Feed aggregator



The future of human habitation in the sea is taking shape in an abandoned quarry on the border of Wales and England. There, the ocean-exploration organization Deep has embarked on a multiyear quest to enable scientists to live on the seafloor at depths up to 200 meters for weeks, months, and possibly even years.

“Aquarius Reef Base in St. Croix was the last installed habitat back in 1987, and there hasn’t been much ground broken in about 40 years,” says Kirk Krack, human diver performance lead at Deep. “We’re trying to bring ocean science and engineering into the 21st century.”

This article is part of our special report Top Tech 2025.

Deep’s agenda has a major milestone this year—the development and testing of a small, modular habitat called Vanguard. This transportable, pressurized underwater shelter, capable of housing up to three divers for periods ranging up to a week or so, will be a stepping stone to a more permanent modular habitat system—known as Sentinel—that is set to launch in 2027. “By 2030, we hope to see a permanent human presence in the ocean,” says Krack. All of this is now possible thanks to an advanced 3D printing-welding approach that can print these large habitation structures.

How would such a presence benefit marine science? Krack runs the numbers for me: “With current diving at 150 to 200 meters, you can only get 10 minutes of work completed, followed by 6 hours of decompression. With our underwater habitats we’ll be able to do seven years’ worth of work in 30 days with shorter decompression time. More than 90 percent of the ocean’s biodiversity lives within 200 meters’ depth and at the shorelines, and we only know about 20 percent of it.” Understanding these undersea ecosystems and environments is a crucial piece of the climate puzzle, he adds: The oceans absorb nearly a quarter of human-caused carbon dioxide and roughly 90 percent of the excess heat generated by human activity.

Underwater Living Gets the Green Light This Year

Deep is looking to build an underwater life-support infrastructure that features not just modular habitats but also training programs for the scientists who will use them. Long-term habitation underwater involves a specialized type of activity called saturation diving, so named because the diver’s tissues become saturated with gases, such as nitrogen or helium. It has been used for decades in the offshore oil and gas sectors but is uncommon in scientific diving, outside of the relatively small number of researchers fortunate enough to have spent time in Aquarius. Deep wants to make it a standard practice for undersea researchers.

The first rung in that ladder is Vanguard, a rapidly deployable, expedition-style underwater habitat the size of a shipping container that can be transported and supplied by a ship and house three people down to depths of about 100 meters. It is set to be tested in a quarry outside of Chepstow, Wales, in the first quarter of 2025.

The Vanguard habitat, seen here in an illustrator’s rendering, will be small enough to be transportable and yet capable of supporting three people at a maximum depth of 100 meters.Deep

The plan is to be able to deploy Vanguard wherever it’s needed for a week or so. Divers will be able to work for hours on the seabed before retiring to the module for meals and rest.

One of the novel features of Vanguard is its extraordinary flexibility when it comes to power. There are currently three options: When deployed close to shore, it can connect by cable to an onshore distribution center using local renewables. Farther out at sea, it could use supply from floating renewable-energy farms and fuel cells that would feed Vanguard via an umbilical link, or it could be supplied by an underwater energy-storage system that contains multiple batteries that can be charged, retrieved, and redeployed via subsea cables.

The breathing gases will be housed in external tanks on the seabed and contain a mix of oxygen and helium that will depend on the depth. In the event of an emergency, saturated divers won’t be able to swim to the surface without suffering a life-threatening case of decompression illness. So, Vanguard, as well as the future Sentinel, will also have backup power sufficient to provide 96 hours of life support, in an external, adjacent pod on the seafloor.

Data gathered from Vanguard this year will help pave the way for Sentinel, which will be made up of pods of different sizes and capabilities. These pods will even be capable of being set to different internal pressures, so that different sections can perform different functions. For example, the labs could be at the local bathymetric pressure for analyzing samples in their natural environment, but alongside those a 1-atmosphere chamber could be set up where submersibles could dock and visitors could observe the habitat without needing to equalize with the local pressure.

As Deep sees it, a typical configuration would house six people—each with their own bedroom and bathroom. It would also have a suite of scientific equipment including full wet labs to perform genetic analyses, saving days by not having to transport samples to a topside lab for analysis.

“By 2030, we hope to see a permanent human presence in the ocean,” says one of the project’s principals

A Sentinel configuration is designed to go for a month before needing a resupply. Gases will be topped off via an umbilical link from a surface buoy, and food, water, and other supplies would be brought down during planned crew changes every 28 days.

But people will be able to live in Sentinel for months, if not years. “Once you’re saturated, it doesn’t matter if you’re there for six days or six years, but most people will be there for 28 days due to crew changes,” says Krack.

Where 3D Printing and Welding Meet

It’s a very ambitious vision, and Deep has concluded that it can be achieved only with advanced manufacturing techniques. Deep’s manufacturing arm, Deep Manufacturing Labs (DML), has come up with an innovative approach for building the pressure hulls of the habitat modules. It’s using robots to combine metal additive manufacturing with welding in a process known as wire-arc additive manufacturing. With these robots, metal layers are built up as they would be in 3D printing, but the layers are fused together via welding using a metal-inert-gas torch.

At Deep’s base of operations at a former quarry in Tidenham, England, resources include two Triton 3300/3 MK II submarines. One of them is seen here at Deep’s floating “island” dock in the quarry. Deep

During a tour of the DML, Harry Thompson, advanced manufacturing engineering lead, says, “We sit in a gray area between welding and additive process, so we’re following welding rules, but for pressure vessels we [also] follow a stress-relieving process that is applicable for an additive component. We’re also testing all the parts with nondestructive testing.”

Each of the robot arms has an operating range of 2.8 by 3.2 meters, but DML has boosted this area by means of a concept it calls Hexbot. It’s based on six robotic arms programmed to work in unison to create habitat hulls with a diameter of up to 6.1 meters. The biggest challenge with creating the hulls is managing the heat during the additive process to keep the parts from deforming as they are created. For this, DML is relying on the use of heat-tolerant steels and on very precisely optimized process parameters.

Engineering Challenges for Long-Term Habitation

Besides manufacturing, there are other challenges that are unique to the tricky business of keeping people happy and alive 200 meters underwater. One of the most fascinating of these revolves around helium. Because of its narcotic effect at high pressure, nitrogen shouldn’t be breathed by humans at depths below about 60 meters. So, at 200 meters, the breathing mix in the habitat will be 2 percent oxygen and 98 percent helium. But because of its very high thermal conductivity, “we need to heat helium to 31–32 °C to get a normal 21–22 °C internal temperature environment,” says Rick Goddard, director of engineering at Deep. “This creates a humid atmosphere, so porous materials become a breeding ground for mold”.

There are a host of other materials-related challenges, too. The materials can’t emit gases, and they must be acoustically insulating, lightweight, and structurally sound at high pressures.

Deep’s proving grounds are a former quarry in Tidenham, England, that has a maximum depth of 80 meters. Deep

There are also many electrical challenges. “Helium breaks certain electrical components with a high degree of certainty,” says Goddard. “We’ve had to pull devices to pieces, change chips, change [printed circuit boards], and even design our own PCBs that don’t off-gas.”

The electrical system will also have to accommodate an energy mix with such varied sources as floating solar farms and fuel cells on a surface buoy. Energy-storage devices present major electrical engineering challenges: Helium seeps into capacitors and can destroy them when it tries to escape during decompression. Batteries, too, develop problems at high pressure, so they will have to be housed outside the habitat in 1-atmosphere pressure vessels or in oil-filled blocks that prevent a differential pressure inside.

Is it Possible to Live in the Ocean for Months or Years?

When you’re trying to be the SpaceX of the ocean, questions are naturally going to fly about the feasibility of such an ambition. How likely is it that Deep can follow through? At least one top authority, John Clarke, is a believer. “I’ve been astounded by the quality of the engineering methods and expertise applied to the problems at hand and I am enthusiastic about how DEEP is applying new technology,” says Clarke, who was lead scientist of the U.S. Navy Experimental Diving Unit. “They are advancing well beyond expectations…. I gladly endorse Deep in their quest to expand humankind’s embrace of the sea.”



The future of human habitation in the sea is taking shape in an abandoned quarry on the border of Wales and England. There, the ocean-exploration organization Deep has embarked on a multiyear quest to enable scientists to live on the seafloor at depths up to 200 meters for weeks, months, and possibly even years.

“Aquarius Reef Base in St. Croix was the last installed habitat back in 1987, and there hasn’t been much ground broken in about 40 years,” says Kirk Krack, human diver performance lead at Deep. “We’re trying to bring ocean science and engineering into the 21st century.”

This article is part of our special report Top Tech 2025.

Deep’s agenda has a major milestone this year—the development and testing of a small, modular habitat called Vanguard. This transportable, pressurized underwater shelter, capable of housing up to three divers for periods ranging up to a week or so, will be a stepping stone to a more permanent modular habitat system—known as Sentinel—that is set to launch in 2027. “By 2030, we hope to see a permanent human presence in the ocean,” says Krack. All of this is now possible thanks to an advanced 3D printing-welding approach that can print these large habitation structures.

