Save 10% on the the Microsoft Xbox Series X at Walmart.

Save 37% on a refurbished Dyson Airwrap at Walmart.

Ahead of Black Friday, the Google Pixel 8 is $300 off at Amazon, down to $399 (was $699) as of Nov. 12.

I've tested a ton of hybrid robot vacuums at home — here are the top 4 mopping robot vacs from iRobot, Roborock, and more to buy on sale on Black Friday.

Apple AirPods 3 normally retail for $169. As of Nov. 12, they're on sale for $94 at Walmart.

LG's 55-inch B3 OLED TV normally retails for $1,199. As of Nov. 12, it's on sale for $798 as part of Walmart's early Black Friday sale.

Normally, a Target Circle 360 annual membership costs $99. As of Nov. 12, you can save 50% on it, dropping it to just $49 for your first year.

The Hisense 50" Class R6 Series 4K UHD Roku Smart TV is currently on sale for $138 at Walmart's early Black Friday sale — get it now and save 43% or $100-off.

Find early Black Friday deals on tablets from Apple, Amazon, Samsung, and more. Shop now for early savings of up to 50% off.

Mashable's shopping experts are tracking major retailers' 2024 Black Friday sales. Some of the best deals have already landed at Walmart, Best Buy, and Target.

Our top picks, at a glance: The Ultimate Ears Wonderboom 4 for $79.99 (save $20), the Sony XG300 for $199.99 (save $150), and the Anker Soundcore Motion 300 for $59.99 (save $20).

Get early Black Friday deals on headphones at Walmart. Score AirPods for under $100.

As of Nov. 12, a ton of great keayboard deals are live ahead of Black Friday 2024. Check out our top deal picks, from daily-use keyboards to gaming-style keyboards.

The best Black Friday VPN deal is on Proton VPN. Save 70% on a two-year plan.

Nintendo has announced its Black Friday 2024 deals. 

Dozens of games will be discounted including The Legend of Zelda: Tears of the Kingdom, Super Mario Maker 2, Animal Crossing: New Horizons, Pikmin 4, Nintendo Switch Sports, Kirby and the Forgotten Land, Super Mario Odyssey, Pikmin 1 + 2, and more.

The Neon Red and Neon Blue Joy-Con controllers and the Nintendo Switch Pro Controller will be discounted by $20, while the Nintendo Switch Carrying Case & Screen Protector - The Legend of Zelda: Tears of the Kingdom Edition will be discounted by $10.

The Nintendo Switch: Mario Kart 8 Deluxe Bundle will once again return for $299.99, while the new Nintendo Switch – OLED Model: Mario Kart 8 Deluxe Bundle will be available for $349.99. Both bundles include a digital download of Mario Kart 8 Deluxe and a 12-month Nintendo Switch Online Individual Membership.

The Nintendo Switch Lite: Hyrule Edition with Bonus Nintendo Switch Online + Expansion Pack will be available for $209.99. The bundle includes a 12-month Nintendo Switch Online + Expansion Pack Individual Membership.

A life-long and avid gamer, William D'Angelo was first introduced to VGChartz in 2007. After years of supporting the site, he was brought on in 2010 as a junior analyst, working his way up to lead analyst in 2012 and taking over the hardware estimates in 2017. He has expanded his involvement in the gaming community by producing content on his own YouTube channel and Twitch channel. You can contact the author on Twitter @TrunksWD.

Full Article - https://www.vgchartz.com/article/463045/nintendos-black-friday-2024-deals-revealed/

Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion.

ICRA@40: 23–26 September 2024, ROTTERDAM, NETHERLANDS

IROS 2024: 14–18 October 2024, ABU DHABI, UAE

ICSR 2024: 23–26 October 2024, ODENSE, DENMARK

Cybathlon 2024: 25–27 October 2024, ZURICH

Enjoy today’s videos!

I think it’s time for us all to admit that some of the most interesting bipedal and humanoid research is being done by Disney.

[ Research Paper from ETH Zurich and Disney Research]

Over the past few months, Unitree G1 robot has been upgraded into a mass production version, with stronger performance, ultimate appearance, and being more in line with mass production requirements.

[ Unitree ]

This robot is from Kinisi Robotics, which was founded by Brennand Pierce, who also founded Bear Robotics. You can’t really tell from this video, but check out the website because the reach this robot has is bonkers.

Kinisi Robotics is on a mission to democratize access to advanced robotics with our latest innovation—a low-cost, dual-arm robot designed for warehouses, factories, and supermarkets. What sets our robot apart is its integration of LLM technology, enabling it to learn from demonstrations and perform complex tasks with minimal setup. Leveraging Brennand’s extensive experience in scaling robotic solutions, we’re able to produce this robot for under $20k, making it a game-changer in the industry.

[ Kinisi Robotics ]

Thanks Bren!

Finally, something that Atlas does that I am also physically capable of doing. In theory.

Okay, never mind. I don’t have those hips.

[ Boston Dynamics ]

Researchers in the Department of Mechanical Engineering at Carnegie Mellon University have created the first legged robot of its size to run, turn, push loads, and climb miniature stairs.

They say it can “run,” but I’m skeptical that there’s a flight phase unless someone sneezes nearby.

[ Carnegie Mellon University ]

The lights are cool and all, but it’s the pulsing soft skin that’s squigging me out.

[ Paper, Robotics Reports Vol.2 ]

Roofing is a difficult and dangerous enough job that it would be great if robots could take it over. It’ll be a challenge though.

[ Renovate Robotics ] via [ TechCrunch ]

Kento Kawaharazuka from JSK Robotics Laboratory at the University of Tokyo wrote in to share this paper, just accepted at RA-L, which (among other things) shows a robot using its flexible hands to identify objects through random finger motion.

[ Paper accepted by IEEE Robotics and Automation Letters ]

Thanks Kento!

It’s one thing to make robots that are reliable, and it’s another to make robots that are reliable and repairable by the end user. I don’t think iRobot gets enough credit for this.

[ iRobot ]

I like competitions where they say, “just relax and forget about the competition and show us what you can do.”

[ MBZIRC Maritime Grand Challenge ]

I kid you not, this used to be my job.

[ RoboHike ]

Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion.

ICRA@40: 23–26 September 2024, ROTTERDAM, NETHERLANDS

IROS 2024: 14–18 October 2024, ABU DHABI, UAE

ICSR 2024: 23–26 October 2024, ODENSE, DENMARK

Cybathlon 2024: 25–27 October 2024, ZURICH

Enjoy today’s videos!

Imbuing robots with “human-level performance” in anything is an enormous challenge, but it’s worth it when you see a robot with the skill to interact with a human on a (nearly) human level. Google DeepMind has managed to achieve amateur human-level competence at table tennis, which is much harder than it looks, even for humans. Pannag Sanketi, a tech-lead manager in the robotics team at DeepMind, shared some interesting insights about performing the research. But first, video!

Some behind the scenes detail from Pannag:

• The robot had not seen any participants before. So we knew we had a cool agent, but we had no idea how it was going to fare in a full match with real humans. To witness it outmaneuver even some of the most advanced players was such a delightful moment for team!
• All the participants had a lot of fun playing against the robot, irrespective of who won the match. And all of them wanted to play more. Some of them said it will be great to have the robot as a playing partner. From the videos, you can even see how much fun the user study hosts sitting there (who are not authors on the paper) are having watching the games!
• Barney, who is a professional coach, was an advisor on the project, and our chief evaluator of robot’s skills the way he evaluates his students. He also got surprised by how the robot is always able to learn from the last few weeks’ sessions.
• We invested a lot in remote and automated 24x7 operations. So not the setup in this video, but there are other cells that we can run 24x7 with a ball thrower.
• We even tried robot-vs-robot, i.e. 2 robots playing against each other! :) The line between collaboration and competition becomes very interesting when they try to learn by playing with each other.

[ DeepMind ]

Thanks, Heni!

Yoink.

[ MIT ]

Considering how their stability and recovery is often tested, teaching robot dogs to be shy of humans is an excellent idea.

[ Deep Robotics ]

Yes, quadruped robots need tow truck hooks.

[ Paper ]

Earthworm-inspired robots require novel actuators, and Ayato Kanada at Kyushu University has come up with a neat one.

[ Paper ]

Thanks, Ayato!

Meet the AstroAnt! This miniaturized swarm robot can ride atop a lunar rover and collect data related to its health, including surface temperatures and damage from micrometeoroid impacts. In the summer of 2024, with support from our collaborator Castrol, the Media Lab’s Space Exploration Initiative tested AstroAnt in the Canary Islands, where the volcanic landscape resembles the lunar surface.

[ MIT ]

Kengoro has a new forearm that mimics the human radioulnar joint giving it an even more natural badminton swing.

[ JSK Lab ]

Thanks, Kento!

