Research – UW News /news Fri, 18 Sep 2026 15:56:05 +0000 en-US hourly 1 https://wordpress.org/?v=6.9.7 In the Field: UW researchers are studying how coral reef fish work as a community to respond to threats /news/2026/09/18/in-the-field-uw-researchers-are-studying-how-coral-reef-fish-work-as-a-community-to-respond-to-threats/ Fri, 18 Sep 2026 15:54:36 +0000 /news/?p=93193
Coral reefs provide protection for fish, such as the humbug damselfish shown here. Researchers are interested in how the health of the reef affects the ability of fish to communicate with each other. Photo:

Coral reefs provide shelter and protection , including crabs, moray eels, octopus and fish. But these cozy homes are currently under threat for many reasons, such as rising sea temperatures and ocean acidification.

Researchers are trying to understand how groups of fish communicate with each other within a coral reef, and how the health of the reef affects that communication.

This fall , a şÚÁĎŔĎËľ»ú doctoral student in the biology department, and UW research scientist are traveling to the on Magoodhoo, Maldives, to gather live footage of interactions. This fish is a common schooling species on Maldivian reefs. UW News asked Milan a few questions about the trip for the occasional series “In the Field,” which highlights UW field research efforts.Ěý

Jj Milan Photo: Jennifer Swindlehurst-Chan

Tell us about your project.

Jj Milan: I’m studying how fish in schools can accurately communicate the difference between a real threat and a harmless false alarm. And then, once a threat is gone, I want to understand how they coordinate the return to normal behavior.

What will you be doing on this trip?

JM: I’ll be using synchronized cameras and automated tracking to record how threat responses spread through a school. We will be scuba diving to place GoPro cameras and tablets around specific coral heads. We won’t be diving very deep because we need sufficient natural lighting for our video recordings. Our local contacts at the MaRHE Center have confirmed that the surrounding reef is shallow with abundant marine life.

I’m also hoping to collaborate with locals to get more insights into typical fish behavior and predator activity in this area.

What do you hope to learn?

JM: I hope to be able to reconstruct how threat responses move through a school of fish in real time, from the first fish that reacts to how the group settles back into normal behavior. I’ll also reconstruct the three-dimensional structure of the coral to understand if the complexity of the structure changes how quick and how coordinated that response is.

What’s something you really enjoy about doing this field work — especially something that might not occur to most people?

JM: I enjoy how this work brings together my love of ocean life, my diving hobby and my passion for research all in one. I have been diving since 2019 and I am excited because this will be my first time diving in warm water conditions.

More generally, is there anything you find surprising or enlightening about doing field work?

JM: I’m surprised at how many possibilities and opportunities for collaboration arise just during the planning process through connecting with other researchers and resources. I hope to build on these connections in the future.Ěý

For more information, contact Milan at jdmilan@uw.edu.

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Q&A: UW researchers respond to recent concerns over AI risk /news/2026/09/16/uw-researchers-discuss-ai-risk/ Wed, 16 Sep 2026 21:07:49 +0000 /news/?p=93174 AI apps open on a phone.
Five UW AI researchers discuss the risks of AI systems. Photo:

This summer, OpenAI announced escaped a training environment and hacked into the AI company Hugging Face. Anthropic quickly followed with news that its AI agents also .Ěý

Last week, an outgoing Anthropic employee took to X, posting that the “.” Such talk has for years, though many AI experts have argued that these Terminator-esque claims are distractions from the real risks posed by current AI systems. Nevertheless, that viral X thread is .ĚýĚý

To help make sense of all this, UW News talked to five AI researchers from the şÚÁĎŔĎËľ»ú:Ěý

  • , associate professor in the Information School;
  • , professor in the Information School;
  • , professor in the Paul G. Allen School of Computer Science & Engineering;
  • , professor in the Allen School and the UW’s vice provost for AI;
  • and , professor in the Information School and the School of Law.

How alarming do you find the hacks announced by OpenAI and Anthropic?Ěý

Franziska Roesner: I do find them somewhat alarming — not due to the hypothetical risks from an anthropomorphized runaway AI, but because complex interconnected systems are being built and seemingly run without much in the way of standard safeguards and auditing. The resulting outcomes are unsurprising to security experts, but are sensationalized as AI risk.

Ryan Calo: The timing makes me a little skeptical. Is OpenAI trying to match Anthropic by arguing that its systems are just as scary? Is Hugging Face trying to look relevant in advance of its purchase by Nvidia? But yes — this sort of emergent behavior is concerning.

Noah A. Smith: We’ve been told that the beast got out of the cage, but we don’t know enough about the cage the beast was in. The demonstrations may establish an important new capability in these AI models without establishing the broader risk people are inferring. Assessing the underlying risk depends on what access, scaffolding, permissions and safeguards the system had. shows that the alarming behavior depended heavily on what tools the model was given, what it was allowed to access, and how the experiment was set up, not just on the model itself.

Chirag Shah: I’m in half-agreement with scholars like who warn that the big AI labs are creating this scare to distract us from real problems that AI is causing. I also concur with and others who have been warning us about the security threats posed by the frontier models. I don’t think these two viewpoints are mutually exclusive: Yes, there are many other potential harms being created by AI, but the hacks and other security issues are real too and could be more devastating. Worse, we may not have time or opportunity to react, fix or reverse.

Aylin Caliskan: When such a complex system is equipped with tools and capabilities that enable it to interact with other complex systems, we should expect unforeseen exploits, problems and unintended consequences by default. The safety of these systems needs to be rigorously evaluated under controlled conditions and in real time, and appropriate guardrails should be dynamically integrated while they’re running.

What do you make of former Anthropic that, “The people building AI earnestly believe that it could kill us all by the end of the decade”?

RC: I worry engineers like Mr. Coxon are playing into an industry rhetoric that would have society focus on speculative, existential threats, rather than immediate, real-world harms. I argued as much in 2023 in .

NS:ĚýI think most people don’t want to kill others or die themselves. Is he claiming that AI builders, collectively, want to harm others? Why are they building AI? Extraordinary claims about what AI builders collectively believe need evidence.

CS: I don’t buy it. I’d put this in the same category as the Y2K bug or communism destroying the world. AI has real benefits and dangers, but world-saving or world-destroying characterizations are neither realistic nor helpful.

AC: What does “believe” mean in Coxon’s sentence? Does it mean being unable to rule out a risk with 100% certainty, or does it mean that a large group of people building AI strongly believe that AI will be a net negative, yet continue to dedicate their resources to AI development? In theory, many things are possible. In practice, how likely are they?

