Robots are bringing new life to extinct species

Paleontologists aren’t easily deterred by evolutionary dead ends or a sparse fossil record. But in the last few years, they’ve developed a new trick for turning back time and studying prehistoric animals: building experimental robotic models of them. In the absence of a living specimen, scientists say, an ambling, flying, swimming, or slithering automaton is the next best thing for studying the behavior of extinct organisms. Learning more about how they moved can in turn shed light on aspects of their lives, such as their historic ranges and feeding habits. 

Digital models already do a decent job of predicting animal biomechanics, but modeling complex environments like uneven surfaces, loose terrain, and turbulent water is challenging. With a robot, scientists can simply sit back and watch its behavior in different environments. “We can look at its performance without having to think of every detail, [as] in the simulation,” says John Nyakatura, an evolutionary biologist at Humboldt University in Berlin. 

The union of paleontology and robots has its roots in the more established field of bio-inspired robotics, in which scientists fashion robots based on modern animals. Paleo-roboticists, however, face the added complication of designing robotic systems for which there is no living reference. They work around this limitation by abstracting from the next best option, such as a modern descendant or an incomplete fossil record. To help make sure they’re on the right track, they might try to derive general features from modern fauna that radiated from a common ancestor on the evolutionary tree. Or they might turn to good ol’ physics to home in on the most plausible ways an animal moved. Biology might have changed over millions of years; the fundamental laws of nature, not so much. 

Modern technological advances are pulling paleo-inspired robotics into a golden age. Computer-aided design and leading-­edge fabrication techniques such as 3D printing allow researchers to rapidly churn out prototypes. New materials expand the avenues for motion control in an automaton. And improved 3D imaging technology has enabled researchers to digitize fossils with unprecedented detail. 

All this helps paleo-roboticists spin up more realistic robots—ones that can better attain the fluid motion associated with living, breathing animals, as opposed to the stilted movements seen in older generations of robots. Now, researchers are moving closer to studying the kinds of behavioral questions that can be investigated only by bringing extinct animals back to life—or something like it. “We really think that this is such an underexplored area for robotics to really contribute to science,” says Michael Ishida, a roboticist at Cambridge University in the UK who penned a review study on the field. 

Here are four examples of robots that are shedding light on creatures of yore.

The OroBot

In the late 2010s, John Nyakatura was working to study the gait of an extinct creature called Orobates pabsti. The four-limbed animal, which prowled Earth 280 million years ago, is largely a mysteryit dates to a time before mammals and reptiles developed and was in fact related to the last common ancestor of the two groups. A breakthrough came when Nyakatura met a roboticist who had built an automaton that was inspired by a modern tetrapoda salamander. The relationship started the way many serendipitous collaborations do: “We just talked over beer,” Nyakatura says. The team adapted the existing robot blueprint, with the paleontologists feeding the anatomical specs of the fossil to the roboticists to build on. The researchers christened their brainchild OroBot. 

fossilized tracks
Fossilized footprints, and features like step length and foot rotation, offer clues to how tetrapods walked.
A fossilized skeleton of Orobates pabsti, a four-limbed creature that lived some 280 million years ago.

OroBot’s proportions are informed by CT scans of fossils. The researchers used off-the-shelf parts to assemble the automaton. The large sizes of standard actuators, devices that convert energy into motion, meant they had to scale up OroBot to about one and a half yards (1.4 meters) in length, twice the size of the original. They also equipped the bot with flexible pads for tread instead of anatomically accurate feet. Feet are complex bodily structures that are a nightmare to replicate: They have a wide range of motion and lots of connective soft tissue. 

A top view of OroBot executing a waddle.
ALESSANDRO CRESPI/EPFL LAUSANNE

Thanks to the team’s creative shortcut, OroBot looks as if it’s tromping in flip-flops. But the robot’s designers took pains to get other details just so, including its 3D-printed faux bones, which were painted a ruddy color and given an osseous texture to more closely mimic the original fossil. It was a scientifically unnecessary design choice, but a labor of love. “You can tell that the engineers really liked this robot,” Nyakatura said. “They really fell in love with it.”

Once OroBot was complete, Nyakatura’s team put it on a treadmill to see how it walked. After measuring the robot’s energy consumption, its stability in motion, and the similarity of its tracks to fossilized footprints, the researchers concluded that Orobates probably sashayed like a modern caiman, the significantly punier cousin of the crocodile. “We think we found evidence for this more advanced terrestrial locomotion, some 50 million years earlier than previously expected,” Nyakatura says. “This changes our concept of how early tetrapod evolution took place.”

Robotic ammonites

Ammonites were shell-toting cephalopodsthe animal class that encompasses modern squids and octopusesthat lived during the age of the dinosaurs. The only surviving ammonite lineage today is the nautilus. Fossils of ammonites, though, are abundant, which means there are plenty of good references for researchers interested in studying their shellsand building robotic models. 

An illustration of an
ammonite shell cut in half.
PETERMAN, D.J., RITTERBUSH, K.A., CIAMPAGLIO, C.N., JOHNSON, E.H., INOUE, S., MIKAMI, T., AND LINN, T.J. 2021. “BUOYANCY CONTROL IN AMMONOID CEPHALOPODS REFINED BY COMPLEX INTERNAL SHELL ARCHITECTURE.” SCIENTIFIC REPORTS 11:90

When David Peterman, an evolutionary biomechanist, was a postdoctoral fellow at the University of Utah from 2020 to 2022, he wanted to study how the structures of different ammonite shells influenced the underwater movement of their owners. More simply put, he wanted to confirm “whether or not [the ammonites] were capable of swimming,” he says. From the fossils alone, it’s not apparent how these ammonites fared in aquatic environmentswhether they wobbled out of control, moved sluggishly, or zipped around with ease. Peterman needed to build a robot to find out. 

A peek at the internal arrangement of the ammonite robots, which span about half a foot in diameter.
PETERMAN, D.J., AND RITTERBUSH, K.A. 2022. “RESURRECTING EXTINCT CEPHALOPODS WITH BIOMIMETIC ROBOTS TO EXPLORE HYDRODYNAMIC STABILITY, MANEUVERABILITY, AND PHYSICAL CONSTRAINTS ON LIFE HABITS.” SCIENTIFIC REPORTS 12: 11287

It’s straightforward to copy the shell size and shape from the fossils, but the real test comes when the robot hits the water. Mass distribution is everything; an unbalanced creature will flop and bob around. To avoid that problem, Peterman added internal counterweights to compensate for a battery here or the jet thruster there. At the same time, he had to account for the total mass to achieve neutral buoyancy, so that in the water the robot neither floated nor sank. 

A 3D-printed ammonite robot gets ready to hit the water for a drag race. “We were getting paid to go play with robots and swim in the middle of a work day,” Peterman says. “It was a lot of fun.”
DAVID PETERMAN

Then came the fun partrobots of different shell sizes ran drag races in the university’s Olympic-sized swimming pool, drawing the curiosity of other gym-goers. What Peterman found was that the shells had to strike a tricky balance of stability and maneuverability. There was no one best structure, the team concluded. Narrower shells were stabler and could slice through the water while staying upright. Conches that were wider were nimbler, but ammonites would need more energy to maintain their verticality. The shell an ancient ammonite adopted was the one that suited or eventually shaped its particular lifestyle and swimming form. 

This bichir-inspired robot looks nothing like a bichir, with only a segmented frame (in black) that allows it to writhe and flap like the fish. The researchers gradually tweak the robot’s features, on the hunt for the minimum physiology an ancient fish would need in order to walk on land for the first time.
MICHAEL ISHIDA, FIDJI BERIO, VALENTINA DI SANTO, NEIL H. SHUBIN AND FUMIYA IIDA

Robofish

What if roboticists have no fossil reference? This was the conundrum faced by Michael Ishida’s team, who wanted to better understand how ancient marine animals first moved from sea to land nearly 400 million years ago and learned to walk. 

Lacking transitional fossils, the researchers looked to modern ambulatory fishes. A whole variety of gaits are on display among these scaly strollersthe four-finned crawl of the epaulette shark, the terrestrial butterfly stroke of a mudskipper. Like the converging roads in Rome, multiple ancient fishes had independently arrived at different ways of walking. Ishida’s group decided to focus on one particular gait: the half step, half slither of the bichir Polypterus senegalus

Admittedly, the team’s “robofish” looks nothing like the still-extant bichir. The body consists of rigid segments instead of a soft, flexible polymer. It’s a drastically watered-down version, because the team is hunting for the minimum set of features and movements that might allow a fishlike creature to push forward with its appendages. “‘Minimum’ is a tricky word,” Ishida says. But robotic experiments can help rule out the physically implausible: “We can at least have some evidence to say, yes, with this particular bone structure, or with this particular joint morphology, [a fish] was probably able to walk on land.” Starting with the build of a modern fish, the team simplified the robot further and further until it could no longer sally forth. It was the equivalent of working backwards in the evolutionary timeline. 

The team hopes to publish its results in a journal sometime soon. Even in the rush to finalize the manuscript, Ishida still recognizes how fortunate he is to be doing something that’s simultaneously futuristic and prehistoric. “It’s every kid’s dream to build robots and to study dinosaurs,” he says. Every day, he gets to do both. 

The Rhombot

Nearly 450 million years ago, an echinoderm with the build of an oversize sperm lumbered across the seafloor. The lineage of that creature, the pleurocystitid, has long since been snuffed out, but evidence of its existence lies frozen among numerous fossils. How it moved, though, is anyone’s guess, for no modern-­day animal resembles this bulbous critter. 

A fossil of a pleurocystitid, an extinct aquatic animal that lived some 450 million years ago.
CARNEGIE MELLON UNIVERSITY

Carmel Majidi, a mechanical engineer at Carnegie Mellon University, was already building robots in the likeness of starfish and other modern-day echinoderms. Then his team decided to apply the same skills to study their pleurocystitid predecessor to untangle the mystery of its movement.

CARNEGIE MELLON UNIVERSITY

Majidi’s team borrowed a trick from previous efforts to build soft robots. “The main challenge for us was to incorporate actuation in the organism,” he says. The stem, or tail, needed to be pliable yet go rigid on command, like actual muscle. Embedding premade motors, which are usually made of stiff material, in the tail wouldn’t work. In the end, Majidi’s team fashioned the appendage out of shape-memory alloy, a kind of metal that deforms or keeps its shape, depending on the temperature. By delivering localized heating along the tail through electrical stimulation, the scientists could get it to bend and flick. 