Gromit’s concern that Wallace is becoming too dependent on his inventions proves justified, when Wallace invents a “smart” gnome that seems to develop a mind of its own. When it emerges that a vengeful figure from the past might be masterminding things, it falls to Gromit to battle sinister forces and save his master… or Wallace may never be able to invent again!

[ Wallace and Gromit ]

ASTORINO is a modern 6-axis robot based on 3D printing technology. Programmable in AS-language, it facilitates the preparation of classes with ready-made teaching materials, is easy both to use and to repair, and gives the opportunity to learn and make mistakes without fear of breaking it.

[ Kawasaki ]

Engineers at NASA’s Jet Propulsion Laboratory are testing a prototype of IceNode, a robot designed to access one of the most difficult-to-reach places on Earth. The team envisions a fleet of these autonomous robots deploying into unmapped underwater cavities beneath Antarctic ice shelves. There, they’d measure how fast the ice is melting — data that’s crucial to helping scientists accurately project how much global sea levels will rise.

[ IceNode ]

Los Alamos National Laboratory, in a consortium with four other National Laboratories, is leading the charge in finding the best practices to find orphaned wells. These abandoned wells can leak methane gas into the atmosphere and possibly leak liquid into the ground water.

[ LANL ]

Looks like Fourier has been working on something new, although this is still at the point of “looks like” rather than something real.

[ Fourier ]

Bio-Inspired Robot Hands: Altus Dexterity is a collaboration between researchers and professionals from Carnegie Mellon University, UPMC, the University of Illinois and the University of Houston.

[ Altus Dexterity ]

PiPER is a lightweight robotic arm with six integrated joint motors for smooth, precise control. Weighing just 4.2kg, it easily handles a 1.5kg payload and is made from durable yet lightweight materials for versatile use across various environments. Available for just $2,499 USD.

[ AgileX ]

At 104 years old, Lilabel has seen over a century of automotive transformation, from sharing a single car with her family in the 1920s to experiencing her first ride in a robotaxi.

[ Zoox ]

Traditionally, blind juggling robots use plates that are slightly concave to help them with ball control, but it’s also possible to make a blind juggler the hard way. Which, honestly, is much more impressive.

[ Jugglebot ]

Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion.

ICRA@40: 23–26 September 2024, ROTTERDAM, NETHERLANDS

IROS 2024: 14–18 October 2024, ABU DHABI, UAE

ICSR 2024: 23–26 October 2024, ODENSE, DENMARK

Cybathlon 2024: 25–27 October 2024, ZURICH

Enjoy today’s videos!

The National Science Foundation Human AugmentatioN via Dexterity Engineering Research Center (HAND ERC) was announced in August 2024. Funded for up to 10 years and $52 million, the HAND ERC is led by Northwestern University, with core members Texas A&M, Florida A&M, Carnegie Mellon, and MIT, and support from Wisconsin-Madison, Syracuse, and an innovation ecosystem consisting of companies, national labs, and civic and advocacy organizations. HAND will develop versatile, easy-to-use dexterous robot end effectors (hands).

[ HAND ]

The Environmental Robotics Lab at ETH Zurich, in partnership with Wilderness International (and some help from DJI and Audi), is using drones to sample DNA from the tops of trees in the Peruvian rainforest. Somehow, the treetops are where 60 to 90 percent of biodiversity is found, and these drones can help researchers determine what the heck is going on up there.

[ ERL ]

Thanks, Steffen!

1X introduces NEO Beta, “the pre-production build of our home humanoid.”

“Our priority is safety,” said Bernt Børnich, CEO at 1X. “Safety is the cornerstone that allows us to confidently introduce NEO Beta into homes, where it will gather essential feedback and demonstrate its capabilities in real-world settings. This year, we are deploying a limited number of NEO units in selected homes for research and development purposes. Doing so means we are taking another step toward achieving our mission.”

[ 1X ]

We love MangDang’s fun and affordable approach to robotics with Mini Pupper. The next generation of the little legged robot has just launched on Kickstarter, featuring new and updated robots that make it easy to explore embodied AI.

The Kickstarter is already fully funded after just a day or two, but there are still plenty of robots up for grabs.

[ Kickstarter ]

Quadrupeds in space can use their legs to reorient themselves. Or, if you throw one off a roof, it can learn to land on its feet.

To be presented at CoRL 2024.

[ ARL ]

HEBI Robotics, which apparently was once headquartered inside a Pittsburgh public bus, has imbued a table with actuators and a mind of its own.

[ HEBI Robotics ]

Carcinization is a concept in evolutionary biology where a crustacean that isn’t a crab eventually becomes a crab. So why not do the same thing with robots? Crab robots solve all problems!

[ KAIST ]

Waymo is smart, but also humans are really, really dumb sometimes.

[ Waymo ]

The Robotics Department of the University of Michigan created an interactive community art project. The group that led the creation believed that while roboticists typically take on critical and impactful problems in transportation, medicine, mobility, logistics, and manufacturing, there are many opportunities to find play and amusement. The final piece is a grid of art boxes, produced by different members of our robotics community, which offer an eight-inch-square view into their own work with robotics.

[ Michigan Robotics ]

I appreciate that UBTECH’s humanoid is doing an actual job, but why would you use a humanoid for this?

[ UBTECH ]

I’m sure most actuators go through some form of life-cycle testing. But if you really want to test an electric motor, put it into a BattleBot and see what happens.

[ Hardcore Robotics ]

Yes, but have you tried fighting a BattleBot?

[ AgileX ]

In this video, we present collaboration aerial grasping and transportation using multiple quadrotors with cable-suspended payloads. Grasping using a suspended gripper requires accurate tracking of the electromagnet to ensure a successful grasp while switching between different slack and taut modes. In this work, we grasp the payload using a hybrid control approach that switches between a quadrotor position control and a payload position control based on cable slackness. Finally, we use two quadrotors with suspended electromagnet systems to collaboratively grasp and pick up a larger payload for transportation.

[ Hybrid Robotics ]

I had not realized that the floretizing of broccoli was so violent.

[ Oxipital ]

While the RoboCup was held over a month ago, we still wanted to make a small summary of our results, the most memorable moments, and of course an homage to everyone who is involved with the B-Human team: the team members, the sponsors, and the fans at home. Thank you so much for making B-Human the team it is!

[ B-Human ]

Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion.

ICRA@40: 23–26 September 2024, ROTTERDAM, NETHERLANDS

IROS 2024: 14–18 October 2024, ABU DHABI, UAE

ICSR 2024: 23–26 October 2024, ODENSE, DENMARK

Cybathlon 2024: 25–27 October 2024, ZURICH

Enjoy today’s videos!

Researchers at the Max Planck Institute for Intelligent Systems and ETH Zurich have developed a robotic leg with artificial muscles. Inspired by living creatures, it jumps across different terrains in an agile and energy-efficient manner.

[ Nature ] via [ MPI ]

Thanks, Toshi!

ETH Zurich researchers have now developed a fast robotic printing process for earth-based materials that does not require cement. In what is known as “impact printing,” a robot shoots material from above, gradually building a wall. On impact, the parts bond together, and very minimal additives are required.

[ ETH Zurich ]

How could you not be excited to see this happen for real?

[ arXiv paper ]

Can we all agree that sanding, grinding, deburring, and polishing tasks are really best done by robots, for the most part?

[ Cohesive Robotics ]

Thanks, David!

Using doors is a longstanding challenge in robotics and is of significant practical interest in giving robots greater access to human-centric spaces. The task is challenging due to the need for online adaptation to varying door properties and precise control in manipulating the door panel and navigating through the confined doorway. To address this, we propose a learning-based controller for a legged manipulator to open and traverse through doors.

[ arXiv paper ]

Isaac is the first robot assistant that’s built for the home. And we’re shipping it in fall of 2025.

Fall of 2025 is a long enough time from now that I’m not even going to speculate about it.

[ Weave Robotics ]

By patterning liquid metal paste onto a soft sheet of silicone or acrylic foam tape, we developed stretchable versions of conventional rigid circuits (like Arduinos). Our soft circuits can be stretched to over 300% strain (over 4x their length) and are integrated into active soft robots.

[ Science Robotics ] via [ Yale ]

NASA’s Curiosity rover is exploring a scientifically exciting area on Mars, but communicating with the mission team on Earth has recently been a challenge due to both the current season and the surrounding terrain. In this Mars Report, Curiosity engineer Reidar Larsen takes you inside the uplink room where the team talks to the rover.

[ NASA ]

I love this and want to burn it with fire.

[ Carpentopod ]

Very often, people ask us what Reachy 2 is capable of, which is why we’re showing you the manipulation possibilities (through teleoperation) of our technology. The robot shown in this video is the Beta version of Reachy 2, our new robot coming very soon!

[ Pollen Robotics ]

The Scalable Autonomous Robots (ScalAR) Lab is an interdisciplinary lab focused on fundamental research problems in robotics that lie at the intersection of robotics, nonlinear dynamical systems theory, and uncertainty.