FR: I wonder if these statements say more about the people making them than about the fundamental capabilities of AI. from science fiction writer Ted Chiang gives one perspective on this — that this belief in rampant, destructive AI is a product of the “no-holds-barred capitalism” practiced by major tech companies. It’s from 2017, but remarkably relevant.Ěý

Related

Sources for further reading, suggested by Noah A. Smith:

The people making these claims and announcements largely have financial stakes in these companies, which are . How are you thinking about ulterior motives here?

CS: I see this as an attempt to steer the public into believing these companies are building world-changing tech that everyone needs to invest in or they’d miss out; that this tech would be so powerful that they rise up to national security level and gain power; and that the same tech could also be so dangerous that only they have the ability to curb it and they can self-regulate.

NS: It doesn’t take a conspiracy theorist to note that there are incentives at work. The financial stakes around prospective IPOs are enormous, and there are also long-standing concerns that safety arguments can shape regulation in ways that favor incumbent firms. Rules could reduce competition and independent scrutiny, concentrating both technological power and the authority to define what counts as “safe” in the hands of a few companies. They could also bar many people from participating in what the technology is designed to do, for example, by slowing or stopping work on open-source alternatives.

What should be done about AI risk?

NS: Risks need to be defined based on independent scrutiny and high-quality evidence, not messaging from organizations and people with a stake in what the response to risk looks like. We need sensible liability and accountability for harms, and governance proportional to demonstrated risks in real-world contexts rather than speculative narratives and science fiction. We should be especially wary of rules that entrench incumbent interests or treat closed, centralized control as synonymous with safety.Ěý

Openness is part of safety: If outsiders cannot inspect, reproduce and challenge claims about dangerous behavior, we are left trusting the organizations that have the strongest incentives to frame the narrative.

RC: Some combination of common law liability and regulation needs to create adequate incentives for AI companies to address the inevitable harms of this trillion-dollar industry.Ěý

FR: To me, the bigger question for safety is less, “What can AI models do in isolation?” and more, “How and why are we building these models into increasingly complex systems?” Computer systems security, for example, has already offered us examples of how to build these systems. More generally, we should all — whether we are building, integrating or using AI — anticipate how systems might be misused by people or harm them and adjust our systems accordingly.

AC: Academic freedom, independent evaluation and development, and open science play critical roles in analyzing and mitigating AI risks, as well as in effectively disseminating findings and evidence to inform policy and the public. To better manage risks, we should be designing AI deployment contexts in collaboration with stakeholders and communities, providing evidence to demonstrate net positive deployment effects that do not disproportionately benefit specific entities or groups, and iteratively identifying, isolating, and minimizing risks.

CS: Establish and fund commissions and taskforces that audit these companies and models and make independent assessments and recommendations. Make the companies rolling out these models accountable for any harms caused by their tech. Educate and empower the public through media, policies and democratic frameworks that give them a real say in what happens to their lives and labor through these technologies.

To set up an interview with an AI expert, contact Stefan Milne at stmilne@uw.edu.

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Fossil feathers preserved inside dinosaur poop could help explain why some birds survived the dinosaur mass extinction /news/2026/09/10/fossil-feathers-preserved-inside-dinosaur-poop-could-help-explain-why-some-birds-survived-the-dinosaur-mass-extinction/ Thu, 10 Sep 2026 15:37:41 +0000 /news/?p=93109
Birds and dinosaurs share physical traits — some dinosaurs even had feathers. But while these dinosaurs are thought to have had “fuzzy” or “downy” feathers (shown in this illustration as the yellow spikes on a Nanotyrannus‘ neck), ancient birds (such as the one in the Nanotyrannus‘ mouth) were more likely to have had feathers that look similar to the birds of today. A new fossilized feather, discovered in fossilized dinosaur poop, can help researchers better understand why and how some birds survived the mass extinction 66 million years ago that killed 75% of life on the planet. Photo: Andrey Atuchin

Birds evolved from dinosaurs. They share a common ancestor and physical traits — some dinosaurs even had feathers. But while these dinosaurs are thought to have had “fuzzy” or “downy” feathers, ancient birds were more likely to have had feathers that look similar to the birds of today.

A şÚÁĎŔĎËľ»ú-led research team has discovered the best-preserved fossil feathers from the — in a fossilized dinosaur poop, also known as a “coprolite.” Some of these feathers have features that look like modern birds’ feathers. In in Current Biology, the team describes this finding and how it can help researchers better understand why and how some birds survived the that killed 75% of life on the planet.

Explore!

This fossil with the exposed feather is on permanent display at the as part of the “Drama at the K-Pg” exhibit.

“We rarely find fossils of birds and even more rarely their feathers, giving us such important insight into the evolution of this key aspect of their biology,” said co-author , a UW professor of biology and the curator of vertebrate paleontology at the Burke Museum. “On top of that, these bird feathers found within a large fossilized dinosaur dung give us an incredible window into predator-prey interactions 66 million years ago.”

The fossilized feather exposed on the surface of the coprolite. Photo: O'Connor et al./Current Biology

The team discovered the feathers in 2016 at a research site in eastern Montana in the badland exposures of the geological formation called the .

“I was crawling up a rocky outcrop collecting fish fossils when I came across a dark, reddish-brown nodule about half the size of a golf ball,” said co-author , a UW research scientist in the biology department and the Hell Creek Project collections manager at the Burke Museum. “I picked it up and scanned its surface through my hand lens, and that’s when I couldn’t believe what I was seeing: a tiny fossil feather. I was cautiously optimistic about its discovery, because feathers had not yet been found in the Hell Creek Formation, even after more than 100 years of prospecting.”

Back in the lab, the researchers examined the specimen’s mineral composition and took CT scans of it — essentially, thousands of X-rays that are digitally stacked to reveal the contents of an object.

“Every hour processing the data revealed another feather, another scale, another bone — in stunning 3D,” said co-author , a paleontologist at the Carter County Museum.

The coprolite contained multiple feathers, tiny fish scales from a gar and leg bones from a , an extinct group of birds that are ecologically similar to loons. The researchers reasoned that the feathers must have also come from this same bird. These are the first hesperornithiform feathers ever found.