How would such a presence benefit marine science? Krack runs the numbers for me: “With current diving at 150 to 200 meters, you can only get 10 minutes of work completed, followed by 6 hours of decompression. With our underwater habitats we’ll be able to do seven years’ worth of work in 30 days with shorter decompression time. More than 90 percent of the ocean’s biodiversity lives within 200 meters’ depth and at the shorelines, and we only know about 20 percent of it.” Understanding these undersea ecosystems and environments is a crucial piece of the climate puzzle, he adds: The oceans absorb nearly a quarter of human-caused carbon dioxide and roughly 90 percent of the excess heat generated by human activity.

Underwater Living Gets the Green Light This Year

Deep is looking to build an underwater life-support infrastructure that features not just modular habitats but also training programs for the scientists who will use them. Long-term habitation underwater involves a specialized type of activity called saturation diving, so named because the diver’s tissues become saturated with gases, such as nitrogen or helium. It has been used for decades in the offshore oil and gas sectors but is uncommon in scientific diving, outside of the relatively small number of researchers fortunate enough to have spent time in Aquarius. Deep wants to make it a standard practice for undersea researchers.

The first rung in that ladder is Vanguard, a rapidly deployable, expedition-style underwater habitat the size of a shipping container that can be transported and supplied by a ship and house three people down to depths of about 100 meters. It is set to be tested in a quarry outside of Chepstow, Wales, in the first quarter of 2025.

The Vanguard habitat, seen here in an illustrator’s rendering, will be small enough to be transportable and yet capable of supporting three people at a maximum depth of 100 meters.Deep

The plan is to be able to deploy Vanguard wherever it’s needed for a week or so. Divers will be able to work for hours on the seabed before retiring to the module for meals and rest.

One of the novel features of Vanguard is its extraordinary flexibility when it comes to power. There are currently three options: When deployed close to shore, it can connect by cable to an onshore distribution center using local renewables. Farther out at sea, it could use supply from floating renewable-energy farms and fuel cells that would feed Vanguard via an umbilical link, or it could be supplied by an underwater energy-storage system that contains multiple batteries that can be charged, retrieved, and redeployed via subsea cables.

The breathing gases will be housed in external tanks on the seabed and contain a mix of oxygen and helium that will depend on the depth. In the event of an emergency, saturated divers won’t be able to swim to the surface without suffering a life-threatening case of decompression illness. So, Vanguard, as well as the future Sentinel, will also have backup power sufficient to provide 96 hours of life support, in an external, adjacent pod on the seafloor.

Data gathered from Vanguard this year will help pave the way for Sentinel, which will be made up of pods of different sizes and capabilities. These pods will even be capable of being set to different internal pressures, so that different sections can perform different functions. For example, the labs could be at the local bathymetric pressure for analyzing samples in their natural environment, but alongside those a 1-atmosphere chamber could be set up where submersibles could dock and visitors could observe the habitat without needing to equalize with the local pressure.

As Deep sees it, a typical configuration would house six people—each with their own bedroom and bathroom. It would also have a suite of scientific equipment including full wet labs to perform genetic analyses, saving days by not having to transport samples to a topside lab for analysis.

“By 2030, we hope to see a permanent human presence in the ocean,” says one of the project’s principals

A Sentinel configuration is designed to go for a month before needing a resupply. Gases will be topped off via an umbilical link from a surface buoy, and food, water, and other supplies would be brought down during planned crew changes every 28 days.

But people will be able to live in Sentinel for months, if not years. “Once you’re saturated, it doesn’t matter if you’re there for six days or six years, but most people will be there for 28 days due to crew changes,” says Krack.

Where 3D Printing and Welding Meet

It’s a very ambitious vision, and Deep has concluded that it can be achieved only with advanced manufacturing techniques. Deep’s manufacturing arm, Deep Manufacturing Labs (DML), has come up with an innovative approach for building the pressure hulls of the habitat modules. It’s using robots to combine metal additive manufacturing with welding in a process known as wire-arc additive manufacturing. With these robots, metal layers are built up as they would be in 3D printing, but the layers are fused together via welding using a metal-inert-gas torch.

At Deep’s base of operations at a former quarry in Tidenham, England, resources include two Triton 3300/3 MK II submarines. One of them is seen here at Deep’s floating “island” dock in the quarry. Deep

During a tour of the DML, Harry Thompson, advanced manufacturing engineering lead, says, “We sit in a gray area between welding and additive process, so we’re following welding rules, but for pressure vessels we [also] follow a stress-relieving process that is applicable for an additive component. We’re also testing all the parts with nondestructive testing.”

Each of the robot arms has an operating range of 2.8 by 3.2 meters, but DML has boosted this area by means of a concept it calls Hexbot. It’s based on six robotic arms programmed to work in unison to create habitat hulls with a diameter of up to 6.1 meters. The biggest challenge with creating the hulls is managing the heat during the additive process to keep the parts from deforming as they are created. For this, DML is relying on the use of heat-tolerant steels and on very precisely optimized process parameters.

Engineering Challenges for Long-Term Habitation

Besides manufacturing, there are other challenges that are unique to the tricky business of keeping people happy and alive 200 meters underwater. One of the most fascinating of these revolves around helium. Because of its narcotic effect at high pressure, nitrogen shouldn’t be breathed by humans at depths below about 60 meters. So, at 200 meters, the breathing mix in the habitat will be 2 percent oxygen and 98 percent helium. But because of its very high thermal conductivity, “we need to heat helium to 31–32 °C to get a normal 21–22 °C internal temperature environment,” says Rick Goddard, director of engineering at Deep. “This creates a humid atmosphere, so porous materials become a breeding ground for mold”.

There are a host of other materials-related challenges, too. The materials can’t emit gases, and they must be acoustically insulating, lightweight, and structurally sound at high pressures.

Deep’s proving grounds are a former quarry in Tidenham, England, that has a maximum depth of 80 meters. Deep

There are also many electrical challenges. “Helium breaks certain electrical components with a high degree of certainty,” says Goddard. “We’ve had to pull devices to pieces, change chips, change [printed circuit boards], and even design our own PCBs that don’t off-gas.”

The electrical system will also have to accommodate an energy mix with such varied sources as floating solar farms and fuel cells on a surface buoy. Energy-storage devices present major electrical engineering challenges: Helium seeps into capacitors and can destroy them when it tries to escape during decompression. Batteries, too, develop problems at high pressure, so they will have to be housed outside the habitat in 1-atmosphere pressure vessels or in oil-filled blocks that prevent a differential pressure inside.

Is it Possible to Live in the Ocean for Months or Years?

When you’re trying to be the SpaceX of the ocean, questions are naturally going to fly about the feasibility of such an ambition. How likely is it that Deep can follow through? At least one top authority, John Clarke, is a believer. “I’ve been astounded by the quality of the engineering methods and expertise applied to the problems at hand and I am enthusiastic about how DEEP is applying new technology,” says Clarke, who was lead scientist of the U.S. Navy Experimental Diving Unit. “They are advancing well beyond expectations…. I gladly endorse Deep in their quest to expand humankind’s embrace of the sea.”



2024 was the best year ever for robotics, which I’m pretty sure is not something that I’ve ever said before. But that’s the great thing about robotics—it’s always new, and it’s always exciting. What may be different about this year is the real sense that not only is AI going to change everything about robots, but that it will somehow make robots useful and practical and commercially viable. Is that true? Nobody knows yet! But it means that 2025 might actually be the best year ever for robotics, if you’ve ever wanted a robot to help you out at home or at work.

So as we look forward to 2025, here are some of our most interesting and impactful stories of the past year. And as always, thanks for reading!

1. Figure Raises $675M for Its Humanoid Robot Development

Figure

This announcement from back in February is pretty much what set the tone for robotics in 2024. Figure’s Series B raise valued the company at a bonkers US $2.6 billion, and all of a sudden, humanoids were where it’s at. And by “it,” I mean everything, from funding to talent to breathless media coverage. The big question of 2024 was whether or not humanoids would be able to deliver on their promises, and that’s shaping up to be the big question of 2025, too.

2. Hello, Electric Atlas

Boston Dynamics

It didn’t take long for legendary robotics company Boston Dynamics to make it clear that they’re not going to be left behind when it comes to commercial humanoids. For a company that has been leading humanoid research longer than just about anyone but has bounced around from owner to owner over the last 10 years, we were a little unsure whether Atlas would ever be more than a research platform. But the new all-electric Atlas is designed for work, and we saw it get busy in 2024.

3. Farewell, Hydraulic Atlas

Boston Dynamics

As much as we’re excited for the new Atlas, the old hydraulic Atlas will always have a special place in our hearts. We’ve been through so much together, from the DRC to parkour to dancing. Electric robots are great and all, and I understand why they’re necessary for commercial applications, but all of that hydraulic power meant that hydraulic Atlas was able to move in dynamic ways that we may not see again for a very long time.