[ ScalAR Lab ]

Astorino is a 6-axis educational robot created for practical and affordable teaching of robotics in schools and beyond. It has been created with 3D printing, so it allows for experimentation and the possible addition of parts. With its design and programming, it replicates the actions of #KawasakiRobotics industrial robots, giving students the necessary skills for future work.

[ Astorino ]

I guess fish-fillet-shaping robots need to exist because otherwise customers will freak out if all their fish fillets are not identical, or something?

[ Flexiv ]

Watch the second episode of the ExoMars Rosalind Franklin rover mission—Europe’s ambitious exploration journey to search for past and present signs of life on Mars. The rover will dig, collect, and investigate the chemical composition of material collected by a drill. Rosalind Franklin will be the first rover to reach a depth of up to two meters below the surface, acquiring samples that have been protected from surface radiation and extreme temperatures.

[ ESA ]

Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion.

ICRA@40: 23–26 September 2024, ROTTERDAM, NETHERLANDS

IROS 2024: 14–18 October 2024, ABU DHABI, UAE

ICSR 2024: 23–26 October 2024, ODENSE, DENMARK

Cybathlon 2024: 25–27 October 2024, ZURICH

Enjoy today’s videos!

Zipline has (finally) posted some real live footage of its new Platform 2 drone, and while it’s just as weird looking as before, it seems to actually work really well.

[ Zipline ]

I appreciate Disney Research’s insistence on always eventually asking, “okay, but can we get this to work on a real robot in the real world?”

[ Paper from ETH Zurich and Disney Research [PDF] ]

In this video, we showcase our humanoid robot, Nadia, being remotely controlled for boxing training using a simple VR motion capture setup. A remote user takes charge of Nadia’s movements, demonstrating the power of our advanced teleoperation system. Watch as Nadia performs precise boxing moves, highlighting the potential for humanoid robots in dynamic, real-world tasks.

[ IHMC ]

Guide dogs are expensive to train and maintain—if available at all. Because of these limiting factors, relatively few blind people use them. Computer science assistant professor Donghyun Kim and Ph.D candidate Hochul Hwang are hoping to change that with the help of UMass database analyst Gail Gunn and her guide dog, Brawny.

[ University of Massachusetts, Amherst ]

Thanks Julia!

The current paradigm for motion planning generates solutions from scratch for every new problem, which consumes significant amounts of time and computational resources. Our approach builds a large number of complex scenes in simulation, collects expert data from a motion planner, then distills it into a reactive generalist policy. We then combine this with lightweight optimization to obtain a safe path for real world deployment.

[ Neural MP ]

A nice mix of NAO and AI for embodied teaching.

[ Aldebaran ]

When retail and logistics giant Otto Group set out to strengthen its operational efficiency and safety, it turned to robotics and automation. The Otto Group has become the first company in Europe to deploy the mobile case handling robot Stretch, which unloads floor-loaded trailers and containers.

[ Boston Dynamics ]

From groceries to last-minute treats, Wing is here to make sure deliveries arrive quickly and safely. Our latest aircraft design features a larger, more standardized box and can carry a higher payload which came directly from customer and partner feedback.

[ Wing ]

It’s the jacket that gets me.

[ Devanthro ]

In this video, we introduce Rotograb, a robotic hand that merges the dexterity of human hands with the strength and efficiency of industrial grippers. Rotograb features a new rotating thumb mechanism, allowing for precision in-hand manipulation and power grasps while being adaptable. The robotic hand was developed by students during “Real World Robotics”, a master course by the Soft Robotics Lab at ETH Zurich.

[ ETH Zurich ]

A small scene where Rémi, our distinguished professor, is teaching chess to the person remotely operating Reachy! The grippers allow for easy and precise handling of chess pieces, even the small ones! The robot shown in this video is the Beta version of Reachy 2, our new robot coming very soon!

[ Pollen ]

Enhancing the adaptability and versatility of unmanned micro aerial vehicles (MAVs) is crucial for expanding their application range. In this article, we present a bimodal reconfigurable robot capable of operating in both regular quadcopter flight mode and a unique revolving flight mode, which allows independent control of the vehicle’s position and roll-pitch attitude.

[ City University Hong Kong ]

The Parallel Continuum Manipulator (PACOMA) is an advanced robotic system designed to replace traditional robotic arms in space missions, such as exploration, in-orbit servicing, and docking. Its design emphasizes robustness against misalignments and impacts, high precision and payload capacity, and sufficient mechanical damping for stable, controlled movements.

[ DFKI Robotics Innovation Center ]

Even the FPV pros from Team BlackSheep do, very occasionally, crash.

[ Team BlackSheep ]

This is a one-hour uninterrupted video of a robot cleaning bathrooms in real time. I’m not sure if it’s practical, but I am sure that it’s impressive, honestly.

[ Somatic ]

Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion.

IROS 2024: 14–18 October 2024, ABU DHABI, UAE

ICSR 2024: 23–26 October 2024, ODENSE, DENMARK

Cybathlon 2024: 25–27 October 2024, ZURICH

Humanoids 204: 22–24 November 2024, NANCY, FRANCE

Enjoy today’s videos!

The interaction between humans and machines is gaining increasing importance due to the advancing degree of automation. This video showcases the development of robotic systems capable of recognizing and responding to human wishes.

By Jana Jost, Sebastian Hoose, Nils Gramse, Benedikt Pschera, and Jan Emmerich from Fraunhofer IML

[ Fraunhofer IML ]

Humans are capable of continuously manipulating a wide variety of deformable objects into complex shapes, owing largely to our ability to reason about material properties as well as our ability to reason in the presence of geometric occlusion in the object’s state. To study the robotic systems and algorithms capable of deforming volumetric objects, we introduce a novel robotics task of continuously deforming clay on a pottery wheel, and we present a baseline approach for tackling such a task by learning from demonstration.

By Adam Hung, Uksang Yoo, Jonathan Francis, Jean Oh, and Jeffrey Ichnowski from CMU Robotics Insittute

[ Carnegie Mellon University Robotics Institute ]

Suction-based robotic grippers are common in industrial applications due to their simplicity and robustness, but [they] struggle with geometric complexity. Grippers that can handle varied surfaces as easily as traditional suction grippers would be more effective. Here we show how a fractal structure allows suction-based grippers to increase conformability and expand approach angle range.

By Patrick O’Brien, Jakub F. Kowalewski, Chad C. Kessens, and Jeffrey Ian Lipton from Northeastern University Transformative Robotics Lab

[ Northeastern University ]

We introduce a newly developed robotic musician designed to play an acoustic guitar in a rich and expressive manner. Unlike previous robotic guitarists, our Expressive Robotic Guitarist (ERG) is designed to play a commercial acoustic guitar while controlling a wide dynamic range, millisecond-level note generation, and a variety of playing techniques such as strumming, picking, overtones, and hammer-ons.

By Ning Yang , Amit Rogel , and Gil Weinberg from Georgia Tech

[ Georgia Tech ]

The iCub project was initiated in 2004 by Giorgio Metta, Giulio Sandini, and David Vernon to create a robotic platform for embodied cognition research. The main goals of the project were to design a humanoid robot, named iCub, to create a community by leveraging on open-source licensing, and implement several basic elements of artificial cognition and developmental robotics. More than 50 iCub have been built and used worldwide for various research projects.

[ Istituto Italiano di Tecnologia ]

In our video, we present SCALER-B, a multi-modal versatile climbing robot that is a quadruped robot capable of standing up, bipedal locomotion, bipedal climbing, and pullups with two finger grippers.

By Yusuke Tanaka, Alexander Schperberg, Alvin Zhu, and Dennis Hong from UCLA

[ Robotics Mechanical Laboratory at UCLA ]

This video explores Waseda University’s innovative journey in developing wind instrument-playing robots, from automated performance to interactive musical engagement. Through demonstrations of technical advancements and collaborative performances, the video illustrates how Waseda University is pushing the boundaries of robotics, blending technology and artistry to create interactive robotic musicians.

By Jia-Yeu Lin and Atsuo Takanishi from Waseda University

[ Waseda University ]

This video presents a brief history of robot painting projects with the intention of educating viewers about the specific, core robotics challenges that people developing robot painters face. We focus on four robotics challenges: controls, the simulation-to-reality gap, generative intelligence, and human-robot interaction. We show how various projects tackle these challenges with quotes from experts in the field.

By Peter Schaldenbrand, Gerry Chen, Vihaan Misra, Lorie Chen, Ken Goldberg, and Jean Oh from CMU

[ Carnegie Mellon University ]

The wheeled humanoid neoDavid is one of the most complex humanoid robots worldwide. All finger joints can be controlled individually, giving the system exceptional dexterity. neoDavids Variable Stiffness Actuators (VSAs) enable very high performance in the tasks with fast collisions, highly energetic vibrations, or explosive motions, such as hammering, using power-tools, e.g. a drill-hammer, or throwing a ball.

