce. Pinnaka notes that...
Robot Kung Fu? CMG Gala's Humanoid Tech Spectacle
China Media Group’s spring gala featured a headline act—Wubot—a synchronized martial-arts performance by humanoid robots from Unitary alongside young kung fu practitioners. The robots executed complex routines including staff fighting, drunken boxing and nunchaku, tightly choreographed to music with movement...
IROS 2025 Keynotes - Humanoid Robot Systems: Wei Zhang
Wei Zhang’s IROS 2025 keynote focused on the evolution of humanoid robot systems and introduced his company, Limax Dynamics, as a catalyst for practical, research‑grade platforms. Drawing on his background as a control theorist turned robotics entrepreneur, Zhang outlined the...
IROS 2025 Keynotes - Learning and Embodied Control: Abhinav Valada
Abhinav Valada’s IROS 2025 keynote outlines a roadmap toward open‑world autonomy for everyday robots, emphasizing that true utility requires systems that can learn continuously across heterogeneous environments. He frames the challenge with a data pyramid—ranging from scarce, high‑quality tele‑operated robot...
How Perseverance Learned to ‘Self-Locate’ on Mars
NASA’s Perseverance rover has gained the ability to determine its exact position on Mars without Earth‑based assistance, thanks to a new system called Mars Global Localization. The rover stitches together panoramic shots into a bird’s‑eye map, then an onboard algorithm rapidly...
IROS 2025 Keynotes - AI and Robot Learning: Xfeng Yan
In this keynote, Shifen Yan from UC Santa Barbara introduced a token‑level adaptive inference framework for transformer models, arguing that the uniform computational cost per token is inefficient for many robotics and language tasks. By inserting a lightweight router before...
IROS 2025 Keynotes - Field Robotics: Brendan Englot
Brendan Englot’s IROS 2025 keynote highlighted the latest advances in situational awareness and decision‑making for marine robots, spanning perception, exploration, and risk‑aware control. His Robust Field Autonomy Lab at Stevens focuses on equipping underwater platforms with sensors and algorithms that...
IROS 2025 Keynotes - Field Robotics: Jiancheng Yu
The keynote at IROS 2025 presented a multidisciplinary optimization framework for long‑range autonomous underwater vehicles (AUVs), aiming to overcome traditional design bottlenecks and deliver cost‑effective, high‑performance ocean observation platforms. The speaker, Jiancheng Yu of the Shenyang Institute of the Chinese Academy...
IROS 2025 Keynotes - Field Robotics: Matteo Matteucci
Matteucci’s IROS 2025 keynote frames agriculture’s fourth, digital revolution as a necessity to feed a projected two‑billion‑person increase by 2100. He links declining farm labor, rising food insecurity, and unsustainable fertilizer and water use to the urgent need for robotics,...
IROS 2025 Keynotes - Field Robotics: Timothy Chung
Timothy Chung’s IROS 2025 keynote outlined Microsoft’s strategic roadmap for field robotics, emphasizing a shift from isolated robot pilots to large‑scale, interoperable robot federations that operate across air, sea, ground and underwater domains. He framed this evolution on a two‑dimensional...
IROS 2025 Keynotes - Humanoid Robot Systems: Kei Okada
The keynote by Kei Okada traced the evolution of humanoid robotics from the early HRP2 platform to today’s foundation‑model‑driven systems, emphasizing that robots must coexist with humans in environments built for us. He argued that the defining trait of humanity—tool...
IROS 2025 Keynotes - Humanoid Robot Systems: Xingxing Wang
Xingxing Wang’s IROS 2025 keynote highlighted his firm’s rapid evolution from early Kodrader platforms to a diversified humanoid portfolio. Since its 2016 founding, the company unveiled the full‑size H1, then the compact 1.3‑meter G1 in 2023, and most recently the...
IROS 2025 Keynotes - Mechanisms and Controls: Eiichi Yoshida
The IROS 2025 keynote by Eiichi Yoshida examined how contact‑rich human motions can be harvested to advance humanoid robot mechanisms and control. Yoshida traced the evolution from a handful of humanoid platforms in 2022 to a burgeoning ecosystem of commercial...
IROS 2025 Keynotes - Mechanisms and Controls: Fei Miao
The keynote by Fei Miao focused on advancing uncertainty understanding and safe, robust reinforcement learning for multi‑agent robotic systems, with autonomous driving as a primary example. Miao highlighted the gap between high‑performance perception models and their lack of calibrated uncertainty,...
