The Download: American’s hydrogen train experiment, and why we need boring robots

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology

Hydrogen trains could revolutionize how Americans get around

Like a mirage speeding across the dusty desert outside Pueblo, Colorado, the first hydrogen-fuel-cell passenger train in the United States is getting warmed up on its test track. It will soon be shipped to Southern California, where it is slated to carry riders on San Bernardino County’s Arrow commuter rail service before the end of the year.

The best way to decarbonize railroads is the subject of growing debate among regulators, industry, and activists. The debate is partly technological, revolving around whether hydrogen fuel cells, batteries, or overhead electric wires offer the best performance for different railroad situations. But it’s also political: a question of the extent to which decarbonization can, or should, usher in a broader transformation of rail transportation.

In the insular world of railroading, this hydrogen-powered train is a Rorschach test. To some, it represents the future of rail transportation. To others, it looks like a big, shiny distraction. Read the full story.

—Benjamin Schneider

This story is for subscribers only, and is from the next magazine issue of MIT Technology Review, set to go live on April 24, on the theme of Build. If you don’t already, sign up now to get a copy when it lands.

Researchers taught robots to run. Now they’re teaching them to walk

We’ve all seen videos over the past few years demonstrating how agile humanoid robots have become, running and jumping with ease. We’re no longer surprised by this kind of agility—in fact, we’ve grown to expect it.

The problem is, these shiny demos lack real-world applications. When it comes to creating robots that are useful and safe around humans, the fundamentals of movement are more important. 

As a result, researchers are using the same techniques to train humanoid robots to achieve much more modest goals. They believe it will lead to more robust, reliable two-legged machines capable of interacting with their surroundings more safely—as well as learning much more quickly. Read the full story.

—Rhiannon Williams

How to build a thermal battery

Thermal energy storage is a convenient way to stockpile energy for later. This could be crucial in connecting cheap but inconsistent renewable energy with industrial facilities, which often require a constant supply of heat. It’s so promising, MIT Technology Review’s readers chose it as an honorary 11th technology in our annual list of 10 Breakthrough Technologies.

Casey Crownhart, our climate reporter, wrote about why this technology is having a moment, and where it might wind up being used, in a story published earlier this week. Now, she’s dug into what it takes to make a thermal battery, and why there are so many different types.

Read the full story.

This story is from The Spark, our weekly climate and energy newsletter. Sign up to receive it in your inbox every Wednesday.

The must-reads

I’ve combed the internet to find you today’s most fun/important/scary/fascinating stories about technology.

1 Amazon posed as a small retail business to snoop on its rivals
It used competitors’ payment and logistics data to inform its own operations. (WSJ $)+ The company insists its cashierless tech is powered by AI, not humans. (The Verge)

2 Landlords are asking prospective renters for 3D scans of their faces
And in many cases, if you don’t consent, you can’t tour the property alone. (The Markup)
+ The coming war on the hidden algorithms that trap people in poverty. (MIT Technology Review)

3 India’s elections will be a major test of AI literacy
AI-generated videos of Prime Minister Narendra Modi are addressing voters by name. (NYT $)
+ Three technology trends shaping 2024’s elections. (MIT Technology Review)

4 The US National Guard will use Google’s AI to analyze disaster zones
Just in time for the summer wildfire season. (WP $)
+ The quest to build wildfire-resistant homes. (MIT Technology Review)

5 OpenAI’s GPT-4 outperformed junior doctors in analyzing eye conditions
But a lot more work would be needed before deploying it in a clinical setting. (FT $)
+ Artificial intelligence is infiltrating health care. We shouldn’t let it make all the decisions. (MIT Technology Review)

6 Digitizing the real world is a long, tedious process
Engines originally developed for video games are bridging the uncanny valley. (New Yorker $)

7 AI is unlikely to improve the welfare of factory-farmed livestock 
While AI tools could make farming more efficient, it probably won’t make it humane. (Undark Magazine)
+ How CRISPR is making farmed animals bigger, stronger, and healthier. (MIT Technology Review)

8 What happens after you trade in your old iPhone
Spoiler: not all of them end up in industrial shredders. (Bloomberg $)

9 A Hollywood agency is dabbling with AI clones of its A-list talent
Crucially, the stars own their digital doubles. (The Information $)
+ How Meta and AI companies recruited striking actors to train AI. (MIT Technology Review)

10 The next Oprah will be crowned on TikTok 
Self-help book stars reach gigantic audiences hungry for self-actualization. (The Atlantic $)

Quote of the day

“We will be attacked.” 

—Franz Regul, head of cyberattack preparations for the 2024 Paris Olympics, is grimly prepared for what he sees as the inevitable, he tells the New York Times.

The big story

The race to produce rare earth materials

January 2024

Abandoning fossil fuels and adopting lower-­carbon technologies are our best options for warding off the accelerating threat of climate change. And access to rare earth elements, key ingredients in many of these technologies, will partly determine which countries will meet their goals for lowering emissions.

Some nations, including the US, are increasingly worried about whether the supply of those elements will remain stable. As a result, scientists and companies alike are intent on increasing access and improving sustainability by exploring secondary or unconventional sources. Read the full story.

— Mureji Fatunde

We can still have nice things

A place for comfort, fun and distraction to brighten up your day. (Got any ideas? Drop me a line or tweet ’em at me.)

+ Maru the golden retriever has popped up in more than 1,000 Google Street View shots, on the beautiful island of Jukdo.
+ How about a bit of experimental music for a Thursday? (Thanks Mark!)
+ It’s just as the Beach Boys intended!
+ How to get a better night’s sleep without breaking the bank.

How to build a thermal battery

This article is from The Spark, MIT Technology Review’s weekly climate newsletter. To receive it in your inbox every Wednesday, sign up here.

The votes have been tallied, and the results are in. The winner of the 11th Breakthrough Technology, 2024 edition, is … drumroll please … thermal batteries! 

While the editors of MIT Technology Review choose the annual list of 10 Breakthrough Technologies, in 2022 we started having readers weigh in on an 11th technology. And I don’t mean to flatter you, but I think you picked a fascinating one this year. 

Thermal energy storage is a convenient way to stockpile energy for later. This could be crucial in connecting cheap but inconsistent renewable energy with industrial facilities, which often require a constant supply of heat. 

I wrote about why this technology is having a moment, and where it might wind up being used, in a story published Monday. For the newsletter this week, let’s take a deeper look at the different kinds of thermal batteries out there, because there’s a wide world of possibilities. 

Step 1: Choose your energy source

In the journey to build a thermal battery, the crucial first step is to choose where your heat comes from. Most of the companies I’ve come across are building some sort of power-to-heat system, meaning electricity goes in and heat comes out. Heat often gets generated by running a current through a resistive material in a process similar to what happens when you turn on a toaster.

Some projects may take electricity directly from sources like wind turbines or solar panels that aren’t hooked up to the grid. That could reduce energy costs, since you don’t have to pay surcharges built into grid electricity rates, explains Jeffrey Rissman, senior director of industry at Energy Innovation, a policy and research firm specializing in energy and climate. 

Otherwise, thermal batteries can be hooked up to the grid directly. These systems could allow a facility to charge up when electricity prices are low or when there’s a lot of renewable energy on the grid. 

Some thermal storage systems are soaking up waste heat rather than relying on electricity. Brenmiller Energy, for example, is building thermal batteries that can be charged up with heat or electricity, depending on the customer’s needs. 

Depending on the heat source, systems using waste heat may not be able to reach temperatures as high as their electricity-powered counterparts, but they could help increase the efficiency of facilities that would otherwise waste that energy. There’s especially high potential for high-temperature processes, like cement and steel production. 

Step 2: Choose your storage material

Next up: pick out a heat storage medium. These materials should probably be inexpensive and able to reach and withstand high temperatures. 

Bricks and carbon blocks are popular choices, as they can be packed together and, depending on the material, reach temperatures well over 1,000 °C (1,800 °F). Rondo Energy, Antora Energy, and Electrified Thermal Solutions are among the companies using blocks and bricks to store heat at these high temperatures. 

Crushed-up rocks are another option, and the storage medium of choice for Brenmiller Energy. Caldera is using a mixture of aluminum and crushed rock. 

Molten materials can offer even more options for delivering thermal energy later, since they can be pumped around (though this can also add more complexity to the system). Malta is building thermal storage systems that use molten salt, and companies like Fourth Power are using systems that rely in part on molten metals. 

Step 3: Choose your delivery method

Last, and perhaps most important, is deciding how to get energy back out of your storage system. Generally, thermal storage systems can deliver heat, use it to generate electricity, or go with some combination of the two. 

Delivering heat is the most straightforward option. Typically, air or another gas gets blown over the hot thermal storage material, and that heated gas can be used to warm up equipment or to generate steam. 

Some companies are working to use heat storage to deliver electricity instead. This could allow thermal storage systems to play a role not only in industry but potentially on the electrical grid as an electricity storage solution. One downside? These systems generally take a hit on efficiency, the amount of energy that can be returned from storage. But they may be right for some situations, such as facilities that need both heat and electricity on demand. Antora Energy is aiming to use thermophotovoltaic materials to turn heat stored in its carbon blocks back into electricity. 

Some companies plan to offer a middle path, delivering a combination of heat and electricity, depending on what a facility needs. Rondo Energy’s heat batteries can deliver high-pressure steam that can be used either for heating alone or to generate some electricity using cogeneration units. 

The possibilities are seemingly endless for thermal batteries, and I’m seeing new players with new ideas all the time. Stay tuned for much more coverage of this hot technology (sorry, I had to). 


Now read the rest of The Spark

Related reading

Read more about why thermal batteries won the title of 11th breakthrough technology in my story from Monday.

I first wrote about heat as energy storage in this piece last year. As I put it then: the hottest new climate technology is bricks. 