[ DLR Institute of Robotics andMechatronics ]

LG Electronics’ journey to commercialize robot navigation technology in various areas such as home, public spaces, and factories will be introduced in this paper. Technical challenges ahead in robot navigation to make an innovation for our better life will be discussed. With the vision on ‘Zero Labor Home’, the next smart home agent robot will bring us next innovation in our lives with the advances of spatial AI, i.e. combination of robot navigation and AI technology.

By Hyoung-Rock Kim, DongKi Noh and Seung-Min Baek from LG

[ LG ]

HILARE stands for: Heuristiques Intégrées aux Logiciels et aux Automatismes dans un Robot Evolutif. The HILARE project started by the end of 1977 at LAAS (Laboratoire d’Automatique et d’Analyse des Systèmes at this time) under the leadership of Georges Giralt. The video features HILARE robot and delivers explanations.

By Aurelie Clodic, Raja Chatila, Marc Vaisset, Matthieu Herrb, Stephy Le Foll, Jerome Lamy, and Simon Lacroix from LAAS/CNRS (Note that the video narration is in French with English subtitles.)

[ LAAS/CNRS ]

Humanoid legged locomotion is versatile, but typically used for reaching nearby targets. Employing a personal transporter (PT) designed for humans, such as a Segway, offers an alternative for humanoids navigating the real world, enabling them to switch from walking to wheeled locomotion for covering larger distances, similar to humans. In this work, we develop control strategies that allow humanoids to operate PTs while maintaining balance.

By Vidyasagar Rajendran, William Thibault, Francisco Javier Andrade Chavez, and Katja Mombaur from University of Waterloo

[ University of Waterloo ]

Motion planning, and in particular in tight settings, is a key problem in robotics and manufacturing. One infamous example for a difficult, tight motion planning problem is the Alpha Puzzle. We present a first demonstration in the real world of an Alpha Puzzle solution with a Universal Robotics UR5e, using a solution path generated from our previous work.

By Dror Livnat, Yuval Lavi, Michael M. Bilevich, Tomer Buber, and Dan Halperin from Tel Aviv University

[ Tel Aviv University ]

Interaction between humans and their environment has been a key factor in the evolution and the expansion of intelligent species. Here we present methods to design and build an artificial environment through interactive robotic surfaces.

By Fabio Zuliani, Neil Chennoufi, Alihan Bakir, Francesco Bruno, and Jamie Paik from EPFL

[ EPFL Reconfigurable Robotics Lab ]

At the intersection of swarm robotics and architecture, we created the Swarm Garden, a novel responsive system to be deployed on façades. The Swarm Garden is an adaptive shading system made of a swarm of robotic modules that respond to humans and the environment while creating beautiful spaces. In this video, we showcase 35 robotic modules that we designed and built for The Swarm Garden.

By Merihan Alhafnawi, Lucia Stein-Montalvo, Jad Bendarkawi, Yenet Tafesse, Vicky Chow, Sigrid Adriaenssens, and Radhika Nagpal from Princeton University

[ Princeton University ]

My team at the University of Southern Denmark has been pioneering the field of self-recharging drones since 2017. These drones are equipped with a robust perception and navigation system, enabling them to identify powerlines and approach them for landing. A unique feature of our drones is their self-recharging capability. They accomplish this by landing on powerlines and utilizing a passively actuated gripping mechanism to secure themselves to the powerline cable.

By Emad Ebeid from University of southern Denmark

[ University of Southern Denmark (SDU) ]

This paper explores the design and implementation of Furnituroids, shape-changing mobile furniture robots that embrace ambiguity to offer multiple and dynamic affordances for both individual and social behaviors.

By Yasuto Nakanishi from Keio University

[ Keio University ]

Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion.

IROS 2024: 14–18 October 2024, ABU DHABI, UAE

ICSR 2024: 23–26 October 2024, ODENSE, DENMARK

Cybathlon 2024: 25–27 October 2024, ZURICH

Humanoids 2024: 22–24 November 2024, NANCY, FRANCE

Enjoy today’s videos!

Not even ladders can keep you safe from quadruped robots anymore.

[ ETH Zürich Robot Systems Lab ]

Introducing Azi (right), the new desktop robot from Engineered Arts Ltd. Azi and Ameca are having a little chat, demonstrating their wide range of expressive capabilities. Engineered Arts desktop robots feature 32 actuators, 27 for facial control alone, and 5 for the neck. They include AI conversational ability including GPT-4o support which makes them great robotic companions.

[ Engineered Arts ]

Quadruped robots that individual researchers can build by themselves are crucial for expanding the scope of research due to their high scalability and customizability. In this study, we develop a metal quadruped robot MEVIUS, that can be constructed and assembled using only materials ordered through e-commerce. We have considered the minimum set of components required for a quadruped robot, employing metal machining, sheet metal welding, and off-the-shelf components only.

[ MEVIUS from JSK Robotics Laboratory ]

Thanks Kento!

Avian perching maneuvers are one of the most frequent and agile flight scenarios, where highly optimized flight trajectories, produced by rapid wing and tail morphing that generate high angular rates and accelerations, reduce kinetic energy at impact. Here, we use optimal control methods on an avian-inspired drone with morphing wing and tail to test a recent hypothesis derived from perching maneuver experiments of Harris’ hawks that birds minimize the distance flown at high angles of attack to dissipate kinetic energy before impact.

[ EPFL Laboratory of Intelligent Systems ]

The earliest signs of bearing failures are inaudible to you, but not to Spot . Introducing acoustic vibration sensing—Automate ultrasonic inspections of rotating equipment to keep your factory humming.

The only thing I want to know is whether Spot is programmed to actually do that cute little tilt when using its acoustic sensors.

[ Boston Dynamics ]

Hear from Jonathan Hurst, our co-founder and Chief Robot Officer, why legs are ideally suited for Digit’s work.

[ Agility Robotics ]

I don’t think “IP67” really does this justice.

[ ANYbotics ]

This paper presents a teleportation system with floating robotic arms that traverse parallel cables to perform long-distance manipulation. The system benefits from the cable-based infrastructure, which is easy to set up and cost-effective with expandable workspace range.

[ EPFL ]

It seems to be just renderings for now, but here’s the next version of Fourier’s humanoid.

[ Fourier ]

Happy Oktoberfest from Dino Robotics!

[ Dino Robotics ]

This paper introduces a learning-based low-level controller for quadcopters, which adaptively controls quadcopters with significant variations in mass, size, and actuator capabilities. Our approach leverages a combination of imitation learning and reinforcement learning, creating a fast-adapting and general control framework for quadcopters that eliminates the need for precise model estimation or manual tuning.

[ HiPeR Lab ]

Parkour poses a significant challenge for legged robots, requiring navigation through complex environments with agility and precision based on limited sensory inputs. In this work, we introduce a novel method for training end-to-end visual policies, from depth pixels to robot control commands, to achieve agile and safe quadruped locomotion.

[ SoloParkour ]

Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion.

IROS 2024: 14–18 October 2024, ABU DHABI, UAE

ICSR 2024: 23–26 October 2024, ODENSE, DENMARK

Cybathlon 2024: 25–27 October 2024, ZURICH

Humanoids 2024: 22–24 November 2024, NANCY, FRANCE

Enjoy today’s videos!

At ICRA 2024, we sat down with Pollen Robotics to talk about Reachy 2 O_o

[ Pollen Robotics ]

A robot pangolin designed to plant trees is the winner of the 2023 Natural Robotics Contest, which rewards robot designs inspired by nature. As the winning entry, the pangolin—dubbed “Plantolin”—has been brought to life by engineers at the University of Surrey in the United Kingdom. Out of 184 entries, the winning design came from Dorothy, a high school student from California.

Dr. Rob Siddall, a roboticist at the University of Surrey who built Plantolin, said, “In the wild, large animals will cut paths through the overgrowth and move seeds. This doesn’t happen nearly as much in urban areas like the South East of England—so there’s definitely room for a robot to help fill that gap. Dorothy’s brilliant design reminds us how we can solve some of our biggest challenges by looking to nature for inspiration.”

[ Plantolin ]

Our novel targeted throwing end-effector is designed to seamlessly integrate with drones and mobile manipulators. It utilizes elastic energy for efficient picking, placing, and throwing of objects, offering a versatile solution for industrial and warehouse applications. By combining a physics-based model with residual learning, it achieves increased accuracy in targeted throwing, even with previously unseen objects.

[ Throwing Manipulation, multimedia extension for IEEE Robotics and Automation Letters ]

Thanks, Nagamanikandan!

Control of off-road vehicles is challenging due to the complex dynamic interactions with the terrain. Accurate modeling of these interactions is important to optimize driving performance, but the relevant physical phenomena are too complex to model from first principles. Therefore, we present an offline meta-learning algorithm to construct a rapidly-tunable model of residual dynamics and disturbances. We evaluate our method outdoors on different slopes with varying slippage and actuator degradation disturbances, and compare against an adaptive controller that does not use the VFM terrain features.

