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You shed DNA everywhere you go – trace samples in the water, sand and air are enough to identify who you are, raising ethical questions about privacy

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You shed DNA everywhere you go – trace samples in the water, sand and air are enough to identify who you are, raising ethical questions about privacy

A casual stroll on the beach can leave enough intact DNA behind to extract identifiable information.
Comezora/Moment via Getty Images

Jenny Whilde, University of Florida and Jessica Alice Farrell, University of Florida

Human DNA can be sequenced from small amounts of water, sand and air in the environment to potentially extract identifiable information like genetic lineage, gender, and health risks, according to our new research.

Every cell of the body contains DNA. Because each person has a unique genetic code, DNA can be used to identify individual people. Typically, medical practitioners and researchers obtain human DNA through direct sampling, such as blood tests, swabs or biopsies. However, all living things, including animals, plants and microbes, constantly shed DNA. The water, soil and even the air contain microscopic particles of biological material from living organisms.

DNA that an organism has shed into the environment is known as environmental DNA, or eDNA. For the last couple of decades, scientists have been able to collect and sequence eDNA from soil or water samples to monitor biodiversity, wildlife populations and disease-causing pathogens. Tracking rare or elusive endangered species through their eDNA has been a boon to researchers, since traditional monitoring methods such as observation or trapping can be difficult, often unsuccessful and intrusive to the species of interest.

The authors and their colleagues use environmental DNA to study sea turtles.

Researchers using eDNA tools usually focus only on the species they’re studying and disregard DNA from other species. However, humans also shed, cough and flush DNA into their surrounding environment. And as our team of geneticists, ecologists and marine biologists in the Duffy Lab at the University of Florida found, signs of human life can be found everywhere but in the most isolated locations.

Animals, humans and viruses in eDNA

Our team uses environmental DNA to study endangered sea turtles and the viral tumors to which they are susceptible. Tiny hatchling sea turtles shed DNA as they crawl along the beach on their way to the ocean shortly after they are born. Sand scooped from their tracks contains enough DNA to provide valuable insights into the turtles and the chelonid herpesviruses and fibropapillomatosis tumors that afflict them. Scooping a liter of water from the tank of a recovering sea turtle under veterinary care equally provides a wealth of genetic information for research. Unlike blood or skin sampling, collecting eDNA causes no stress to the animal.

Genetic sequencing technology used to decode DNA has improved rapidly in recent years, and it is now possible to easily sequence the DNA of every organism in a sample from the environment. Our team suspected that the sand and water samples we were using to study sea turtles would also contain DNA from a number of other species – including, of course, humans. What we didn’t know was just how informative the human DNA we could extract would be.

Two people on a boat collecting water samples from a river
The researchers were able to collect intact human DNA in water samples from a river in Florida.
Todd Osborne, CC BY-ND

To figure this out, we took samples from a variety of locations in Florida, including the ocean and rivers in urban and rural areas, sand from isolated beaches and a remote island never usually visited by people. We found human DNA in all of those locations except the remote island, and these samples were high quality enough for analysis and sequencing.

We also tested the technique in Ireland, tracing along a river that winds from a remote mountaintop, through small rural villages and into the sea at a larger town of 13,000 inhabitants. We found human DNA everywhere but in the remote mountain tributary where the river starts, far from human habitation.

We also collected air samples from a room in our wildlife veterinary hospital in Florida. People who were present in the room gave us permission to take samples from the air. We recovered DNA matching the people, the animal patient and common animal viruses present at the time of collection.

Surprisingly, the human eDNA found in the local environment was intact enough for us to identify mutations associated with disease and to determine the genetic ancestry of people who live in the area. Sequencing DNA that volunteers left in their footprints in the sand even yielded part of their sex chromosomes.

Diagram depicting eDNA collection sources and analysis workflow
Human eDNA can be collected and analyzed from a variety of sources.
Liam Whitmore/Created with BioRender.com, CC BY-NC-ND

Ethical implications of collecting human eDNA

Our team dubs inadvertent retrieval of human DNA from environmental samples “human genetic bycatch.” We’re calling for deeper discussion about how to ethically handle human environmental DNA.

Human eDNA could present significant advances to research in fields as diverse as conservation, epidemiology, forensics and farming. If handled correctly, human eDNA could help archaeologists track down undiscovered ancient human settlements, allow biologists to monitor cancer mutations in a given population or provide law enforcement agencies useful forensic information.