“Two of the feathers, including the one exposed at the surface of the coprolite, have features found only in those of living birds — and their immediate ancestors,” DeMar said. “This includes a square feather shaft with a sponge-like center. No other Mesozoic feather has this combination of features. The next oldest record of this sponge-like center is from the early Eocene of Denmark, which is about 10 million years younger than this new feather record from the Hell Creek Formation.”

Related

Through the Hell Creek Project, led by Gregory Wilson Mantilla, researchers have discovered many prominent fossils in the Hell Creek Formation, including a T. rex skull and bones from a juvenile duckbill dinosaur.

An illustration showcasing the evolution of feathers, from the “fuzzy” barbs of dinosaur feathers to the characteristics of modern bird feathers, including a square feather shaft with a sponge-like center (labeled as features 5 and 6 in the image). Neornithes, shown on the right, is the group that includes all living birds today. A 3D reconstruction of one of the fossilized feathers discovered in this research project is shown in red also on the right. Photo: O'Connor et al./Current Biology

The hesperornithiforms are close cousins of the birds that survived the mass extinction and still live today. Some scientists have hypothesized that the birds that survived did so because they lived near water, and something about this habitat helped buffer them from the effects of the mass extinction. But the hesperornithiforms also lived by water, and they went extinct.

“We think the types of feathers that these birds had, and/or the way they molted those feathers, may have been one of the underlying causes of the selectivity of the end-Cretaceous mass extinction — essentially, why some birds died out and why others survived,” said lead author , associate curator of fossil reptiles at the Field Museum. “Some of these diving birds’ feathers seem to have been modern-looking and waterproof, but they also had some smaller fuzzy, primitive body feathers that we associate with dinosaurs.”

If the feathers on hesperornithiforms and other extinct bird species weren’t as good at keeping their bodies warm, the researchers hypothesize, maybe that’s why they weren’t able to survive the extinction event.

“It’s such a beautiful, well-preserved feather, from such an unexpected source, and it’s exciting that it could help us answer this huge question in paleontology,” O’Connor said. “I usually work with fossils that are preserved in big stone slabs, and the entire skeleton and even the soft tissue is preserved — they make it easy for me. But with this project, we just had this coprolite — and its contents — to go off of, and it made me feel like a detective, piecing together all these little clues. And since no one has studied feathers in coprolites before, this opens up a whole new avenue for investigation. We only knew to look at this one because of how it happened to be split open, with the feather exposed — it was literally a lucky break. I hope more scientists start CT scanning coprolites and taking a closer look at them to see what might be inside.”

, UW doctoral student in biology; , the Hell Creek Project Fossil Preparator at the Burke Museum of Natural History; at the University of Colorado, Boulder; at the Field Museum and the University of Chicago; Christian Cooper at the Field Museum; at the Institute of Vertebrate Paleontology and Paleoanthropology, Chinese Academy of Sciences; at the University of Alabama; at the Natural History Museum of Los Angeles County; at the University of Southern California; and at the Natural History Museum of Los Angeles County are also co-authors on this paper. This research was funded by donations to the Hell Creek Project.

For more information, contact Wilson Mantilla at gpwilson@uw.edu and DeMar at ddemar@uw.edu.

Adapted from .

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UW, WA Department of Health show it’s possible to test wastewater for STIs /news/2026/09/10/uw-wa-department-of-health-show-its-possible-to-test-wastewater-for-stis/ Thu, 10 Sep 2026 14:53:10 +0000 /news/?p=93086 An illustration of the bacteria that causes chlamydia, which appears as pink blobs on a wavy surface.
A feasibility study led by the şÚÁĎŔĎËľ»ú and the Washington State Department of Health shows that the bacteria Chlamydia trachomatis, illustrated above, could be monitored through wastewater. Credit:

A city’s sewers say a lot about its residents. Sick people often shed pathogens in their waste, adding traceable amounts of bacteria and viruses into wastewater. Testing that wastewater offers a simple, low-cost way to monitor the spread of disease — a practice that began with polio in the 1940s and became more widespread during the COVID-19 pandemic. Today, tests for a variety of common and emerging viruses.

American public health agencies don’t routinely test wastewater for sexually transmitted infections, but new research led by the şÚÁĎŔĎËľ»ú and the Washington State Department of Health found that such methods could be used to effectively identify Chlamydia trachomatis, the bacteria that causes chlamydia.

The study, , could help public health agencies better identify and respond to increased spread of chlamydia and other STIs, which are The researchers specifically explored wastewater’s potential as a community monitoring tool, and not as a way to identify cases or trace pathogens back to individual people or locations.

“STIs are known for being underreported because of a lot of factors, especially stigma and the prevalence of asymptomatic cases,” said co-lead author , assistant professor of environmental and occupational health sciences and of civil and environmental engineering at the UW. “Wastewater is cool because it’s population level. You don’t need people to go to the doctor and seek out treatment to know that there are people in a community shedding specific pathogens.”

Working in collaboration with local health jurisdictions, researchers collected frequent samples from influent wastewater at five wastewater treatment plants across Washington state and six neighborhood-level sewer sites near Seattle. Collection sites ranged from a large, high-population urban area to a rural treatment plant serving fewer than 5,000 people. Researchers masked the specific names and locations of sample locations to protect the privacy of people and communities.

Researchers tested wastewater samples for the pathogens that cause three common STIs: chlamydia, syphilis and gonorrhea. C. trachomatis was the most prevalent pathogen across all test sites. The bacteria that cause gonorrhea and syphilis were found far less frequently, despite data showing confirmed cases of those diseases in the associated areas.Ěý

Further research could reveal why tests captured C. trachomatis more consistently than other STI-causing bacteria and explore the study’s limitations, which included people moving between sewer sites and the influence of demographics.

The researchers are also eager to investigate several trends they observed in the data, such as spikes in pathogen concentration occurring near the winter holidays and after Valentine’s Day.

Among the neighborhood collection sites was a small, densely populated area adjacent to a college campus. More than 87% of residents were young people between 18 and 34 years old, a population considered high-risk for STIs. Clinical health records showed very low case counts of chlamydia, but researchers consistently detected C. trachomatis in wastewater samples.Ěý

That gap could indicate underreporting driven by stigma or asymptomatic cases. It also gives public health officials an opportunity to react to a previously unknown increase in infection activity.