[ Paper ]

Thanks, Sorina!

Corvus Robotics, a provider of autonomous inventory management systems, announced an updated version of its Corvus One system that brings, for the first time, the ability to fly its drone-powered system in a lights-out distribution center without any added infrastructure like reflectors, stickers, or beacons.

With obstacle detection at its core, the light-weight drone safely flies at walking speed without disrupting workflow or blocking aisles and can preventatively ascend to avoid collisions with people, forklifts, or robots, if necessary. Its advanced barcode scanning can read any barcode symbology in any orientation placed anywhere on the front of cartons or pallets.

[ Corvus Robotics ]

Thanks, Jackie!

The first public walking demo of a new humanoid from Under Control Robotics.

[ Under Control Robotics ]

The ability to accurately and rapidly identify key physiological signatures of injury – such as hemorrhage and airway injuries – proved key to success in the DARPA Triage Challenge Event 1. DART took the top spot in the Systems competition, while Coordinated Robotics topped the leaderboard in the Virtual competition and pulled off the win in the Data competition. All qualified teams are eligible for prizes in the Final Event. These self-funded teams won between $60,000 - $120,000 each for their first-place finishes.

[ DARPA ]

The body structure of an anatomically correct tendon-driven musculoskeletal humanoid is complex. We focused on reciprocal innervation in the human nervous system, and then implemented antagonist inhibition control (AIC) based on the reflex. To verify its effectiveness, we applied AIC to the upper limb of the tendon-driven musculoskeletal humanoid, Kengoro, and succeeded in dangling for 14 minutes and doing pull-ups.

That is also how I do pull-ups.

[ Jouhou System Kougaku Laboratory, University of Tokyo ]

Thanks, Kento!

On June 5, 2024 Digit completed it’s first day of work for GXO Logistics, Inc. as part of regular operations. This is the result of a multi-year agreement between GXO and Agility Robotics to begin deploying Digit in GXO’s logistics operations. This agreement, which follows a proof-of-concept pilot in late 2023, is both the industry’s first formal commercial deployment of humanoid robots and first Robots-as-a-Service (RaaS) deployment of humanoid robots.

[ Agility Robotics ]

Although there is a growing demand for cooking behaviours as one of the expected tasks for robots, a series of cooking behaviours based on new recipe descriptions by robots in the real world has not yet been realised. In this study, we propose a robot system that integrates real-world executable robot cooking behaviour planning using the Large Language Model (LLM) and classical planning of PDDL descriptions, and food ingredient state recognition learning from a small number of data using the Vision-Language model (VLM).

[ JSK Robotics Laboratory, University of Tokyo GitHub ]

Thanks, Naoaki!

This paper introduces a novel approach to interactive robots by leveraging the form-factor of cards to create thin robots equipped with vibrational capabilities for locomotion and haptic feedback. The system is composed of flat-shaped robots with on-device sensing and wireless control, which offer lightweight portability and scalability. Applications include augmented card playing, educational tools, and assistive technology, which showcase CARDinality’s versatility in tangible interaction.

[ AxLab Actuated Experience Lab, University of Chicago ]

Azi reacts in full AI to the scripted skit it did with Ameca.

Azi uses 32 actuators, with 27 to control its silicone face, and 5 for the neck. It uses GPT-4o with a customisable personality.

[ Engineered Arts ]

We are testing a system that includes robots, structural building blocks, and smart algorithms to build large-scale structures for future deep space exploration. In this video, autonomous robots worked as a team to transport material in a mock rail system and simulate a build of a tower at our Roverscape.

[ NASA Ames Research Center ]

In the summer of 2024 HEBI’s intern Aditya Nair worked to add new use-case demos, and improve quality and consistency of the existing demos for our robotic arms! In this video you can see teach and report, augmented reality, gravity compensation, and impedance control gimbal for our robotic arms.

[ HEBI Robotics ]

This video showcases cutting-edge innovations and robotic demonstrations from the Reconfigurable Robotics Lab (RRL) at EPFL. As we are closing the semester, this event brings together the exciting progress and breakthroughs made by our researchers and students over the past months. In this video, you’ll experience a collection of exciting demonstrations, featuring the latest in reconfigurable, soft, and modular robotics, aimed at tackling real-world challenges.

[ EPFL Reconfigurable Robotics Lab ]

Humanoid robot companies are promising that humanoids will fast become our friends, colleagues, employees, and the backbone of our workforce. But how close are we to this reality? What are the key costs associated with operating a humanoid? Can companies deploy them profitably? Will humanoids take our jobs, and if so, what should we be doing to prepare?

[ Human Robot Interaction Podcast ]

According to Web of Science, there have been 1,147,069 publications from 2003 to 2023 that fell under their category of “Computer Science, Artificial Intelligence.” During the same time period, 217,507 publications fell under their “Robotics” category, about 1/5th of the volume. On top of that, Canada’s published Science, Technology, and Innovation Priorities has AI at the top of the “Technology Advanced Canada” list, but robotics is not even listed. AI has also engaged the public’s imagination more so than robotics with “AI” dominating Google Search trends compared to “robotics.” This has us questioning: “Is AI Skyrocketing while Robotics Inches Forward?”

[ Ingenuity Labs RAIS2024 Robotics Debate ]

Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion.

ROSCon 2024: 21–23 October 2024, ODENSE, DENMARK

ICSR 2024: 23–26 October 2024, ODENSE, DENMARK

Cybathlon 2024: 25–27 October 2024, ZURICH

Humanoids 2024: 22–24 November 2024, NANCY, FRANCE

Enjoy today’s videos!

One of the most venerable (and recognizable) mobile robots ever made, the Husky, has just gotten a major upgrade.

Shipping early next year.

[ Clearpath Robotics ]

MAB Robotics is developing legged robots for the inspection and maintenance of industrial infrastructure. One of the initial areas for deploying this technology is underground infrastructure, such as water and sewer canals. In these environments, resistance to factors like high humidity and working underwater is essential. To address these challenges, the MAB team has built a walking robot capable of operating fully submerged, based on exceptional self-developed robotics actuators. This innovation overcomes the limitations of current technologies, offering MAB’s first clients a unique service for trenchless inspection and maintenance tasks.

[ MAB Robotics ]

Thanks, Jakub!

The G1 robot can perform a standing long jump of up to 1.4 meters, possibly the longest jump ever achieved by a humanoid robot of its size in the world, standing only 1.32 meters tall.

[ Unitree Robotics ]

Apparently, you can print out a functional four-fingered hand on an inkjet.

[ UC Berkeley ]

We present SDS (``See it. Do it. Sorted’), a novel pipeline for intuitive quadrupedal skill learning from a single demonstration video leveraging the visual capabilities of GPT-4o. We validate our method on the Unitree Go1 robot, demonstrating its ability to execute variable skills such as trotting, bounding, pacing, and hopping, achieving high imitation fidelity and locomotion stability.

[ Robot Perception Lab, University College London ]

You had me at “3D desk octopus.”

[ UIST 2024 ACM Symposium on User Interface Software and Technology ]

Top-notch swag from Dusty Robotics

[ Dusty Robotics ]

I’m not sure how serious this shoes-versus-no-shoes test is, but it’s an interesting result nonetheless.

[ Robot Era ]

Thanks, Ni Tao!

Introducing TRON 1, the first multimodal biped robot! With its innovative “Three-in-One” modular design, TRON 1 can easily switch among Point-Foot, Sole, and Wheeled foot ends.

[ LimX Dynamics ]

Recent works in the robot-learning community have successfully introduced generalist models capable of controlling various robot embodiments across a wide range of tasks, such as navigation and locomotion. However, achieving agile control, which pushes the limits of robotic performance, still relies on specialist models that require extensive parameter tuning. To leverage generalist-model adaptability and flexibility while achieving specialist-level agility, we propose AnyCar, a transformer-based generalist dynamics model designed for agile control of various wheeled robots.

[ AnyCar ]

Discover the future of aerial manipulation with our untethered soft robotic platform with onboard perception stack! Presented at the 2024 Conference on Robot Learning, in Munich, this platform introduces autonomous aerial manipulation that works in both indoor and outdoor environments—without relying on costly off-board tracking systems.

[ Paper ] via [ ETH Zurich Soft Robotics Laboratory ]

Deploying perception modules for human-robot handovers is challenging because they require a high degree of reactivity, generalizability, and robustness to work reliably for diverse cases. Here, we show hardware handover experiments using our efficient and object-agnostic real-time tracking framework, specifically designed for human-to-robot handover tasks with legged manipulators.

[ Paper ] via [ ETH Zurich Robotic Systems Lab ]

Azi and Ameca are killing time, but Azi struggles being the new kid around. Engineered Arts desktop robots feature 32 actuators, 27 for facial control alone, and 5 for the neck. They include AI conversational ability including GPT-4o support, which makes them great robotic companions, even to each other. The robots are following a script for this video, using one of their many voices.