Footprints in the sand at a beach
The researchers extracted identifiable genetic information from footprints in the sand.
David Duffy, CC BY-ND

However, there are also myriad ethical implications relating to the inadvertent or deliberate collection and analysis of human genetic bycatch. Identifiable information can be extracted from eDNA, and accessing this level of detail about individuals or populations comes with responsibilities relating to consent and confidentiality.

While we conducted our study with the approval of our institutional review board, which ensures that studies on people adhere to ethical research guidelines, there is no guarantee that everyone will treat this type of information ethically.

Many questions arise regarding human environmental DNA. For instance, who should have access to human eDNA sequences? Should this information be made publicly available? Should consent be required before taking human eDNA samples, and from whom? Should researchers remove human genetic information from samples originally collected to identify other species?

We believe it is vital to implement regulations that ensure collection, analysis and data storage are carried out ethically and appropriately. Policymakers, scientific communities and other stakeholders need to take human eDNA collection seriously and balance consent and privacy against the possible benefits of studying eDNA. Raising these questions now can help ensure everyone is aware of the capabilities of eDNA and provide more time to develop protocols and regulations to ensure appropriate use of eDNA techniques and the ethical handling of human genetic bycatch.The Conversation

Jenny Whilde, Adjunct Research Scientist in Marine Bioscience, University of Florida and Jessica Alice Farrell, Postdoctoral associate, University of Florida

This article is republished from The Conversation under a Creative Commons license. Read the original article.

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The Conversation

When you lose your health insurance, you may also lose your primary doctor – and that hurts your health

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theconversation.com – Jane Tavares, Senior Research Fellow and Lecturer of Gerontology, UMass Boston – 2025-06-17 07:36:00


Losing health insurance or switching to plans with limited preventive care disrupts the critical bond with primary care providers, leading to missed checkups, late diagnoses, worsening health, and higher medical expenses. Research shows that consistent care improves health, lowers costs, and ensures timely preventive services. Millions risk losing Medicaid coverage amid congressional budget debates, threatening these vital connections for low-income and disabled Americans. Uninsured individuals postpone care, leading to emergencies that raise costs across the health system. Medicaid acts as a health lifeline, enabling ongoing care and preventing crisis-driven treatment. Cutting funding could fracture care relationships, harming health outcomes and increasing system-wide costs.

Seeing the same doctor on a regular basis is good for your health.
Morsa Images/DigitalVision via Getty Images

Jane Tavares, UMass Boston and Marc Cohen, UMass Boston

When you lose your health insurance or switch to a plan that skimps on preventive care, something critical breaks.

The connection to your primary care provider, usually a doctor, gets severed. You stop getting routine checkups. Warning signs get missed. Medical problems that could have been caught early become emergencies. And because emergencies are both dangerous and expensive, your health gets worse while your medical bills climb.

As gerontology researchers who study health and financial well-being in later life, we’ve analyzed how someone’s ties to the health care system strengthen or unravel depending on whether they have insurance coverage. What we’ve found is simple: Staying connected to a trusted doctor keeps you healthier and saves the system money. Breaking that link does just the opposite.

And that’s exactly what has us worried right now. Members of Congress are debating whether to make major cuts to Medicaid and other social safety net programs. If the Senate passes its own version of the tax-and-spending package that the House approved in May 2025, millions of Americans will soon face exactly this kind of disruption – with big consequences for their health and well-being.

How people end up uninsured

Someone can lose their health insurance for a number of reasons. For many Americans, coverage is tied to employment. Being fired, retiring before you turn 65 and become eligible to enroll in the Medicare program, or even getting a new job can mean losing insurance. Others wind up uninsured due to a different array of changes: moving to a different state, getting divorced or aging out of a parent’s plan after their 26th birthday.

And those who buy their own coverage may find that they can no longer afford the premiums. In 2024, average premiums on the individual market exceeded more than US$600 per month for many adults, even with subsidies.

Government-sponsored insurance programs can also leave you vulnerable to this predicament. The Senate is currently considering its own version of a tax-and-spending bill the House of Representatives passed in May that would make cuts and changes to Medicaid. If the provisions in the House bill are enacted, millions of Americans who get health insurance through Medicaid – a health insurance program jointly run by the federal government and the states that is mainly for people who have low incomes or disabilities – would lose their coverage, according to the nonpartisan Congressional Budget Office.

Medicaid was established in the 1960s, explains a scholar of the program’s history.

Consequences of becoming uninsured

Health insurance is more than a way to pay medical bills; it’s a doorway into the health care system itself. It connects people to health care providers who come to know their medical history, their medications and their personal circumstances.