“From a public health perspective, data like this allows us to elevate awareness that this pathogen is here and spreading in the community, even if cases aren’t presenting to clinics or providers are not identifying the infections in their patients,” said co-lead author , program manager of the Washington State Department of Health’s wastewater surveillance program. “A small amount of wastewater can tell you so much about the community while simultaneously filling gaps in the traditional methods we monitor disease activity.”Ěý

A full list of co-authors is available with the paper.Ěý

This research was funded in part by the Epidemiology and Laboratory Capacity Infectious Diseases Cooperative Agreement from the U.S. Centers for Disease Control and Prevention.Ěý

For more information, contact Fuhrmeister at efuhrm@uw.edu.

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Coyote density is 9 times higher in Seattle than in Washington’s wild lands /news/2026/09/10/coyote-density-is-9-times-higher-in-seattle-than-in-washingtons-wild-lands/ Thu, 10 Sep 2026 09:00:41 +0000 /news/?p=93089 A coyote in tall grass
This coyote was photographed by a game camera in the Union Bay Natural Area near the UW campus in 2017 during a course on wildlife techniques taught by Prugh. Photo: Fletcher Moore/şÚÁĎŔĎËľ»ú

Once coyotes get a taste for city living, the call of the wild fades to a whisper. Food is abundant and predators are few. Research indicates that coyotes enjoy the benefits of urban areas enough to put up with all the people, and Seattle is no exception.

Over the past century, coyotes have colonized every major metropolitan area in North America. Chicago is home to an , and in Los Angeles, urban coyote density is at least seven times higher than in wild areas. Coyotes are often spotted in parks and neighborhoods , but the lack of formal data makes it difficult for researchers to track trends.

“We observed a ninefold increase in coyote density in Seattle compared to more natural and wild areas of the state,” said lead author , a UW professor of environmental and forest sciences. “That might surprise people who think of coyotes as afraid of humans, but I think it just shows how ideal the urban setting is for coyotes.”

The results in Environmental Research: Ecology.

Former UW doctoral student Samantha Kreling picks up coyote scat in north Seattle. Photo: şÚÁĎŔĎËľ»ú

In the study, researchers analyzed coyote scats collected throughout Seattle and from wild study areas near Winthrop in north-central Washington and Chewelah in the northeastern part of the state. They estimated density based on how often they picked up a scat from the same animal, identifying 261 total coyotes from 842 scats.

Researchers were also curious about factors that influence density within the city, such as the luxury effect — where wealthier neighborhoods have more plant and animal diversity. Researchers compared the coyote density maps to ones showing pollution level, tree cover, buildings and roads, human population density and income level. Of those factors, only human density seemed to influence the coyotes.

“In Seattle, human population density had a negative effect on coyote density. But when you compare coyote abundance in Seattle to areas with far fewer people, the coyote population was much higher in the city,” Prugh said.

Although coyotes are wary of people, the conditions that dense human populations create favor their survival. Urban coyotes are less likely to be killed or go hungry than their wild counterparts.

that fear of mortality may play a role in determining where coyotes live. In the wild, larger carnivores such as wolves and mountain lions hunt coyotes, but in cities they get to masquerade as apex predators. Farmers and landowners are also more likely to kill coyotes to protect their livestock in rural settings.

The only things that regularly kill urban coyotes are cars and disease.

Cities also offer a wider variety of food options for coyotes. Scat analyses showed that urban coyotes’ diets were more than twice as diverse as those of wild coyotes, although .

Rabbits are the choice prey for coyotes in most ecosystems and the abundance of one often impacts the other. Seattle’s over the past few decades changed urban ecology, and may have helped draw coyotes to the region.

“Coyotes and rabbits have a natural relationship, even in a highly altered environment like Seattle,” Prugh said. Rabbit density could be an even stronger predictor of coyotes than humans, she added, but there isn’t enough data to test the theory.

Coyotes can become aggressive toward humans when conditioned to expect food. Educating people about how to interact with coyotes is key to coexisting safely. Photo: şÚÁĎŔĎËľ»ú

Although long-term coyote population data is also limited, there is overwhelming anecdotal evidence of coyote abundance increasing in the past few decades, Prugh said.

Sightings are more common at dusk and dawn, but coyotes are now as well. They tend to avoid people, but residents have raised concerns about coyotes and displaying territorial or behavior.

Because they are territorial, coyotes will fight each other over turf. This behavior helps control their population in the absence of other predators. Cities can only support so many coyotes, but Prugh isn’t sure whether Seattle has met that limit yet.

Either way, the coyotes aren’t going anywhere fast.

“One thing that coyotes have shown over and over is that they are incredibly resistant to control efforts,” said Prugh. “With enough food, they will just have more pups.”

The study also highlights some of the often overlooked ways that coyotes can benefit the ecosystem. For example, by munching on young plants, and coyotes help them by munching on rabbits.

“Whether there are too many or too few coyotes is sort of a societal question, but ultimately our answer might not matter,” said Prugh. “Coyotes are here to stay in cities, and it is up to us to learn how to live with them.”

Co-authors include , lab manager at the UW; of Purdue University; and of Colorado State University; of the Wildlife Institute of India; of New Mexico State University; and of the University of California Berkeley.

This research was funded by the U.S. National Science Foundation, the UW Royalty Research Fund, the Woodland Park Zoo, the Animal Welfare Institute and the Fulbright India program.

For more information, contact Prugh at lprugh@uw.edu.

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Q&A: The Arctic melt season is now more than a month longer than it was in the 1980s, according to new UW research /news/2026/09/02/qa-the-arctic-melt-season-is-a-week-longer-now-than-it-was-in-the-1980s-shows-new-uw-research-on-sea-ice-trends/ Wed, 02 Sep 2026 16:56:16 +0000 /news/?p=93042 People stand on patches of sea ice interspersed with pools of water drawing a research mission to the Arctic in 2011.
Ice crystals are visible as geometric white shapes on a blue background, cracks show how wind and currents are shifting and breaking the newly formed crystals.
Melting perennial sea ice in dark water.
An icescape at sunset shows thinner sea ice, which is harder for marine mammals to build dens on.
Thin and fractured sea ice creates a pattern of many small shapes on the surface of the ocean.
Two researchers walk across an ice scape in the Arctic.

UPDATE Sept. 8, 2026: This story has been updated to correct the total increase in melt season since the 1980s.

Relatively few people have been to the Arctic, and even fewer have set foot in Antarctica. Most of us rely on our imaginations and media to visualize these landscapes and the ways they are changing.

Research shows that the Arctic is than the global average. The sea ice is melting, exposing more open ocean and throwing the ecosystem out of balance. The story of Antarctica contains fewer details, but emerging trends are concerning to researchers.