[ Engineered Arts ]

Plato automates carrying and transporting, giving your staff more time to focus on what really matters, improving their quality of life. With a straightforward setup that requires no markers or additional hardware, Plato is incredibly intuitive to use—no programming skills needed.

[ Aldebaran ]

This UPenn GRASP Lab seminar is from Antonio Loquercio, on “Simulation: What made us intelligent will make our robots intelligent.”

Simulation-to-reality transfer is an emerging approach that enables robots to develop skills in simulated environments before applying them in the real world. This method has catalyzed numerous advancements in robotic learning, from locomotion to agile flight. In this talk, I will explore simulation-to-reality transfer through the lens of evolutionary biology, drawing intriguing parallels with the function of the mammalian neocortex. By reframing this technique in the context of biological evolution, we can uncover novel research questions and explore how simulation-to-reality transfer can evolve from an empirically driven process to a scientific discipline.

[ University of Pennsylvania ]

Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion.

Humanoids 2024: 22–24 November 2024, NANCY, FRANCE

Enjoy today’s videos!

Swiss-Mile’s robot (which is really any robot that meets the hardware requirement to run their software) is faster than “most humans.” So what does that mean, exactly?

The winner here is Riccardo Rancan, who doesn’t look like he was trying especially hard—he’s the world champion in high-speed urban orienteering, which is a sport that I did not know existed but sounds pretty awesome.

[ Swiss-Mile ]

Thanks, Marko!

Oh good, we’re building giant fruit fly robots now.

But seriously, this is useful and important research because understanding the relationship between a nervous system and a bunch of legs can only be helpful as we ask more and more of legged robotic platforms.

[ Paper ]

Thanks, Clarus!

Watching humanoids get up off the ground will never not be fascinating.

[ Fourier ]

The Kepler Forerunner K2 represents the Gen 5.0 robot model, showcasing a seamless integration of the humanoid robot’s cerebral, cerebellar, and high-load body functions.

[ Kepler ]

Diffusion Forcing combines the strength of full-sequence diffusion models (like SORA) and next-token models (like LLMs), acting as either or a mix at sampling time for different applications without retraining.

[ MIT ]

Testing robot arms for space is no joke.

[ GITAI ]

Welcome to the Modular Robotics Lab (ModLab), a subgroup of the GRASP Lab and the Mechanical Engineering and Applied Mechanics Department at the University of Pennsylvania under the supervision of Prof. Mark Yim.

[ ModLab ]

This is much more amusing than it has any right to be.

[ Westwood Robotics ]

Let’s go for a walk with Adam at IROS’24!

[ PNDbotics ]

From Reachy 1 in 2023 to our newly launched Reachy 2, our grippers have been designed to enhance precision and dexterity in object manipulation. Some of the models featured in the video are prototypes used for various tests, showing the innovation behind the scenes.

[ Pollen ]

I’m not sure how else you’d efficiently spray the tops of trees? Drones seem like a no-brainer here.

[ SUIND ]

Presented at ICRA40 in Rotterdam, we show the challenges faced by mobile manipulation platforms in the field. We at CSIRO Robotics are working steadily towards a collaborative approach to tackle such challenging technical problems.

[ CSIRO ]

ABB is best known for arms, but it looks like they’re exploring AMRs (autonomous mobile robots) for warehouse operations now.

[ ABB ]

Howie Choset, Lu Li, and Victoria Webster-Wood of the Manufacturing Futures Institute explain their work to create specialized sensors that allow robots to “feel” the world around them.

[ CMU ]

Columbia Engineering Lecture Series in AI: “How Could Machines Reach Human-Level Intelligence?” by Yann LeCun.

Animals and humans understand the physical world, have common sense, possess a persistent memory, can reason, and can plan complex sequences of subgoals and actions. These essential characteristics of intelligent behavior are still beyond the capabilities of today’s most powerful AI architectures, such as Auto-Regressive LLMs.
I will present a cognitive architecture that may constitute a path towards human-level AI. The centerpiece of the architecture is a predictive world model that allows the system to predict the consequences of its actions. and to plan sequences of actions that that fulfill a set of objectives. The objectives may include guardrails that guarantee the system’s controllability and safety. The world model employs a Joint Embedding Predictive Architecture (JEPA) trained with self-supervised learning, largely by observation.

[ Columbia ]

Amazon's Black Friday sales event starts Friday, Nov. 22. Kurt the CyberGuy offers some tips on how to get the best deals on merchandise.

Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion.

Humanoids 2024: 22–24 November 2024, NANCY, FRANCE

Enjoy today’s videos!

We’re hoping to get more on this from Boston Dynamics, but if you haven’t seen it yet, here’s electric Atlas doing something productive (and autonomous!).

And why not do it in a hot dog costume for Halloween, too?

[ Boston Dynamics ]

Ooh, this is exciting! Aldebaran is getting ready to release a seventh generation of NAO!

[ Aldebaran ]

Okay I found this actually somewhat scary, but Happy Halloween from ANYbotics!

[ ANYbotics ]

Happy Halloween from the Clearpath!

[ Clearpath Robotics Inc. ]

Another genuinely freaky Happy Halloween, from Boston Dynamics!

[ Boston Dynamics ]

This “urban opera” by Compagnie La Machine took place last weekend in Toulouse, featuring some truly enormous fantastical robots.

[ Compagnie La Machine ]

Thanks, Thomas!

Impressive dismount from Deep Robotics’ DR01.

[ Deep Robotics ]

Cobot juggling from Daniel Simu.

[ Daniel Simu ]

Adaptive-morphology multirotors exhibit superior versatility and task-specific performance compared to traditional multirotors owing to their functional morphological adaptability. However, a notable challenge lies in the contrasting requirements of locking each morphology for flight controllability and efficiency while permitting low-energy reconfiguration. A novel design approach is proposed for reconfigurable multirotors utilizing soft multistable composite laminate airframes.

[ Environmental Robotics Lab paper ]

This is a pitching demonstration of new Torobo. New Torobo is lighter than the older version, enabling faster motion such as throwing a ball. The new model will be available in Japan in March 2025 and overseas from October 2025 onward.

[ Tokyo Robotics ]

I’m not sure what makes this “the world’s best robotic hand for manipulation research,” but it seems solid enough.

[ Robot Era ]

And now, picking a micro cat.

[ RoCogMan Lab ]

When Arvato’s Louisville, Ky. staff wanted a robotics system that could unload freight with greater speed and safety, Boston Dynamics’ Stretch robot stood out. Stretch is a first of its kind mobile robot designed specifically to unload boxes from trailers and shipping containers, freeing up employees to focus on more meaningful tasks in the warehouse. Arvato acquired its first Stretch system this year and the robot’s impact was immediate.

[ Boston Dynamics ]

NASA’s Perseverance Mars rover used its Mastcam-Z camera to capture the silhouette of Phobos, one of the two Martian moons, as it passed in front of the Sun on Sept. 30, 2024, the 1,285th Martian day, or sol, of the mission.

[ NASA ]

Students from Howard University, Moorehouse College, and Berea College joined University of Michigan robotics students in online Robotics 102 courses for the fall ‘23 and winter ‘24 semesters. The class is part of the distributed teaching collaborative, a co-teaching initiative started in 2020 aimed at providing cutting edge robotics courses for students who would normally not have access to at their current university.

[ University of Michigan Robotics ]

Discover the groundbreaking projects and cutting-edge technology at the Robotics and Automation Summer School (RASS) hosted by Los Alamos National Laboratory. In this exclusive behind-the-scenes video, students from top universities work on advanced robotics in disciplines such as AI, automation, machine learning, and autonomous systems.

[ Los Alamos National Laboratory ]

This week’s Carnegie Mellon University Robotics Institute Seminar is from Princeton University’s Anirudha Majumdar, on “Robots That Know When They Don’t Know.”

Foundation models from machine learning have enabled rapid advances in perception, planning, and natural language understanding for robots. However, current systems lack any rigorous assurances when required to generalize to novel scenarios. For example, perception systems can fail to identify or localize unfamiliar objects, and large language model (LLM)-based planners can hallucinate outputs that lead to unsafe outcomes when executed by robots. How can we rigorously quantify the uncertainty of machine learning components such that robots know when they don’t know and can act accordingly?

[ Carnegie Mellon University Robotics Institute ]

Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion.

Humanoids 2024: 22–24 November 2024, NANCY, FRANCE

Enjoy today’s videos!

Just when I thought quadrupeds couldn’t impress me anymore...

[ Unitree Robotics ]

Researchers at Meta FAIR are releasing several new research artifacts that advance robotics and support our goal of reaching advanced machine intelligence (AMI). These include Meta Sparsh, the first general-purpose encoder for vision-based tactile sensing that works across many tactile sensors and many tasks; Meta Digit 360, an artificial fingertip-based tactile sensor that delivers detailed touch data with human-level precision and touch-sensing; and Meta Digit Plexus, a standardized platform for robotic sensor connections and interactions that enables seamless data collection, control and analysis over a single cable.