4. Nvidia Announces GR00T

Nvidia

So we’ve got all these humanoid robots now with all this impressive hardware, but the really hard part (or one of them, anyway) is getting those robots to actually do something commercially useful in a safe and reliable way. Is training in simulation the answer? I don’t know, but NVIDIA sure thinks so, and they’ve made a huge commitment by investing in GR00T, a “general-purpose foundation model for humanoid robots.” And what does that mean, exactly? Nobody’s quite sure yet, but with NVIDIA behind it that’s enough to make the entire industry pay attention.

5. Is It Autonomous?

Evan Ackerman

With all the attention on humanoid robots right now, it’s critical to be able to separate real progress from hype. Unfortunately, there are all kinds of ways of cheating with robots. And there’s really nothing wrong with cheating with robots, as long as you tell people that the cheating is happening, and then (hopefully) cheat less and less as your robot gets better and better. In particular, we’re likely to see more and more teleoperation of humanoid robots (obviously or otherwise) because that’s one of the best ways of collecting training data: by having a human do it. And being able to tell that a human is doing it is an important skill to have.

6. Robotic Metalsmiths

Machina Labs

Some of my favorite robots are robots that are able to leverage their robotic-ness to not just do things that humans do, but also do things that humans cannot do. Robots have the patience and precision to work metal in ways that a very highly skilled human might be able to do once, but the robots (being robots) can do it over and over again. NASA is leveraging this capability to build complex toroidal tanks for spacecraft, but it has the potential to change anything that’s made out of sheet metal.

7. The End of Ingenuity

JPL-Caltech/ASU/NASA

One of the greatest robotics stories of the last several years has been Ingenuity, the little Mars helicopter. We’ve written extensively about how Ingenuity was designed, how it can fly on Mars, and how it just kept on flying, more than 50 times. But it couldn’t fly forever, and as Ingenuity was pushed to fly farther and farther over more challenging terrain, flight 72 was to be its last. After losing its ability to localize over some particularly featureless terrain, the little robot had a very rough landing. It lived to tell the tale, but not to fly again.


Ingenuity’s spectacularly successful mission means, we hope, that there will be more robotic aircraft on Mars. And just last week, NASA shared a new video of Ingenuity’s successor, the Mars Chopper. That’s definitely something we’ll be looking forward to.


2024 was the best year ever for robotics, which I’m pretty sure is not something that I’ve ever said before. But that’s the great thing about robotics—it’s always new, and it’s always exciting. What may be different about this year is the real sense that not only is AI going to change everything about robots, but that it will somehow make robots useful and practical and commercially viable. Is that true? Nobody knows yet! But it means that 2025 might actually be the best year ever for robotics, if you’ve ever wanted a robot to help you out at home or at work.

So as we look forward to 2025, here are some of our most interesting and impactful stories of the past year. And as always, thanks for reading!

1. Figure Raises $675M for Its Humanoid Robot Development

Figure

This announcement from back in February is pretty much what set the tone for robotics in 2024. Figure’s Series B raise valued the company at a bonkers US $2.6 billion, and all of a sudden, humanoids were where it’s at. And by “it,” I mean everything, from funding to talent to breathless media coverage. The big question of 2024 was whether or not humanoids would be able to deliver on their promises, and that’s shaping up to be the big question of 2025, too.

2. Hello, Electric Atlas

Boston Dynamics

It didn’t take long for legendary robotics company Boston Dynamics to make it clear that they’re not going to be left behind when it comes to commercial humanoids. For a company that has been leading humanoid research longer than just about anyone but has bounced around from owner to owner over the last 10 years, we were a little unsure whether Atlas would ever be more than a research platform. But the new all-electric Atlas is designed for work, and we saw it get busy in 2024.

3. Farewell, Hydraulic Atlas

Boston Dynamics

As much as we’re excited for the new Atlas, the old hydraulic Atlas will always have a special place in our hearts. We’ve been through so much together, from the DRC to parkour to dancing. Electric robots are great and all, and I understand why they’re necessary for commercial applications, but all of that hydraulic power meant that hydraulic Atlas was able to move in dynamic ways that we may not see again for a very long time.

4. Nvidia Announces GR00T

Nvidia

So we’ve got all these humanoid robots now with all this impressive hardware, but the really hard part (or one of them, anyway) is getting those robots to actually do something commercially useful in a safe and reliable way. Is training in simulation the answer? I don’t know, but NVIDIA sure thinks so, and they’ve made a huge commitment by investing in GR00T, a “general-purpose foundation model for humanoid robots.” And what does that mean, exactly? Nobody’s quite sure yet, but with NVIDIA behind it that’s enough to make the entire industry pay attention.

5. Is It Autonomous?

Evan Ackerman

With all the attention on humanoid robots right now, it’s critical to be able to separate real progress from hype. Unfortunately, there are all kinds of ways of cheating with robots. And there’s really nothing wrong with cheating with robots, as long as you tell people that the cheating is happening, and then (hopefully) cheat less and less as your robot gets better and better. In particular, we’re likely to see more and more teleoperation of humanoid robots (obviously or otherwise) because that’s one of the best ways of collecting training data: by having a human do it. And being able to tell that a human is doing it is an important skill to have.

6. Robotic Metalsmiths

Machina Labs

Some of my favorite robots are robots that are able to leverage their robotic-ness to not just do things that humans do, but also do things that humans cannot do. Robots have the patience and precision to work metal in ways that a very highly skilled human might be able to do once, but the robots (being robots) can do it over and over again. NASA is leveraging this capability to build complex toroidal tanks for spacecraft, but it has the potential to change anything that’s made out of sheet metal.

7. The End of Ingenuity

JPL-Caltech/ASU/NASA

One of the greatest robotics stories of the last several years has been Ingenuity, the little Mars helicopter. We’ve written extensively about how Ingenuity was designed, how it can fly on Mars, and how it just kept on flying, more than 50 times. But it couldn’t fly forever, and as Ingenuity was pushed to fly farther and farther over more challenging terrain, flight 72 was to be its last. After losing its ability to localize over some particularly featureless terrain, the little robot had a very rough landing. It lived to tell the tale, but not to fly again.


Ingenuity’s spectacularly successful mission means, we hope, that there will be more robotic aircraft on Mars. And just last week, NASA shared a new video of Ingenuity’s successor, the Mars Chopper. That’s definitely something we’ll be looking forward to.


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 2025: 19–23 May 2025, ATLANTA, GA

Enjoy today’s videos!

One year after mass production kicked off, Unitree’s B2-W Industrial Wheel has been upgraded with more exciting capabilities. Please always use robots safely and friendly.

Yours for US $100,000.

[ Unitree ]

Yes I know we’re sharing some of these holiday videos are a little late, but I deserve a little bit of time off, don’t I? No, you’re right, and I feel shame. But please enjoy these extra holiday videos anyway, starting with Santa’s Little Helper from ETHZ RSL.

Okay but seriously where do I get one of those little plush Anymals!

[ RSL ]

Merry Christmas from the Kepler humanoid robot!

[ Kepler Robotics ]

This year, Rizon has joined the festive fun by decorating the Flexiv office with holiday cheer!

[ Flexiv ]

The Eva exoskeleton, developed by IHMC, takes its first steps out of the lab and through a number of new modes in October 2024. For more than a decade, IHMC has designed and developed wearable robotic exoskeletons to rehabilitate those with spinal cord injuries. With lessons learned from these past developments, our focus has shifted to augmenting the performance of able-bodied workers in hazardous environments. We are working to advance these technologies to the real world with hope of making real differences in peoples’ lives.

[ IHMC ]

Thanks, Robert!

TIAGo Pro - a revolutionary robot with Series Elastic Actuators arms and enhanced non-verbal communication. This enhances the manipulation capabilities and enables state-of-the-art Human-Robot Interaction. Designed for agile manufacturing and future healthcare applications.

[ PAL Robotics ]

Did you know that cameras today struggle to accurately measure distance? This is because current systems rely on limited data. DARPA’s CIDAR Challenge explores combining spatial, spectral, and temporal imaging data to unlock unprecedented accuracy. Advances made through the CIDAR challenge could revolutionize everything from battlefield awareness, to robotics, to environmental research.

[ DARPA ]

Innate is developing innately intelligent teachable general-purpose robots. Our platforms are simple, accessible, so as to lower the barrier to entry into robotics for everyone.

[ Innate ]

Drone-level autonomy, now underwater! In The last couple of years, we have invested in the concept of making a unified autonomy solution that can operate virtually universally across robot configurations. As a first major step to that end was to demonstrate that as long as confined or cluttered environments are concerned, we can have aerial robot-level autonomy underwater that is a) exclusively driven by vision in terms of perception (e.g., no sonars), and b) utilizes “generalist” solution for path planning and safety (essentially identical to those in our research for flying robots!).

[ Norwegian University of Science and Technology post on LinkedIn ]

Thanks, Kostas!

ERA-42 is the world’s first truly end-to-end native robot large model matched to a five-finger dexterous hand, capable of performing over 100 intricate tasks using various tools. These include tightening screws with a screwdriver, hammering nails, righting overturned cups, and pouring water—tasks that highlight its remarkable adaptability and precision.

[ Robot Era ]

Thanks, Ni Tao!