Companies have made some progress in scaling up thermal batteries—our former fellow June Kim wrote about one new manufacturing facility in October.

VIRGINIA HANUSIK

Another thing

The state of Louisiana in the southeast US has lost over a million acres of its coast to erosion. A pilot project aims to save some homes in the state by raising them up to avoid the worst of flooding. 

It’s an ambitious attempt to build a solution to a crisis, and the effort could help keep communities together. But some experts worry that elevation projects offer too rosy an outlook and think we need to focus on relocation instead. Read more in this fascinating feature story from Xander Peters.

Keeping up with climate  

It can be easy to forget, but we’ve actually already made a lot of progress on addressing climate change. A decade ago, the world was on track for about 3.7 °C of warming over preindustrial levels. Today, it’s 2.7 °C with current actions and policies—higher than it should be but lower than it might have been. (Cipher News)

We’re probably going to have more batteries than we actually need for a while. Today, China alone makes enough batteries to satisfy global demand, which could make things tough for new players in the battery game. (Bloomberg

2023 was a record year for wind power. The world installed 117 gigawatts of new capacity last year, 50% more than the year before. (Associated Press)

Here’s what’s coming next for offshore wind. (MIT Technology Review)

Coal power grew in 2023, driven by a surge of new plants coming online in China and a slowdown of retirements in Europe and the US. (New York Times)

People who live near solar farms generally have positive feelings about their electricity-producing neighbors. There’s more negative sentiment among people who live very close to the biggest projects, though. (Inside Climate News)

E-scooters have been zipping through city streets for eight years, but they haven’t exactly ushered in the zero-emissions micro-mobility future that some had hoped for. Shared scooters can cut emissions, but it all depends on rider behavior and company practices. (Grist)

The grid could use a renovation. Replacing existing power lines with new materials could double grid capacity in many parts of the US, clearing the way for more renewables. (New York Times

The first all-electric tugboat in the US is about to launch in San Diego. The small boats are crucial to help larger vessels in and around ports, and the fossil-fuel-powered ones are a climate nightmare. (Canary Media)

Hydrogen trains could revolutionize how Americans get around

Like a mirage speeding across the dusty desert outside Pueblo, Colorado, the first hydrogen-fuel-cell passenger train in the United States is getting warmed up on its test track. Made by the Swiss manufacturer Stadler and known as the FLIRT (for “Fast Light Intercity and Regional Train”), it will soon be shipped to Southern California, where it is slated to carry riders on San Bernardino County’s Arrow commuter rail service before the end of the year. In the insular world of railroading, this hydrogen-powered train is a Rorschach test. To some, it represents the future of rail transportation. To others, it looks like a big, shiny distraction.

In the quest to decarbonize the transportation sector—the largest source of greenhouse-gas emissions in the United States—rubber-tired electric vehicles tend to dominate the conversation. But to reach the Biden administration’s goal of net-zero emissions by 2050, other forms of transportation, including those on steel wheels, will need to find new energy sources too. 

The best way to decarbonize railroads is the subject of growing debate among regulators, industry, and activists. Things are coming to a head in California, which recently enacted rules requiring all new passenger locomotives operating in the state to be zero-emissions by 2030 and all new freight locomotives to meet that threshold by 2035. Federal regulators could be close behind.

The debate is partly technological, revolving around whether hydrogen fuel cells, batteries, or overhead electric wires offer the best performance for different railroad situations. But it’s also political: a question of the extent to which decarbonization can, or should, usher in a broader transformation of rail transportation. For decades, the government has largely deferred to the will of the big freight rail conglomerates. Decarbonization could shift that power dynamic—or further entrench it. 

So far, hydrogen has been the big technological winner in California. Over the past year, the California Department of Transportation, known as Caltrans, has ordered 10 hydrogen FLIRT trains at a cost of $207 million. After the Arrow service, the next rail line to receive hydrogen trains is scheduled to be the Valley Rail service in the Central Valley. That line will connect Sacramento to California High-Speed Rail, the under-construction system that will eventually link Los Angeles and San Francisco.

In its analysis of different zero-­emissions rail technologies, Caltrans found that hydrogen trains, powered by onboard fuel cells that convert hydrogen into electricity, had better range and shorter refueling times than battery-electric trains, which function much like electric cars. Hydrogen was also a cheaper power source than overhead wire (or simply “electrification,” in industry parlance), which would cost an estimated $6.8 billion to install on the state’s three main intercity routes. (California High-Speed Rail and its shared track on the Bay Area’s Caltrain commuter service will both be powered by overhead wire, since electrification is necessary to reach speeds of over 100 miles per hour.)  

Further complicating the electrification option, installing overhead wire on the rest of California’s passenger network would require the consent of BNSF and Union Pacific, the two major freight rail carriers that own most of the state’s tracks. The companies have long opposed the installation of wire above their tracks, which they say could interfere with double-stacked freight trains. 

Electrifying all 144,000 miles of the nation’s freight rail tracks would cost hundreds of billions of dollars, according to a report by the Association of American Railroads (AAR), an industry trade group, and even electrifying smaller sections of track would result in ongoing disruptions to train traffic and shift freight customers from trains to trucks, the group claims. Electrification would also require the cooperation of electric utilities, leaving railroads vulnerable to the grid connection delays that plague renewable-energy developers. 

“We have long stretches of track outside of urbanized areas,” says Marcin Taraszkiewicz, an engineer at the engineering and architecture firm HDR who has worked on Caltrans’s hydrogen train program. Getting power to those rugged places can be a challenge, he says, especially when infrastructure must be designed to resist natural disasters like wildfires and earthquakes: “If that wire goes down, you’re going to be in trouble.” 

The AAR thinks California’s railroad emissions regulations are too much, too soon, especially given that freight rail is already three to four times more fuel efficient than trucking. Last year, the AAR sued the state over its latest railroad emissions regulations, in a case that is still pending. Though the group generally prefers hydrogen to electrification as a long-term solution, it contends that this alternative technology is not yet mature enough to meet the industry’s needs. 

A group called Californians for Electric Rail also views hydrogen as an immature technology. “From an environmental as well as a cost perspective, it’s a really circular and indirect way of doing things,” says Adriana Rizzo, the group’s founder, who is an advocate for electrifying the state’s regional and intercity tracks with overhead wire.

Synthesizing, transporting, and using the tiny hydrogen molecule can be very inefficient. Hydrogen trains currently require roughly three times more energy per mile than trains powered by overhead wire. And the environmental benefits of hydrogen—the ostensible purpose of this new technology—remain largely theoretical, since the vast majority of hydrogen today is produced by burning fossil fuels like methane. Natural-gas utilities have been among the hydrogen industry’s biggest boosters, because they are already able to produce and transport the gas. 

Opinions on the merits of hydrogen trains have been mixed. In 2022, following a pilot program, the German state of Baden-Württemberg determined that this technology would be 80% more expensive to operate over the long run than other zero-emissions alternatives. 

Kyle Gradinger, assistant deputy director for rail at Caltrans, thinks there’s been some “Twittersphere exaggeration” about the problems with hydrogen trains. In tests, the hydrogen-powered Stadler FLIRT is “performing as well as we expected, if not better,” he says. Since they also use electric motors, hydrogen trains offer many of the same benefits as trains powered by overhead wire, Gradinger says. Both technologies will be quieter, cleaner, and faster than diesel trains. 

Caltrans hopes to obtain all the hydrogen for its trains from zero-emissions sources by 2030—a goal bolstered by a draft clean-­hydrogen rule issued by the Biden administration in 2023. California is one of seven “hydrogen hubs” in the US, public-private partnerships that will receive billions of dollars in subsidies from the Infrastructure Investment and Jobs Act for developing hydrogen technologies. It’s too early to say whether Caltrans will be able to procure funding for its hydrogen fueling stations and supply chains through these subsidies, Gradinger says, but it’s certainly a possibility. So far, California is the only US state to have purchased hydrogen trains. 

Advocates like Rizzo fear, however, that all this investment in hydrogen infrastructure will get in the way of more transformative changes to passenger rail in California. 

“Why are we putting millions of dollars into buying new trains and putting up all of this infrastructure and then expecting the same crappy service that we have now?” Rizzo says. “These systems could carry so many more passengers.” 

Rizzo’s group, and allies like the Rail Passenger Association of California and Nevada, think decarbonization is an opportunity to install the type of infrastructure that supports the vast majority of fast passenger train services around the world. Though the up-front investment in overhead wire is high, electrification reduces operating costs by providing constant access to a cheap and efficient energy source. Electrification also improves acceleration so that trains can travel closer together, creating the potential for service patterns that function more like an urban metro system than a once-per-day Amtrak route. 

Caltrans has a long-term plan to dramatically increase rail service and speeds, which might eventually require electrification by overhead wire, also known as a catenary system. But at least for the next couple of decades, the agency believes, hydrogen is the most feasible way to meet the state’s ambitious climate goals. The money, the political will, and the stomach for a fight with the freight railroads and utility companies just aren’t there yet.  

“The gold standard is overhead catenary electrification, if you can do that,” Gradinger says. “But we aren’t going to get to a level of service on the intercity side for at least the next decade or two that would warrant investment in electrification.” 

Rizzo hopes that as the federal government puts more railroad emissions regulations in place, the case for electrifying rail by overhead wire will get stronger. Other countries have come to that conclusion: a 2015 policy change in India resulted in the electrification of nearly half the country’s track mileage in less than a decade. The United Kingdom’s Decarbonising Transport Plan states that electrification will be the “main way” to decarbonize the rail industry. 

These changes are still compatible with a robust freight industry. The world’s most powerful locomotives are electric, pulling ore-laden freight trains in South Africa and China. In 2002, Russia finished electrifying the 5,700-mile Trans-Siberian Railway, demonstrating that freight trains running on electric wire can travel very long distances over very harsh terrain.