Conceptualizing this change can be challenging for those of us who have only glimpsed Greenland from the airplane window, but for someone with firsthand experience, it’s eye-opening.

, a research scientist at the şÚÁĎŔĎËľ»ú’s Applied Physics Laboratory, has visited the Arctic at least once a year since 2009, sometimes staying for as long as five months.

Webster is the lead author of a new research paper, in Nature Reviews Earth and Environment, that describes how sea ice has changed in the past 50 years.

Their analysis arrives as the world begins preparations for the , a dedicated period of observation that will peak during the 2023 to 2033 season. International Polar years have occurred every 30 to 50 years since the late 1800s to advance polar research and track environmental change. The upcoming International Polar Year will occur just 25 years after the last, held in 2007, due to the acceleration of climate change.

“There aren’t many colors on Arctic sea ice. It’s a gradient of blues and grays; a stunning, stark icescape that makes you appreciate how harsh the environment is, and how fragile. The state of ice cover is both an indicator and an amplifier of climate change”.

Melinda WebsterUW research scientist

What motivated this study?

Melinda Webster: We have known for a long time now that the extent, or area, and thickness of sea ice is declining, especially in the Arctic. But we wanted to take that a step further to examine the properties of the ice, especially perennial ice, which doesn’t completely melt away in summer. We updated trends for sea ice with 15 to 20 more years worth of data to understand how it has changed through the contemporary period. We also wanted to emphasize the divergent responses we see in the Arctic and Antarctica, and make recommendations for future research.

What did you discover?

MW: The Arctic sea ice melt season has gotten approximately seven and a half days longer per decade since 1979, and this is mostly driven by sea ice forming later in the fall. This has sweeping implications for the global climate system. The superpower of sea ice is its high albedo, meaning that it reflects a lot of sunlight — somewhere between 60% and 90% — back into space. Dark ocean water, on the other hand, reflects just 7%. The open ocean absorbs much more sunlight than ice does, and with that absorption comes warming. In the fall, the ocean is too warm for ice to form and it is taking longer for that heat to dissipate.

The seasonal ice that ultimately forms is thinner, and easier to melt in the following spring and summer. So this creates a cycle of warming that reduces ice coverage and increases the amount of energy in our climate system over time.

What’s the deal with Antarctica?

MW: Antarctica is a land mass covered in ice and surrounded by water. The Arctic is an ocean surrounded by land. Although they share certain qualities, the two regions are very different from one another, with distinct responses to climate change. For a long time, the sea ice cover wasn’t declining in Antarctica, but in the last four years the sea ice cover experienced record losses.

Logistically, it’s a lot more difficult to deploy instruments in the Antarctic than the Arctic. The measurements we do have are less accurate because the Antarctica sea ice system is more complicated. But, we need to unravel these recent changes, which is a priority research area we identify in the paper.

What other impacts do you foresee these changes having?

MW: Another key result we presented is that snow cover on Arctic sea ice has gotten thinner and the sea ice itself is smoother. That has huge repercussions for polar bears and seals, as it impacts their ability to build dens for raising their young.

There’s also a connection to fisheries. Changes in sea ice cover also impact algae, which form the base of the food web. These algae are accustomed to very low light conditions, but thinner snow and ice let more light in and the algae are essentially getting sunburnt.

When you take an ecosystem that was adapted to an ice environment and introduce open ocean, it disrupts its regular functioning. The health of algae impacts the entire food web, which has important implications for fisheries in the sub-Arctic and Arctic. Less food might mean fewer fish, and that introduces a whole new set of concerns.

Are there any potential solutions?Ěý

MW: To mitigate climate change, you have to reduce greenhouse gas emissions. That’s at the center of the problem. There are various alternative geoengineering strategies floating around but little consensus on how safe and useful they are.

I think that it is critical to have international regulations that are shaped by representative communities on what kind of research we need before any geoengineering action is taken, if at all. Still, at the end of the day, geoengineering is a Band-Aid. We need to reduce greenhouse gas emissions to deal with the underlying cause of climate change instead of just treating its symptoms.

I’m optimistic about solutions for reducing emissions. Technological and scientific innovation are progressing at a rapid pace, which gives me hope about the future.

Co-authors include of the University of Hamburg; of NASA Goddard Space Flight Center; of the Jet Propulsion Laboratory at California Institute of Technology; of Woods Hole Oceanographic Institution; of Université Catholique de Louvain; of the Finnish Meteorological Institute and of Hokkaido University.

This research was funded by the U.S. National Science Foundation, the U.S. Office of Naval Research, NASA, the Alfred-Wegener-Institut, Helmholtz-Zentrum fĂĽr Polar- und Meeresforschung, the University of Hamburg, the German Research Foundation, SnowCast, the DFG Emmy Noether Programme Project Snowflake and the Research Council of Finland.

For more information, contact Webster at melindaw@uw.edu.

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Video: Curiosity, frustration and antipathy: How kids play with AI toys /news/2026/09/02/how-kids-play-with-ai-toys/ Wed, 02 Sep 2026 16:01:41 +0000 /news/?p=93039

Claims of “smart” toys go back decades. See and . But generative artificial intelligence is increasing the capabilities of interactive toys. The company , for instance, markets itself as a “magical workshop where toys come to life.” Its plush toys like or one modeled on have onboard AI models that let them talk to kids, remember their conversations and personalize responses. But we know little about how such toys affect kids and even how kids play with them.Ěý

Last summer, şÚÁĎŔĎËľ»ú researchers gathered eight kids on campus to explore such questions. The 6-11 year olds played with three Curio toys and reflected on the experience with , a group of researchers who work with kids to collaboratively design technologies.Ěý

The kids initially were curious, asking introductory questions, such as “What is your name?” and exploring how the toys work. Do they react when a kid tickles their toes? They do not, which proved a disappointment. Some features delighted the kids, like when a toy said its favorite number was seven. But the toys frequently couldn’t respond well to more complex questions. It “didn’t listen to me like 26 million times,” one participant said. So they turned to antagonizing the toys, calling them “ugly” and “evil” and joking about throwing them in the ocean.Ěý

The team June 25 at the Interaction Design and Children conference in Brighton, United Kingdom.Ěý