The researchers tested the effects of different stems, or tails, on their robot’s overall movement.
CARNEGIE MELLON UNIVERSITY

Both Majidi’s resulting Rhombot and computer simulations, published in 2023, showed that pleurocystitids likely beat their tails from side to side in a sweeping fashion to propel themselves forward, and their speeds depended on the tail stiffness and body angle. The team found that having a longer stemup to two-thirds of a foot longwas advantageous, adding speed without incurring higher energy costs. Indeed, the fossil record confirms this evolutionary trend. In the future, the researchers plan to test out Rhombot on even more surface textures, such as muddy terrain.  

Shi En Kim is a freelance science writer based in Washington, DC.

China wants to restore the sea with high-tech marine ranches

A short ferry ride from the port city of Yantai, on the northeast coast of China, sits Genghai No. 1, a 12,000-metric-ton ring of oil-rig-style steel platforms, advertised as a hotel and entertainment complex. On arrival, visitors step onto docks and climb up to reach a strange offshore facility—half cruise ship, half high-tech laboratory, all laid out around half a mile of floating walkways. Its highest point—the “glistening diamond” on Genghai No. 1’s necklace, according to China’s state news agency—is a seven-­story visitor center, designed to look like a cartoon starfish.  

Jack Klumpp, a YouTuber from Florida, became one of the first 20,000 tourists to explore Genghai’s visitor center following its opening in May 2023. In his series I’m in China with Jack, Klumpp strolls around a water park cutely decorated in Fisher-Price yellow and turquoise, and indoors, he is excited to spot the hull of China’s deep-sea submersible Jiaolong. In reality, the sea here is only about 10 meters deep, and the submersible is only a model. Its journey into the ocean’s depths is an immersive digital experience rather than real adventure, but the floor of the sub rocks and shakes under his feet like a theme park ride. 

Watching Klumpp lounge in Genghai’s luxe marine hotel, it’s hard to understand why anyone would build this tourist attraction on an offshore rig, nearly a mile out in the Bohai Strait. But the answer is at the other end of the walkway from Genghai’s tourist center, where on a smaller, more workmanlike platform, he’s taught how to cast a worm-baited line over the edge and reel in a hefty bream. 

Genghai is in fact an unusual tourist destination, one that breeds 200,000 “high-quality marine fish” each year, according to a recent interview in China Daily with Jin Haifeng, deputy general manager of Genghai Technology Company, a subsidiary of the state-owned shipbuilder Shandong Marine Group. Just a handful of them are caught by recreational fishers like Klumpp. The vast majority are released into the ocean as part of a process known as marine ranching. 

Since 2015, China has built 169 “national demonstration ranches”—including Genghai No. 1—and scores of smaller-scale facilities, which collectively have laid 67 million cubic meters of artificial reefs and planted an area the size of Manhattan with seagrass, while releasing at least 167 billion juvenile fish and shellfish into the ocean.

The Chinese government sees this work as an urgent and necessary response to the bleak reality that fisheries are collapsing both in China and worldwide, with catches off China’s coast declining 18% in less than a decade. In the face of that decline, marine ranches could offer an enticing win-win: a way to restore wild marine ecosystems while boosting fishery hauls. 

Marine ranches could offer an enticing win-win: a way to restore wild marine ecosystems while boosting fishery hauls. But before China invests billions more dollars into these projects, it must show it can get the basics right.

Genghai, which translates as “Sea Harvest,” sits atop what Jin calls an “undersea ecological oasis” constructed by developers. In the middle of the circular walkway, artificial marine habitats harbor shrimp, seaweed, and fish, including the boggle-eyed Korean rockfish and a fish with a parrot-like beak, known as the spotted knifejaw.

The facility is a next-generation showcase for the country’s ambitious plans, which call for 200 pilot projects by 2025. It’s a 5G-enabled, AI-equipped “ecological” ranch that features submarine robots for underwater patrols and “intelligent breeding cages” that collect environmental data in near-real time to optimize breeding by, for example, feeding fish automatically.

In an article published by the Chinese Academy of Sciences, China’s top science institute, one high-ranking fisheries expert sketches out plans for a seductive tech-driven future where production and conservation go hand in hand: Ecological ranches ring the coastline, seagrass meadows and coral reefs regrow around them, and autonomous robots sustainably harvest mature seafood. 

But now, Chinese researchers say, is the time to take stock of lessons learned from the rapid rollout of ranching to date. Before the country invests billions more dollars into similar projects in the coming years, it must show it can get the basics right.

What, exactly, is a marine ranch? 

Developing nations have historically faced a trade-off between plundering marine resources for development and protecting ecosystems for future generations, says Cao Ling, a professor at Xiamen University in eastern China. When growing countries take more than natural ecosystems can replenish, measures like seasonal fishing bans have been the traditional way to allow fisheries to recover. Marine ranching offers an alternative to restricting fishing—a way to “really synergize environmental, economic, and social development goals,” says Cao—by actively increasing the ocean’s bounty. 

It’s now a “hot topic” in China, says Cao, who grew up on her family’s fish farm before conducting research at the University of Michigan and Stanford. In fact, “marine ranching” has become such a buzzword that it can be hard to tell what it actually means, encompassing as it does flagship facilities like Genghai No. 1 (which merge scientific research with industrial-scale aquaculture pens, recreational fishing amenities, and offshore power) and a baffling array of structures including deep-sea floating wind farms with massive fish-farming cages and 100,000-ton “mobile marine ranches”—effectively fish-breeding aircraft carriers. There are even whole islands, like the butterfly-shaped Wuzhizhou on China’s tropical south coast, that have been designated as ranching areas. 

a person in a wetsuit at sunset sitting in a net
A scuba diver finishes cleaning the nets surrounding Genghai No. 1, China’s first AI-powered “ecological” marine ranch complex.
UPI/ALAMY LIVE NEWS

To understand what a marine ranch is, it’s easiest to come back to the practice’s roots. In the early 1970s, California, Oregon, Washington, and Alaska passed laws to allow construction of facilities aimed at repairing stocks of salmon after the rivers where they traditionally bred had been decimated by pollution and hydroelectric dams. The idea was essentially twofold: to breed fish in captivity and to introduce them into safe nurseries in the Pacific. Since 1974, when the first marine ranches in the US were built off the coast of California and Oregon, ranchers have constructed artificial habitats, usually concrete reef structures, that proponents hoped could provide nursery grounds where both valuable commercial stocks and endangered marine species could be restored.

Today, fish farming is a $200 billion industry that has had a catastrophic environmental impact, blighting coastal waters with streams of fish feces, pathogens, and parasites.

Marine ranching has rarely come close to fulfilling this potential. Eight of the 11 ranches that opened in the US in the 1970s were reportedly shuttered by 1990, their private investors having struggled to turn a profit. Meanwhile, European nations like Norway spent big on attempts to restock commercially valuable species like cod before abandoning the efforts because so few introduced fish survived in the wild. Japan, which has more ranches than any other country, made big profits with scallop ranching. But a long-term analysis of Japan’s policies estimated that all other schemes involving restocking the ocean were unprofitable. Worse, it found, releasing docile, lab-bred fish into the wild could introduce genetically damaging traits into the original population. 

Today, marine ranching is often considered a weird offshoot of conventional fish farming, in which fish of a single species are fed intensively in small, enclosed pens. This type of feedlot-style aquaculture has grown massively in the last half-century. Today it’s a $200 billion industry and has had a catastrophic environmental impact, blighting coastal waters with streams of fish feces, pathogens, and parasites. 

Yet coastal nations have not been discouraged by the mediocre results of marine ranching. Many governments, especially in East Asia, see releasing millions of young fish as a cheap way for governments to show their support for hard-hit fishing communities, whose livelihoods are vanishing as fisheries teeter on the edge of collapse. At least 20 countries continue to experiment with diverse combinations of restocking and habitat enhancement—including efforts to transplant coral, reforest mangroves, and sow seagrass meadows. 

Each year at least 26 billion juvenile fish and shellfish, from 180 species, are deliberately released into the world’s oceans—three for every person on the planet. Taken collectively, these efforts amount to a great, ongoing, and little-noticed experiment on the wild marine biome.

China’s big bet

China, with a population of 1.4 billion people, is the world’s undisputed fish superpower, home to the largest fishing fleet and more than half the planet’s fish farms. The country also overwhelms all others in fish consumption, using as much as the four next-largest consumers—the US, the European Union, Japan, and India—combined and then doubled. But decades of overfishing, compounded by runaway pollution from industry and marine aquaculture, have left its coastal fisheries depleted. 

Around many Chinese coastal cities like Yantai, there is a feeling that things “could not be worse,” says Yong Chen, a professor at Stony Brook University in New York. In the temperate northern fishing grounds of the Bohai and Yellow Seas, stocks of wild fish such as the large yellow croaker—a species that’s critically endangered—have collapsed since the 1980s. By the turn of the millennium, the Bohai, a densely inhabited gulf 100 miles east of Beijing, had lost most of its large sea bass and croaker, leaving fishing communities to “fish down” the food chain. Fishing nets came up 91% lighter than they did in the 1950s, in no small part because heavy industry and this region’s petrochemical plants had left the waters too dirty to support healthy fish populations.

As a result, over the past three decades China has instituted some of the world’s strictest seasonal fishing bans; recently it has even encouraged fishermen to find other jobs. But fish populations continue to decline, and fishing communities worry for their future

Marine ranching has received a big boost from the highest levels of government; it’s considered an ideal test case for President Xi Jinping’s “ecological civilization” agenda, a strategy for environmentally sustainable long-term growth. Since 2015, ranching has been enshrined in successive Five-Year Plans, the country’s top-level planning documents—and ranch construction has been backed by an initial investment of ¥11.9 billion ($1.8 billion). China is now on track to release 30 billion juvenile fish and shellfish annually by 2025. 

So far, the practice has produced an unlikely poster child: the sea cucumber. A spiky, bottom-dwelling animal that, like Japan’s scallops, doesn’t move far from release sites, it requires little effort for ranchers to recapture. Across northern China, sea cucumbers are immensely valuable. They are, in fact, one of the most expensive dishes on menus in Yantai, where they are served chopped and braised with scallions.