Things may be starting to shift in the US as well, albeit slowly. BNSF appears to have softened its stance against electrification on a corridor it owns in Southern California, where it has agreed to allow California High-Speed Rail to construct overhead wire on its right of way. Rizzo and her group are looking to make these projects easier by sponsoring state legislation exempting overhead wire from the California Environmental Quality Act. That would prevent situations like a 2015 environmental lawsuit from the affluent Bay Area suburb of Atherton, over tree removal and visual impact, that delayed Caltrain’s electrification project for nearly two years.

New innovations could blur the lines between different kinds of green rail technologies. Caltrain has ordered a battery-­equipped electrified train that has the potential to charge up while traveling from San Francisco to San Jose and then run on a battery onward to Gilroy and Salinas. A similar system could someday be deployed in Southern California, where trains could charge through the Los Angeles metro area and run on batteries over more remote stretches to Santa Barbara and San Diego. 

New hydrogen technologies could also prove transformative for passenger rail. The FLIRT train doing laps in the Colorado desert is version 1.0. In the future, using ammonia as a hydrogen carrier could result in much longer range for hydrogen trains, as well as more seamless refueling. “With hydrogen, there’s a lot more room to grow,” Taraszkiewicz says.

But in a country that has invested little in passenger rail over the past century, new technology can only do so much, Taraszkiewicz cautions. America’s railroads all too often lack passing tracks, grade-separated road crossings, and modern signaling systems. The main impediment to faster, more frequent passenger service “is not the train technology,” he says. “It’s everything else.”

Benjamin Schneider is a freelance writer covering housing, transportation, and urban policy.

Researchers taught robots to run. Now they’re teaching them to walk

We’ve all seen videos over the past few years demonstrating how agile humanoid robots have become, running and jumping with ease. We’re no longer surprised by this kind of agility—in fact, we’ve grown to expect it.

The problem is, these shiny demos lack real-world applications. When it comes to creating robots that are useful and safe around humans, the fundamentals of movement are more important. As a result, researchers are using the same techniques to train humanoid robots to achieve much more modest goals. 

Alan Fern, a professor of computer science at Oregon State University, and a team of researchers have successfully trained a humanoid robot called Digit V3 to stand, walk, pick up a box, and move it from one location to another. Meanwhile, a separate group of researchers from the University of California, Berkeley, have focused on teaching Digit to walk in unfamiliar environments while carrying different loads, without toppling over. Their research is published in a paper in Science Robotics today. 

Both groups are using an AI technique called sim-to-real reinforcement learning, a burgeoning method of training two-legged robots like Digit. Researchers believe it will lead to more robust, reliable two-legged machines capable of interacting with their surroundings more safely—as well as learning much more quickly.

Sim-to-real reinforcement learning involves training AI models to complete certain tasks in simulated environments billions of times before a robot powered by the model attempts to complete them in the real world. What would take years for a robot to learn in real life can take just days thanks to repeated trial-and-error testing in simulations.

A neural network guides the robot using a mathematical reward function, a technique that rewards the robot with a large number every time it moves closer to its target location or completes its goal behavior. If it does something it’s not supposed to do, like falling down, it’s “punished” with a negative number, so it learns to avoid these motions over time.

In previous projects, researchers from the University of Oregon had used the same reinforcement learning technique to teach a two-legged robot named Cassie to run. The approach paid off—Cassie became the first robot to run an outdoor 5K before setting a Guinness World Record for the fastest bipedal robot to run 100 meters and mastering the ability to jump from one location to another with ease.

Training robots to behave in athletic ways requires them to develop really complex skills in very narrow environments, says Ilija Radosavovic, a PhD student at Berkleley who trained Digit to carry a wide range of loads and stabilize itself when poked with a stick. “We’re sort of the opposite—focusing on fairly simple skills in broad environments.”

This new wave of research in humanoid robotics is less concerned with speed and ability, and more focused on making machines robust and able to adapt—which is ultimately what’s needed to make them useful in the real world. Humanoid robots remain a relative rarity in work environments, as they often struggle to balance while carrying heavy objects. This is why most robots designed to lift objects of varying weights in factories and warehouses tend to have four legs or larger, more stable bases. But researchers hope to change that by making humanoid robots more reliable using AI techniques. 

Reinforcement learning will usher in a “new, much more flexible and faster way for training these types of manipulation skills,” Fern says. He and his team are due to present their findings at ICRA, the International Conference on Robotics and Automation, in Japan next month.

The ultimate goal is for a human to be able to show the robot a video of the desired task, like picking up a box from one shelf and pushing it onto another higher shelf, and then have the robot do it without requiring any further instruction, says Fern.

Getting robots to observe, copy, and quickly learn these kinds of behaviors would be really useful, but it still remains a challenge, says Lerrel Pinto, an assistant professor of computer science at New York University, who was not involved in the research. “If that could be done, I would be very impressed by that,” he says. “These are hard problems.”

The Download: commercializing space, and China’s chip self-sufficiency efforts

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology

The great commercial takeover of low-Earth orbit

NASA designed the International Space Station to fly for 20 years. It has lasted six years longer than that, though it is showing its age, and NASA is currently studying how to safely destroy the space laboratory by around 2030. 

The ISS never really became what some had hoped: a launching point for an expanding human presence in the solar system. But it did enable fundamental research on materials and medicine, and it helped us start to understand how space affects the human body. 

To build on that work, NASA has partnered with private companies to develop new, commercial space stations for research, manufacturing, and tourism. If they are successful, these companies will bring about a new era of space exploration: private rockets flying to private destinations. They’re already planning to do it around the moon. One day, Mars could follow. Read the full story.

— David W. Brown

This story is for subscribers only, and is from the next magazine issue of MIT Technology Review, set to go live on April 24, on the theme of Build. If you don’t already, sign up now to get a copy when it lands.

Why it’s so hard for China’s chip industry to become self-sufficient

Inside most laptop and data center chips today, there’s a tiny component called ABF. It’s a thin insulating layer around the wires that conduct electricity. And over 90% of the materials around the world used to make this insulator are produced by a single Japanese company named Ajinomoto.

As our AI reporter James O’Donnell explained in his story last week, Ajinomoto figured out in the 1990s that a chemical by-product from the production of the seasoning powder MSG can be used to make insulator films, which proved to be essential for high-performance chips. And in the 30 years since, the company has totally dominated ABF supply.

Within China, at least three companies are developing similar insulator products to rival Ajinomoto’s. For decades, the fact that the semiconductor supply chain was in a few companies’ hands was seen as a strength, not a problem. But now, both the US and Chinese governments increasingly see it as a problem to be fixed. Read the full story.

—Zeyi Yang

This story is from China Report, our weekly newsletter covering tech and policy within China. Sign up to receive it in your inbox every Tuesday.

The must-reads

I’ve combed the internet to find you today’s most fun/important/scary/fascinating stories about technology.

1 Starlink is cracking down on internet thieves
Users have been connecting to its services from countries where it’s not licensed to operate. (WSJ $)
+ Antarctica’s history of isolation is ending—thanks to Starlink. (MIT Technology Review)

2 Microsoft has invested more than $1 billion into an Abu Dhabi AI firm 
The company, called G42, recently cut its links with its Chinese hardware supplier. (FT $)
+ Behind Microsoft CEO Satya Nadella’s push to get AI tools in developers’ hands. (MIT Technology Review)

3 How wartime British scientists worked how how to keep humans alive underwater
Their extraordinary findings played a key part in making D-Day a success. (Wired $)

4 The longevity movement is full of contradictory arguments
But who really wants to live forever anyway? (New Yorker $)
+ The quest to legitimize longevity medicine. (MIT Technology Review)

5 Audiobooks are a hit with Spotify subscribers
But they’re limited to 15 hours’ of listening per month. (Bloomberg $)

6 Farewell to Atlas the robot 🤖
Boston Dynamics’ dancing, backflipping humanoid robot is retiring after 11 years in the spotlight. (The Verge)
+ Is robotics about to have its own ChatGPT moment? (MIT Technology Review)

7 Everything is so expensive these days
And covert personalized pricing systems are set to make things even pricier. (The Atlantic $)
+ It turns out Gen Z is a lot richer than their elders. (Economist $)

8 Amazon is a swamp of trashy ebooks
They were a problem before the AI boom, but generative AI has made the issue significantly worse. (Vox)

9 TikTok’s hottest product is industrial-grade glycine from China
The amino acids are feeding the platform’s insatiable appetite for ironic obsessions. (WP $)

10 Behold—the straw that won’t give you wrinkles
Unsurprisingly, it’s the kind of nonsense that will take off on social media. (NYT $)

Quote of the day

“People can giggle and say, ‘Oh, look, there’s Brutus plunging a knife into the back of Julius Caesar.'”

—Nick Clegg, president of global affairs at Meta, describes his vision of future history classes enabled by VR, Axios reports.

The big story

What is death?

November 2023

Just as birth certificates note the time we enter the world, death certificates mark the moment we exit it. This practice reflects traditional notions about life and death as binaries. We are here until, suddenly, like a light switched off, we are gone.

But while this idea of death is pervasive, evidence is building that it is an outdated social construct, not really grounded in biology. Dying is in fact a process—one with no clear point demarcating the threshold across which someone cannot come back.

Scientists and many doctors have already embraced this more nuanced understanding of death. And as society catches up, the implications for the living could be profound. Read the full story

—Rachel Nuwer

We can still have nice things

A place for comfort, fun and distraction to brighten up your day. (Got any ideas? Drop me a line or tweet ’em at me.)