When that door closes, the effects are immediate. Uninsured people are much less likely to have a usual source of care – typically a doctor or another primary care provider or clinic you know and trust. That relationship acts as a foundation for managing chronic conditions, staying current with preventive screenings and getting guidance when new symptoms arise.

Researchers have found that adults who go uninsured for even six months become significantly more likely to postpone care or forgo it altogether to save money. In practical terms, this means they’re less likely to be examined by someone who knows their medical history and can spot red flags early.

The Affordable Care Act, the landmark health care law enacted during the Obama administration, made the number of Americans without insurance plummet. The share of people without insurance fell from 16% in 2010 to 7.7% in 2023.

The people who got insurance coverage, particularly those who were middle age, saw big improvements in their health.

Researching the results

In research that looked at data collected from 2014 to 2020, we followed what happened to 12,000 adults who were 50 or older and lived across the nation.

Our research team analyzed how their experiences changed when they lost, and sometimes later regained, a regular source of care during those six years.

Many of the participants in this study had multiple chronic conditions like diabetes, hypertension and heart disease.

The results were striking.

Those who didn’t see the same provider on a regular basis were far less likely to feel heard or respected by health care professionals. They had fewer medical appointments, filled fewer prescriptions and were less likely to follow through with recommended treatments.

Their health also deteriorated considerably over the six years. Their blood pressure and blood sugar levels rose, and they had more elevated indicators of kidney impairment compared with their counterparts who had regular care providers.

The longer they went without consistent health care, the worse these clinical markers became.

Warning signs

Preventive care is one of the best tools that both patients and their health care providers have to head off major health problems. This care includes screenings like cholesterol and blood pressure checks, mammograms, PAP smears and prostate exams, as well as routine vaccinations. But most people only get preventive care when they stay engaged with the health care system.

And that’s far more likely when you have stable and comprehensive health insurance coverage.

Our research team also examined what happened to preventive care based on whether the participants had a regular doctor. We found that those who kept seeing the same providers were almost three times more likely to get basic preventive services than those who did not.

Over time, these missed preventive care opportunities can add up to a big problem. They can turn what could have been a manageable issue into an emergency room visit or a long, expensive hospital stay.

For example, imagine a man in his 50s who no longer gets cholesterol screenings after losing insurance coverage. Over several years, his undiagnosed high cholesterol leads to a heart attack that could have been prevented with early medication. Or a woman who skips mammograms because of out-of-pocket costs, only to face a late-stage cancer diagnosis that might have been caught years earlier.

People in scrubs work and mill about in a hospital emergency room.
Waiting too long to deal with a health condition can mean you make a trip to the emergency room, increasing the cost of care for you and others.
FS Productions/Tetra images via Getty Images

Shifting the costs

Patients whose conditions take too long to be diagnosed aren’t the only ones who pay the price.

We also studied how stable care relationships affect health care spending. To do this, we linked Medicare claims cost data to our original study and tracked the medical costs of the same adults age 50 and older from 2014 to 2020. One of our key findings is that people with regular care providers were 38% less likely to incur above-average health care costs.

These savings aren’t just for patients – they ripple through the entire health care system. Primary care stability lowers costs for both public and private health insurers and, ultimately, for taxpayers.

But when people lose their health care coverage, those savings disappear.

Emergency rooms see more uninsured patients seeking care that could have been handled earlier and more cheaply in a clinic or doctor’s office. While hospitals are legally required to provide emergency care regardless of a patient’s ability to pay, much of the resulting cost goes unreimbursed.

Hospitals foot the bill for about two-thirds of those losses. They pass the other third along to private insurance companies through higher hospital fees. Those insurers, in turn, raise their customers’ premiums. Larger taxpayer subsidies can then be required to keep hospitals open.

Seeing Medicaid as a lifeline

For the nearly 80 million Americans enrolled in Medicaid, the program provides more than coverage.

It contributes to the health care stability our research shows is critical for good health. Medicaid makes it possible for many Americans with serious medical conditions to have a regular doctor, get routine preventive services and have someone to turn to when symptoms arise – even when they have low incomes. It helps prevent health care from becoming purely crisis-driven.

As Congress considers cutting Medicaid funding by hundreds of billions of dollars, we believe that lawmakers should realize that scaling back coverage would break the fragile links between millions of patients and the providers who know them best.The Conversation

Jane Tavares, Senior Research Fellow and Lecturer of Gerontology, UMass Boston and Marc Cohen, Professor of Gerontology, UMass Boston

This article is republished from The Conversation under a Creative Commons license. Read the original article.