Some ranches have experimented with raising multiple species, including profitable fish like sea bass and shellfish like shrimp and scallops, alongside the cucumber, which thrives in the waste that other species produce. In the northern areas of China, such as the Bohai, where the top priority is helping fishing communities recover, “a very popular [mix] is sea cucumbers, abalone, and sea urchin,” says Tian Tao, chief scientific research officer of the Liaoning Center for Marine Ranching Engineering and Science Research at Dalian Ocean University. 

Designing wild ecosystems 

Today, most ranches are geared toward enhancing fishing catches and have done little to deliver on ecological promises. According to Yang Hongsheng, a leading marine scientist at the Chinese Academy of Sciences, the mix of species that has so far been introduced has been “too simple” to produce a stable ecosystem, and ranch builders have paid “inadequate attention” to that goal. 

Marine ranch construction is typically funded by grants of around ¥20 million ($2.8 million) from China’s government, but ranches are operated by private firms. These companies earn revenue by producing seafood but have increasingly cultivated other revenue streams, like tourism and recreational fishing, which has boomed in recent years. So far, this owner-­operator model has provided few incentives to look beyond proven methods that closely resemble aquaculture—like Genghai No. 1’s enclosed deep-sea fishing cages—and has done little to encourage contributions to ocean health beyond the ranch’s footprint. “Many of the companies just want to get the money from the government,” says Zhongxin Wu, an associate professor at Dalian Ocean University who works with Tian Tao. 

Making ranches more sustainable and ecologically sound will require a rapid expansion of basic knowledge about poorly studied marine species, says Stony Brook’s Yong Chen. “For a sea cucumber, the first thing you need to know is its life history, right? How they breed, how they live, how they die,” he says. “For many key marine species, we have few ideas what temperature or conditions they prefer to breed and grow in.”

A diver swims off the shore of Wuzhizhou Island, where fish populations multiplied tenfold after artificial reefs were introduced.
YANG GUANYU/XINHUA/ALAMY

Chinese universities are world leaders in applied sciences, from agricultural research to materials science. But fundamental questions aren’t always easy to answer in China’s “quite unique” research and development environment, says Neil Loneragan, president of the Malaysia-based Asian Fisheries Society and a professor emeritus of marine science at Murdoch University in Australia. 

The central government’s controlling influence on the development of ranching, Loneragan says, means researchers must walk a tightrope between their two bosses: the academic supervisor and the party chief. Marine biologists want to understand the basics, “but researchers would have to spin that so that it’s demonstrating economic returns to industry and, hence, the benefits to the government from investment,” he says. 

Many efforts aim to address known problems in the life cycles of captive-bred fish, such as inadequate breeding rates or the tough survival odds for young fish when they reach the ocean. Studies have shown that fish in these early life stages are particularly vulnerable to environmental fluctuations like storms and recent ocean heat waves. 

One of the most radical solutions, which Zhongxin Wu is testing, would improve their fitness before they’re released from breeding tanks into the wild. Currently, Wu says, fish are simply scooped up in oxygenated plastic bags and turned loose in ocean nurseries, but there it becomes apparent that many are weak or lacking in survival skills. In response, his team is developing a set of “wild training” tools. “The main method is swimming training,” he says. In effect, the juvenile fish are forced to swim against a current, on a sort of aquatic treadmill, to help acclimate them to the demands of the wild. Another technique, he says, involves changing the water temperature and introducing some other species to prepare them for seagrass and kelp forests they’ll meet in the world outside.

Wu says better methods of habitat enhancement have the greatest potential to increase the effectiveness of marine ranching. Today, most ranches create undersea environments using precast-con­crete structures that are installed under 20 meters of water, often with a rough surface to support the growth of coral or algae. The typical Chinese ranch aims for 30,000 cubic meters of artificial reefs; in the conservation-­focused ranching area around Wuzhizhou Island, for instance, 1,000 cast-concrete reef structures were dropped around the tropical island’s shores. Fish populations have multiplied tenfold in the last decade. 

This is by far the most expensive part of China’s ranching program. According to a national evaluation coauthored by Cao Ling, 87% of China’s first $1 billion investment has gone to construct artificial reefs, with a further 5% spent on seagrass and seaweed restoration. These costs have brought both questions about the effectiveness of the efforts and a drive for innovation. Across China, some initial signs suggest that the enhancements are making a difference: Sites with artificial reefs were found to have a richer mix of commercially important species and higher biomass than adjacent sites. But Tian and Wu are investigating new approaches, including custom 3D-printed structures for endangered fish. On trial are bungalow-­size steel ziggurats with wide openings for yellowtail kingfish—a large, predatory fish that’s prized for sashimi—and arcs of barrel-­vaulted concrete, about waist height, for sea cucumbers. In recent years, structures have been specifically designed in the shape of pyramids, to divert ocean currents into oceanic “upwellings.” Nutrients that typically settle on the seafloor are instead ejected back up toward the surface. “That attracts prey for high-level predators,” says Loneragan, including giant tuna-like species that fetch high prices at restaurants.

Has China found a workable model?

So will China soon be relying on marine ranches to restock the seas? We still don’t have anywhere near enough data to say. The Qingdao Marine Conservation Society, an environmental NGO, is one of the few independent organizations systematically assessing ranches’ track records and has, says founder Songlin Wang, “failed to find sufficient independent and science-based research results that can measurably verify most marine ranches’ expected or claimed environmental and social benefits.”

One answer to the data shortfall might be the kind of new tech on display at Genghai No. 1, where robotic patrols and subsea sensors feed immediately into a massive dashboard measuring water quality, changes in the ocean environment, and fish behavior. After decades as a fairly low-tech enterprise, ranching in China has been adopting such new technologies since the beginning of the latest Five-Year Plan in 2021. The innovations promise to improve efficiency, reduce costs, and make ranches more resilient to climate fluctuations and natural disasters, according to the Chinese Academy of Sciences. 

But Yong Chen, whose lab at Stony Brook partners with Chinese researchers, is skeptical that researchers are gathering and sharing the right data. “The problem is, yes, there’s this visualization. So what?” he says. “[Marine ranching companies] are willing to invest money into this kind of infrastructure, create that kind of big screen, and people will walk in and say ‘Wow, look at that!’” he adds. “Yeah, it’s beautiful. It definitely will impress the leadership. Important people will give you money for that. But as a scientist, my question to you is: How can it help you inform your decision-making process next year?” 

Will China soon be relying on marine ranches to restock the seas? We still don’t have anywhere near enough data to say.

“Data sharing is really difficult in China,” says Cao Ling. Most data produced by private companies remains in their servers. But Cao and Chen say that governments—local or central—could facilitate more open data sharing in the interest of guiding ranch design and policy. 

But China’s central government is convinced by what it has seen and plans to scale up investment. Tian, who leads the government committee on marine ranching, says he has recently learned that the next Ten-Year Plan will aim to increase the number of pilot ranches from 200 to 350 by 2035. Each one is expected to be backed by ¥200 million ($28 million)—10 times the typical current investment. Specific policies are due to be announced next year, but he expects that ranches will no longer be funded as standalone facilities. Instead, grants will likely be given to cities like Dalian and Yantai, which can plan across land and sea and find ways to link commercial fishing with power generation and tourism while cutting pollution from industry. 

Tian has an illustration that aims to visualize the coming tech-driven ecological ranching system, a sort of “marine ranching 3.0”: a sea cove monitored by satellites and restored to such good health that orcas have returned to its fish-filled waters. It’s a near-utopian image seemingly ripped from a 1960s issue of Popular Science. There’s even stranger research that aims to see if red sea bream like the one Jack Klumpp caught can be conditioned like Pavlov’s dogs—in this case to flock to the sound of a horn, so the ocean’s harvest would literally swim into nets at the press of a button. 

So far China’s marine ranching program remains far from any of this, despite the isolated signs of success. But ultimately what matters most is to find a “balance point” between commerce and sustainability, says Cao. Take Genghai No. 1: “It’s very pretty!” she says with a laugh. “And it costs a lot for the initial investment.” If such ranches are going to contribute to China’s coming “ecological civilization,” they’ll have to prove they are delivering real gains and not just sinking more resources into a dying ocean. 

Matthew Ponsford is a freelance reporter based in London.

These stunning images trace ships’ routes as they move

As we run, drive, bike, and fly, we leave behind telltale marks of our movements on Earth—if you know where to look. Physical tracks, thermal signatures, and chemical traces can reveal where we’ve been. But another type of trail we leave comes from the radio signals emitted by the cars, planes, trains, and boats we use.

On airplanes, technology called ADS-B (Automatic Dependent Surveillance–Broadcast) provides real-time location, identification, speed, and orientation data. For ships at sea, that function is performed by the AIS (Automatic Identification System).

Operating at 161.975 and 162.025 megahertz, AIS transmitters broadcast a ship’s identification number, name, call sign, length and beam, type, and antenna location every six minutes. Ship location, position time stamp, and direction are transmitted more frequently. The primary purpose of AIS is maritime safety—it helps prevent collisions, assists in rescues, and provides insight into the impact of ship traffic on marine life. US Coast Guard regulations say that generally, private boats under 65 feet in length are not required to use AIS, but most commercial vessels are. Unlike ADS-B in planes, AIS can be turned off only in rare circumstances. 

A variety of sectors use AIS data for many different applications, including monitoring ship traffic to avoid disruption of undersea internet cables, identifying whale strikes, and studying the footprint of underwater noise.

Using the US National Oceanic and Atmospheric Association’s Marine Cadastre tool, you can download 16 years of detailed daily ship movements, as well as “transit count” maps generated from a year’s worth of data showing each ship’s accumulated paths. The data is collected entirely from ground-based stations along the US coasts.

I downloaded all of 2023’s transit count maps and loaded them up in geographic information system software called QGIS to visualize this year of marine traffic.

The maps are abstract and electric. With landmasses removed, the ship traces resemble long-exposure photos of sparklers, high-energy particle collisions, or strands of fiber-optic wire.

Victoria, British Columbia, and Seattle.
DATA: NOAA; MAP: JON KEEGAN / BEAUTIFUL PUBLIC DATA
Lake Huron
DATA: NOAA; MAP: JON KEEGAN / BEAUTIFUL PUBLIC DATA
Savannah, Georgia
DATA: NOAA; MAP: JON KEEGAN / BEAUTIFUL PUBLIC DATA
Louisiana
DATA: NOAA; MAP: JON KEEGAN / BEAUTIFUL PUBLIC DATA

Zooming in on these maps, you might see strange geometric patterns of perfect circles, or lines in a grid. Some of these are fishing grounds, others are scientific surveys mapping the seafloor, and others represent boats going to and from offshore oil rigs, especially off Louisiana’s gulf coast.