“The juxtaposition of this plushie toy that also had signs of intelligence was both interesting and disturbing for the kids,” said co-lead author , who completed this research as a UW doctoral student in human centered design and engineering and is currently a researcher at . “If parents are considering buying these toys for children, they need to be aware that while the toys can be fun and relational and dynamic, they also come with possible harms. They’ll give wrong answers, or flatter the kids excessively, or could manipulate the kids into attachment.”Ěý

The eight kids came in for two sessions to play with the toys and then complete a “comicboarding” activity, where they filled in comic panels imagining what might happen next if they kept playing with the toys.Ěý

The study builds on KidsTeam’s long-running vein of research looking at how kids respond to tech — exploring what makes a technology “creepy” and how smart kids actually think AI is.Ěý

“For as long as children have played with toys, they’ve imparted their imagination to the toy to make it move and talk,” said co-author , a UW associate professor in the Information School and director of KidsTeam UW. “Now the script has been flipped and the toy has this imitation of imagination. We’ve never lived through that before, and we don’t know what questions children will ask or how long they’ll even want to play with these toys. So it’s really important to give them opportunities to discuss these technologies we’re handing down to them.”

Co-authors include , a UW doctoral student in human centered design and engineering; , a UW doctoral student in the Information School; of Rutgers University, who completed this research as a UW doctoral student; , a UW professor in the Paul G. Allen School of Computer Science & Engineering; and , UW professor and chair of human centered design and engineering.Ěý

This research was funded by the National Science Foundation, the Institute of Education Sciences, the U.S. Department of Education, and the Institute of Museum and Library Services.Ěý

For more information, contact Dangol at aayushi@foundry10.org and Yip at jcyip@uw.edu.

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August research highlights: Nectar robbing, anxious attachment styles, persnickety plasma, more /news/2026/08/31/august-research-highlights-nectar-robbing-anxious-attachment-styles-persnickety-plasma-more/ Mon, 31 Aug 2026 15:41:48 +0000 /news/?p=92998
A , a species of Hawaiian honeycreeper, demonstrates “nectar robbing,” where the bird accesses nectar while bypassing the flower’s pollen-bearing structures. Photo: Dubhan Clark

Motion-triggered cameras showcase the prevalence of ‘nectar robbing’ in Hawaiian flowers

Some long curved bills are the perfect implement for drawing sweet nectar from deep within a lobelioid flower. As birds reach into flowers to access the nectar stored near the base, their bills can brush against the ‘ pollen-bearing structures, making hungry honeycreepers important pollinators. But some of these specialized honeycreepers have gone extinct. Shorter-billed species can now “rob” nectar — without contacting the flower’s pollen-bearing structures — from the endangered flowers. A UW-led team used motion cameras to gauge how often nectar robbing occurs. The results, in Ecology and Evolution, reveal both nectar robbing and pollination visits, showcasing a broader pattern that the team previously identified . Nectar robbing can damage flowers and leave less nectar for other potential pollinators. The researchers 3D printed a bird bill to simulate nectar robbing and track changes in nectar availability and the plants’ ability to reproduce. Damaged flowers often struggled to replenish their nectar stores, but were still able to produce fruit and viable seeds. These studies are part of a that aims to catalog Hawaiian bird-plant interactions through time, specifically tracking how these interactions are reshaped by extinction.

For more information, contact lead author , a UW research scientist in the biology department, at sam.case24@gmail.com.

The other UW co-authors are , Christopher Steinbronn and . A full list of co-authors and funding is .


People with anxious attachment styles are more likely get emotionally involved with ChatGPT

rose to popularity in the late 20th Century as a way to categorize how people bond with others. Someone with an anxious attachment style, for instance, fears abandonment and rejection, whereas someone with an avoidant attachment style is independent at the cost of personal closeness. In , UW researchers explored how peoples’ attachment styles affect their interactions with ChatGPT. The team analyzed the chat histories of 105 young adults, each of whom completed an attachment-style survey. Researchers found that they could automatically detect peoples’ attachment styles based on their interactions with the chatbot. People with an anxious attachment style were more likely to be emotionally involved with the AI system, writing things like “Can you please love me?” and “I miss my ex and I can’t sleep because of it.” Anxious users were also more prone to trust ChatGPT and to follow its recommendations. The team argues that this highlights the need for policies that prohibit companies from psychologically profiling users without their consent, since it leaves them vulnerable to manipulation.

For more information, contact senior author , a UW associate professor in the Information School, at alexisr@uw.edu or lead author , a doctoral student in the Information School, at marxwang@uw.edu.

The other UW co-authors are , , and .


Nursing is a major energy suck, but it’s difficult to estimate the toll for many marine mammals

Marine mammals lactate like any other mammal, but the energetic demands are difficult to measure in wild animals and thus not well understood.Ěý Researchers are concerned that some marine mammals may not be getting enough food, which can lead to failure to reproduce and . To understand the link between nutritional status and reproduction, researchers need to know what marine mammals require to rear offspring. A published in PLOS One modeled the daily costs of lactation using data from semi-aquatic and terrestrial mammals to explore whether results could be generalized to other species, like whales and dolphins. Modeling could approximate lactation costs of certain understudied marine mammals, including seals and sea lions, but appeared unable to produce accurate estimates for whales and dolphins. Lactation costs increase over time for most animals, but seem to be higher early in lactation for marine mammals, possibly due to their fully aquatic lifestyle. The study highlights a need for other methods to fill the remaining data gap to better understand the impacts of environmental change on marine mammals.

For more information, contact lead author , a research scientist in the UW Cooperative Institute for Climate, Ocean, & Ecosystem Studies, at emchuron@uw.edu. Funding information is .


Simulations suggest that lasers could ‘calm’ persnickety plasma

could supply humanity with — provided that scientists and engineers can work out how to create sustained fusion reactions safely, efficiently and affordably. The trick is in the taming of , a superhot state of matter made of free-floating electrons and atomic nuclei. When compressed to outlandish pressures and temperatures in a reactor, the nuclei fuse with one another, releasing energy. In that extreme environment, plasma forms instabilities that can derail a fusion reaction; much fusion research is focused on “calming” volatile plasma. published in Physics of Plasmas, UW researchers and other collaborators simulated a novel strategy to control instabilities using two opposing laser beams. By tuning the lasers’ properties — such as their frequency and polarity — the researchers prevented instabilities from growing and cascading. Surprisingly, the lasers also delayed other instabilities within the plasma, even though they were not directly targeted by the laser fields. By taking advantage of interactions within the plasma, the researchers found a way to calm instabilities indirectly. The results could help experts develop algorithms that stabilize plasma in real time, sustaining fusion conditions long enough to produce useful energy.