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Note: The following A.I. based commentary is not part of the original article, reproduced above, but is offered in the hopes that it will promote greater media literacy and critical thinking, by making any potential bias more visible to the reader –Staff Editor.

Political Bias Rating: Left-Leaning

This article presents a strong case in favor of maintaining or expanding government-funded health insurance programs like Medicaid, using empirical research to emphasize the benefits of continuous coverage and the harms of potential cuts. While it relies on data and expert opinion, the framing consistently warns against proposed Republican-led cuts to Medicaid, characterizing them as harmful and disruptive. The language portrays these policy shifts in a negative light, without presenting counterarguments or alternative fiscal perspectives, which contributes to a left-leaning tone in support of social safety nets and expansive health care coverage.

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The Conversation

Making facsimiles of the dead raises ethical quandaries

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theconversation.com – Nir Eisikovits, Professor of Philosophy and Director, Applied Ethics Center, UMass Boston – 2025-06-17 07:36:00


AI reanimations of the dead—used in courtrooms, concerts, and classrooms—are raising serious ethical concerns. These deepfakes may lack the consent of the deceased and risk distorting their legacy. While some argue they can educate or inspire, critics say such re-creations manipulate emotions and potentially exploit the dead for political, legal, or commercial gain. Unlike griefbots, which help loved ones cope, reanimations present a curated illusion that may conflict with the person’s real beliefs. By making the dead “speak” again, we risk cheapening their memory and overlooking our own ability to reflect, imagine, and interpret their lives with integrity.

This screenshot of an AI-generated video depicts Christopher Pelkey, who was killed in 2021.
Screenshot: Stacey Wales/YouTube

Nir Eisikovits, UMass Boston and Daniel J. Feldman, UMass Boston

Christopher Pelkey was shot and killed in a road range incident in 2021. On May 8, 2025, at the sentencing hearing for his killer, an AI video reconstruction of Pelkey delivered a victim impact statement. The trial judge reported being deeply moved by this performance and issued the maximum sentence for manslaughter.

As part of the ceremonies to mark Israel’s 77th year of independence on April 30, 2025, officials had planned to host a concert featuring four iconic Israeli singers. All four had died years earlier. The plan was to conjure them using AI-generated sound and video. The dead performers were supposed to sing alongside Yardena Arazi, a famous and still very much alive artist. In the end Arazi pulled out, citing the political atmosphere, and the event didn’t happen.

In April, the BBC created a deep-fake version of the famous mystery writer Agatha Christie to teach a “maestro course on writing.” Fake Agatha would instruct aspiring murder mystery authors and “inspire” their “writing journey.”

The use of artificial intelligence to “reanimate” the dead for a variety of purposes is quickly gaining traction. Over the past few years, we’ve been studying the moral implications of AI at the Center for Applied Ethics at the University of Massachusetts, Boston, and we find these AI reanimations to be morally problematic.

Before we address the moral challenges the technology raises, it’s important to distinguish AI reanimations, or deepfakes, from so-called griefbots. Griefbots are chatbots trained on large swaths of data the dead leave behind – social media posts, texts, emails, videos. These chatbots mimic how the departed used to communicate and are meant to make life easier for surviving relations. The deepfakes we are discussing here have other aims; they are meant to promote legal, political and educational causes.

Chris Pelkey was shot and killed in 2021. This AI ‘reanimation’ of him was presented in court as a victim impact statement.

Moral quandaries

The first moral quandary the technology raises has to do with consent: Would the deceased have agreed to do what their likeness is doing? Would the dead Israeli singers have wanted to sing at an Independence ceremony organized by the nation’s current government? Would Pelkey, the road-rage victim, be comfortable with the script his family wrote for his avatar to recite? What would Christie think about her AI double teaching that class?

The answers to these questions can only be deduced circumstantially – from examining the kinds of things the dead did and the views they expressed when alive. And one could ask if the answers even matter. If those in charge of the estates agree to the reanimations, isn’t the question settled? After all, such trustees are the legal representatives of the departed.

But putting aside the question of consent, a more fundamental question remains.

What do these reanimations do to the legacy and reputation of the dead? Doesn’t their reputation depend, to some extent, on the scarcity of appearance, on the fact that the dead can’t show up anymore? Dying can have a salutary effect on the reputation of prominent people; it was good for John F. Kennedy, and it was good for Israeli Prime Minister Yitzhak Rabin.

The fifth-century B.C. Athenian leader Pericles understood this well. In his famous Funeral Oration, delivered at the end of the first year of the Peloponnesian War, he asserts that a noble death can elevate one’s reputation and wash away their petty misdeeds. That is because the dead are beyond reach and their mystique grows postmortem. “Even extreme virtue will scarcely win you a reputation equal to” that of the dead, he insists.