Hiding in plain sight

Having a global, near-real-time system for tracking the precise movements of all ships at sea sounds like a great innovation—unless you’re trying to keep your ships’ movements and cargoes secret.

In 2023, Bloomberg investigated how Russia evaded sanctions on its oil exports after the invasion of Ukraine by “spoofing”—transmitting fake AIS data—to mislead observers. Tracking a fleet of rusting ships of questionable seaworthiness, reporters compared AIS data with what they actually saw on the sea—and discovered that the ships weren’t where the data said they were. 

Monitoring the fishing industry

Clusters of fishing vessels gravitating toward known fishing grounds create some of the most interesting patterns on the maps. 

Global Fishing Watch is an international nonprofit that uses AIS to monitor the fishing industry, seeking to protect marine life from overfishing. But it says that only 2% of fishing vessels use AIS transmitters. 

The organization, which is backed by Google, the ocean conservation group Oceana, and the satellite imagery company SkyTruth, combines AIS data with satellite imagery and uses machine learning to classify the types of fishing technology being used. 

In a press release announcing the creation of Global Fishing Watch, John Amos, the president and founder of SkyTruth, said: “So much of what happens out on the high seas is invisible, and that has been a huge barrier to understanding and showing the world what’s at stake for the ocean.” 

A version of this story appeared in Beautiful Public Data (beautifulpublicdata.com), a newsletter that curates visually interesting datasets collected by government agencies.

Revisiting a year of Roundtables, MIT Technology Review’s subscriber-only events

The worst technologies of 2024. The future of mixed reality. AI’s impact on the climate. These are just a few of the topics we covered this year in MIT Technology Review’s monthly event series, Roundtables. 

The series offers a unique opportunity to hear straight from our reporters and editors about what’s next for emerging technologies. Available exclusively for subscribers, these 30-minute online discussions provide insights, analysis, and perspectives on timely topics such as gene editing and smart glasses.

Roundtables is also a chance for subscribers to ask questions about the latest technologies and learn more about their impact directly from our experts and guests. Subscribers can access recordings of past sessions—about EVs in China, climate-friendly food, CRISPR babies, and AI hardware. 

To access the library, simply log in with your subscription or subscribe now to save 25% and unlock access to the entire series.

Here are some highlights from this year in Roundtables:

The Worst Technology Failures of 2024

MIT Technology Review publishes an annual list of the worst technologies of the year—chronicling flops, failures, and other mishaps. The 2024 list was unveiled in December by executive editor Niall Firth and senior editor for biomedicine Antonio Regalado. They had a lively discussion about each of the eight items on this list—and what we can learn from these fiascos.

What’s Next for Mixed Reality: Glasses, Goggles, and More

This year brought many new developments in one particular consumer device category: smart glasses. After years of development, new augmented-reality specs from several companies made their debut. Editor in chief Mat Honan and AI hardware reporter James O’Donnell talked about where it’s all heading.

Putting AI’s Climate Impact into Perspective

The rise of AI comes with a growing carbon footprint and greater demand for electricity. Analysts project that AI could drive up data centers’ energy consumption by 160% this decade. So how worried should we be? Editor at large David Rotman, senior AI reporter Melissa Heikkilä, and senior editor for energy James Temple explored the energy trade-offs involved in AI.

CRISPR Babies: Six years later

Gene editing can correct or improve the DNA of human embryos, potentially opening the door to the “technological evolution” of our species. But in 2018, a premature attempt to use the technology this way led to a prison term for He Jiankui, the researcher involved. Editor in chief Mat Honan and senior editor for biomedicine Antonio Regalado had a conversation with He, a biophysicist and the creator of the first gene-edited humans, to revisit this controversial technology and the future of editing in IVF clinics.

Why Thermal Batteries Are So Hot Right Now

Thermal batteries could be a key part of cleaning up heavy industry. Executive editor Amy Nordrum and senior climate reporter Casey Crownhart told us what we can expect next from this emerging technology—which was also voted the 11th breakthrough technology of 2024 by our readers.

Here are MIT Technology Review’s best-performing stories of 2024

Another year is coming to a close, so let’s look back at the MIT Technology Review stories that resonated most with you, our readers. 

We published hundreds of stories in 2024, about AI, climate tech, biotech, robotics, space, and more. There were six new issues of our magazine, on themes including food, play, and hidden worlds. We launched two newsletters, to share tech industry analysis from our editor in chief and to step people through the basics of AI. And we hosted 11 exclusive conversations with our editors and experts in our subscriber-only event series, Roundtables. 

What did people enjoy most? Here’s a quick look at some of the stories that performed best with our audience: 

10 Breakthrough Technologies of 2024

Every year as we compile this annual list, we look for promising technologies poised to have a real impact on the world. It represents the advances that we think matter most, and the 2024 edition included weight-loss drugs, chiplets, and the first gene-editing treatment.

The 2025 list is dropping in early January. To find out what made the cut, join us for a special live Roundtables event,Unveiling the 10 Breakthrough Technologies of 2025,on Friday, January 3, at 12:30 p.m. ET. This is a subscriber-only event. Register to attend or subscribe for access.)

What is AI?

Everyone thinks they know, but no one can agree. Senior editor Will Douglas Heaven explored the problem in this in-depth feature story—and explained why it matters for all of our futures. He covers the origins of modern AI and digs into the ongoing debate among experts about this technology’s capabilities and potential. 

The AI Hype Index

There’s no denying AI moves fast, and it can be hard to know what’s worth your attention. That’s why we started plotting everything you need to know about the state of AI in a new matrix, along axes that run from “Hype” to “Real” and “Doom” to “Utopia.” 

What are AI agents?

Major tech companies are now developing AI tools that can do more complex tasks, like sending emails or booking plane tickets, on your behalf. Here’s how they will work.

Super-efficient solar cells: 10 Breakthrough Technologies 2024

Solar cells that combine traditional silicon with cutting-edge perovskites could push the efficiency of solar panels to new heights. That’s why we put them on our list of the 10 Breakthrough Technologies of 2024.

Happy birthday, baby! What the future holds for those born today

As part of our 125th anniversary issue, contributor Kara Platoni spoke with a dozen experts to sketch out how technology might influence the life of someone born today over the next 125 years.

The messy quest to replace drugs with electricity

In the 2010s, the field of “electroceuticals” was born, attracting much fanfare and investment. Contributor Sally Adee explored how the field fizzled and how it’s being revived as an effort to turn gene expression on and off with electric fields.

15 Climate Tech Companies to Watch

For the second annual edition of this list, our reporters and editors chose 15 companies from around the world that we think have the best shot at making a difference on climate change.

Weight-loss drugs: 10 Breakthrough Technologies 2024

Drugs like Wegovy and Mounjaro have quickly become embedded into American life. In 2024, they even earned a place on our 10 Breakthrough Technologies list. The long-term implications are unknown, but plenty of people are using semaglutides anyway, and many lose around 15% of their body weight.

Don’t miss out on even more emerging technology coverage and subscriber-only stories. Subscribe today for unlimited access to expert insights that you can’t find anywhere else.

How Silicon Valley is disrupting democracy

The internet loves a good neologism, especially if it can capture a purported vibe shift or explain a new trend. In 2013, the columnist Adrian Wooldridge coined a word that eventually did both. Writing for the Economist, he warned of the coming “techlash,” a revolt against Silicon Valley’s rich and powerful fueled by the public’s growing realization that these “sovereigns of cyberspace” weren’t the benevolent bright-future bringers they claimed to be. 

While Wooldridge didn’t say precisely when this techlash would arrive, it’s clear today that a dramatic shift in public opinion toward Big Tech and its leaders did in fact ­happen—and is arguably still happening. Say what you will about the legions of Elon Musk acolytes on X, but if an industry and its executives can bring together the likes of Elizabeth Warren and Lindsey Graham in shared condemnation, it’s definitely not winning many popularity contests.   

To be clear, there have always been critics of Silicon Valley’s very real excesses and abuses. But for the better part of the last two decades, many of those voices of dissent were either written off as hopeless Luddites and haters of progress or drowned out by a louder and far more numerous group of techno-optimists. Today, those same critics (along with many new ones) have entered the fray once more, rearmed with popular Substacks, media columns, and—increasingly—book deals.

Two of the more recent additions to the flourishing techlash genre—Rob Lalka’s The Venture Alchemists: How Big Tech Turned Profits into Power and Marietje Schaake’s The Tech Coup: How to Save Democracy from Silicon Valley—serve as excellent reminders of why it started in the first place. Together, the books chronicle the rise of an industry that is increasingly using its unprecedented wealth and power to undermine democracy, and they outline what we can do to start taking some of that power back.

Lalka is a business professor at Tulane University, and The Venture Alchemists focuses on how a small group of entrepreneurs managed to transmute a handful of novel ideas and big bets into unprecedented wealth and influence. While the names of these demigods of disruption will likely be familiar to anyone with an internet connection and a passing interest in Silicon Valley, Lalka also begins his book with a page featuring their nine (mostly) young, (mostly) smiling faces. 

There are photos of the famous founders Mark Zuckerberg, Larry Page, and Sergey Brin; the VC funders Keith Rabois, Peter Thiel, and David Sacks; and a more motley trio made up of the disgraced former Uber CEO Travis Kalanick, the ardent eugenicist and reputed father of Silicon Valley Bill Shockley (who, it should be noted, died in 1989), and a former VC and the future vice president of the United States, JD Vance.

To his credit, Lalka takes this medley of tech titans and uses their origin stories and interrelationships to explain how the so-called Silicon Valley mindset (mind virus?) became not just a fixture in California’s Santa Clara County but also the preeminent way of thinking about success and innovation across America.

This approach to doing business, usually cloaked in a barrage of cringey innovation-speak—disrupt or be disrupted, move fast and break things, better to ask for forgiveness than permission—can often mask a darker, more authoritarian ethos, according to Lalka. 