IROS 2025 Keynotes - Mechanisms and Controls: Kenjiro Tadakuma
Kenjiro Tadakuma’s IROS 2025 keynote centered on a sweeping portfolio of novel mechanisms and control concepts, ranging from omni‑directional locomotion modules to bio‑inspired soft actuators. He framed the discussion around the invention process, showcasing dozens of prototype models that illustrate both...
Manifest Vegas | Dan Keto, Easy Metrics, on Warehouse Performance Management
At Manifest Vegas, Easy Metrics co‑founder Dan Keto explained how distribution centers are moving from simple labor tracking to a holistic, engineering‑driven Warehouse Performance Management model. He emphasized that the proliferation of robotics and siloed software creates a fragmented data...
Operating Drones in Battlespaces Where GPS Can't Be Trusted
At the World Defense Show, Shield AI highlighted its AI‑driven unmanned aircraft designed for GPS‑denied battlefields, emphasizing trusted autonomy and sovereign control. The company unveiled its latest vertical‑takeoff‑and‑landing (VTOL) strike platform, the Expat, powered by a GE F‑110 engine that...
2026 Winter Robotics Colloquium: Aaron Borger (Orbital Robotics)
Aaron Borger, co‑founder and CEO of Orbital Robotics, presented the company’s vision for AI‑controlled robotic arms that can capture, refuel, repair, or de‑orbit spacecraft in orbit. The firm aims to provide space‑grade hardware and integrated software to any satellite...
Manifest Vegas | Cam Myers, CreateMe Technologies on Onshore Automation and AI-Powered Robotics
CreateMe Technologies, led by Cam Myers, is deploying AI‑driven robotics to automate soft‑material handling, a long‑standing barrier in apparel manufacturing. By pairing machine‑learning perception with a custom robotic stack, the firm replaces traditional stitching with high‑speed adhesive bonding. This enables...
AI Floods Open Source, Olympic Drones, and Robot Prizefighting | TSG Ep. 1020
The episode of TechStrong TV featured Brian Dawson, director of product management Linux at CIQ, discussing the company’s launch of a hardened version of Rocky Linux designed to meet the security demands of the AI‑driven compute era. Dawson highlighted that AI...
First Public #Zoox Ride in Las Vegas
The video documents the author’s first public ride in a Zoox autonomous vehicle in Las Vegas, part of a limited free‑service pilot that requires only a credit‑card‑linked app download. The eight‑seat pod offers individual climate and music controls at four user...
DiskChunGS: Large-Scale 3D Gaussian SLAM Through Chunk-Based Memory Management
DiskChunGS introduces a scalable 3D Gaussian splatting SLAM pipeline that overcomes traditional GPU memory constraints by treating scene reconstruction as a spatial streaming problem. The system partitions the environment into discrete chunks, keeping only the currently visible regions in GPU...
Precision Landing with PX4 and ROS 2 Using Aruco Markers
The session, led by PX4 maintainer Benjamin and Linux Foundation’s Ramon, introduced a new workflow for achieving precision landing on drones by integrating the PX4 autopilot stack with ROS 2. Key technical points included the use of PX4’s uORB middleware extended to...
IROS 2025 Keynotes - Embodied Intellgence: Fumin Zhang
The IROS 2025 keynote by Fumin Zhang examined how robots can perform high‑stakes search and rescue tasks by marrying classic search theory with modern generative AI and control techniques. Zhang highlighted that, despite a half‑century of research, the field has...
IROS 2025 Keynotes - Embodied Intellgence: Fumiya Lida
Fumiya Lida’s IROS 2025 keynote framed embodied intelligence as the reciprocal relationship between a body’s physical dynamics and the brain’s control mechanisms, challenging the longstanding brain‑versus‑body dualism that has split robotics from AI. He highlighted the staggering scale gap—30 trillion cells...
These Aren't the Ob/Gyn Droids We're Looking For
The video highlights Alabama’s acute shortage of obstetric‑gynecologists in many rural counties and the state’s experimental response: deploying robotic ultrasound systems to scan pregnant patients remotely. Ultrasound imaging is vital for high‑risk pregnancies—cervical‑length measurement, fetal growth monitoring, and still‑birth prevention—but traditional...