[ Meta ]

The first bimanual Torso created at Clone includes an actuated elbow, cervical spine (neck), and anthropomorphic shoulders with the sternoclavicular, acromioclavicular, scapulothoracic and glenohumeral joints. The valve matrix fits compactly inside the ribcage. Bimanual manipulation training is in progress.

[ Clone Inc. ]

Equipped with a new behavior architecture, Nadia navigates and traverses many types of doors autonomously. Nadia also demonstrates robustness to failed grasps and door opening attempts by automatically retrying and continuing. We present the robot with pull and push doors, four types of opening mechanisms, and even spring-loaded door closers. A deep neural network and door plane estimator allow Nadia to identify and track the doors.

[ Paper preprint by authors from Florida Institute for Human and Machine Cognition ]

Thanks, Duncan!

In this study, we integrate the musculoskeletal humanoid Musashi with the wire-driven robot CubiX, capable of connecting to the environment, to form CubiXMusashi. This combination addresses the shortcomings of traditional musculoskeletal humanoids and enables movements beyond the capabilities of other humanoids. CubiXMusashi connects to the environment with wires and drives by winding them, successfully achieving movements such as pull-up, rising from a lying pose, and mid-air kicking, which are difficult for Musashi alone.

[ CubiXMusashi, JSK Robotics Laboratory, University of Tokyo ]

Thanks, Shintaro!

An old boardwalk seems like a nightmare for any robot with flat feet.

[ Agility Robotics ]

This paper presents a novel learning-based control framework that uses keyframing to incorporate high-level objectives in natural locomotion for legged robots. These high-level objectives are specified as a variable number of partial or complete pose targets that are spaced arbitrarily in time. Our proposed framework utilizes a multi-critic reinforcement learning algorithm to effectively handle the mixture of dense and sparse rewards. In the experiments, the multi-critic method significantly reduces the effort of hyperparameter tuning compared to the standard single-critic alternative. Moreover, the proposed transformer-based architecture enables robots to anticipate future goals, which results in quantitative improvements in their ability to reach their targets.

[ Disney Research paper ]

Human-like walking where that human is the stompiest human to ever human its way through Humanville.

[ Engineai ]

We present the first static-obstacle avoidance method for quadrotors using just an onboard, monocular event camera. Quadrotors are capable of fast and agile flight in cluttered environments when piloted manually, but vision-based autonomous flight in unknown environments is difficult in part due to the sensor limitations of traditional onboard cameras. Event cameras, however, promise nearly zero motion blur and high dynamic range, but produce a large volume of events under significant ego-motion and further lack a continuous-time sensor model in simulation, making direct sim-to-real transfer not possible.

[ Paper University of Pennsylvania and University of Zurich ]

Cross-embodiment imitation learning enables policies trained on specific embodiments to transfer across different robots, unlocking the potential for large-scale imitation learning that is both cost-effective and highly reusable. This paper presents LEGATO, a cross-embodiment imitation learning framework for visuomotor skill transfer across varied kinematic morphologies. We introduce a handheld gripper that unifies action and observation spaces, allowing tasks to be defined consistently across robots.

[ LEGATO ]

The 2024 Xi’an Marathon has kicked off! STAR1, the general-purpose humanoid robot from Robot Era, joins runners in this ancient yet modern city for an exciting start!

[ Robot Era ]

In robotics, there are valuable lessons for students and mentors alike. Watch how the CyberKnights, a FIRST robotics team champion sponsored by RTX, with the encouragement of their RTX mentor, faced challenges after a poor performance and scrapped its robot to build a new one in just nine days.

[ CyberKnights ]

In this special video, PAL Robotics takes you behind the scenes of our 20th-anniversary celebration, a memorable gathering with industry leaders and visionaries from across robotics and technology. From inspiring speeches to milestone highlights, the event was a testament to our journey and the incredible partnerships that have shaped our path.

[ PAL Robotics ]

Thanks, Rugilė!

Together, Melinda Watpool and Lucas Bahdi add a heavy dose of Canadian content to the undercard of next Friday's megawatt showdown between Mike Tyson and Jake Paul, which could become the most-viewed boxing event in history.

There is already a bunch of early Black Friday deals to check out, but if you're on the lookout for a great set of wireless headphones for yourself or a loved one, here's one that's absolutely worth your attention. Sony's WH-1000XM5 headphones have dropped to $298. That's a $102 discount.

This isn't quite the lowest price we've seen for the over-ear XM5s. They dropped to $280 at one point earlier this year. However, the headphones haven't gone back down to that point since, and this is still a great deal.

The XM5s are our pick for the best wireless headphones overall. We've long been recommending Sony's 1000X line and this is the best iteration to date. They earned a score of 95 in our review.

The redesigned headphones are much more comfortable to wear for extended periods than previous models. Sony has improved the active noise cancellation (ANC) feature as well, thanks to the addition of a new chip and four more microphones. We feel that the company's current flagship headphones do a better job of blocking out high frequencies and background noise (and even human voices) than the XM4s.

The XM5s can switch between noise modes depending on your location or activity, and they can pause audio automatically when you start speaking. They deliver better call quality than rival models and, in general, you'll get clear, crisp sound, including punchy bass. You won't need to charge the XM5s too often either, as they have a 30-hour battery life.

Check out all of the latest Black Friday and Cyber Monday deals here.

If you're looking for an excellent midrange smartphone for yourself or a loved one among all the early Black Friday deals, your search may be over. Google's Pixel 8a is on sale. It has dropped by $100 to $399.

That's not quite the lowest price we've seen for the handset. It fell to $380 at one point. But this is still a good deal if you're looking for a great phone that won't break the bank. This price is for a configuration with 128GB of storage, but 256GB models are also $100 off at $459.

The Pixel 8a is our pick for the best midrange smartphone overall. We gave it a score of 90 in our review.

Thanks to Google's inclusion of the Tensor G3 chip, the Pixel 8a supports many of the same AI features that you'll find on flagship Pixel devices. We feel that the cameras are excellent, while that 6.1-inch 120Hz OLED display sure looks pretty.

The Pixel 8a has great battery life too. It lasted for 20 hours and 29 minutes in our video rundown test, actually beating out the Pixel 8 by 13 minutes. On the downside, wireless charging is pretty slow as it maxes out at 7.5W.

The bezels are a little thicker than you might like too, but otherwise the design is fairly slick. Another plus point is that the Pixel 8a is IP67-rated for dust and water resistance, so it should be somewhat durable.

Check out all of the latest Black Friday and Cyber Monday deals here.

Black Friday is right around the corner and the deals are already coming in hot. You can pick up a four-pack of Apple AirTags for just $70, as an early Black Friday promotion. This is a discount of 30 percent and represents a record low price.

Apple AirTags easily made our list of the best Bluetooth trackers, particularly for regular iPhone users. We love the vast finding network, which really helps when you misplace a tag. Just think of all of those AirTags, iPhones and other Apple devices out there helping to create this network.

Apple AirTags also offer the ability to tap into the ultra-wideband (UWB) wireless protocol. This creates a sort of game out of finding lost items, as long as the object is within 25 feet of the phone. The screen will display directional arrows and a distance meter so you can zero in on the lost item without having to ring the AirTag.

There are some caveats. These trackers only really work with iPhones, so Android users should buy something else. Also, the ringer only goes for seven seconds at a time, which isn’t always enough time to track something down. Finally, there’s no attachment point for connecting to a keychain or a related item. However, there are plenty of good AirTag accessories to solve that problem.

Check out all of the latest Black Friday and Cyber Monday deals here.

The winter holidays are upon us and despite the festive feelings we might be hoping for, this time of year is often paired with increased stress, worry and anxiety. Fortunately, there are some great tools for helping to manage those negative emotions while promoting positive ones. One of those tools is the Headspace mental health app, which is running a three-week Black Friday deal. From November 12 through December 4, you can snag a Headspace annual plan for half off. This subscription normally costs $70 a year, but during this promotion, you can access the service for $35 billed annually. And what better time than the holiday chaos to gift someone (or heck, to gift yourself) a little bit of mindfulness?

Headspace's service has features to help users with meditation, sleep tools, mindfulness and general mental health. Its holistic approach made Headspace stand out as one of our top picks for meditation apps. Reviewer Lawrence Bonk appreciated how well Headspace created progression across its courses, as well as the chance to pick from different instructors so that any user can find the meditation guidance that will work best for their individual brains. This app is also getting the AI treatment. Headspace has introduced an AI companion named Ebb that can help users by recommending meditations and activities to best match their current challenges. 

Since this is a year-long subscription, it's a gift that keeps on giving for whoever you choose to buy this plan for. Having a happier brain is a present anyone can appreciate.