+ This Switch bread has a cute lil secret.
+ If you’re one of life’s poor navigators, fear not—you’re not alone.
+ Trying to sell your home? Don’t paint your front door these colors.
+ This is a fascinating look at the science behind entering the state of creative flow.

Why it’s so hard for China’s chip industry to become self-sufficient

This story first appeared in China Report, MIT Technology Review’s newsletter about technology in China. Sign up to receive it in your inbox every Tuesday.

I don’t know about you, but I only learned last week that there’s something connecting MSG and computer chips.

Inside most laptop and data center chips today, there’s a tiny component called ABF. It’s a thin insulating layer around the wires that conduct electricity. And over 90% of the materials around the world used to make this insulator are produced by a single Japanese company named Ajinomoto, more commonly known for commercializing the seasoning powder MSG in 1909.

Hold on, what? 

As my colleague James O’Donnell explained in his story last week, it turns out Ajinomoto figured out in the 1990s that a chemical by-product of MSG production can be used to make insulator films, which proved to be essential for high-performance chips. And in the 30 years since, the company has totally dominated ABF supply. The product—Ajinomoto Build-up Film—is even named after it.

James talked to Thintronics, a California-based company that’s developing a new insulating material it hopes could challenge Ajinomoto’s monopoly. It already has a lab product with impressive attributes but still needs to test it in manufacturing reality.

Beyond Thintronics, the struggle to break up Ajinomoto’s monopoly is not just a US effort.

Within China, at least three companies are also developing similar insulator products. Xi’an Tianhe Defense Technology, which makes products for both military and civilian use, introduced its take on the material, which it calls QBF, in 2023; Zhejiang Wazam New Material and Guangdong Hinno-tech have also announced similar products in recent years. But all of them are still going through industrial testing with chipmakers, and few have recent updates on how well these materials have performed in mass-production settings.

“It’s interesting that there’s this parallel competition going on,” James told me when we recently discussed his story. “In some ways, it’s about the materials. But in other ways, it’s totally shaped by government funding and incentives.”

For decades, the fact that the semiconductor supply chain was in a few companies’ hands was seen as a strength, not a problem, so governments were not concerned that one Japanese company controlled almost the entire supply of ABF. Similar monopolies exist for many other materials and components that go into a chip.

But in the last few years, both the US and Chinese governments have changed that way of thinking. And new policies subsidizing domestic chip manufacturing are creating a favorable environment for companies to challenge monopolies like Ajinomoto’s.

In the US, this trend is driven by the fear of supply chain disruptions and a will to rebuild domestic semiconductor manufacturing capabilities. The CHIPS Act was announced to inject investment into chip companies that bring their plants back to the US, but smaller companies like Thintronics could also benefit, both directly through funding and indirectly through the establishment of a US-based supply chain.

Meanwhile, China is being cornered by a US-led blockade to deny it access to the most advanced chip technologies. While materials like ABF are not restricted in any way today, the fact that one foreign company controls almost the entire supply of an indispensable material raises the stakes enough to make the government worry. It needs to find a domestic alternative in case ABF becomes subject to sanctions too.

But it takes a lot more than government policies to change the status quo. Even if these companies are able to find alternative materials that perform better than ABF, there’s still an uphill battle to convince the industry to adopt it en masse.

“You can look at any dielectric film supplier (many from Japan and some from the US), and they have all at one time or another tried to break into ABF market dominance and had limited success,” Venky Sundaram, a semiconductor researcher and entrepreneur, told James. 

It’s not as simple as just swapping out ABF and swapping in a new insulator material. Chipmaking is a deeply intricate process, with components closely depending on each other. Changing one material could require a lot more knock-on changes to other components and the entire process. “Convincing someone to do that depends on what relationships you have with the industry. These big manufacturing players are a little bit less likely to take on a small materials company, because any time they’re taking on new material, they’re slowing down their production,” James said.

As a result, Ajinomoto’s market monopoly will probably remain while other companies keep trying to develop a new material that significantly improves on ABF. 

That result, however, will have different implications for the US and China. 

The US and Japan have long had a strategic technological alliance, and that could be set to deepen because both of them consider the rise of China a threat. In fact, Japan’s prime minister, Fumio Kishida, was just visiting the US last week, hoping to score more collaborations on next-generation chips. Even though there has been some pushback from the Japanese chip industry about how strict US export restrictions could become, this hasn’t been strong enough to sway Japan to China’s side.

All these factors give the Chinese government an even greater sense of urgency to become self-sufficient. The country has already been investing vast sums of money to that end, but progress has been limited, with many industry insiders pessimistic about whether China can catch up fast enough. If Ajinomoto’s failed competitors in the past tell us anything, it’s that this will not be an easy journey for China either.

Do you think China has a chance of cracking Ajinomoto’s monopoly over this very specific insulating material? Let me know your thoughts at zeyi@technologyreview.com.


Now read the rest of China Report

Catch up with China

1. Following the explosive popularity of minute-long short dramas made for phones, China’s culture regulator will soon announce new regulations that tighten its control of them. (Sixth Tone)

  • This is not a surprise to the companies involved. Some Chinese short-drama companies have already started to expand overseas, driven out by domestic policy pressures. I profiled one named FlexTV. (MIT Technology Review)

2. There have been many minor conflicts between China and the Philippines recently over maritime territory claims. Here’s what it feels like to live on one of those contested islands. (NPR)

3. The Chinese government has asked domestic telecom companies to replace all foreign chips by 2027. It’s a move that mirrors previous requests from the US to replace all Huawei and ZTE equipment in telecom networks. (Wall Street Journal $)

4. A decade ago, about 25,000 American students were studying in China. Today, there are only about 750. It may be unsurprising given recent geopolitical tensions, but neither country is happy with the situation. (Associated Press)

5. Latin America is importing large amounts of Chinese green technologies—mostly electric vehicles, lithium-ion batteries, and solar panels. (The Economist $)

6. China’s top spy agency says foreign agents have been trying to intercept information about the country’s rare earth industry. (South China Morning Post $)

7. Amid the current semiconductor boom, Southeast Asian youths are flocking to Taiwan to train and work in the chip industry. (Rest of World)

Lost in translation

The bodies of eight Chinese migrants were recently discovered on a beach in Mexico. According to Initium Media, a Singapore-based publication, this was the first confirmed shipwreck incident with Chinese migrants heading to the US, but many more have taken the perilous route in recent years. In 2023, over 37,000 Chinese people illegally entered the US through the border with Mexico.

The traffickers often arrange shabby boats with no safety measures to sail from Tapachula to Oaxaca, a popular route that circumvents police checkpoints on land but makes for an extremely dangerous journey often rocked by strong winds and waves. There had always been rumors of people going missing in the ocean, but these proved impossible to confirm, as no bodies were found. The latest tragedy was the first one to come to public attention. Of the nine Chinese migrants onboard the boat, only one survived. Three bodies remain unidentified today.

One more thing

Forget about the New York Times’ election-result needles and CNN’s relentless coverage by John King. In South Korea, the results of national elections are broadcast on TV with wild and whimsical animations. To illustrate the results of parliamentary elections that just concluded last week, candidates were shown fighting on a fictional train heading toward the National Assembly, parodying Mission: Impossible’s fight scene. According to the BBC, these election-night animations took a team of 70 to prepare in advance and about 200 people working on election night.

The great commercial takeover of low Earth orbit

Washington, DC, was hot and humid on June 23, 1993, but no one was sweating more than Daniel Goldin, the administrator of NASA. Standing outside the House chamber, he watched nervously as votes registered on the electronic tally board. The space station wasn’t going to make it. The United States had spent more than $11 billion on it by then, with thousands of pounds of paperwork to show for it—but zero pounds of flight hardware. Whether there would ever be a station came down, now, to a cancellation vote on the House floor.

Politically, the space station was something of a wayward orphan. It was a nine-year-old Reagan administration initiative, expanded by George H.W. Bush as the centerpiece of a would-be return to the moon and an attempt to reach Mars. When voters replaced Bush with Bill Clinton, Goldin persuaded the new president to keep the station by pitching it as a post-Soviet reconstruction effort. The Russians were great at building stations, which would save NASA a fortune in R&D. In turn, NASA’s funding would keep Russian rocket scientists employed—and less likely to freelance for hostile foreign powers. Still, dissatisfaction with NASA was a bipartisan affair: everyone seemed to agree that the agency was bloated and ossified. Representative Tim Roemer, a Democrat from Indiana, wanted to make some big changes, and he introduced an amendment to the NASA authorization bill to kill the station once and for all.

Goldin had made more than 100 phone calls in the day and a half before the vote, hoping to sway lawmakers to endorse the station, which he saw as critical for studying biomedicine, electronics, materials engineering, and the human body in a completely alien environment: microgravity. Things down to the molecular level behave profoundly differently in space, and flying experiments a week at a time on the shuttle wasn’t enough to learn much. Real research required a permanent presence in space, and that meant a space station. 

Supporters of the space station had gone into the vote expecting to win. Not by much—20 votes, maybe. But the longer the vote went on, the closer it got. Each side began cheering as it pulled ahead. The 110 new members of Congress, none of whom had ever before cast a vote involving the station, revealed themselves to be less reliable than expected. 

Finally, the tally reached 215–215, with one vote remaining: Representative John Lewis of Georgia, a civil rights legend. As Lewis walked down the hall toward the legislative chamber, Goldin’s legislative aide, Jeff Lawrence, told the administrator to say something—anything—to win him over. As Lewis walked by, Goldin had only one second, maybe two, and the best he could get out was a raw, honest, “Congressman Lewis, the future of the space program depends on you.” He added: “The nation is counting on you. How will you vote?”

Lewis smiled as he walked by. He said, “I ain’t telling you.”

The station, later named the International Space Station, survived by his single vote, 216–215. Five years later, Russia launched the first module from Kazakhstan, and since November 2000, not a single day has elapsed without a human being in space.