Even if an android’s appearance is so realistic that it could be mistaken for a human in a photograph, watching it move in person can feel a bit unsettling. It can smile, frown, or display other various, familiar expressions, but finding a consistent emotional state behind those expressions can be difficult, leaving you unsure of what it is truly feeling and creating a sense of unease. In this study, lead author Hisashi Ishihara and his research group developed a dynamic facial expression synthesis technology using “waveform movements,” which represents various gestures that constitute facial movements, such as “breathing,” “blinking,” and “yawning,” as individual waves. These waves are propagated to the related facial areas and are overlaid to generate complex facial movements in real time.

[ Osaka University ]

Suzumori Endo Lab, Science Tokyo has developed a self-excited vibration robot that can adapt its environment. This robot can move straight ahead and self-steer around a corner without a control system.

[ Paper via IEEE Robotics and Automation magazine in IEEE Xplore ]

PlayBot is an unofficial, experimental accessory for Panic Inc.’s Playdate handheld console, which transforms your console into a lovely little desktop robot.

[ Guillaume Loquin ] via [ Engadget ]

This is a big deal.

[ Ekso Bionics ]

Sanctuary AI introduces new tactile sensors for general purpose robots.

[ Sanctuary AI ]

Developed by the Pudu X-Lab, the PUDU D9 is designed with a human-centric philosophy that embodies the principle of “Born to Serve”. Its fully anthropomorphic design closely mirrors human capabilities, allowing it to offer practical assistance across a wide range of applications.

[ Pudu Robotics ]

EngineAI proudly unveils the PM01, our next-gen lightweight, high-dynamic, open-source humanoid robotic platform. With its interactive display, agile motion, and robust support for secondary development, PM01 is designed to be the most versatile tool for developers worldwide. PM01 is now available for purchase! We invite developers, researchers, and businesses to explore the future of robotics with PM01. Let’s push the boundaries of what robotics can achieve across different industries and use cases.

[ EngineAI ]

The third edition of CYBATHLON is now part of history. Held from October 25–27, 2024, at the SWISS Arena in Zürich, the event brought together 67 teams from 24 nations to compete in eight disciplines, showcasing state-of-the-art assistive technologies designed to help complete everyday tasks.While the winning teams celebrated their well-deserved victories, the event’s true spotlight was on the technological breakthroughs and their potential to transform lives. Equally remarkable was CYBATHLON’s emphasis on fostering social inclusion and empowering people with disabilities to overcome challenges through innovation.

[ Cybathlon ]

At the Kanda Myoujin Shrine in Tokyo, Aibos and their owners take part in the Shichi-go-san festival, which celebrates children (and robots!) at 3, 5, and 7 years old.

[ Aibo ]



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 2025: 19–23 May 2025, ATLANTA, GA

Enjoy today’s videos!

One year after mass production kicked off, Unitree’s B2-W Industrial Wheel has been upgraded with more exciting capabilities. Please always use robots safely and friendly.

Yours for US $100,000.

[ Unitree ]

Yes I know we’re sharing some of these holiday videos are a little late, but I deserve a little bit of time off, don’t I? No, you’re right, and I feel shame. But please enjoy these extra holiday videos anyway, starting with Santa’s Little Helper from ETHZ RSL.

Okay but seriously where do I get one of those little plush Anymals!

[ RSL ]

Merry Christmas from the Kepler humanoid robot!

[ Kepler Robotics ]

This year, Rizon has joined the festive fun by decorating the Flexiv office with holiday cheer!

[ Flexiv ]

The Eva exoskeleton, developed by IHMC, takes its first steps out of the lab and through a number of new modes in October 2024. For more than a decade, IHMC has designed and developed wearable robotic exoskeletons to rehabilitate those with spinal cord injuries. With lessons learned from these past developments, our focus has shifted to augmenting the performance of able-bodied workers in hazardous environments. We are working to advance these technologies to the real world with hope of making real differences in peoples’ lives.

[ IHMC ]

Thanks, Robert!

TIAGo Pro - a revolutionary robot with Series Elastic Actuators arms and enhanced non-verbal communication. This enhances the manipulation capabilities and enables state-of-the-art Human-Robot Interaction. Designed for agile manufacturing and future healthcare applications.

[ PAL Robotics ]

Did you know that cameras today struggle to accurately measure distance? This is because current systems rely on limited data. DARPA’s CIDAR Challenge explores combining spatial, spectral, and temporal imaging data to unlock unprecedented accuracy. Advances made through the CIDAR challenge could revolutionize everything from battlefield awareness, to robotics, to environmental research.

[ DARPA ]

Innate is developing innately intelligent teachable general-purpose robots. Our platforms are simple, accessible, so as to lower the barrier to entry into robotics for everyone.

[ Innate ]

Drone-level autonomy, now underwater! In The last couple of years, we have invested in the concept of making a unified autonomy solution that can operate virtually universally across robot configurations. As a first major step to that end was to demonstrate that as long as confined or cluttered environments are concerned, we can have aerial robot-level autonomy underwater that is a) exclusively driven by vision in terms of perception (e.g., no sonars), and b) utilizes “generalist” solution for path planning and safety (essentially identical to those in our research for flying robots!).

[ Norwegian University of Science and Technology post on LinkedIn ]

Thanks, Kostas!

ERA-42 is the world’s first truly end-to-end native robot large model matched to a five-finger dexterous hand, capable of performing over 100 intricate tasks using various tools. These include tightening screws with a screwdriver, hammering nails, righting overturned cups, and pouring water—tasks that highlight its remarkable adaptability and precision.

[ Robot Era ]

Thanks, Ni Tao!

Even if an android’s appearance is so realistic that it could be mistaken for a human in a photograph, watching it move in person can feel a bit unsettling. It can smile, frown, or display other various, familiar expressions, but finding a consistent emotional state behind those expressions can be difficult, leaving you unsure of what it is truly feeling and creating a sense of unease. In this study, lead author Hisashi Ishihara and his research group developed a dynamic facial expression synthesis technology using “waveform movements,” which represents various gestures that constitute facial movements, such as “breathing,” “blinking,” and “yawning,” as individual waves. These waves are propagated to the related facial areas and are overlaid to generate complex facial movements in real time.

[ Osaka University ]

Suzumori Endo Lab, Science Tokyo has developed a self-excited vibration robot that can adapt its environment. This robot can move straight ahead and self-steer around a corner without a control system.

[ Paper via IEEE Robotics and Automation magazine in IEEE Xplore ]

PlayBot is an unofficial, experimental accessory for Panic Inc.’s Playdate handheld console, which transforms your console into a lovely little desktop robot.

[ Guillaume Loquin ] via [ Engadget ]

This is a big deal.

[ Ekso Bionics ]

Sanctuary AI introduces new tactile sensors for general purpose robots.

[ Sanctuary AI ]

Developed by the Pudu X-Lab, the PUDU D9 is designed with a human-centric philosophy that embodies the principle of “Born to Serve”. Its fully anthropomorphic design closely mirrors human capabilities, allowing it to offer practical assistance across a wide range of applications.

[ Pudu Robotics ]

EngineAI proudly unveils the PM01, our next-gen lightweight, high-dynamic, open-source humanoid robotic platform. With its interactive display, agile motion, and robust support for secondary development, PM01 is designed to be the most versatile tool for developers worldwide. PM01 is now available for purchase! We invite developers, researchers, and businesses to explore the future of robotics with PM01. Let’s push the boundaries of what robotics can achieve across different industries and use cases.

[ EngineAI ]

The third edition of CYBATHLON is now part of history. Held from October 25–27, 2024, at the SWISS Arena in Zürich, the event brought together 67 teams from 24 nations to compete in eight disciplines, showcasing state-of-the-art assistive technologies designed to help complete everyday tasks.While the winning teams celebrated their well-deserved victories, the event’s true spotlight was on the technological breakthroughs and their potential to transform lives. Equally remarkable was CYBATHLON’s emphasis on fostering social inclusion and empowering people with disabilities to overcome challenges through innovation.

[ Cybathlon ]

At the Kanda Myoujin Shrine in Tokyo, Aibos and their owners take part in the Shichi-go-san festival, which celebrates children (and robots!) at 3, 5, and 7 years old.

[ Aibo ]



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 2025: 19–23 May 2025, ATLANTA, GA

Enjoy today’s videos!

At the FZI, it’s not just work for our robots, they join our festivities, too. Our shy robot Spot stumbled into this year’s FZI Winter Market …, a cheerful event for robots and humans alike. Will he find his place? We certainly hope so, because Feuerzangenbowle tastes much better after clinking glasses with your hot-oil-drinking friends.

[ FZI ]

Thanks, Georg!

The Fraunhofer IOSB Autonomous Robotic Systems Research Group wishes you a Merry Christmas filled with joy, peace, and robotic wonders!

[ Fraunhofer IOSB ]

Thanks, Janko!

There’s some thrilling action in this Christmas video from the PUT Mobile Robotics Laboratory, and the trick to put the lights on the tree is particularly clever. Enjoy!

[ PUT MRL ]

Thanks, Dominik!

The Norlab wishes you a Merry Christmas!