One of the nine entrepreneurs in the book, Peter Thiel, has written that “I no longer believe that freedom and democracy are compatible” and that “competition [in business] is for losers.” Many of the others think that all technological progress is inherently good and should be pursued at any cost and for its own sake. A few also believe that privacy is an antiquated concept—even an illusion—and that their companies should be free to hoard and profit off our personal data. Most of all, though, Lalka argues, these men believe that their newfound power should be unconstrained by governments, ­regulators, or anyone else who might have the gall to impose some limitations.

Where exactly did these beliefs come from? Lalka points to people like the late free-market economist Milton Friedman, who famously asserted that a company’s only social responsibility is to increase profits, as well as to Ayn Rand, the author, philosopher, and hero to misunderstood teenage boys everywhere who tried to turn selfishness into a virtue. 

cover of Venture Alchemists
The Venture Alchemists: How Big Tech Turned Profits into Power
Rob Lalka
COLUMBIA BUSINESS SCHOOL PUBLISHING, 2024

It’s a somewhat reductive and not altogether original explanation of Silicon Valley’s libertarian inclinations. What ultimately matters, though, is that many of these “values” were subsequently encoded into the DNA of the companies these men founded and funded—companies that today shape how we communicate with one another, how we share and consume news, and even how we think about our place in the world. 

The Venture Alchemists is strongest when it’s describing the early-stage antics and on-campus controversies that shaped these young entrepreneurs or, in many cases, simply reveal who they’ve always been. Lalka is a thorough and tenacious researcher, as the book’s 135 pages of endnotes suggest. And while nearly all these stories have been told before in other books and articles, he still manages to provide new perspectives and insights from sources like college newspapers and leaked documents. 

One thing the book is particularly effective at is deflating the myth that these entrepreneurs were somehow gifted seers of (and investors in) a future the rest of us simply couldn’t comprehend or predict. 

Sure, someone like Thiel made what turned out to be a savvy investment in Facebook early on, but he also made some very costly mistakes with that stake. As Lalka points out, Thiel’s Founders Fund dumped tens of millions of shares shortly after Facebook went public, and Thiel himself went from owning 2.5% of the company in 2012 to 0.000004% less than a decade later (around the same time Facebook hit its trillion-dollar valuation). Throw in his objectively terrible wagers in 2008, 2009, and beyond, when he effectively shorted what turned out to be one of the longest bull markets in world history, and you get the impression he’s less oracle and more ideologue who happened to take some big risks that paid off. 

One of Lalka’s favorite mantras throughout The Venture Alchemists is that “words matter.” Indeed, he uses a lot of these entrepreneurs’ own words to expose their hypocrisy, bullying, juvenile contrarianism, casual racism, and—yes—outright greed and self-interest. It is not a flattering picture, to say the least. 

Unfortunately, instead of simply letting those words and deeds speak for themselves, Lalka often feels the need to interject with his own, frequently enjoining readers against ­finger-pointing or judging these men too harshly even after he’s chronicled their many transgressions. Whether this is done to try to convey some sense of objectivity or simply to remind readers that these entrepreneurs are complex and complicated men making difficult decisions, it doesn’t work. At all. 

For one thing, Lalka clearly has his own strong opinions about the behavior of these entrepreneurs—opinions he doesn’t try to disguise. At one point in the book he suggests that Kalanick’s alpha-male, dominance-at-any-cost approach to running Uber is “almost, but not quite” like rape, which is maybe not the comparison you’d make if you wanted to seem like an arbiter of impartiality. And if he truly wants readers to come to a different conclusion about these men, he certainly doesn’t provide many reasons for doing so. Simply telling us to “judge less, and discern more” seems worse than a cop-out. It comes across as “almost, but not quite” like victim-blaming—as if we’re somehow just as culpable as they are for using their platforms and buying into their self-mythologizing. 

“In many ways, Silicon Valley has become the antithesis of what its early pioneers set out to be.”

Marietje Schaake

Equally frustrating is the crescendo of empty platitudes that ends the book. “The technologies of the future must be pursued thoughtfully, ethically, and cautiously,” Lalka says after spending 313 pages showing readers how these entrepreneurs have willfully ignored all three adverbs. What they’ve built instead are massive wealth-creation machines that divide, distract, and spy on us. Maybe it’s just me, but that kind of behavior seems ripe not only for judgment, but also for action.

So what exactly do you do with a group of men seemingly incapable of serious self-reflection—men who believe unequivocally in their own greatness and who are comfortable making decisions on behalf of hundreds of millions of people who did not elect them, and who do not necessarily share their values?

You regulate them, of course. Or at least you regulate the companies they run and fund. In Marietje Schaake’s The Tech Coup, readers are presented with a road map for how such regulation might take shape, along with an eye-opening account of just how much power has already been ceded to these corporations over the past 20 years.

There are companies like NSO Group, whose powerful Pegasus spyware tool has been sold to autocrats, who have in turn used it to crack down on dissent and monitor their critics. Billionaires are now effectively making national security decisions on behalf of the United States and using their social media companies to push right-wing agitprop and conspiracy theories, as Musk does with his Starlink satellites and X. Ride-sharing companies use their own apps as propaganda tools and funnel hundreds of millions of dollars into ballot initiatives to undo laws they don’t like. The list goes on and on. According to Schaake, this outsize and largely unaccountable power is changing the fundamental ways that democracy works in the United States. 

“In many ways, Silicon Valley has become the antithesis of what its early pioneers set out to be: from dismissing government to literally taking on equivalent functions; from lauding freedom of speech to becoming curators and speech regulators; and from criticizing government overreach and abuse to accelerating it through spyware tools and opaque algorithms,” she writes.

Schaake, who’s a former member of the European Parliament and the current international policy director at Stanford University’s Cyber Policy Center, is in many ways the perfect chronicler of Big Tech’s power grab. Beyond her clear expertise in the realms of governance and technology, she’s also Dutch, which makes her immune to the distinctly American disease that seems to equate extreme wealth, and the power that comes with it, with virtue and intelligence. 

This resistance to the various reality-distortion fields emanating from Silicon Valley plays a pivotal role in her ability to see through the many justifications and self-serving solutions that come from tech leaders themselves. Schaake understands, for instance, that when someone like OpenAI’s Sam Altman gets in front of Congress and begs for AI regulation, what he’s really doing is asking Congress to create a kind of regulatory moat between his company and any other startups that might threaten it, not acting out of some genuine desire for accountability or governmental guardrails. 

cover of The Tech Coup
The Tech Coup:
How to Save Democracy
from Silicon Valley

Marietje Schaake
PRINCETON UNIVERSITY PRESS, 2024

Like Shoshana Zuboff, the author of The Age of Surveillance Capitalism, Schaake believes that “the digital” should “live within democracy’s house”—that is, technologies should be developed within the framework of democracy, not the other way around. To accomplish this realignment, she offers a range of solutions, from banning what she sees as clearly antidemocratic technologies (like face-recognition software and other spyware tools) to creating independent teams of expert advisors to members of Congress (who are often clearly out of their depth when attempting to understand technologies and business models). 

Predictably, all this renewed interest in regulation has inspired its own backlash in recent years—a kind of “tech revanchism,” to borrow a phrase from the journalist James Hennessy. In addition to familiar attacks, such as trying to paint supporters of the techlash as somehow being antitechnology (they’re not), companies are also spending massive amounts of money to bolster their lobbying efforts. 

Some venture capitalists, like LinkedIn cofounder Reid Hoffman, who made big donations to the Kamala Harris presidential campaign, wanted to evict Federal Trade Commission chair Lina Khan, claiming that regulation is killing innovation (it isn’t) and removing the incentives to start a company (it’s not). And then of course there’s Musk, who now seems to be in a league of his own when it comes to how much influence he may exert over Donald Trump and the government that his companies have valuable contracts with.

What all these claims of victimization and subsequent efforts to buy their way out of regulatory oversight miss is that there’s actually a vast and fertile middle ground between simple techno­-optimism and techno-skepticism. As the New Yorker contributor Cal Newport and others have noted, it’s entirely possible to support innovations that can significantly improve our lives without accepting that every popular invention is good or inevitable. 

Regulating Big Tech will be a crucial part of leveling the playing field and ensuring that the basic duties of a democracy can be fulfilled. But as both Lalka and Schaake suggest, another battle may prove even more difficult and contentious. This one involves undoing the flawed logic and cynical, self-serving philosophies that have led us to the point where we are now. 

What if we admitted that constant bacchanals of disruption are in fact not all that good for our planet or our brains? What if, instead of “creative destruction,” we started fetishizing stability, and in lieu of putting “dents in the universe,” we refocused our efforts on fixing what’s already broken? What if—and hear me out—we admitted that technology might not be the solution to every problem we face as a society, and that while innovation and technological change can undoubtedly yield societal benefits, they don’t have to be the only measures of economic success and quality of life? 

When ideas like these start to sound less like radical concepts and more like common sense, we’ll know the techlash has finally achieved something truly revolutionary. 

Bryan Gardiner is a writer based in Oakland, California.

3 things that didn’t make the 10 Breakthrough Technologies of 2025 list

Next month, MIT Technology Review will unveil the 2025 list of 10 Breakthrough Technologies. Every year, our newsroom looks across the fields we cover for technologies that are having a true breakthrough moment. This annual package highlights the technologies that we think matter most right now. 

We define ‘breakthrough’ in a few ways—perhaps there’s been a scientific advance that now makes a new technology possible, or a company has earned regulatory approval for a vital medical treatment. Maybe a consumer device has reached a tipping point in its adoption, or an industrial technology has passed the critical pilot phase with flying colors. In the 2025 edition, which comes out in January, you’ll see some of the latest advances in automation, medicine, and the physical sciences (just to name a few) that we expect will have a major impact on our lives. 

In the meantime, here are three technologies that we considered including on the 2025 list but ultimately decided to leave off. Though these nominees didn’t make the cut this year, they’re still worth keeping an eye on. We certainly will be. 

Virtual power plants 

Virtual power plants are energy systems that link together many different technologies to both generate and store power. They allow utility companies to connect solar panels and wind turbines with grid batteries and electric vehicles, and to better manage the flow of power across the grid. 

During times of peak electricity usage, software linked to smart meters may one day automatically decide to power someone’s home by drawing electricity from a fully charged EV sitting in a neighbor’s garage, thereby reducing demand on the grid. The software could also work out how to compensate the EV owner accordingly. 

In the US, an estimated 500 virtual power plants now provide up to 60 gigawatts of capacity (that’s about as much total capacity as the US grid will add this year). Some such systems are also up and running in China, Japan, Croatia, and Taiwan. But lots more virtual power plants would need to be configured before they start to affect the grid as a whole.