NASA designed the International Space Station to fly for 20 years. It has lasted six years longer than that, though it is showing its age, and NASA is currently studying how to safely destroy the space laboratory by around 2030. This will involve a “deorbit vehicle” docking with the ISS, which is the size of a football field (including end zones), and firing thrusters so that the station, which circles the Earth at five miles per second, slams down squarely in the middle of the Pacific Ocean, avoiding land, injury, and the loss of human life.

As the scorched remains of the station sink to the bottom of the sea, however, the story of America in low Earth orbit (LEO) will continue. The ISS never really became what some had hoped: a launching point for an expanding human presence in the solar system. But it did enable fundamental research on materials and medicine, and it helped us start to understand how space affects the human body. To build on that work, NASA has partnered with private companies to develop new, commercial space stations for research, manufacturing, and tourism. If they are successful, these companies will bring about a new era of space exploration: private rockets flying to private destinations. They will also demonstrate a new model in which NASA builds infrastructure and the private sector takes it from there, freeing the agency to explore deeper and deeper into space, where the process can be repeated. They’re already planning to do it around the moon. One day, Mars could follow.


From the dawn of the space age, space stations were envisioned as essential to leaving Earth. 

In 1952, Wernher von Braun, the primary architect of the American space program, called them “as inevitable as the rising of the sun” and said they’d be integral to any sustainable exploration program, mitigating cost and complexity. Indeed, he proposed building a space station before a moon or Mars program, so that expeditions would have a logistical way station for resupply and refueling. 

“Going into the 1960s, there’s a lot of consensus and momentum around the idea that space is going to be a three-step process,” says historian David Hitt, coauthor of Homesteading Space: The Skylab Story. Step one, he told me, is transportation. You’ve got to leave Earth somehow, which means developing the infrastructure to build human-safe rockets and launching them. Step two is habitation. You need a place to live once you are in space—for its own sake as a science laboratory, and also as a logistical waypoint between Earth and other celestial objects. “Once you have transportation and habitation,” he says, “you can take your next step, which is exploration.”

The mindset changed after the Soviet Union beat the United States to orbit, first with its Sputnik I satellite in 1957 and again when cosmonaut Yuri Gagarin became the first man in space in 1961. President John F. Kennedy committed the nation to landing a man on the moon and returning him safely to Earth “before this decade is out.” It was an outrageously ambitious goal, given that NASA had only managed to launch a human to space three weeks earlier. “It required moving quickly, and the way you do that is to take the three-step plan and get rid of step two,” Hitt told me. “As it turned out, if you skip the habitation stage, it works—the US got to the moon, but did so in a way that did not lay the groundwork for the long-term sustainability of the program.”

“Even going back to the Mercury program, the goal was always the moon. Skylab is the first time that space itself became the destination.”

David Hitt, historian

We are still working on that. Two years after the final Apollo mission, NASA launched the first American space station, Skylab. Adapted from the second stage of a Saturn V moon rocket, it was enormous: 99 feet (30 meters) long and by far the heaviest spacecraft ever launched. NASA would eventually launch three missions of three astronauts each to the station, where they would perform more than a hundred experiments.

“In a very real way, Skylab was the first American space mission,” Hitt says. “Before Skylab, we were flying moon missions—even going back to the Mercury program, the goal was always the moon. Skylab is the first time that space itself became the destination.” Its goals were foundational to what would later come. “The big thing that Skylab taught us is that human beings can, in fact, live and work long durations in a space environment. If we’re serious about going to Mars, you [may] spend way longer in space than you’re going to spend on the Martian surface.”

Skylab remains the only space station built and launched solely by the United States. In 1986, the Soviet Union launched the first module of Mir, a modular space station built like Lego blocks, one segment at a time. Because NASA had discontinued the Saturn V rocket, the agency necessarily adopted the same modular station model, eventually partnering with Russia and other countries to build the ISS. Today it shares the skies with Tiangong, China’s permanent space station, the first module of which launched in 2021. None of these stations have acted as moon or Mars way stations in the von Braun mold; to satisfy that requirement, NASA is developing a future station called Gateway that is intended to orbit the moon. Its first module could launch next year.

Although they never became transportation hubs, each space station has advanced the critical cause of learning what long stretches of space do to the human body. (Russian cosmonaut Valeri Polyakov, who flew on Mir, holds the all-time record for continuous spaceflight, with 437 days.) Researchers still have a relative paucity of knowledge about how the body responds to space. On Earth, we have the collective experience of more than 100 billion human beings across 300,000 years, and still much about the human body remains a mystery. Why do we yawn? What should we eat? Fewer than a thousand people in 63 years have ever been to space. Such studies can only occur on permanent space stations. 

“During the shuttle program, we were studying the effects of just a shorter-­duration spaceflight—a couple weeks—on the human body,” Steven Platts, chief scientist of NASA’s Human Research Program, told me. Among the problems was “orthostatic intolerance,” which is the body’s inability to regulate blood pressure. It affected about a quarter of crew members who returned from space. Once NASA and Russia launched the ISS and spaceflight durations increased from weeks to months, that number leaped to 80%. “We spent a lot of time trying to tease out that mechanism. And we eventually came up with countermeasures so that that risk is now considered closed,” he says.

Other challenges include spaceflight-­associated neuro-ocular syndrome, which is a change in the structure and function of the eye, something researchers identified about 10 years ago. “We didn’t really see it with the shuttle, but as we started doing more and more station missions, we saw it,” Platts says. They have also identified small, structural changes in the brain but have yet to figure out what that means in the long term: “That’s a relatively new risk that we didn’t know about before the space station.”

Overall, he says, the ability of the human body to regulate its function in space is “amazing.” His group is working on about 30 risks to humans posed by space exploration, which it classifies in a color-coding scheme. Green issues are well controlled. Yellow risks are of moderate concern, and red ones must be solved before missions are possible. “Right now, for low Earth orbit there are no red. Everything is yellow and green. We understand it pretty well and we can deal with it. But as we get to lunar, we see more yellow and some red, and as we get to Mars, we see more red yet,” Platts says. “There are things that we know right now are a problem, and we’re working hard to try and figure them out, either from a research standpoint or an engineering standpoint.”

Some problems can only be studied as we venture farther into space—the long-term effects of Mars dust on the human body, for example. Others, such as the unanticipated development of psychiatric disorders, can be studied closer to home.

NASA and other institutions are currently studying all this on the ISS and will need to continue such research long beyond the space station’s retirement—one reason why it is imperative that someone else launch a successor space station, and soon. To that end, just as it did with SpaceX from 2006 through 2011, the agency has seeded several companies with small investments, promising to lease space on emergent space stations. And right now, the soonest likely to launch is being led out of a sprawling former Fry’s Electronics retail store in a shopping center complex in Texas.


I met Michael Baine, the chief technology officer of Axiom Space, on a gray, drizzly January morning at the entrance to its Space Station Development Facility in Houston. Baine began his career at NASA Johnson Space Center just down the road, where he worked on everything from the shuttle and station to experimental lunar landers. Later, he left the agency to join Intuitive Machines as its chief of engineering. In February, that company’s Nova-C spacecraft, Odysseus, became the first US spacecraft to land successfully on the moon since the end of the Apollo program in 1972, making Intuitive Machines the first private company to land successfully on a celestial object beyond Earth. Baine has worked at Axiom Space since 2016. The startup’s long-term goal is to build the first private commercial space station. It has successfully organized and managed three private missions to the International Space Station, in large part to study firsthand how humans work and live in space, so that they might design a more user-friendly product.  

Axiom is not the only company interested in launching private space stations. Most notably, Blue Origin announced in 2021 that in partnership with the aerospace outfit Sierra Nevada, it would build Orbital Reef, a “mixed-use business park” capable of supporting up to 10 people simultaneously in low Earth orbit. In January, Sierra Nevada successfully stress-tested a one-third-scale test article of its habitat module, with the intention of launching a station into orbit on a Blue Origin New Glenn rocket in 2027. Other companies, such as Lockheed Martin, have made moves into the market, though their progress is less clear.

Axiom plans to build its own orbital facility much differently, Baine told me as we entered the facility. Suspended from the wall above, large, low-fidelity models of spacecraft hung from the ceiling, including the X-38 (an experimental emergency return vehicle for space station crew) and Zvezda, the Russian module of the ISS, which today is plagued by age-induced stress fractures and consequent leaks. Crew vehicles no longer dock with it.

Michael Baine
Michael Baine, the chief technology officer of Axiom Space, began his career at NASA Johnson Space Center.
ANTHONY RATHBUN

“It’s very difficult to build a full, self-sustaining space station and launch it in one shot,” Baine said as we walked past an open-concept cube farm beneath the models, where about 500 men and women are designing a space station to replace Zvezda and the rest of the ISS. “What you want to do is assemble it in space in a piecemeal fashion. The easiest way to do that is to start with something that is already there.”

That “something” is the International Space Station itself. In 2026, Baine expects to launch Axiom Hab One, a cylindrical module with crew quarters and manufacturing capabilities that will plug into an open port on the ISS. Later, Axiom plans to launch Hab Two, expanding habitation, scientific, and manufacturing services. Then it hopes to launch a research and manufacturing facility, complete with a spacious, fully glassed cupola to give Axiom astronauts and visitors on the station access to a complete view of planet Earth, as well as the length of the station. Finally, the company intends to launch a “power thermal module” with massive solar panels, expanded life support capabilities, and payload capacity. 

“We wanted to turn over the keys to the shuttle, the station—all that—to the private sector.”