[ Northern Robotics Laboratory ]

The Learning Systems and Robotics Lab has made a couple of robot holiday videos based on the research that they’re doing:

[ Crowd Navigation ]


[ Learning with Contacts ]

Thanks, Sepehr!

Robots on a gift mission: Christmas greetings from the DFKI Robotics Innovation Center!

[ DFKI ]

Happy Holidays from Clearpath Robotics! Our workshop has been bustling lately with lots of exciting projects and integrations just in time for the holidays! The TurtleBot 4 elves helped load up the sleigh with plenty of presents to go around. Rudolph the Husky A300 made the trek through the snow so our Ridgeback friend with a manipulator arm and gripper could receive its gift.

[ Clearpath Robotics ]

2024 has been an eventful year for us at PAL Robotics, filled with milestones and memories. As the festive season approaches, we want to take a moment to say a heartfelt THANK YOU for being part of our journey!

[ PAL Robotics ]

Thanks, Rugilė!

In Santa’s shop, so bright and neat, A robot marched on metal feet. With tinsel arms and bolts so tight, It trimmed the tree all through the night. It hummed a carol, beeped with cheer, “Processing joy—it’s Christmas here!” But when it tried to dance with grace, It tangled lights around its face. “Error detected!” it spun around, Then tripped and tumbled to the ground. The elves all laughed, “You’ve done your part—A clumsy bot, but with a heart!” The ArtiMinds team would like to thank all partners and customers for an exciting 2024. We wish you and your families a Merry Christmas, joyful holidays and a Happy New Year - stay healthy.

[ ArtiMinds ]

Thanks to FANUC CRX collaborative robots, Santa and his elves can enjoy the holiday season knowing the work is getting done for the big night.

[ FANUC ]

Perhaps not technically a holiday video, until you consider how all that stuff you ordered online is actually getting to you.

[ Agility Robotics ]

Happy Holidays from Quanser, our best wishes for a wonderful holiday season and a happy 2025!

[ Quanser ]

Season’s Greetings from the team at Kawasaki Robotics USA! This season, we’re building blocks of memories filled with endless joy, and assembling our good wishes for a happy, healthy, prosperous new year. May the upcoming year be filled with opportunities and successes. From our team to yours, we hope you have a wonderful holiday season surrounded by loved ones and filled with joy and laughter.

[ Kawasaki Robotics ]

The robotics students at Queen’s University’s Ingenuity Labs Research Institute put together a 4K Holiday Robotics Lab Fireplace video, and unlike most fireplace videos, stuff actually happens in this one.

[ Ingenuity Labs ]

Thanks, Joshua!



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 2025: 19–23 May 2025, ATLANTA, GA

Enjoy today’s videos!

At the FZI, it’s not just work for our robots, they join our festivities, too. Our shy robot Spot stumbled into this year’s FZI Winter Market …, a cheerful event for robots and humans alike. Will he find his place? We certainly hope so, because Feuerzangenbowle tastes much better after clinking glasses with your hot-oil-drinking friends.

[ FZI ]

Thanks, Georg!

The Fraunhofer IOSB Autonomous Robotic Systems Research Group wishes you a Merry Christmas filled with joy, peace, and robotic wonders!

[ Fraunhofer IOSB ]

Thanks, Janko!

There’s some thrilling action in this Christmas video from the PUT Mobile Robotics Laboratory, and the trick to put the lights on the tree is particularly clever. Enjoy!

[ PUT MRL ]

Thanks, Dominik!

The Norlab wishes you a Merry Christmas!

[ Northern Robotics Laboratory ]

The Learning Systems and Robotics Lab has made a couple of robot holiday videos based on the research that they’re doing:

[ Crowd Navigation ]


[ Learning with Contacts ]

Thanks, Sepehr!

Robots on a gift mission: Christmas greetings from the DFKI Robotics Innovation Center!

[ DFKI ]

Happy Holidays from Clearpath Robotics! Our workshop has been bustling lately with lots of exciting projects and integrations just in time for the holidays! The TurtleBot 4 elves helped load up the sleigh with plenty of presents to go around. Rudolph the Husky A300 made the trek through the snow so our Ridgeback friend with a manipulator arm and gripper could receive its gift.

[ Clearpath Robotics ]

2024 has been an eventful year for us at PAL Robotics, filled with milestones and memories. As the festive season approaches, we want to take a moment to say a heartfelt THANK YOU for being part of our journey!

[ PAL Robotics ]

Thanks, Rugilė!

In Santa’s shop, so bright and neat, A robot marched on metal feet. With tinsel arms and bolts so tight, It trimmed the tree all through the night. It hummed a carol, beeped with cheer, “Processing joy—it’s Christmas here!” But when it tried to dance with grace, It tangled lights around its face. “Error detected!” it spun around, Then tripped and tumbled to the ground. The elves all laughed, “You’ve done your part—A clumsy bot, but with a heart!” The ArtiMinds team would like to thank all partners and customers for an exciting 2024. We wish you and your families a Merry Christmas, joyful holidays and a Happy New Year - stay healthy.

[ ArtiMinds ]

Thanks to FANUC CRX collaborative robots, Santa and his elves can enjoy the holiday season knowing the work is getting done for the big night.

[ FANUC ]

Perhaps not technically a holiday video, until you consider how all that stuff you ordered online is actually getting to you.

[ Agility Robotics ]

Happy Holidays from Quanser, our best wishes for a wonderful holiday season and a happy 2025!

[ Quanser ]

Season’s Greetings from the team at Kawasaki Robotics USA! This season, we’re building blocks of memories filled with endless joy, and assembling our good wishes for a happy, healthy, prosperous new year. May the upcoming year be filled with opportunities and successes. From our team to yours, we hope you have a wonderful holiday season surrounded by loved ones and filled with joy and laughter.

[ Kawasaki Robotics ]

The robotics students at Queen’s University’s Ingenuity Labs Research Institute put together a 4K Holiday Robotics Lab Fireplace video, and unlike most fireplace videos, stuff actually happens in this one.

[ Ingenuity Labs ]

Thanks, Joshua!



This is a sponsored article brought to you by Amazon.

Innovation often begins as a spark of an idea—a simple “what if” that grows into something transformative. But turning that spark into a fully realized solution requires more than just ingenuity. It requires resources, collaboration, and a relentless drive to bridge the gap between concept and execution. At Amazon, these ingredients come together to create breakthroughs that not only solve today’s challenges but set the stage for the future.

“Innovation doesn’t just happen because you have a good idea,” said Valerie Samzun, a leader in Amazon’s Fulfillment Technologies and Robotics (FTR) division. “It happens because you have the right team, the right resources, and the right environment to bring that idea to life.”

This philosophy underpins Amazon’s approach to robotics, exemplified by Robin, a groundbreaking robotic system designed to tackle some of the most complex logistical challenges in the world. Robin’s journey, from its inception to deployment in fulfillment centers worldwide, offers a compelling look at how Amazon fosters innovation at scale.

Building for Real-World Complexity

Amazon’s fulfillment centers handle millions of items daily, each destined for a customer expecting precision and speed. The scale and complexity of these operations are unparalleled. Items vary widely in size, shape, and weight, creating an unpredictable and dynamic environment where traditional robotic systems often falter.

“Robots are great at consistency,” Jason Messinger, robotics senior manager explained. “But what happens when every task is different? That’s the reality of our fulfillment centers. Robin had to be more than precise—it had to be adaptable.”

Robin was designed to pick and sort items with speed and accuracy, but its capabilities extend far beyond basic functionality. The system integrates cutting-edge technologies in artificial intelligence, computer vision, and mechanical engineering to learn from its environment and improve over time. This ability to adapt was crucial for operating in fulfillment centers, where no two tasks are ever quite the same.

“When we designed Robin, we weren’t building for perfection in a lab,” Messinger said. “We were building for the chaos of the real world. That’s what makes it such an exciting challenge.”

The Collaborative Process of Innovation

Robin’s development was a collaborative effort involving teams of roboticists, data scientists, mechanical engineers, and operations specialists. This multidisciplinary approach allowed the team to address every aspect of Robin’s performance, from the algorithms powering its decision-making to the durability of its mechanical components.

“Robin is more than a robot. It’s a learning system. Every pick makes it smarter, faster, and better.” —Valerie Samzun, Amazon

“At Amazon, you don’t work in silos,” both Messinger and Samzun noted. Samzun continued, “every problem is tackled from multiple angles, with input from people who understand the technology, the operations, and the end user. That’s how you create something that truly works.”

This collaboration extended to testing and deployment. Robin was not confined to a controlled environment but was tested in live settings that replicated the conditions of Amazon’s fulfillment centers. Engineers could see Robin in action, gather real-time data, and refine the system iteratively.

“Every deployment teaches us something,” Messinger said. “Robin didn’t just evolve on paper—it evolved in the field. That’s the power of having the resources and infrastructure to test at scale.”

Why Engineers Choose Amazon

For many of the engineers and researchers involved in Robin’s development, the opportunity to work at Amazon represented a significant shift from their previous experiences. Unlike academic settings, where projects often remain theoretical, or smaller companies, where resources may be limited, Amazon offers the scale, speed, and impact that few other organizations can match.