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Black Friday may technically just be one day, but it’s evolved to consume the entire month of November in the US at this point. For the past few years, retailers like Amazon, Walmart and Target have ushered in the holiday shopping season earlier and earlier, and this year is no different.

Early Black Friday deals are already here, bringing discounts to some of our favorite tech we’ve tested this year. While it’s still advisable to wait until the week before Thanksgiving to ensure you’re getting the best of the best deals, you have plenty of opportunities to save right now if you’re eager to get a jump on your gift list this year. These are the best early Black Friday deals we could find; we’ll be updating this post regularly throughout November, so check back for the latest discounts.

Engadget's top picks

• Apple AirTags (four-pack) for $70 ($30 off)

• Apple MagSafe charger pad for $25 ($14 off)

• Apple iPad (9th gen) for $200 ($129 off)

• Dyson V11 cordless vacuum cleaner for $400 ($170 off)

• Anker MagGo 3-in-1 foldable charging station for $82.50 (25 percent off with coupon)

• Fitbit Charge 6 fitness tracker for $100 ($60 off)

• Xbox Series X (1TB) with extra controller for $490 ($110 off)

• Headspace annual plan for $35 ($35 off)

The best early Black Friday deals

Apple Black Friday deals

• Apple AirTags (four-pack) for $70 ($30 off): These are the Bluetooth trackers to get if you have an iPhone, and they allow you to keep track of your keys, wallet and other belongings from within the Find My app. Just make sure to pick up an AirTag holder or case if you plan on using them with your keys.

• Apple MagSafe charger pad for $25 ($14 off): Apple's newest MagSafe charger provides up to 25W of fast-charging power to iPhone 16 handsets when paired with a 30W or 35W adapter. It works with older iPhones too, of course, and will provide that satisfying magnetic snap with the latest Apple smartphones (and AirPods, too).

• Apple iPad (9th gen) for $200 ($129 off): Apple discontinued this model with the release of the new iPad Pro and Air models earlier this year. In what's likely an effort to get rid of current stock, the price is down to a new record low of $200. The 9th generation iPad is the former budget pick in our guide to the best Apple tablets and will serve well as a casual browsing, streaming and game playing machine. 

• Apple MacBook Air (M3, 13-inch) fore $899 ($200 off): The latest MacBook Air is our top pick for the best laptop for most people, and this model has 16GB of RAM built in — double the previous base amount.

• Apple 2024 M4 iMac desktop computer for $1,204 ($95 off): Apple just released the refreshed iMac last month, and now the silver model is $85 off and down to $1,214 at Amazon. It has the latest Apple silicon, the M4 system on a chip that gives it a speed boost and enables the new Apple Intelligence features in macOS Sequoia. 

Anker Black Friday deals

• Anker MagGo 3-in-1 foldable charging station for $82.50 (25 percent off with coupon): This Qi2 charging station supports up to 15W of power output and can charge an iPhone, Apple Watch and a pair of AirPods all at once. It also comes with a 40W USB-C charger and connecting cable, so you get everything you need to use it in the box.

• Anker 10K MagGo power bank for $70 ($20 off, Prime exclusive): This is one of our top picks for the best power banks you can buy today thanks to its versatile capacity, speedy Qi2 charging capabilities, clear screen that shows remaining battery power and its built-in kickstand.

• Anker 3-in-1 10K portable charger for $36 ($9 off, Prime exclusive): A top pick in our best power banks guide, this 10K brick has a built-in USB-C cable so you don't need to remember to bring one with you, plus it has an extra USB-C port for charging other devices.

• Anker Prime Power Bank 200W with charging base for $110 ($75 off): This high-capacity power bank is one of our favorites thanks to its speedy charging performance, onboard display which shows how much juice is flowing to each connected device and the included charging station that provides a neat space for the brick to live when you're not using it.

• Anker Soundcore Space A40 for $44.25 ($35.75 off): The Space A40 is the longtime top pick in our guide to the best budget earbuds, as it delivers the kind of robust feature set we expect from pairs that cost three times as much. Call quality isn't the best, and it won't auto-pause when you take out an earbud, but its warm sound, powerful ANC, eight-ish hours of battery life and comfy design all impress for the money. This deal ties the lowest price we've seen — it's only available to Prime subscribers at Amazon, but you can also grab it at Anker's online store with an on-page coupon.

• Anker Soundcore Motion+ for $75 at Amazon ($25 off with coupon): We recommend the Soundcore Motion+ in our guide to the best portable Bluetooth speakers. While it isn't especially light or compact, it pumps out a more spacious sound than most speakers in its price range, it's waterproof and it lasts a decent 12 to 15 hours per charge. We've seen this discount a few times before, but it comes within a few bucks of the lowest price we've tracked. Also at Anker's online store with an on-page coupon.

Google Black Friday deals

• Fitbit Charge 6 fitness tracker for $100 ($60 off): Our top pick for the best fitness tracker, the Charge 6 has a comfortable design, built-in GPS and heart rate monitors and 20 exercise modes ready to be tracked.

• Google Pixel Watch 3 for $280 ($70 off): Google's latest smartwatch is down to an all time low price. This is the model we recommend for anyone with an Android phone in our guide to the best smartwatches and it earned an 84 in our review. It detects workouts quickly, has an extra long battery life and is one of the more attractive smartwatches on the market. The deal applies to the 41mm size with GPS only but the larger and cellular-enabled models are on sale too. Also at Best Buy and Target.

• Google Pixel 8a for $399 ($100 off): This is the best midrange smartphone on the market right now thanks to its solid performance, 120Hz OLED touchscreen and excellent camera array. The standard Pixel 8 is also on sale for $449.

• Google Nest Indoor security camera (wired) for $70 ($30 off): Google's security camera can tell the difference between people, animals and vehicles while it's monitoring your home, and it supports 1080p video, night vision and two-way audio.

• Google Nest Wi-Fi Pro 6E (three-pack) for $279 ($120 off): We consider the Nest Wi-Fi Pro mesh system to be one of the easiest for folks who have never installed their own router, and the three-pack provides coverage for up to 6,600 square feet. Also available at Google.

Black Friday subscription deals

• Audible Premium Plus (3-month) for $1 ($29 off): Those who don't currently subscribe to Audible can get three months of the audiobook service's Premium Plus plan for $1. Normally, the service costs $15 per month after a 30-day free trial. As a refresher, Premium Plus is Audible's upper tier: In addition to giving access the full Audible Plus library, it lets you keep one title from a curated selection of audiobooks each month. We wouldn't call it essential, but if you've been on the fence, this is a good way to see if it'd work for you. Just note that the plan will auto-renew until you cancel.

• Headspace annual plan for $35 ($35 off): Our top pick for the best meditation app has tons of courses that address specific anxieties and worries, a good in-app search engine that makes it easy to find the right meditation you need and additional yoga routines, podcasts and music sessions to try out.

• ExpressVPN two-year plan plus six extra months for $150 (82 percent off): Our top pick for best VPN for travelers provides access to tons of servers and had some of the fastest connections of any VPN service we tested. In addition to a VPN, this subscription tier gives you access to an ad blocker and password manager.

Black Friday tech deals

• LG 65-inch B3 OLED smart TV for $998 ($301 off): This OLED TV has a 120Hz refresh rate, LG's a7 AI processor Gen 6, and support for NVIDIA G-Sync, AMD FreeSync Premium and VRR for an even better gaming experience.

• Xbox Series X (1TB) with extra controller for $490 ($110 off): This bundle includes a total of two Xbox wireless controllers with the Series X console, and the built-in 1TB SSD is a good starting point for most gamers.

• Blink Outdoor 4 (6-pack) for $180 ($300 off): The Outdoor 4 is a wireless, IP65-rated outdoor security camera we highlight in our guide to the best smart home gadgets. It captures decent (if not class-leading) 1080p video, it's relatively painless to install and it supports features like night vision, motion alerts, local storage and two-way talking. The catch is that it locks things like person detection and cloud storage behind a subscription plan. Still, it's a solid value on balance, and this deal furthers that. We've seen this price on a six-camera bundle for a few weeks, but it's still an all-time low. An eight-camera pack is also on sale for $250, another low.

• Amazon Fire HD 10 for $75 ($65 off): No Fire HD tablet comes close to matching the performance, build quality and app support of an iPad, but they're significantly more affordable, and they still work well enough if all you need is something for casual streaming, e-reading and web browsing. At this price, the 10.1-inch Fire HD 10 is likely a better value than the smaller Fire HD 8, as it has a sharper display, it's a tick faster and it can last slightly longer on a charge. Just be ready to deal with a bunch of ads for Amazon's own apps and services. This discount ties an all-time low, and it's also available at Best Buy and Target.

• Samsung Music Frame for $248 ($150 off): This unique smart speaker can show art or your own photos while it plays music, and it can sync with your Samsung TV speakers. Also available at Full Article