For more information, contact , UW professor of aeronautics and astronautics at shumlak@uw.edu.

A full list of co-authors and funding is .


When exposed to air, new nanomaterial becomes magnetic at high temperatures

While fridge magnets are great for saving favorite recipes, modern magnetic materials are useful for improving fiber optics or quantum information sciences technology. If you zoomed in on most fridge magnets, you’d see the atoms arranged in a repeated lattice structure called a “spinel.” These structures are made up of three types of atoms, generically referred to as atoms “A,” “B” and “X.” In a paper in the Journal of the American Chemical Society, UW researchers describe two new spinels made of silver, chromium and selenium ions. These are among the first spinels to include a silver ion in the “A” slot, the slot that determines the “vibe” of the spinel, or how it will react to various stimuli, such as light, heat or air. When exposed to air, the original spinel loses silver ions and transforms into the second spinel. The second spinel maintains its magnetic properties up to 400 Kelvin, or 260 degrees Fahrenheit; the original loses its magnetism at 152 K, or -185 F. This is the largest change ever documented in what is known as the Curie temperature, or the highest temperature at which a material is still magnetic. The researchers plan to continue to explore these two materials and what they can teach us about the fundamentals of magnetism.

For more information, contact lead author , UW doctoral student in chemistry, at ekbacong@uw.edu.ĚýĚýĚýĚýĚý

The other UW co-authors are Charlize Agag, , , , Yinuo Xu, , , and . A full list of co-authors and funding is .

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New galactic simulations narrow the hunt for dark matter /news/2026/08/27/stellar-streams-dark-matter-simulation/ Thu, 27 Aug 2026 16:03:49 +0000 /news/?p=92927 Bright multicolored lines wrap around a rendering of the Milky Way galaxy.
Most galaxies are likely surrounded by long filaments of orbiting stars known as stellar streams. In a new study from the şÚÁĎŔĎËľ»ú, astronomers simulated stellar streams — pictured here as multicolored streaks — as they orbited virtual host galaxies to test a leading theory about how dark matter might influence the streams’ shape. The results could help researchers separate true evidence of dark matter from false positives. Credit: Visualization by Arpit Arora and Adrian Price-Whelan. Milky Way image credit: Stefan Payne-Wardenaar.

Most of the stars in sit neatly on a flat plane. But the space around our galaxy is much more chaotic. Rogue bands of stars called “” orbit the Milky Way much like planets in our solar system orbit the sun.

Astronomers have long been fascinated by the possibility that stellar streams could indirectly reveal the presence of , that mysterious theorized substance that doesn’t interact with light or normal matter — except via gravity. However, a new şÚÁĎŔĎËľ»ú study casts doubt on a leading theory linking dark matter and stellar streams, and raises new questions about both galactic phenomena.

“Dark matter makes up most of the mass in the universe and forms the scaffolding that galaxies grow on, but we still don’t know what it is,” said co-author , a UW assistant professor of astronomy. “The Milky Way is one of the best laboratories we have for figuring that out, and stellar streams are one of the sharpest tools inside it.”

in The Astrophysical Journal.

Take a stellar stream tour

Use the visualizer below to explore some of the simulated stellar streams from the study. Click and drag the image to rotate the view. Scroll to zoom. Click or tap the gear icon to access variables like number of streams, rotation rate and more. Use the icon in the lower lefthand corner to go fullscreen.

A stellar stream forms when a group of stars crashes into a galaxy and becomes ensnared by its gravity. As the stars orbit the galaxy, its gravity stretches the cluster into a . Most galaxies host stellar streams, though the Milky Way’s are the most visible to astronomers. 

In our galaxy, most stellar streams we can see are irregular — gaps and kinks interrupt an otherwise uniform smear of stars. Many astronomers believe that those irregularities could signal the gravitational tug from small clumps of dark matter, called subhalos. If there are indeed subhalos sprinkled throughout the galaxy, studying the aberrations in stellar streams could teach us about the composition of dark matter.

The new study was an effort to understand the role that the host galaxy — rather than the dark matter clumps within it — plays in shaping stellar streams. Astronomers simulated four Milky Way-sized galaxies without any dark matter clumps, then peppered them with roughly 15,000 stellar streams. After five billion simulated years, the team observed irregularities in nearly every stellar stream.

“In our simulations, the host galaxies alone caused the same kinds of irregularities that we observe in real stellar streams,” said lead author , a UW postdoctoral scholar in astronomy. “Now that we can predict what the host galaxy does on its own, we can start isolating the part that dark matter is responsible for.”

The cause of the irregularities was the structure of the galaxies themselves. In each simulated galaxy, stars were spread somewhat unevenly across the disc, creating areas of greater and lesser density to mimic the composition of a real galaxy like ours. As the simulated streams of stars passed through denser regions of space, they were bent and torn by the irregular gravitational landscape.

Arora expected the host galaxies to impart some irregularities on the streams, but the sheer number caught him off guard.

“We found that almost all of the streams had some sort of structural variation,” Arora said. “So this idea that streams are naturally thin and smooth wasn’t really necessarily true.”

A grid of orange wiggly lines set against a plain black backdrop
A selection of virtual stellar streams shows the variety of bends, wiggles, kinks and gaps that the simulations produced. Out of roughly 15,000 streams, only 70 were featureless. Credit: Arora et. al/The Astrophysical Journal

The simulation generated wiggles, kinks, spurs, branches, gaps and clumps; some streams were totally torn apart by the gravitational froth of their host galaxies. Streams orbiting closer to the galactic core were thrown into dense clumpy regions of space more often, where they acquired more irregularities. Out of the 15,000 streams spread across the four host galaxies, only 70 remained perfectly smooth after five billion years. 

The results might seem disheartening, but the UW team believes they chart a clear and exciting course for the future of dark matter research. Arora wants to include dark matter clumps in the next simulation to see whether they produce stellar stream irregularities that are distinct from those caused by the host galaxy alone. 

There may also be opportunities to check simulations against new observations: the is , which will help astronomers build a taxonomy of stream features and — hopefully — discover fingerprints of dark matter.

“Sadly there’s no magic wand to reveal the structure of dark matter,” said , a research assistant professor of astronomy at the UW. “Streams are complex systems, but they’re still the most interesting way to study the dark matter close to home.” 