Learn more about becoming part of Amazon’s Team →

“One of the things that drew me to Amazon was the chance to see my work in action,” said Megan Mitchell, who leads a team of manipulation hardware and systems engineers for Amazon Robotics. “Working in R&D, I spent years exploring novel concepts, but usually didn’t get to see those translate to the real world. At Amazon, I get to take ideas to the field in a matter of months.”

This sense of purpose is a recurring theme among Amazon’s engineers. The company’s focus on creating solutions that have a tangible impact—on operations, customers, and the industry as a whole—resonates with those who want their work to matter.

“At Amazon, you’re not just building technology—you’re building the future,” Mitchell said. “That’s an incredibly powerful motivator. You know that what you’re doing isn’t just theoretical—it’s making a difference.”

In addition to the impact of their work, engineers at Amazon benefit from access to unparalleled resources. From state-of-the-art facilities to vast amounts of real-world data, Amazon provides the tools necessary to tackle even the most complex challenges.

“If you need something to make the project better, Amazon makes it happen. That’s a game-changer,” said Messinger.

The culture of collaboration and iteration is another draw. Engineers at Amazon are encouraged to take risks, experiment, and learn from failure. This iterative approach not only accelerates innovation but also creates an environment where creativity thrives.

During its development, Robin was not confined to a controlled environment but was tested in live settings that replicated the conditions of Amazon’s fulfillment centers. Engineers could see Robin in action, gather real-time data, and refine the system iteratively.Amazon

Robin’s Impact on Operations and Safety

Since its deployment, Robin has revolutionized operations in Amazon’s fulfillment centers. The robot has performed billions of picks, demonstrating reliability, adaptability, and efficiency. Each item it handles provides valuable data, allowing the system to continuously improve.

“Robin is more than a robot,” Samzun said. “It’s a learning system. Every pick makes it smarter, faster, and better.”

Robin’s impact extends beyond efficiency. By taking over repetitive and physically demanding tasks, the system has improved safety for Amazon’s associates. This has been a key priority for Amazon, which is committed to creating a safe and supportive environment for its workforce.

“When Robin picks an item, it’s not just about speed or accuracy,” Samzun explained. “It’s about making the workplace safer and the workflow smoother. That’s a win for everyone.”

A Broader Vision for Robotics

Robin’s success is just the beginning. The lessons learned from its development are shaping the future of robotics at Amazon, paving the way for even more advanced systems. These innovations will not only enhance operations but also set new standards for what robotics can achieve.

“At Amazon, you feel like you’re a part of something bigger. You’re not just solving problems—you’re creating solutions that matter.” —Jason Messinger, Amazon

“This isn’t just about one robot,” Mitchell said. “It’s about building a platform for continuous innovation. Robin showed us what’s possible, and now we’re looking at how to go even further.”

For the engineers and researchers involved, Robin’s journey has been transformative. It has provided an opportunity to work on cutting-edge technology, solve complex problems, and make a meaningful impact—all while being part of a team that values creativity and collaboration.

“At Amazon, you feel like you’re a part of something bigger,” said Messinger. “You’re not just solving problems—you’re creating solutions that matter.”

The Future of Innovation

Robin’s story is a testament to the power of ambition, collaboration, and execution. It demonstrates that with the right resources and mindset, even the most complex challenges can be overcome. But more than that, it highlights the unique role Amazon plays in shaping the future of robotics and logistics.

“Innovation isn’t just about having a big idea,” Samzun said. “It’s about turning that idea into something real, something that works, and something that makes a difference. That’s what Robin represents, and that’s what we do every day at Amazon.”

Robin isn’t just a robot—it’s a symbol of what’s possible when brilliant minds come together to solve real-world problems. As Amazon continues to push the boundaries of what robotics can achieve, Robin’s legacy will be felt in every pick, every delivery, and every step toward a more efficient and connected future.

Learn more about becoming part of Amazon’s Team.



This is a sponsored article brought to you by Amazon.

Innovation often begins as a spark of an idea—a simple “what if” that grows into something transformative. But turning that spark into a fully realized solution requires more than just ingenuity. It requires resources, collaboration, and a relentless drive to bridge the gap between concept and execution. At Amazon, these ingredients come together to create breakthroughs that not only solve today’s challenges but set the stage for the future.

“Innovation doesn’t just happen because you have a good idea,” said Valerie Samzun, a leader in Amazon’s Fulfillment Technologies and Robotics (FTR) division. “It happens because you have the right team, the right resources, and the right environment to bring that idea to life.”

This philosophy underpins Amazon’s approach to robotics, exemplified by Robin, a groundbreaking robotic system designed to tackle some of the most complex logistical challenges in the world. Robin’s journey, from its inception to deployment in fulfillment centers worldwide, offers a compelling look at how Amazon fosters innovation at scale.

Building for Real-World Complexity

Amazon’s fulfillment centers handle millions of items daily, each destined for a customer expecting precision and speed. The scale and complexity of these operations are unparalleled. Items vary widely in size, shape, and weight, creating an unpredictable and dynamic environment where traditional robotic systems often falter.

“Robots are great at consistency,” Jason Messinger, robotics senior manager explained. “But what happens when every task is different? That’s the reality of our fulfillment centers. Robin had to be more than precise—it had to be adaptable.”

Robin was designed to pick and sort items with speed and accuracy, but its capabilities extend far beyond basic functionality. The system integrates cutting-edge technologies in artificial intelligence, computer vision, and mechanical engineering to learn from its environment and improve over time. This ability to adapt was crucial for operating in fulfillment centers, where no two tasks are ever quite the same.

“When we designed Robin, we weren’t building for perfection in a lab,” Messinger said. “We were building for the chaos of the real world. That’s what makes it such an exciting challenge.”

The Collaborative Process of Innovation

Robin’s development was a collaborative effort involving teams of roboticists, data scientists, mechanical engineers, and operations specialists. This multidisciplinary approach allowed the team to address every aspect of Robin’s performance, from the algorithms powering its decision-making to the durability of its mechanical components.

“Robin is more than a robot. It’s a learning system. Every pick makes it smarter, faster, and better.” —Valerie Samzun, Amazon

“At Amazon, you don’t work in silos,” both Messinger and Samzun noted. Samzun continued, “every problem is tackled from multiple angles, with input from people who understand the technology, the operations, and the end user. That’s how you create something that truly works.”

This collaboration extended to testing and deployment. Robin was not confined to a controlled environment but was tested in live settings that replicated the conditions of Amazon’s fulfillment centers. Engineers could see Robin in action, gather real-time data, and refine the system iteratively.

“Every deployment teaches us something,” Messinger said. “Robin didn’t just evolve on paper—it evolved in the field. That’s the power of having the resources and infrastructure to test at scale.”

Why Engineers Choose Amazon

For many of the engineers and researchers involved in Robin’s development, the opportunity to work at Amazon represented a significant shift from their previous experiences. Unlike academic settings, where projects often remain theoretical, or smaller companies, where resources may be limited, Amazon offers the scale, speed, and impact that few other organizations can match.

Learn more about becoming part of Amazon’s Team →

“One of the things that drew me to Amazon was the chance to see my work in action,” said Megan Mitchell, who leads a team of manipulation hardware and systems engineers for Amazon Robotics. “Working in R&D, I spent years exploring novel concepts, but usually didn’t get to see those translate to the real world. At Amazon, I get to take ideas to the field in a matter of months.”

This sense of purpose is a recurring theme among Amazon’s engineers. The company’s focus on creating solutions that have a tangible impact—on operations, customers, and the industry as a whole—resonates with those who want their work to matter.

“At Amazon, you’re not just building technology—you’re building the future,” Mitchell said. “That’s an incredibly powerful motivator. You know that what you’re doing isn’t just theoretical—it’s making a difference.”

In addition to the impact of their work, engineers at Amazon benefit from access to unparalleled resources. From state-of-the-art facilities to vast amounts of real-world data, Amazon provides the tools necessary to tackle even the most complex challenges.

“If you need something to make the project better, Amazon makes it happen. That’s a game-changer,” said Messinger.

The culture of collaboration and iteration is another draw. Engineers at Amazon are encouraged to take risks, experiment, and learn from failure. This iterative approach not only accelerates innovation but also creates an environment where creativity thrives.

During its development, Robin was not confined to a controlled environment but was tested in live settings that replicated the conditions of Amazon’s fulfillment centers. Engineers could see Robin in action, gather real-time data, and refine the system iteratively.Amazon

Robin’s Impact on Operations and Safety

Since its deployment, Robin has revolutionized operations in Amazon’s fulfillment centers. The robot has performed billions of picks, demonstrating reliability, adaptability, and efficiency. Each item it handles provides valuable data, allowing the system to continuously improve.

“Robin is more than a robot,” Samzun said. “It’s a learning system. Every pick makes it smarter, faster, and better.”

Robin’s impact extends beyond efficiency. By taking over repetitive and physically demanding tasks, the system has improved safety for Amazon’s associates. This has been a key priority for Amazon, which is committed to creating a safe and supportive environment for its workforce.