Useful AI agents

AI agents are all the rage right now. These AI-powered helpers will, supposedly, schedule our meetings and book our trips and carry out all kinds of tasks online on our behalf. Agents employ generative models to learn how to navigate websites and desktop software (and manage our passwords and credit card details). They will perhaps interact and coordinate with other people’s agents along the way. 

And there is real development power behind them—Salesforce just launched a platform where companies can make their own customer service agents, and Anthropic’s Claude model is gaining the ability to navigate a computer by using a mouse and keyboard, just like people. 

However, many challenges remain in getting these agents to know what you mean when you make specific requests, and enabling them to carry out the necessary actions reliably. Given the formidable hurdles, we think it may be a little while before they are good enough to be truly useful. AI agents may be coming, but not just yet.

eVTOLs

The acronym is a mouthful, but you can think of electric vertical takeoff and landing (eVTOL) aircraft as being kind of like electric helicopters. Most versions in development are not designed to be personal vehicles; they’d be flown by pilots to transport commuters in from the suburbs, or whisk visitors downtown from the airport. Someday, these air taxis may fly themselves. 

There’s been real progress toward getting eVTOLs off the ground. Earlier this year, manufacturer EHang received the first Chinese certificate to mass-produce this type of vehicle, and it has begun taking orders. South Korea and the UAE have put policies in place to allow eVTOLs to operate there. And in the US, Archer recently earned its FAA certification to begin commercial operations. Then, in October, the FAA finalized rules for training pilots and operating eVTOLs—marking the first time in decades that the agency has approved such rules for a new category of aircraft. 

Interest and momentum have built in recent years. Major players in the aviation industry, including Boeing and Airbus, have invested in startups or funded internal R&D projects to develop these futuristic aircraft. However, no eVTOL company has actually begun commercial operations yet, so we’ll keep watching for that. 

Join us for a special live Roundtables event Unveiling the 10 Breakthrough Technologies of 2025″ on Friday, January 3rd at 12:30 pm ET. We’ll give a sneak peek at the 2025 list before it’s released to the public. This is a subscriber-only event. Register to attend or subscribe for access.

Nominate someone to our 2025 list of Innovators Under 35

Every year, MIT Technology Review recognizes 35 young innovators who are doing pioneering work across a range of technical fields including biotechnology, materials science, artificial intelligence, computing, and more. 

We’re now taking nominations for our 2025 list and you can submit one here. The process takes just a few minutes. Nominations will close at 11:59 PM ET on January 20, 2025. You can nominate yourself or someone you know, based anywhere in the world. The only rule is that the nominee must be under the age of 35 on October 1, 2025.  

We want to hear about people who have made outstanding contributions to their fields and are making an early impact in their careers. Perhaps they’ve led an important scientific advance, founded a company that’s addressing an urgent problem, or discovered a new way to deploy an existing technology that improves people’s lives. 

If you want to nominate someone, you should identify a clear advance or innovation for which they are primarily responsible. We seek to highlight innovators whose breakthroughs are broad in scope and whose influence reaches beyond their immediate scientific communities. 

The 2025 class of innovators will join a long list of distinguished honorees. We featured Lisu Su, now CEO of AMD, when she was 32 years old; Andrew Ng, a computer scientist and serial entrepreneur, made the list in 2008 when he was an assistant professor at Stanford. That same year, we featured 31-year-old Jack Dorsey—two years after he launched Twitter. And Helen Greiner, co-founder of iRobot, was on the list in 1999.

Know someone who should be on our 2025 list? We’d love to hear about them. Submit your nomination today or visit our FAQ to learn more.

The arrhythmia of our current age

Thumpa-thumpa, thumpa-thumpa, bump, 

thumpa, skip, 

thumpa-thump, pause …

My heart wasn’t supposed to be beating like this. Way too fast, with bumps, pauses, and skips. On my smart watch, my pulse was topping out at 210 beats per minute and jumping every which way as my chest tightened. Was I having a heart attack? 

The day was July 4, 2022, and I was on a 12-mile bike ride on Martha’s Vineyard. I had just pedaled past Inkwell Beach, where swimmers sunbathed under colorful umbrellas, and into a hot, damp headwind blowing off the sea. That’s when I first sensed a tugging in my chest. My legs went wobbly. My head started to spin. I pulled over, checked my watch, and discovered that I was experiencing atrial fibrillation—a fancy name for a type of arrhythmia. The heart beats, but not in the proper time. Atria are the upper chambers of the heart; fibrillation means an attack of “uncoordinated electrical activity.”   

I recount this story less to describe a frightening moment for me personally than to consider the idea of arrhythmia—a critical rhythm of life suddenly going rogue and unpredictable, triggered by … what? That July afternoon was steamy and over 90 °F, but how many times had I biked in heat far worse? I had recently recovered from a not-so-bad bout of covid—my second. Plus, at age 64, I wasn’t a kid anymore, even if I didn’t always act accordingly.  

Whatever the proximal cause, what was really gripping me on July 4, 2022, was the idea of arrhythmia as metaphor. That a pulse once seemingly so steady was now less sure, and how this wobbliness might be extrapolated into a broader sense of life in the 2020s. I know it’s quite a leap from one man’s abnormal ticker to the current state of an entire species and era, but that’s where my mind went as I was taken to the emergency department at Martha’s Vineyard Hospital. 

Maybe you feel it, too—that the world seems to have skipped more than a beat or two as demagogues rant and democracy shudders, hurricanes rage, glaciers dissolve, and sunsets turn a deeper orange as fires spew acrid smoke into the sky, and into our lungs. We can’t stop watching tiny screens where influencers pitch products we don’t need alongside news about senseless wars that destroy, murder, and maim tens-of-thousands. Poverty remains intractable for billions. So does loneliness and a rising crisis in mental health even as we fret over whether AI is going to save us or turn us into pets; and on and on.

For most of my life, I’ve leaned into optimism, confident that things will work out in the end. But as a nurse admitted me and attached ECG leads to my chest, I felt a wave of doubt about the future. Lying on a gurney, I watched my pulse jump up and down on a monitor, erratically and still way too fast, as another nurse poked a needle into my hand to deliver an IV bag of saline that would hydrate my blood vessels. Soon after, a young, earnest doctor came in to examine me, and I heard the word uttered for the first time. 

“You are having an arrhythmia,” he said.

Even with my heart beating rat-a-tat-tat, I couldn’t help myself. Intrigued by the word, which I had heard before but had never really heard, I pulled out the phone that is always at my side and looked it up.

ar·rhyth·mi·a
Noun: “a condition in which the heart beats with an irregular or abnormal  rhythm.” Greek a-, “without,” and rhuthmos, “rhythm.”

I lay back and closed my eyes and let this Greek origin of the word roll around in my mind as I repeated it several times—rhuthmos, rhuthmos, rhuthmos.

Rhythm, rhythm, rhythm …

I tapped my finger to follow the beat of my heart, but of course I couldn’t, because my heart wasn’t beating in the steady and predictable manner that my finger could easily have followed before July 4, 2022. After all, my heart was built to tap out in a rhythm, a rhuthmos—not an arhuthmos

Later I discovered that the Greek rhuthmos, ῥυθμός, like the English rhythm, refers not only to heartbeats but to any steady motion, symmetry, or movement. For the ancient Greeks this word was closely tied to music and dance; to the physics of vibration and polarity; to a state of balance and harmony. The concept of rhuthmos was incorporated into Greek classical sculptures using a strict formula of proportions called the Kanon, an example being the Doryphoros (Spear Bearer) originally by the fifth century sculptor Polykleitos. Standing today in the Acropolis Museum in Athens this statue appears to be moving in an easy fluidity, a rhuthmos that’s somehow drawn out of the milky-colored stone. 

The Greeks also thought of rhuthmos as harmony and balance in emotions, with Greek playwrights penning tragedies where the rhuthmos of life, nature, and the gods goes awry. “In this rhythm, I am caught,” cries Prometheus in Aeschylus’s Prometheus Bound, where rhuthmos becomes a steady, unrelenting punishment inflicted by Zeus when Prometheus introduces fire to humans, providing them with a tool previously reserved for the gods. Each day Prometheus, who is chained to a rock, has his liver eaten out by an eagle, only to have the liver grow back each night, a cycle repeated day after day in a steady beat for an eternity of penance, pain, and vexation.

In modern times, cardiologists have used rhuthmos to refer to the physical beating of the muscle in our chests that mixes oxygen and blood and pumps it through 60,000 miles of veins, arteries, and capillaries to fingertips, toe tips, frontal cortex, kidneys, eyes, everywhere. In 2006, the journal Rhythmos launched as a quarterly medical publication that focuses on cardiac electrophysiology. This subspecialty of cardiology involves the electrical signals animating the heart with pulses that keep it beating steadily—or, for me in the summer of 2022, not. 

The question remained: Why?

As far as I know, I wasn’t being punished by Zeus, although I couldn’t entirely rule out the possibility that I had annoyed some god or goddess and was catching hell for it. Possibly covid was the culprit—that microscopic bundle of RNA with the power of a god to mess with us mortals—but who knows? As science learns more about this pernicious bug, evidence suggests that it can play havoc with the nervous system and tissue that usually make sure the heart stays in rhuthmos

A-fib also can be instigated by even moderate imbibing of alcohol, by aging, and sometimes by a gene called KCNQ1. Mutations in this gene “appear to increase the flow of potassium ions through the channel formed with the KCNQ1 protein,” according to MedlinePlus, part of the National Library of Medicine. “The enhanced ion transport can disrupt the heart’s normal rhythm, resulting in atrial fibrillation.” Was a miscreant  mutation playing a role in my arrhythmia?

Angst and fear can influence A-fib too. I had plenty of both during the pandemic, along with most of humanity. Lest we forget—and we’re trying really, really hard to forget—covid anxiety continued to rage in the summer of 2022, even after vaccines had arrived and most of the world had reopened. 

Back then, the damage done to fragile brains forced to shelter in place for months and months was still fresh. Cable news and social media continued to amplify the terror of seeing so many people dead or facing permanent impairment. Politics also seemed out of control, with demagogues—another Greek word—running amok. Shootings, invasions, hatred, and fury seemed to lurk everywhere. This is one reason I stopped following the news for days at a time—something I had never done, as a journalist and news junkie. I felt that my fragile heart couldn’t bear so much visceral tragedy, so much arhuthmos.