Co-authors from the UW astronomy department include , a postdoctoral fellow; , an undergraduate student; and and , graduate students.

A complete list of co-authors is .

This research was funded by the Gordon and Betty Moore Foundation.

For more information, contact Arora at arora125@uw.edu.

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Q&A: UW professors explain how we’re misreading the energy crisis /news/2026/08/21/qa-uw-professors-explain-how-were-misreading-the-energy-crisis/ Fri, 21 Aug 2026 16:15:10 +0000 /news/?p=92942 A gas pump in the fuel fill opening of a white car
Muren, a UW teaching professor of design, and Russell, a UW professor of communication, examine environmental problems from a perspective beyond the hard sciences. Photo: Pixabay

Frequent news headlines and rising gas prices are constant reminders of the fuel shortage linked to the war in Iran. But energy crises are about more than oil and geopolitics, say and , who co-teach “Communication, Design and the Environment” in the şÚÁĎŔĎËľ»ú’s Communication Leadership program.

Muren, a teaching professor of design, and Russell, a professor of communication, examine environmental problems from a perspective beyond the hard sciences. They are currently working on a book that explores how the systems we design and the stories we tell shape the relationship between society and the living world.

UW News spoke to Muren and Russell about what today’s energy crises reveal about contemporary societies’ dependence on fossil fuels and how we can create a “solar-powered system.”Ěý

The war in Iran has put energy back at the center of public debate. What stands out to you about the conversation we’re having?

Adrienne Russell: To me, it’s impressive how quickly the conversation — in the news media mostly — narrowed to . Where will the oil come from? How quickly can markets stabilize? What will happen to prices? Those are important questions, but they’re also very familiar. Every energy crisis seems to produce the same script. We talk about rather than asking why our societies are organized in ways that make them so vulnerable to disruptions in the first place.

Dominic Muren: Exactly. We tend to treat these moments as temporary interruptions to an otherwise normal system. But they’re also reminders that the system itself depends on finite resources and exceptional geopolitical stability. The crisis isn’t just exposing a shortage of oil; it’s exposing assumptions about how much energy we expect to have available and how our economies are built around that expectation.

What assumptions are built into this way of thinking?

DM: The biggest assumption is that energy should always be available in whatever quantity society demands. When supply falls short, we assume the problem is getting more energy, not reconsidering the expectations that created that demand. That assumption feels natural today, but of the fossil-fuel era.

AR: Those assumptions become embedded in everyday life. We stop noticing that overnight shipping, long commutes, streaming entertainment or all depend on enormous amounts of energy. They begin to feel like ordinary features of modern life instead of choices made possible by a particular energy system.

What are the material consequences of thinking about energy this way?

DM: We respond to crises by reinforcing the very system that created them. The was widely expected to trigger a dramatic spike in global oil prices. Instead, the shock was muted, in part because China rapidly shifted away from imported oil and relied more heavily on domestically produced coal. Economically, that reduced dependence on imported oil. Environmentally, however, it came at a significant cost: than oil per unit of energy, so avoiding one crisis just increased another.Ěý

Even China’s massive electric vehicle fleet — normally a climate advantage — became more carbon-intensive because the electricity charging those vehicles increasingly came from coal rather than lower-carbon sources. From a climate perspective, that represents a significant step backward.

AR: We’re seeing similar patterns elsewhere. In the United States, the war in Iran has been in California and in the name of energy security. Each crisis becomes a justification for extracting more rather than asking why our societies remain so dependent on these fuels in the first place.Ěý

In other words, the immediate response is often to stabilize today’s energy system, even if doing so locks in higher emissions tomorrow. We end up reversing much of the progress we’ve made in reducing greenhouse gas emissions because we’re treating the symptoms instead of addressing the underlying design of the system.

How have fossil fuels shaped contemporary society and our expectations?

DM: Fossil fuels gave us access to enormous stores of concentrated energy accumulated over millions of years. That allowed societies to expand production, transportation and consumption at unprecedented scales. Over time, we built our cities, economies and institutions around the expectation that this on-demand abundance could continue indefinitely. But this Ěý

AR: Fossil fuels and their infrastructures are one of the most powerful sense-making systems ever built. They have trained societies to expect continuous expansion. Because that expectation feels natural, it rarely appears as a choice; it appears as reality. That’s why energy shocks are so often misread. When supply is disrupted, the instinct is to restore the flow and return to “normal.” But that normal isn’t neutral. It’s a high-energy system organized around the assumption that growth has no meaningful limits. Energy crises aren’t interruptions to that system — they’re the moments when those assumptions collide with physical reality.Ěý

DM: And because those systems become invisible, so do the assumptions they create. Continuous access to energy begins to feel like a law of nature rather than the outcome of a vast physical and political system. So when disruptions occur, we focus on repairing the flow instead of questioning the system that made uninterrupted flow seem inevitable.Ěý

We could counter this tendency by recognizing that the only long-term source of energy available to life on Earth is the continuous flow of . Every fossil fuel we burn is nothing more than stored sunlight from the distant past. And like any finite reserve, it will eventually run out. What is guaranteed is the steady income of energy from the sun we receive each day, nearly unchanged from one sunrise to the next. Long before humans, life on Earth already adapted to this reality. Plants learned to capture sunlight directly, while animals survived by consuming those that did. Growth has always depended on access to this continuous energy flow. The point is not that we need more solar panels. It is that we need to think like a solar-powered system.

What does it mean to think like a solar-powered system? What would have to change, politically and culturally?

DM: A solar-powered system is one that aligns its activity with incoming energy rather than assuming limitless withdrawals from stored capital. Instead of designing around unlimited energy and perpetual expansion, we’d design around timing, sufficiency, resilience and adaptation. It’s not simply a technological shift; it’s a different way of imagining how society should function with whatever technologies — past, currentĚý or yet-to-be-invented — make that possible.

The transition isn’t simply replacing fossil fuels with renewable technologies. It’s replacing the mindset fossil fuels made possible. If we continue expecting unlimited growth while changing only the energy source, we’ll recreate many of the same problems in a different form. supports this.Ěý A durable transition means learning to organize society around the energy that is actually available, rather than around the illusion of limitless reserves.Ěý

AR: We would have to rethink many of the assumptions we’ve inherited about progress and abundance. Much of contemporary culture treats continual expansion as both natural and desirable. Changing energy systems requires changing those stories as well.

For more information, contact Russell at adruss@uw.edu and Muren at dmuren@uw.edu.

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