“When Robin picks an item, it’s not just about speed or accuracy,” Samzun explained. “It’s about making the workplace safer and the workflow smoother. That’s a win for everyone.”

A Broader Vision for Robotics

Robin’s success is just the beginning. The lessons learned from its development are shaping the future of robotics at Amazon, paving the way for even more advanced systems. These innovations will not only enhance operations but also set new standards for what robotics can achieve.

“At Amazon, you feel like you’re a part of something bigger. You’re not just solving problems—you’re creating solutions that matter.” —Jason Messinger, Amazon

“This isn’t just about one robot,” Mitchell said. “It’s about building a platform for continuous innovation. Robin showed us what’s possible, and now we’re looking at how to go even further.”

For the engineers and researchers involved, Robin’s journey has been transformative. It has provided an opportunity to work on cutting-edge technology, solve complex problems, and make a meaningful impact—all while being part of a team that values creativity and collaboration.

“At Amazon, you feel like you’re a part of something bigger,” said Messinger. “You’re not just solving problems—you’re creating solutions that matter.”

The Future of Innovation

Robin’s story is a testament to the power of ambition, collaboration, and execution. It demonstrates that with the right resources and mindset, even the most complex challenges can be overcome. But more than that, it highlights the unique role Amazon plays in shaping the future of robotics and logistics.

“Innovation isn’t just about having a big idea,” Samzun said. “It’s about turning that idea into something real, something that works, and something that makes a difference. That’s what Robin represents, and that’s what we do every day at Amazon.”

Robin isn’t just a robot—it’s a symbol of what’s possible when brilliant minds come together to solve real-world problems. As Amazon continues to push the boundaries of what robotics can achieve, Robin’s legacy will be felt in every pick, every delivery, and every step toward a more efficient and connected future.

Learn more about becoming part of Amazon’s Team.



The Modified Agile for Hardware Development (MAHD) Framework is the ultimate solution for hardware teams seeking the benefits of Agile without the pitfalls of applying software-centric methods. Traditional development approaches, like waterfall, often result in delayed timelines, high risks, and misaligned priorities. Meanwhile, software-based Agile frameworks fail to account for hardware's complexity. MAHD resolves these challenges with a tailored process that blends Agile principles with hardware-specific strategies.

Central to MAHD is its On-ramp process, a five-step method designed to kickstart projects with clarity and direction. Teams define User Stories to capture customer needs, outline Product Attributes to guide development, and use the Focus Matrix to link solutions to outcomes. Iterative IPAC cycles, a hallmark of the MAHD Framework, ensure risks are addressed early and progress is continuously tracked. These cycles emphasize integration, prototyping, alignment, and customer validation, providing structure without sacrificing flexibility.

MAHD has been successfully implemented across diverse industries, from medical devices to industrial automation, delivering products up to 50% faster while reducing risk. For hardware teams ready to adopt Agile methods that work for their unique challenges, this ebook provides the roadmap to success.



The Modified Agile for Hardware Development (MAHD) Framework is the ultimate solution for hardware teams seeking the benefits of Agile without the pitfalls of applying software-centric methods. Traditional development approaches, like waterfall, often result in delayed timelines, high risks, and misaligned priorities. Meanwhile, software-based Agile frameworks fail to account for hardware's complexity. MAHD resolves these challenges with a tailored process that blends Agile principles with hardware-specific strategies.

Central to MAHD is its On-ramp process, a five-step method designed to kickstart projects with clarity and direction. Teams define User Stories to capture customer needs, outline Product Attributes to guide development, and use the Focus Matrix to link solutions to outcomes. Iterative IPAC cycles, a hallmark of the MAHD Framework, ensure risks are addressed early and progress is continuously tracked. These cycles emphasize integration, prototyping, alignment, and customer validation, providing structure without sacrificing flexibility.

MAHD has been successfully implemented across diverse industries, from medical devices to industrial automation, delivering products up to 50% faster while reducing risk. For hardware teams ready to adopt Agile methods that work for their unique challenges, this ebook provides the roadmap to success.



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 2025: 19–23 May 2025, ATLANTA, GA

Enjoy today’s videos!

NASA’s Mars Chopper concept, shown in a design software rendering, is a more capable proposed follow-on to the agency’s Ingenuity Mars Helicopter, which arrived at the Red Planet in the belly of the Perseverance rover in February 2021. Chopper would be about the size of an SUV, with six rotors, each with six blades. It could be used to carry science payloads as large as 11 pounds (5 kilograms) distances of up to 1.9 miles (3 kilometers) each Martian day (or sol). Scientists could use Chopper to study large swaths of terrain in detail, quickly – including areas where rovers cannot safely travel.

We wrote an article about an earlier concept version of this thing a few years back if you’d like more detail about it.

[ NASA ]

Sanctuary AI announces its latest breakthrough with hydraulic actuation and precise in-hand manipulation, opening up a wide range of industrial and high value work tasks. Hydraulics have significantly more power density than electric actuators in terms of force and velocity. Sanctuary has invented miniaturized valves that are 50x faster and 6x cheaper than off the shelf hydraulic valves. This novel approach to actuation results in extremely low power consumption, unmatched cycle life and controllability that can fit within the size constraints of a human-sized hand and forearm.

[ Sanctuary AI ]

Clone’s Torso 2 is the most advanced android ever created with an actuated lumbar spine and all the corresponding abdominal muscles. Torso 2 dons a white transparent skin that encloses 910 muscle fibers animating its 164 degrees of freedom and includes 182 sensors for feedback control. These Torsos use pneumatic actuation with off-the-shelf valves that are noisy from the air exhaust. Our biped brings back our hydraulic design with custom liquid valves for a silent android. Legs are coming very soon!

[ Clone Robotics ]

Suzumori Endo Lab, Science Tokyo has developed a superman suit driven by hydraulic artificial muscles.

[ Suzumori Endo Lab ]

We generate physically correct video sequences to train a visual parkour policy for a quadruped robot, that has a single RGB camera without depth sensors. The robot generalizes to diverse, real-world scenes despite having never seen real-world data.

[ LucidSim ]

Seoul National University researchers proposed a gripper capable of moving multiple objects together to enhance the efficiency of pick-and-place processes, inspired from humans’ multi-object grasping strategy. The gripper can not only transfer multiple objects simultaneously but also place them at desired locations, making it applicable in unstructured environments.

[ Science Robotics ]

We present a bio-inspired quadruped locomotion framework that exhibits exemplary adaptability, capable of zero-shot deployment in complex environments and stability recovery on unstable terrain without the use of extra-perceptive sensors. Through its development we also shed light on the intricacies of animal locomotion strategies, in turn supporting the notion that findings within biomechanics and robotics research can mutually drive progress in both fields.

[ Paper authors from University of Leeds and University College London ]

Thanks, Chengxu!

Happy 60th birthday to MIT CSAIL!

[ MIT Computer Science and Artificial Intelligence Laboratory ]

Yup, humanoid progress can move quickly when you put your mind to it.

[ MagicLab ]

The Sung Robotics Lab at UPenn is interested in advancing the state of the art in computational methods for robot design and deployment, with a particular focus on soft and compliant robots. By combining methods in computational geometry with practical engineering design, we develop theory and systems for making robot design and fabrication intuitive and accessible to the non-engineer.

[ Sung Robotics Lab ]

From now on I will open doors like the robot in this video.

[ Humanoids 2024 ]

Travel along a steep slope up to the rim of Mars’ Jezero Crater in this panoramic image captured by NASA’s Perseverance just days before the rover reached the top. The scene shows just how steep some of the slopes leading to the crater rim can be.

[ NASA ]

Our time is limited when it comes to flying drones, but we haven’t been surpassed by AI yet.

[ Team BlackSheep ]

Daniele Pucci from IIT discusses iCub and ergoCub as part of the industrial panel at Humanoids 2024.

[ ergoCub ]



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 2025: 19–23 May 2025, ATLANTA, GA

Enjoy today’s videos!

NASA’s Mars Chopper concept, shown in a design software rendering, is a more capable proposed follow-on to the agency’s Ingenuity Mars Helicopter, which arrived at the Red Planet in the belly of the Perseverance rover in February 2021. Chopper would be about the size of an SUV, with six rotors, each with six blades. It could be used to carry science payloads as large as 11 pounds (5 kilograms) distances of up to 1.9 miles (3 kilometers) each Martian day (or sol). Scientists could use Chopper to study large swaths of terrain in detail, quickly – including areas where rovers cannot safely travel.

We wrote an article about an earlier concept version of this thing a few years back if you’d like more detail about it.

[ NASA ]

Sanctuary AI announces its latest breakthrough with hydraulic actuation and precise in-hand manipulation, opening up a wide range of industrial and high value work tasks. Hydraulics have significantly more power density than electric actuators in terms of force and velocity. Sanctuary has invented miniaturized valves that are 50x faster and 6x cheaper than off the shelf hydraulic valves. This novel approach to actuation results in extremely low power consumption, unmatched cycle life and controllability that can fit within the size constraints of a human-sized hand and forearm.