Lori Garver, former deputy administrator of NASA

Each new segment is designed to plug into the preceding Axiom segment. This isn’t aspirational; there is a hard deadline in effect. Unless the ISS gets a new lease on life, everything must be launched and assembled by 2030. Once NASA officially declares the ISS mission completed, the Lego-like Axiom Station will detach from the ISS as its own integrated and fully self-sustaining space station. Afterward, the deorbit vehicle will do its job and push the ISS into the ocean.

“It’s a big risk reduction for us to be able to use ISS as a staging point to build up our capability one element at a time,” Baine explains. That plan also offers a huge commercial advantage. There is already a robust, global user base of companies and researchers sending projects to the ISS. “In order to court those users to migrate to a commercial solution, it just becomes easier if you’re already at a location where they’re at,” he says. Everything from technical interfaces to the way Axiom Station will handle the outgassing of materials will be compatible with existing ISS hardware: “We have to meet the same standards that NASA does.”

Axiom Space Observatory module on display
The Axiom Station Earth Observatory module will allow astronauts a 360-degree view of their surroundings.
ANTHONY RATHBUN

A lot of people are betting that there are fortunes to be made in LEO, and because of that, the US taxpayer is not paying for Axiom Station. Though NASA intends to eventually rent space on Hab One, and has already awarded tens of millions of dollars to kick off early development, the commercial station is being built by hundreds of millions of private dollars. The cultivation of commercial research and manufacturing is ongoing, which was NASA’s aim going all the way back to Dan Goldin’s tenure as administrator. 

“We wanted to turn over the keys to the shuttle, the station—all that—to the private sector,” says Lori Garver, a former deputy administrator of NASA and author of Escaping Gravity. “Dan believed if we could hand over low-Earth-orbit infrastructure, NASA could go farther into space, and I really bought into that.” Garver would later pioneer the commercial spaceflight model that led SpaceX and other companies to take over launch services, saving the agency tens of billions of dollars while simultaneously speeding launch cadence—the same model that led to Axiom’s space station work.

“After launching the first module in 1998, we announced that space was open for business,” Garver told me. The first person to reach out was Fisk Johnson, of S.C. Johnson & Son. He wanted to work with NASA to develop a bioreactor to help create new pharmaceuticals for liver disease in a microgravity environment. “I worked with him for probably three years at NASA,” Garver says. “Unfortunately, their flight mission was Columbia, and we lost the experiment in the tragedy.”

In the decades to follow, commercial research and development would increase, with limitations. NASA, Russia, and the other partner nations did not design the ISS specifically as a large-scale research and manufacturing facility, and one reason no company has elected to simply buy the station outright is that refurbishing it would be more complex and expensive than either building a new station, as Axiom has elected to do, or renting space on a modern successor. 

As we came upon a stunning, full-scale mock-up of Hab One at the far end of the building, I asked Baine if starting with the technical solutions already developed by NASA—the way environmental systems work, for example—makes Axiom Station easier from an engineering perspective.

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A mock-up of an Axiom station module interior.
ANTHONY RATHBUN

“You would think so,” he replied, “but these are very demanding standards, and they require a lot of attention to detail.” The voluminous testing and analyses to prove that you meet the requirements necessary to interface with ISS generate a lot of work, “but you end up with a structure or a component that is extremely reliable. The chances that a failure could propagate to a loss of crew is very, very remote.”

Only looking at the mock-up did I realize the immensity of the spacecraft. It is 15 feet (4.6 meters) at its widest, and 36 feet long. Once docked with the ISS, Hab One, which weighs 30 metric tons on Earth and can support four astronauts, will be the longest element on the station. 

“It is a spaceship-in-the-bottle problem. You basically have to feed all your systems through a 50-inch hatch.”

Michael Baine, chief technology officer, Axiom Space

Here at the Space Station Development Facility, the entire mock-up is made of CNC-machined wood. But the module is much further along than the existence of a “mock-up stage” would suggest. Its pressure vessel (that is, its primary shell, which holds air and maintains an Earth-like pressure environment in the vacuum of space) and its hatches are essentially completed and will soon be shipped from Italy by the same contractor that built many modules of the ISS. Baine walked me through a partitioned facility where Axiom Station’s avionics, propulsion, life support systems, communications, and other subsystems are well into development. Befitting the former Fry’s Electronics building in which we stood, there was a home-brew element to the systems, many of which were strewn across tables—an elaborate web of wires, tubes, circuit boards, and chips. The station will run on Linux.

Axiom built the mock-up to solve an almost comically fundamental challenge that any project such as this faces: turning the pressure shell and the myriad subsystems and components into a human-safe spacefaring vehicle. You can’t just drill holes in the pressure shell, any more than you can punch a hole in a balloon and expect it to keep its shape. Axiom must build the module inside and around it. “It is a spaceship-in-the-bottle problem,” Baine said. “You basically have to feed all your systems through a 50-inch hatch and integrate them into the element.” He calls it one of the hardest problems in the business, because it’s about more than assembling systems inside a pressure shell in Houston—it’s also about making the station user friendly for servicing in orbit, if ever a technical issue arises.

exterior of Axiom's R&D facility
Axiom’s R&D facility is housed in a sprawling former Fry’s Electronics retail store in a shopping center complex.
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A mock-up of Axiom’s Habitat One (Hab One), which will include crew quarters and manufacturing capabilities.

Today, tourism and research are probably the best-known uses of private spaceflight. But Axiom has other functions in mind for the station, including serving as a destination for countries that have yet to get involved in sending humans to space. Last year, the company announced the Axiom Space Access Program, which Tejpaul Bhatia, the company’s chief revenue officer, described as a “space program in a box” for countries around the world. Axiom says the program is evolving, but that it is a pathway for space participation. Azerbaijan was the first country to sign on.

But one of the most promising business prospects for the immediate future is manufacturing. Low Earth orbit is an especially good environment for making things in three areas: pharmaceuticals, metallurgy, and optics. Microgravity eliminates a number of physical phenomena that can interfere with sensitive steps in manufacturing processes, yielding more consistent material properties and structures. Axiom and Blue Origin are betting that modern space stations built around the insights gleaned from decades of ISS experimentation (but freed of its 1980s and 1990s technology) will pay dividends. 

As part of its push to encourage companies to develop their own space stations, NASA has committed to leasing space on those that meet the agency’s stringent human-spaceflight requirements. Just as with a major shopping center, an “anchor tenant” can offer financial stability and attract more tenants. To help this along, a US national laboratory based in Melbourne, Florida, is specifically funding and supporting non-aerospace companies that might benefit from microgravity research.


Biomedicine in particular has yielded perhaps the best results with the nearest-term impact, as best represented by LambdaVision, a company established in 2009 by molecular biologists Nicole Wagner and Robert Birge. What makes it the most compelling glimpse of LEO’s promise is that LambdaVision was not founded as an aerospace company. Rather, Wagner and Birge were building a traditional, Earth-based company atop their research on a protein called
bacteriorhodopsin and its potential to restore neural function. BR is a “proton pump,” which is just what it sounds like. It pumps a proton from one side of a cell to the other.

They focused on the problems of retinitis pigmentosa and macular degeneration. In a healthy eye, photoreceptor cells—rods and cones—take in light and convert it into a signal that goes to bipolar and ganglion cells, and then to the optic nerve. In both diseases, the rods and cones start to die, and once they are gone, there is nothing to take in light and turn it into a signal that can be sent to the brain. Retinitis pigmentosa, which afflicts 1.5 million people around the world, begins by affecting peripheral vision and encroaches inward, leading to severe tunnel vision before causing complete blindness. Macular degeneration works the opposite way, first affecting central vision and then spreading outward. About 30 million people around the world suffer from it. Treatments exist for both diseases, but even the best can only slow their progression. In the end, blindness wins, and once it does, there is no treatment.

Wagner, Birge, and their team at LambdaVision had an idea for something that might help: a simple, flexible implant, about as big as the circle stamped out by a hole punch and the thickness of a piece of construction paper, that could replace the damaged light-­sensing cells and restore full vision. In principle, physicians could install the patch in the back of the eye, the same way they treat detached retinas, so it would not even require specialized training.  

The problem was making this artificial retina. The implant requires using a scaffold—essentially a tightly woven porous material similar to gauze—and binding a polymer to it. Atop that, the researchers begin applying alternating layers of BR protein and polymers. With enough layers, the protein can absorb enough light and pump protons—hydrogen ions, specifically—toward the bipolar and ganglion cells, which take it from there, restoring vision in high definition. 

To apply multiple layers, scientists float the scaffold on a solution in multiple beakers, moving from one to the next and repeating the process. The problem is that fluid solutions are never perfect—things float, they sink, they settle, they form sediment, they evaporate, there is convection, there are surface-tension variations—and every variation and imperfection can lead to a flawed layer.

Nicole Wagner in the lab
Nicole Wagner is cofounder of LambdaVision, a biotech startup that is working on making artificial retinas in low Earth orbit.
JULIE BIDWELL

If an implant requires 200 layers, an imperfection at layer 50 compounds massively by the end. The process is simply inefficient, and rife with irregular protein deposition. Early trials revealed that this issue negatively affected the artificial retina’s performance.

It was the sort of thing LambdaVision was hoping to work through as part of MassChallenge, a business incubation program in Boston. Wagner was working in the business accelerator’s co-working space one day in 2017. It had a “Google-y” feel, she felt, with an open-concept office and smart people all around, and she was at the desk they’d assigned her when somebody dropped by to say that the International Space Station National Laboratory was holding a lunch presentation down the hall, and there was free pizza.

Why not, Wagner thought. It would be pretty cool to hear people from NASA talk about the moon and Mars. When she got there, though, it turned out that it wasn’t that sort of presentation at all. Instead, representatives from CASIS—the Center for the Advancement of Science in Space, a nonprofit that operates the ISS National Lab—gave a talk on how they are using microgravity to help people on Earth. 