We each have our personal stories from those dark days. For me, covid came early in 2020 and led to a spring and summer with a pervasive brain fog, trouble breathing, and eventually a depression of the sort that I had never experienced before. At the same time, I had friends who ended up in the ICU, and I knew people whose parents and other relatives had passed. My mother was dying of dementia, and my father had been in and out of the ICU a half-dozen times with myasthenia gravis, an autoimmune disease that can be fatal. This family dissolution had started before covid hit, but the pandemic made the implosion of my nuclear family seem worse and undoubtedly contributed to the failure of my heart’s pulse to stay true. 


Likewise, the wider arhuthmos some of us are feeling now began long before the novel coronavirus shut down ordinary life in March 2020. Statistics tell us that anxiety, stress, depression, and general mental unhealthiness have been steadily ticking up for years. This seems to suggest that something bigger has been going on for some time—a collective angst that seems to point to the darker side of modern life itself. 

Don’t get me wrong. Modern life has provided us with spectacular benefits—Manhattan, Boeing 787 Dreamliners, IMAX films, cappuccinos, and switches and dials on our walls that instantly illuminate or heat a room. Unlike our ancestors, most of us no longer need to fret about when we will eat next or whether we’ll find a safe place to sleep, or worry that a saber-toothed tiger will eat us. Nor do we need to experience an A-fib attack without help from an eager and highly trained young doctor, an emergency department, and an IV to pump hydration into our veins. 

But there have been trade-offs. New anxieties and threats have emerged to make us feel uneasy and arrhythmic. These start with an uneven access to things like emergency departments, eager young doctors, shelter, and food—which can add to anxiety not only for those without them but also for anyone who finds this situation unacceptable. Even being on the edge of need can make the heart gambol about.

Consider, too, the basic design features of modern life, which tend toward straight lines—verticals and horizontals. This comes from an instinct we have to tidy up and organize things, and from the fact that verticals and horizontals in architecture are stable and functional. 

All this straightness, however, doesn’t always sit well with brains that evolved to see patterns and shapes in the natural world, which isn’t horizontal and vertical. Our ancestors looked out over vistas of trees and savannas and mountains that were not made from straight lines. Crooked lines, a bending tree, the fuzzy contour of a grassy vista, a horizon that bobs and weaves—these feel right to our primordial brains. We are comforted by the curve of a robin’s breast and the puffs and streaks and billows of clouds high in the sky, the soft earth under our feet when we walk.

Not to overly romanticize nature, which can be violent, unforgiving, and deadly. Devastating storms and those predators with sharp teeth were a major reason why our forebears lived in trees and caves and built stout huts surrounded by walls. Homo sapiens also evolved something crucial to our survival—optimism that they would survive and prevail. This has been a powerful tool—one of the reasons we are able to forge ahead, forget the horrors of pandemics and plagues, build better huts, and learn to make cappuccinos on demand. 

As one of the great optimists of our day, Kevin Kelly, has said: “Over the long term, the future is decided by optimists.” 

But is everything really okay in this future that our ancestors built for us? Is the optimism that’s hardwired into us and so important for survival and the rise of civilization one reason for the general anxiety we’re feeling in a future that has in some crucial ways turned out less ideal than those who constructed it had hoped? 

At the very least, modern life seems to be downplaying elements that are as critical to our feelings of safety as sturdy walls, standing armies, and clean ECGs—and truly more crucial to our feelings of happiness and prosperity than owning two cars or showing off the latest swimwear on Miami Beach. These fundamentals include love and companionship, which statistics tell us are in short supply. Today millions have achieved the once optimistic dream of living like minor pharaohs and kings in suburban tract homes and McMansions, yet inadvertently many find themselves separated from the companionship and community that are basic human cravings. 

Modern science and technology can be dazzling and good and useful. But they’ve also been used to design things that hurt us broadly while spectacularly benefiting just a few of us. We have let the titans of social media hijack our genetic cravings to be with others, our need for someone to love and to love us, so that we will stay glued to our devices, even in the ED when we think we might be having a heart attack. Processed foods are designed to play on our body’s craving for sweets and animal fat, something that evolution bestowed so we would choose food that is nutritious and safe to eat (mmm, tastes good) and not dangerous (ugh, sour milk). But now their easy abundance overwhelms our bodies and makes many of us sick. 

We invented money so that acquiring things and selling what we make in order to live better would be faster and easier. In the process, we also invented a whole new category of anxiety—about money. We worry about having too little of it and sometimes too much; we fear that someone will steal it or trick us into spending it on things we don’t need. Some of us feel guilty about not spending enough of it on feeding the hungry or repairing our climate. Money also distorts elections, which require huge amounts of it. You may have gotten a text message just now, asking for some to support a candidate you don’t even like. 

The irony is that we know how to fix at least some of what makes us on edge. For instance, we know we shouldn’t drive gas-guzzling SUVs and that we should stop looking at endless perfect kitchens, too-perfect influencers, and 20-second rants on TikTok. We can feel helpless even as new ideas and innovations proliferate. This may explain one of the great contradictions of this age of arrhythmia—one demonstrated in a 2023 UNESCO global survey about climate change that questioned 3,000 young people from 80 different countries, aged 16 to 24. Not surprisingly, 57% were “eco-anxious.” But an astonishing 67% were “eco-optimistic,” meaning many were both anxious and hopeful. 

Me too. 

All this anxiety and optimism have been hard on our hearts—literally and metaphorically. Too much worry can cause this fragile muscle to break down, to lose its rhythm. So can too much of modern life. Cardiovascular disease remains the No. 1 killer of adults, in the US and most of the world, with someone in America dying of it every 33 seconds, according to the Centers for Disease Control and Prevention. The incidence of A-fib has tripled in the past 50 years (possibly because we’re diagnosing it more); it afflicted almost 50 million people globally in 2016.


For me, after that initial attack on Martha’s Vineyard, the A-fib episodes kept coming. I charted them on my watch, the blips and pauses in my pulse, the moments when my heart raced at over 200 beats per minute, causing my chest to tighten and my throat to feel raw. Sometimes I tasted blood, or thought I did. I kept bicycling through the summer and fall of 2022, gingerly watching my heart rate to see if I could keep the beats from taking a sudden leap from normal to out of control. 

When an arrhythmic episode happened, I struggled to catch my breath as I  pulled over to the roadside to wait for the misfirings to pass. Sometimes my mind grew groggy, and I got confused. It became difficult during these cardio-disharmonious moments to maintain my cool with other people. I became less able to process the small setbacks that we all face every day—things I previously had been able to let roll off my back. 

Early in 2023 I had my heart checked by a cardiologist. He conducted an echocardiogram and had me jog on a treadmill hooked up to monitors. “There has been no damage to your heart,” he declared after getting the results, pointing to a black-and-white video of my heart muscle contracting and constricting, drawing in blood and pumping it back out again. I felt relieved, although he also said that the A-fib was likely to persist, so he prescribed a blood thinner called Eliquis as a precaution to prevent stroke. Apparently, during unnatural pauses in one’s heartbeat blood can clot and send tiny, scab-like fragments into the brain, potentially clogging up critical capillaries and other blood vessels. “You don’t want that to happen,” said the cardiologist.

Toward the end of my heart exam, the doctor mentioned a possible fix for my arrhythmia. I was skeptical, although what he proposed turned out to be one of the great pluses of being alive right now—a solution that was unavailable to my ancestors or even to my grandparents. “It’s called a heart ablation,” he said. The procedure, a simple operation, redirects errant electric signals in the heart muscle to restore a normal pattern of beating. Doctors will run a tube into your heart, find the abnormal tissue throwing off the rhythm, and zap it with either extreme heat, cold, or (the newest option) electrical pulses. There are an estimated 240,000 such procedures a year in the United States. 

“Can you really do that?” I asked.

“We can,” said the doctor. “It doesn’t always work the first time. Sometimes you need a second or third procedure, but the success rate is high.”

A few weeks later, I arrived at Beth Israel Hospital in Boston at 11 a.m. on a Tuesday. My first cardiologist was unavailable to do the procedure, so after being prepped in the pre-op area I was greeted by Andre d’Avila, a specialist in electrocardiology, who explained again how the procedure worked. He said  that he and an electrophysiology fellow would be inserting long, snakelike catheters through the femoral veins in my groin that contain wires tipped with a tiny ultrasound camera and a cauterizer that would be used to selectively and carefully burn the surfaces of my atrial muscles. The idea was to create patterns of scar tissue to block and redirect the errant electrical signals and restore a steady rhuthmos to my heart. The whole thing would take about two or three hours, and I would likely be going home that afternoon.

Moments later, an orderly came and wheeled me through busy hallways to an OR where Dr. d’Avila introduced the technicians and nurses on his OR team. Monitors pinged and machines whirred as moments later an anesthesiologist placed a mask over my mouth and nose, and I slipped into unconsciousness. 

The ablation was a success. Since I woke up, my heart has kept a steady beat, restoring my internal rhuthmos, even if the procedure sadly did not repair the myriad worrisome externalities—the demagogues, carbon footprints, and the rest. Still, the undeniably miraculous singeing of my atrial muscles left me with a realization that if human ingenuity can fix my heart and restore its rhythm, shouldn’t we be able to figure out how to fix other sources of arhuthmos in our lives? 

We already have solutions to some of what ails us. We know how to replace fossil fuels with renewables, make cities less sharp-edged, and create smart gizmos and apps that calm our minds rather than agitating them. 

For my own small fix, I thank Dr. d’Avila and his team, and the inventors of the ablation procedure. I also thank Prometheus, whose hubris in bringing fire to mortals literally saved me by providing the hot-tipped catalyst to repair my ailing heart. Perhaps this can give us hope that the human species will bring the larger rhythms of life into a better, if not perfect, beat. Call me optimistic, but also anxious, about our prospects even as I can now place my finger on my wrist and feel once again the steady rhuthmos of my heart.

What do jumping spiders find sexy? How DIY tech is offering insights into the animal mind.

In his quest to understand the hermit crab housing market, biologist Mark Laidre of Dartmouth College had to get creative. Crabs are always looking to move into a bigger, better shell, but having really nice digs also comes with risks. Sometimes crabs gang up to pull an inhabitant out of an especially desirable shell. If they succeed, the shell is quickly claimed by the largest gang member, leaving another open shell for a slightly smaller crab to grab, and on down the chain until everyone has upgraded. 