[ Sanctuary AI ]

Clone’s Torso 2 is the most advanced android ever created with an actuated lumbar spine and all the corresponding abdominal muscles. Torso 2 dons a white transparent skin that encloses 910 muscle fibers animating its 164 degrees of freedom and includes 182 sensors for feedback control. These Torsos use pneumatic actuation with off-the-shelf valves that are noisy from the air exhaust. Our biped brings back our hydraulic design with custom liquid valves for a silent android. Legs are coming very soon!

[ Clone Robotics ]

Suzumori Endo Lab, Science Tokyo has developed a superman suit driven by hydraulic artificial muscles.

[ Suzumori Endo Lab ]

We generate physically correct video sequences to train a visual parkour policy for a quadruped robot, that has a single RGB camera without depth sensors. The robot generalizes to diverse, real-world scenes despite having never seen real-world data.

[ LucidSim ]

Seoul National University researchers proposed a gripper capable of moving multiple objects together to enhance the efficiency of pick-and-place processes, inspired from humans’ multi-object grasping strategy. The gripper can not only transfer multiple objects simultaneously but also place them at desired locations, making it applicable in unstructured environments.

[ Science Robotics ]

We present a bio-inspired quadruped locomotion framework that exhibits exemplary adaptability, capable of zero-shot deployment in complex environments and stability recovery on unstable terrain without the use of extra-perceptive sensors. Through its development we also shed light on the intricacies of animal locomotion strategies, in turn supporting the notion that findings within biomechanics and robotics research can mutually drive progress in both fields.

[ Paper authors from University of Leeds and University College London ]

Thanks, Chengxu!

Happy 60th birthday to MIT CSAIL!

[ MIT Computer Science and Artificial Intelligence Laboratory ]

Yup, humanoid progress can move quickly when you put your mind to it.

[ MagicLab ]

The Sung Robotics Lab at UPenn is interested in advancing the state of the art in computational methods for robot design and deployment, with a particular focus on soft and compliant robots. By combining methods in computational geometry with practical engineering design, we develop theory and systems for making robot design and fabrication intuitive and accessible to the non-engineer.

[ Sung Robotics Lab ]

From now on I will open doors like the robot in this video.

[ Humanoids 2024 ]

Travel along a steep slope up to the rim of Mars’ Jezero Crater in this panoramic image captured by NASA’s Perseverance just days before the rover reached the top. The scene shows just how steep some of the slopes leading to the crater rim can be.

[ NASA ]

Our time is limited when it comes to flying drones, but we haven’t been surpassed by AI yet.

[ Team BlackSheep ]

Daniele Pucci from IIT discusses iCub and ergoCub as part of the industrial panel at Humanoids 2024.

[ ergoCub ]



The ability to detect a nearby presence without seeing or touching it may sound fantastical—but it’s a real ability that some creatures have. A family of African fish known as Mormyrids are weakly electric, and have special organs that can locate a nearby prey, whether it’s in murky water or even hiding in the mud. Now scientists have created an artificial sensor system inspired by nature’s original design. The development could find use one day in robotics and smart prosthetics to locate items without relying on machine vision.

“We developed a new strategy for 3D motion positioning by electronic skin, bio-inspired by ‘electric fish,’” says Xinge Yu, an associate professor in the Department of Biomedical Engineering at the City University of Hong Kong. The team described their sensor, which relies on capacitance to detect an object regardless of its conductivity, in a paper published on 14 November in Nature.

One layer of the sensor acts as a transmitter, generating an electrical field that extends beyond the surface of the device. Another layer acts as a receiver, able to detect both the direction and the distance to an object. This allows the sensor system to locate the object in three-dimensional space.

The e-skin sensor includes several layers, including a receiver and a transmitter.Jingkun Zhou, Jian Li et al.

The sensor electrode layers are made from a biogel that is printed on both sides of a dielectric substrate made of polydimethylsiloxane (PDMS), a silicon-based polymer that is commonly used in biomedical applications. The biogel layers receive their ability to transmit and receive electrical signals from a pattern of microchannels on their surface. The end result is a sensor that is thin, flexible, soft, stretchable, and transparent. These features make it suitable for a wide range of applications where an object-sensing system needs to conform to an irregular surface, like the human body.

The capacitive field around the sensor is disrupted when an object comes within range, which in turn can be detected by the receiver. The magnitude in the change of signal indicates the distance to the target. By using multiple sensors in an array, the system can determine the position of the target in three dimensions. The system created in this study is able to detect objects up to 10 centimeters away when used in air. The range increases when used underwater, to as far as 1 meter.

Jingkun Zhou, Jian Li et al.

To be functional, the sensors also require a separate controller component that is connected via silver or copper wires. The controller provides several functions. It creates the driving signal used to activate the transmitting layers. It also uses 16-bit analog-to-digital converters to collect the signals from the receiving layers. This data is then processed by a microcontroller unit attached to the sensor array, where it computes the position of the target object and sends that information via a Bluetooth Low Energy transmitter to a smartphone or other device. (Rather than send the raw data to the end device for computation, which would require more energy).

Power is provided by an integrated lithium-ion battery that is recharged wirelessly via a coil of copper wire. The system is designed to consume minimal amounts of electrical power. The controller is less flexible and transparent than the sensors, but by being encapsulated in PDMS, it is both waterproof and biocompatible.

The system works best when detecting objects about 8 millimeters in diameter. Objects smaller than 4 mm might not be detected accurately, and the response time for sensing objects larger than 8 mm can increase significantly. This could currently limit practical uses for the system to things like tracking finger movements for human-machine interfaces. Future development would be needed to detect larger targets.

The system can detect objects behind a cloth or paper barrier, but other environmental factors can degrade performance. Changes in air humidity and electromagnetic interference from people or other devices within 40 cm of the sensor can degrade accuracy.

The researchers hope that this sensor could one day open up a new range of wearable sensors, including devices for human-machine interfaces and thin and flexible e-skin.



The ability to detect a nearby presence without seeing or touching it may sound fantastical—but it’s a real ability that some creatures have. A family of African fish known as Mormyrids are weakly electric, and have special organs that can locate a nearby prey, whether it’s in murky water or even hiding in the mud. Now scientists have created an artificial sensor system inspired by nature’s original design. The development could find use one day in robotics and smart prosthetics to locate items without relying on machine vision.

“We developed a new strategy for 3D motion positioning by electronic skin, bio-inspired by ‘electric fish,’” says Xinge Yu, an associate professor in the Department of Biomedical Engineering at the City University of Hong Kong. The team described their sensor, which relies on capacitance to detect an object regardless of its conductivity, in a paper published on 14 November in Nature.

One layer of the sensor acts as a transmitter, generating an electrical field that extends beyond the surface of the device. Another layer acts as a receiver, able to detect both the direction and the distance to an object. This allows the sensor system to locate the object in three-dimensional space.

The e-skin sensor includes several layers, including a receiver and a transmitter.Jingkun Zhou, Jian Li et al.

The sensor electrode layers are made from a biogel that is printed on both sides of a dielectric substrate made of polydimethylsiloxane (PDMS), a silicon-based polymer that is commonly used in biomedical applications. The biogel layers receive their ability to transmit and receive electrical signals from a pattern of microchannels on their surface. The end result is a sensor that is thin, flexible, soft, stretchable, and transparent. These features make it suitable for a wide range of applications where an object-sensing system needs to conform to an irregular surface, like the human body.

The capacitive field around the sensor is disrupted when an object comes within range, which in turn can be detected by the receiver. The magnitude in the change of signal indicates the distance to the target. By using multiple sensors in an array, the system can determine the position of the target in three dimensions. The system created in this study is able to detect objects up to 10 centimeters away when used in air. The range increases when used underwater, to as far as 1 meter.

Jingkun Zhou, Jian Li et al.

To be functional, the sensors also require a separate controller component that is connected via silver or copper wires. The controller provides several functions. It creates the driving signal used to activate the transmitting layers. It also uses 16-bit analog-to-digital converters to collect the signals from the receiving layers. This data is then processed by a microcontroller unit attached to the sensor array, where it computes the position of the target object and sends that information via a Bluetooth Low Energy transmitter to a smartphone or other device. (Rather than send the raw data to the end device for computation, which would require more energy).

Power is provided by an integrated lithium-ion battery that is recharged wirelessly via a coil of copper wire. The system is designed to consume minimal amounts of electrical power. The controller is less flexible and transparent than the sensors, but by being encapsulated in PDMS, it is both waterproof and biocompatible.

The system works best when detecting objects about 8 millimeters in diameter. Objects smaller than 4 mm might not be detected accurately, and the response time for sensing objects larger than 8 mm can increase significantly. This could currently limit practical uses for the system to things like tracking finger movements for human-machine interfaces. Future development would be needed to detect larger targets.

The system can detect objects behind a cloth or paper barrier, but other environmental factors can degrade performance. Changes in air humidity and electromagnetic interference from people or other devices within 40 cm of the sensor can degrade accuracy.

The researchers hope that this sensor could one day open up a new range of wearable sensors, including devices for human-machine interfaces and thin and flexible e-skin.

Pages