The US segment of the International Space Station, like Los Alamos, Oak Ridge, and Brookhaven, is a national laboratory dedicated to scientific and technological research. The office simply has a better view. About half the science conducted on the US segment is managed by the ISS National Laboratory out of Florida, with the remainder overseen by NASA. This division of resources allows for a wide range of scientific investigations on the station. Where NASA’s research typically focuses on exploration, space technology, and fundamental science to support future deep-space missions, the ISS National Laboratory aims to develop a sustainable low-Earth-orbit economy, encompassing fields like materials science, biology, pharmaceutical research, and technology development.

“I never envisioned doing anything in space—I didn’t know how to get there, or how it worked. Before that moment, it all sounded like science fiction.”

Nicole Wagner, cofounder of LambdaVision

Research being conducted on the station touches on metallurgy and fiber optics. Alloys like nitinol (nickel-titanium) can withstand huge temperature swings and are superelastic, with extraordinary potential for medical devices, aerospace, and robotics. Think artificial muscles. The problem is that nitinol is extremely hard to make on Earth because materials settle out and heat can get distributed unevenly during manufacturing, which yields an unreliable product. The same liabilities degrade the quality of fiber optics manufactured on Earth. 

The solution to both is to go to space: in microgravity, heat distributes more uniformly and sedimentation does not occur. Crystallization, the process of forming and growing crystals, is consistent across long distances with minimal degradation (meaning pristine fiber-optic signals even as you grow across vast stretches). More broadly, however, space-based crystallography has applications in almost every field of electronics and biomedicine.

As Wagner learned, researchers have found immediate gains on the space station today in everything from development of more effective vaccines (gravity on Earth harms the interaction of antigens and adjuvants) to higher-grade drug formulations and nanoparticle suspensions. One such drug, made by Taiho Pharmaceutical, is used to treat muscular dystrophy and has reached final-stage trials.

“They were talking at that time about things like bioprinting on orbit, and future missions they were planning,” Wagner told me. “It hit me immediately that we could do this—actually leverage microgravity to manufacture an artificial retina. I never envisioned doing anything in space—I didn’t know how to get there, or how it worked. Before that moment, it all sounded like science fiction.” 

After the meeting, she immediately called her team. “There’s a prize that I think we can win,” she said. It was the CASIS-Boeing Technology in Space Prize, which funds research that might benefit from space-station access. “We’re gonna do it.” 

Her team was immediately skeptical. In truth, she had her doubts as well. She was running a small startup. How were they going to build a small, automated science laboratory, put it on the International Space Station, have communication with it on the ground—how would they afford that? She pulled up a web browser and typed in “raspberry pi communication with space station.” She thought: What am I getting into? 

artificial retina on a gloved hand
LambdaVision’s artificial retina can be manufactured inside a small box, without need of astronaut intervention.

“It was my super-naïve vision of what space was at the time,” she told me. The proper term that now described her company, she soon learned, was “space adjacent”: a business that is not specifically in the aerospace industry but could benefit from—even work better by—leaving planet Earth. 

She was relieved when she found out that LambdaVision didn’t have to develop its own mission control and space infrastructure. It already existed, and there were partner companies that specialized in space-adjacent businesses. Her company linked up with Space Tango, which focuses on building underlying health and technology products in space, to develop its hardware. They managed to condense their open beaker system to an automated experiment the size of a shoebox. And she was right about one thing: they did win the prize. 

The team flew its first mission at the end of 2018, and it showed promising results. In the years since, the company has secured additional funding and flown a total of nine times to the ISS, most recently launching on January 30. With each mission, they have gradually improved their manufacturing hardware, system automation and imaging, and orbital processes. “We’re seeing much more evenly coated films in microgravity and overcome other challenges we see in a gravity environment,” Wagner says. “There’s much less waste.”

The system works autonomously, without need of astronaut intervention. Essentially, the team assembles it in a small box, astronauts plug it into power on the ISS, and when it has manufactured the sheets of artificial retinas, an astronaut unplugs it and ships it back to Earth. 

“At first, we just wanted to demonstrate that it’s feasible to do this in space,” says Wagner. “We don’t worry about that now—we are thinking hard now about scaling the system up. To support our early clinical trials, we don’t need millions of artificial retinas. We need hundreds, maybe thousands, to start. And that gives us time to determine how we are going to scale that up as we transition from the ISS—a public space station—to private, commercial space stations in low Earth orbit.”

So far, LambdaVision has performed small-animal studies in rats and advanced to large-animal studies in pigs, successfully installing the implants and demonstrating their tolerability. The company is continuing preclinical development to support clinical trials—doing such things as testing the artificial retinas for efficacy and safety—with a goal of beginning human trials as soon as early 2027.

“When I think about doing it in space and talking about cost and efficiency, I don’t think about it any differently than if somebody said, ‘Hey I’m gonna go do this in China’ or ‘I’m gonna go do this in California,’” Wagner says. “A space station is actually closer. It’s only 250 miles in the sky, versus 3,000 miles to California.”


If LambdaVision is successful, that alone would practically justify the vote cast by John Lewis 31 years ago. It is hard to think of an achievement more profound than curing blindness for millions. But even more than delivering such sweeping and life-­changing results, one of the most significant accomplishments of the ISS might be proving that such results can even be achieved in the first place.

So far, no major medicines born on the space station have been brought to market. No mass-produced technologies have yet emerged from low Earth orbit. Research has been iterative, and in-space manufacturing remains in the early stages. But according to Ariel Ekblaw, CEO of the Aurelia Institute, a nonprofit space research center dedicated to working on “critical path” infrastructure for space architectures, NASA’s groundwork for the ISS has made a next generation of more product-focused work possible. 

“Maybe Dan Goldin was ahead of his time in thinking that such work was going to be achieved within the time span of humanity’s first-ever truly large-scale international space station,” she told me, “and what we see now is not just basic science, but entities like biotech companies actually taking what we learned from NASA and the National Lab over the last 20-plus years, and envision putting mass-produced products or mass-­produced infrastructure in space.”

""
A mock-up of NASA’s Habitation and Logistics Outpost (HALO) module, the first component of a planned moon-orbiting Gateway station.
JAMES BLAIR/NASA

If indeed the handoff of low Earth orbit from NASA-led to commercial operations succeeds, it would be a promising glimpse of the future of the lunar economy. There, as in LEO, NASA is methodically building infrastructure and solving fundamental problems of exploration. The moon-­orbiting Gateway station—a NASA-led international effort—is deep into development, with the Habitation and Logistics Outpost (HALO) module set to launch as early as next year. That station will serve as the “second step” of a sustainable moon strategy that was excised from the Apollo program 60 years ago. From there, NASA hopes to cultivate a presence on the lunar surface. 

If the LEO model holds, the agency could one day transfer moon-base operations to the private sector and turn to Mars. There might be a lot of money to be made simply in harvesting water on the moon, to say nothing of rare earth elements that lend themselves to manufacturing as well.

One of the harshest restraints on progress in space has been, ironically, space. “Right now, on a good day, only 11 people fit in orbit on ISS and Tiangong,” says Ekblaw. The age of private space stations is going to be fundamentally transformative if only because there will be more room for dedicated researchers.

Axiom’s goal is to double its infrastructure in space every five years. This means doubling the number of people in orbit, the number of hosted payloads, and the amount of manufacturing they are capable of doing. 

“Within two to three years, I could send a graduate student to space with Axiom,” Ekblaw says. “It requires a little creative fundraising, but I think that that is opening up a realm of possibility.” In the past, she explains, a doctoral researcher would be unbelievably fortunate to have research fly as part of a single flight mission.Today, however, researchers even in a master’s program can fly experiments repeatedly because of the increased opportunities afforded by commercial spaceflight.In the future, rather than relying on career NASA astronauts—who have myriad responsibilities in orbit and spend a good amount of time as guinea pigs themselves—scientists could go up personally to run their own research projects in greater depth. 

“And that,” she says, “is a future that is very, very near.”

David W. Brown is a writer based in New Orleans. His next book, The Outside Cats, is about a team of polar explorers and his expedition with them to Antarctica. It will be published by Mariner Books. 

The Download: the problem with police bodycams, and how to make useful robots

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology

AI was supposed to make police bodycams better. What happened?

When police departments first started buying and deploying bodycams in the wake of the police killing of Michael Brown in Ferguson, Missouri, a decade ago, activists hoped it would bring about real change.

Years later, despite what’s become a multibillion-dollar market for these devices, the tech is far from a panacea. Most of the vast reams of footage they generate go unwatched.  Officers often don’t use them properly. And if they do finally provide video to the public, it’s often selectively edited, lacking context and failing to tell the complete story.

A handful of AI startups see this problem as an opportunity to create what are essentially bodycam-to-text programs for different players in the legal system, mining this footage for misdeeds. But like the bodycams themselves, the technology still faces procedural, legal, and cultural barriers to success. Read the full story.

—Patrick Sisson

Three reasons robots are about to become more way useful

The holy grail of robotics since the field’s beginning has been to build a robot that can do our housework. But for a long time, that has just been a dream. While roboticists have been able to get robots to do impressive things in the lab, these feats haven’t translated to the messy realities of our homes.

Thanks to AI, this is now changing. Robots are starting to become capable of doing tasks such as folding laundry, cooking and unloading shopping baskets, which not too long ago were seen as almost impossible tasks. 

In our most recent cover story for the MIT Technology Review print magazine, senior AI reporter Melissa Heikkilä looked at how robotics as a field is at an inflection point. 

A really exciting mix of things are converging in robotics research, which could usher in robots that might—just might—make it out of the lab and into our homes. Read the three reasons why robotics is on the brink of having its own “ChatGPT moment.”

This story is from The Algorithm, our weekly AI newsletter. Sign up to receive it in your inbox every Monday.