To better gauge the trade-offs between shell size and defensibility, Laidre collaborated with an engineer to create the hermit crab eviction machine, a device that holds onto an occupied shell and measures how much force it takes a scientist to pull the crab out (crabs are not harmed or left homeless). It’s essentially a portable load cell that can survive the sun, sand, and humidity of the field. 

The force required to evict a hermit crab is an important measurement, because hanging on to their homes is a matter of life and death for crabs. “If you are evicted, there’s a real strong probability that what is left at the end of one of those chains is something that’s too small for you to even enter,” Laidre says. In his field area on a beach in Costa Rica, a homeless crab can quickly succumb to predators or heat: “You’re really dead meat in a sense.”

Studying the minds of other animals comes with a challenge that human psychologists don’t usually face: Your subjects can’t tell you what they’re thinking. To get answers from animals, scientists need to come up with creative experiments to learn why they behave the way they do. Sometimes this requires designing and building experimental equipment from scratch.

The DIY contraptions that animal behavior scientists create range from ingeniously simple to incredibly complex. All of them are tailored to help answer questions about the lives and minds of specific species, from insects to elephants. Do honeybees need a good night’s sleep? What do jumping spiders find sexy? Do falcons like puzzles? For queries like these, off-the-shelf gear simply won’t do.

The eviction machine was inspired by Laidre’s curiosity about crabs. But sometimes new questions about animals are inspired by an intriguing device or technology, as was the case with another of Laidre’s inventions: the hermit crab escape room (more on that below). The key, Laidre says, is to be sure the question you’re asking is relevant to the animals’ lives.

Here are five more contraptions custom-built by scientists to help them understand the lives and minds of the animals they study. 

OLY DEMPSTER

The falcon innovation box

The brainy birds in the parrot and crow families are the stars of scientific studies on avian intelligence. Now these smarties have a surprising new rival: a falcon. Raptors are not known for creative problem-solving, but behavioral ecologist Katie Harrington of the University of Veterinary Medicine Vienna suspected the striated caracara falcons she had observed on a remote Falkland Island were different. “They’re really interested in investigating things,” she says. “They’re very intelligent birds in general.”

diagram of the falcon experiment

HARRINGTON, ET AL.

To test their smarts, Harrington took inspiration from an “innovation arena” (left), designed for Goffin’s cockatoos, which are members of the parrot family known for their problem-solving abilities. It’s a semicircular array of 20 clear plastic boxes containing puzzles requiring different solutions to release rewards like cashews or corn kernels. Hauling the seven-foot-wide arena to the Falklands was not an option. So Harrington designed a 16-inch-wide “innovation box” attached to a wooden board, with eight compartments and puzzles adapted from the cockatoo studies. 

The birds loved it. “We were having caracaras run full speed to participate,” Harrington says. The challenge was keeping other birds away while one worked the box. The birds were able to solve the puzzles, which involved things like rattling a plank to knock down a bit of mutton or pulling a twig out from under a platform with mutton on it. They were even able to solve a tricky one that required them to punch a hole in a piece of tissue that obscured the treata task that eluded some cockatoos. 

In fact, 10 of 15 falcons solved all the puzzles, most of them within two sessions with the box. So Harrington designed eight new, harder tasks, but soon learned that some required unnatural movements for caracaras. She plans to keep trying to find tasks that reveal what they’re physically and mentally capable of. “They’re totally willing to show us,” she says, “as long as we can design things that are good enough to allow them to show us.”

The raccoon smart box

Why are raccoons so good at city living? One theory is that it’s because they’re flexible thinkers. To test this idea, UC Berkeley cognitive ecologist Lauren Stanton adapted a classic laboratory experiment, called the reversal learning task. For this test, an animal is rewarded for learning to consistently choose one of two options, but then the correct answer is reversed so that the other option brings the reward. Flexible thinkers are better at reacting to the reversals. “They’re going to be more able to switch their choices, and over time, they should be faster,” Stanton says.

To test the learning skills of wild urban raccoons in Laramie, Wyoming, Stanton and her team built a set of “smart boxes” to deploy on the outskirts of the city, each with an antenna to identify raccoons that had previously been captured and microchipped. Inside the box, raccoons found two large buttonssourced from an arcade supplierthat they could push, one of which delivered a reward. Hidden in a separate compartment, an inexpensive Raspberry Pi computer board, powered by a motorcycle battery, recorded which buttons the raccoons pushed and switched the reward button as soon as they made nine out of 10 correct choices. A motor turned a disc with holes in it below a funnel to dispense the reward of dog kibble. 

Many raccoonsand some skunkswere surprisingly eager to participate, which made getting clean data a challenge. “We had multiple raccoons just shove inside the device at the same time, like, three, four animals all trying to compete to get into it,” Stanton says. She also had to employ stronger adhesive to hold the buttons on after a few particularly enthusiastic raccoons ripped them off. (She had placed some kibble inside the transparent buttons to encourage the animals to push them.) 

Surprisingly, the smart boxes revealed that the shyer, more docile raccoons were the best learners. 

The jumping spider eye tracker

The thing about jumping spiders that intrigues behavioral ecologist Elizabeth Jakob is their demeanor. “They look so curious all the time,” she says. Unlike other arachnids, which spend most of their time motionless in their web, jumping spiders are out and about, hunting prey and courting mates. Jakob is interested in what goes on inside their sesame-seed-size brains. What matters to these tiny spiders? 

BARRETT KLEIN

For clues, Jakob watches their eyes, particularly their two principal ones, which have high-acuity color vision at the center of their boomerang-­shaped retinas. She uses a tool evolved from an ophthalmoscope that was specially modified to study the eyes of jumping spiders more than a half-century ago. Generations of scientists, including Jakob and her students at UMass Amherst, have built on this design, slowly morphing it into a mini movie theater that tracks the retinal tubes moving and twisting behind the spiders’ principal eyes as they watch. 

A spider is tethered in front of the tracker while a video of, say, a cricket silhouette is projected through the tracker’s lenses into the spider’s eyes. A beam of infrared light is simultaneously reflected off the spider’s retinas, back through the lenses, and recorded by a camera. The recording of those reflections is then superimposed on the video, showing exactly what the spider was looking at. Jakob found that just about the only thing more interesting to a jumping spider than a potential cricket dinner is a black spot that is growing larger. Could it be an approaching predator? The spider’s lower-resolution secondary eyes catch a glimpse of the looming spot in the corner of the video screen and prompt the primary eyes to shift away from the cricket to get a better look. 

Jakob’s eye tracker has also inspired other scientists’ creative experiments. Visual ecologist Nate Morehouse of the University of Cincinnati used the tracker to reveal that females of one jumping spider species aren’t all that interested in male suitors’ flashy red masks and brilliant green legsit’s the males’ orange knees that they focus on during courtship displays. “To get this insight into what they actually care about is really cool,” Jakob says.

The hermit crab escape room

Hermit crabs won’t just settle for the best empty snail shell they can findthey also remodel their homes. Hermit crab shells get better with time as each subsequent inhabitant makes home improvements, like widening the entranceway or carving out a more open, spacious interior. 

Dartmouth’s Mark Laidre has been studying crabs and their shell preferences for more than a decade. So when he realized he could use a micro-CT x-ray machine to create a three-­dimensional digital scan of a shell, he immediately began envisioning the experimental possibilities. To better understand the choices crabs make, he scanned shells that crabs clearly favored and then made alterations before 3D-printing them in plastic. “We could add little elements onto those that changed the external or the internal architecture,” Laidre says.

Next, he presented crabs with a dilemma. They were placed alone inside a box with a small exit (as shown below) and given a choice between two shells: a really nice, spacious model but with spikes added to the outside so that the crabs would not fit through the exit, and a shell that they would fit through but with uncomfortable spiny protrusions added to the inside. Could they figure out how to get out? “It’s effectively an escape room,” Laidre says.

When not trapped, crabs preferred the comfy shell with protrusions on the outside, claws down. But hermit crabs are social animals that prefer to be with other crabs, giving them motivation to escape solitary confinement. By the end of the day, more than a third of the trapped crabs had sized up their situation, moved from the crummy shell, and escaped. 

Solving a completely novel problem takes a certain amount of mental wherewithal that crabs don’t often get credit for. And Laidre suspects that cognitive capability may be what separated the successful escapees from the crabs that didn’t make it out of the escape room. 

The bee insominator

Sleepy people tend to be poor communicators. Entomologist Barrett Klein of the University of Wisconsin–La Crosse wanted to know if the same was true for drowsy honeybees. These social insects have a sophisticated communication system, known as the waggle dance, to convey to other bees where to find nectar. Are tired bees worse wagglers? To find out, Klein needed a way to keep bees up all night.

A metal disc attached to the back of a bee, seen on the right side of the photo, is painted yellow to hide whether it is made of steel that will be jostled by the magnets to keep her awake, or copper that won’t react to the magnets.
BARRETT KLEIN

He thought of shaking the hive, but this would just send all the bees angrily flying out. He wanted to keep some bees from sleeping while the rest slumbered peacefully, so that their dances could be compared the next day. Klein considered putting individual bees in vials that would be periodically shaken, but he couldn’t be sure if changes in their dance were due to sleepiness or isolation. He also thought of poking bees, aiming streams of air at individual bees, or even shining focused infrared beams at their faces. “Try to do that on all these bees facing all different directions,” Klein said. “It would be insane.” 

Eventually he landed on using neodymium rare earth magnets to jostle bees that had metal wafers glued between their wings with pine resin. “I had to make a hive that was narrow, with only two-millimeter-thick glass on either side, and have the magnets very close but not touching or scraping the glass,” Klein says. The biggest catch with this contraptiondubbed the Insominatorwas that Klein had to stay up all night rolling the banks of magnets back and forth alongside the hive three times a minute, depriving himself of sleep along with the bees.

But it paid off: He found that sleepy bees are indeed sloppy dancers. They did shorter dances that were less accurate with directiona miscommunication that could send hivemates on a flowerless search. In a follow-up study, Klein showed that other bees were not impressed with the drowsy displays and would promptly leave to find better wagglers. 

Happily, he has since upgraded the Insominator to automatically roll the magnets.

Betsy Mason is a freelance science journalist and editor based in the San Francisco Bay Area.