The must-reads

I’ve combed the internet to find you today’s most fun/important/scary/fascinating stories about technology.

1 AI startups are covertly developing their chatbots using OpenAI data
Which raises questions about why investors are paying them, exactly. (The Information $)
+ Training an AI model is seriously expensive. (IEEE Spectrum)
+ We could run out of data to train AI language programs. (MIT Technology Review)

2 SpaceX is running rings around its competition 🚀
But for how much longer is unclear. (WP $)

3 Why the dream of flying cars refuses to die
Hundreds of startups are committed to making the fantastical vehicles a reality. (New Yorker $)
+ These aircraft could change how we fly. (MIT Technology Review)

4 The future of advanced chips hangs on how they’re packaged
Stacking semiconductors closely together makes them more efficient. (FT $)
+ Why China is betting big on chiplets. (MIT Technology Review)

5 Meta is working on a new VR product for schools
It’s part of the company’s latest foray into populating the metaverse. (Bloomberg $)
+ How many schools will be able to afford it, though? (The Verge)
+ Welcome to the oldest part of the metaverse. (MIT Technology Review)

6 The US government keeps giving Microsoft free passes
It keeps buying the company’s products, despite a series of cybersecurity failures. (Wired $)

7 We don’t know what taking Ozempic for 20 years could do to someone
We should look at how we treat diabetes as a cautionary tale. (The Atlantic $)
+ Hundreds of drugs are in short supply across the US. (Ars Technica)

8 How to save a coral reef 🪸
Reefs in East Asia are thriving when others are struggling to survive. (Vox)
+ The race is on to save coral reefs—by freezing them. (MIT Technology Review)

9 What it’s like to eat at an autonomous restaurant 
CaliExpress in Los Angeles encourages its customers to “pay with your face.” (The Guardian)
+ An Argentine startup gives gig workers coffee in exchange for their data. (Rest of World)

10 We may be living in a colossal cosmic void 🪐
If it can be proved, it would upend everything we know about the cosmos. (New Scientist $)

Quote of the day

“They have created an amazing edifice that’s built on a foundation of sand.”

—Dan Hunter, a professor of law at King’s College London, tells the Economist that the first wave of companies to cash in on the AI boom are anxiously awaiting a rash of lawsuits from the rights holders of the data their models were trained on. 

The big story

Responsible AI has a burnout problem

October 2022

Margaret Mitchell had been working at Google for two years before she realized she needed a break. Only after she spoke with a therapist did she understand the problem: she was burnt out.

Mitchell, who now works as chief ethics scientist at the AI startup Hugging Face, is far from alone in her experience. Burnout is becoming increasingly common in responsible AI teams.

All the practitioners MIT Technology Review interviewed spoke enthusiastically about their work: it is fueled by passion, a sense of urgency, and the satisfaction of building solutions for real problems. But that sense of mission can be overwhelming without the right support. Read the full story.

—Melissa Heikkilä

We can still have nice things

A place for comfort, fun and distraction to brighten up your day. (Got any ideas? Drop me a line or tweet ’em at me.)

+ Give this vacuum cleaner a Coachella slot, stat.
+ Here’s how philosophy can make your life easier.
+ Moving across continents is no mean feat.
+ How on earth is Pokémon Pinball 35 years old!?

Three reasons robots are about to become way more useful 

This story originally appeared in The Algorithm, our weekly newsletter on AI. To get stories like this in your inbox first, sign up here.

The holy grail of robotics since the field’s beginning has been to build a robot that can do our housework. But for a long time, that has just been a dream. While roboticists have been able to get robots to do impressive things in the lab, such as parkour, this usually requires meticulous planning in a tightly-controlled setting. This makes it hard for robots to work reliably in homes around children and pets, homes have wildly varying floorplans, and contain all sorts of mess. 

There’s a well-known observation among roboticists called the Moravec’s paradox: What is hard for humans is easy for machines, and what is easy for humans is hard for machines. Thanks to AI, this is now changing. Robots are starting to become capable of doing tasks such as folding laundry, cooking and unloading shopping baskets, which not too long ago were seen as almost impossible tasks. 

In our most recent cover story for the MIT Technology Review print magazine, I looked at how robotics as a field is at an inflection point. You can read more here. A really exciting mix of things are converging in robotics research, which could usher in robots that might—just might—make it out of the lab and into our homes. 

Here are three reasons why robotics is on the brink of having its own “ChatGPT moment.”

1. Cheap hardware makes research more accessible
Robots are expensive. Highly sophisticated robots can easily cost hundreds of thousands of dollars, which makes them inaccessible for most researchers. For example the PR2, one of the earliest iterations of home robots, weighed 450 pounds (200 kilograms) and cost $400,000. 

But new, cheaper robots are allowing more researchers to do cool stuff. A new robot called Stretch, developed by startup Hello Robot, launched during the pandemic with a much more reasonable price tag of around $18,000 and a weight of 50 pounds. It has a small mobile base, a stick with a camera dangling off it, an adjustable arm featuring a gripper with suction cups at the ends, and it can be controlled with a console controller. 

Meanwhile, a team at Stanford has built a system called Mobile ALOHA (a loose acronym for “a low-cost open-source hardware teleoperation system”), that learned to cook shrimp with the help of just 20 human demonstrations and data from other tasks. They used off-the-shelf components to cobble together robots with more reasonable price tags in the tens, not hundreds, of thousands.

2. AI is helping us build “robotic brains”
What separates this new crop of robots is their software. Thanks to the AI boom the focus is now shifting from feats of physical dexterity achieved by expensive robots to building “general-purpose robot brains” in the form of neural networks. Instead of the traditional painstaking planning and training, roboticists have started using deep learning and neural networks to create systems that learn from their environment on the go and adjust their behavior accordingly. 

Last summer, Google launched a vision-language-­action model called RT-2. This model gets its general understanding of the world from the online text and images it has been trained on, as well as its own interactions. It translates that data into robotic actions. 

And researchers at the Toyota Research Institute, Columbia University and MIT have been able to quickly teach robots to do many new tasks with the help of an AI learning technique called imitation learning, plus generative AI. They believe they have found a way to extend the technology propelling generative AI from the realm of text, images, and videos into the domain of robot movements. 

Many others have taken advantage of generative AI as well. Covariant, a robotics startup that spun off from OpenAI’s now-shuttered robotics research unit, has built a multimodal model called RFM-1. It can accept prompts in the form of text, image, video, robot instructions, or measurements. Generative AI allows the robot to both understand instructions and generate images or videos relating to those tasks. 

3. More data allows robots to learn more skills
The power of large AI models such as GPT-4 lie in the reams and reams of data hoovered from the internet. But that doesn’t really work for robots, which need data that have been specifically collected for robots. They need physical demonstrations of how washing machines and fridges are opened, dishes picked up, or laundry folded. Right now that data is very scarce, and it takes a long time for humans to collect.

A new initiative kick-started by Google DeepMind, called the Open X-Embodiment Collaboration, aims to change that. Last year, the company partnered with 34 research labs and about 150 researchers to collect data from 22 different robots, including Hello Robot’s Stretch. The resulting data set, which was published in October 2023, consists of robots demonstrating 527 skills, such as picking, pushing, and moving.  

Early signs show that more data is leading to smarter robots. The researchers built two versions of a model for robots, called RT-X, that could be either run locally on individual labs’ computers or accessed via the web. The larger, web-accessible model was pretrained with internet data to develop a “visual common sense,” or a baseline understanding of the world, from the large language and image models. When the researchers ran the RT-X model on many different robots, they discovered that the robots were able to learn skills 50% more successfully than in the systems each individual lab was developing.

Read more in my story here


Now read the rest of The Algorithm

Deeper Learning

Generative AI can turn your most precious memories into photos that never existed

Maria grew up in Barcelona, Spain, in the 1940s. Her first memories of her father are vivid. As a six-year-old, Maria would visit a neighbor’s apartment in her building when she wanted to see him. From there, she could peer through the railings of a balcony into the prison below and try to catch a glimpse of him through the small window of his cell, where he was locked up for opposing the dictatorship of Francisco Franco. There is no photo of Maria on that balcony. But she can now hold something like it: a fake photo—or memory-based reconstruction.

Remember this: Dozens of people have now had their memories turned into images in this way via Synthetic Memories, a project run by Barcelona-based design studio Domestic Data Streamers. Read this story by my colleague Will Douglas Heaven to find out more

Bits and Bytes

Why the Chinese government is sparing AI from harsh regulations—for now
The way China regulates its tech industry can seem highly unpredictable. The government can celebrate the achievements of Chinese tech companies one day and then turn against them the next. But there are patterns in China’s approach, and they indicate how it’ll regulate AI. (MIT Technology Review

AI could make better beer. Here’s how.
New AI models can accurately identify not only how tasty consumers will deem beers, but also what kinds of compounds brewers should be adding to make them taste better, according to research. (MIT Technology Review

OpenAI’s legal troubles are mounting
OpenAI is lawyering up as it faces a deluge of lawsuits both at home and abroad. The company has hired about two dozen in-house lawyers since last spring to work on copyright claims, and is also hiring an antitrust lawyer. The company’s new strategy is to try to position itself as America’s bulwark against China. (The Washington Post

Did Google’s AI actually discover millions of new materials?
Late last year, Google DeepMind claimed it had discovered millions of new materials using deep learning. But researchers who analyzed a subset of DeepMind’s work found that the company’s claims may have been overhyped, and that the company hadn’t found materials that were useful or credible. (404 Media

OpenAI and Meta are building new AI models capable of “reasoning”
The next generation of powerful AI models from OpenAI and Meta will be able to do more complex tasks, such as reason, plan and retain more information. This, tech companies believe, will allow them to be more reliable and not make the kind of silly mistakes that this generation of language models are so prone to. (The Financial Times