Do AI reanimations devalue the currency of the dead by forcing them to keep popping up? Do they cheapen and destabilize their reputation by having them comment on events that happened long after their demise?

In addition, these AI representations can be a powerful tool to influence audiences for political or legal purposes. Bringing back a popular dead singer to legitimize a political event and reanimating a dead victim to offer testimony are acts intended to sway an audience’s judgment.

It’s one thing to channel a Churchill or a Roosevelt during a political speech by quoting them or even trying to sound like them. It’s another thing to have “them” speak alongside you. The potential of harnessing nostalgia is supercharged by this technology. Imagine, for example, what the Soviets, who literally worshipped Lenin’s dead body, would have done with a deep fake of their old icon.

Good intentions

You could argue that because these reanimations are uniquely engaging, they can be used for virtuous purposes. Consider a reanimated Martin Luther King Jr., speaking to our currently polarized and divided nation, urging moderation and unity. Wouldn’t that be grand? Or what about a reanimated Mordechai Anielewicz, the commander of the Warsaw Ghetto uprising, speaking at the trial of a Holocaust denier like David Irving?

But do we know what MLK would have thought about our current political divisions? Do we know what Anielewicz would have thought about restrictions on pernicious speech? Does bravely campaigning for civil rights mean we should call upon the digital ghost of King to comment on the impact of populism? Does fearlessly fighting the Nazis mean we should dredge up the AI shadow of an old hero to comment on free speech in the digital age?

a man in a suit and tie stands in front of a microphone
No one can know with certainty what Martin Luther King Jr. would say about today’s society.
AP Photo/Chick Harrity

Even if the political projects these AI avatars served were consistent with the deceased’s views, the problem of manipulation – of using the psychological power of deepfakes to appeal to emotions – remains.

But what about enlisting AI Agatha Christie to teach a writing class? Deep fakes may indeed have salutary uses in educational settings. The likeness of Christie could make students more enthusiastic about writing. Fake Aristotle could improve the chances that students engage with his austere Nicomachean Ethics. AI Einstein could help those who want to study physics get their heads around general relativity.

But producing these fakes comes with a great deal of responsibility. After all, given how engaging they can be, it’s possible that the interactions with these representations will be all that students pay attention to, rather than serving as a gateway to exploring the subject further.

Living on in the living

In a poem written in memory of W.B. Yeats, W.H. Auden tells us that, after the poet’s death, Yeats “became his admirers.” His memory was now “scattered among a hundred cities,” and his work subject to endless interpretation: “the words of a dead man are modified in the guts of the living.”

The dead live on in the many ways we reinterpret their words and works. Auden did that to Yeats, and we’re doing it to Auden right here. That’s how people stay in touch with those who are gone. In the end, we believe that using technological prowess to concretely bring them back disrespects them and, perhaps more importantly, is an act of disrespect to ourselves – to our capacity to abstract, think and imagine.The Conversation

Nir Eisikovits, Professor of Philosophy and Director, Applied Ethics Center, UMass Boston and Daniel J. Feldman, Senior Research Fellow, Applied Ethics Center, UMass Boston

This article is republished from The Conversation under a Creative Commons license. Read the original article.

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Note: The following A.I. based commentary is not part of the original article, reproduced above, but is offered in the hopes that it will promote greater media literacy and critical thinking, by making any potential bias more visible to the reader –Staff Editor.

Political Bias Rating: Centrist

This content presents a balanced and thoughtful discussion on the ethical implications of using AI to “reanimate” deceased individuals’ likenesses. It raises concerns about consent, legacy, manipulation, and the moral responsibilities involved, without advocating strongly for or against a particular political ideology. The examples and references span different contexts and perspectives, from legal and political uses to educational applications, addressing both potential risks and benefits. The tone is analytical, focused on ethical considerations rather than partisan viewpoints, aligning it with a centrist approach to the topic.

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The Conversation

Robots run out of energy long before they run out of work to do − feeding them could change that

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theconversation.com – James Pikul, Associate Professor of Mechanical Engineering, University of Wisconsin-Madison – 2025-06-02 07:45:00


Earlier this year, a robot completed a half-marathon in just under 2 hours 40 minutes, showcasing impressive agility but limited endurance. Unlike animals that store energy in dense fat, robots rely on lithium-ion batteries, which offer far less energy density and require frequent recharging, limiting operational time. Current robots like Boston Dynamics’ Spot function for around 90 minutes per charge, far less than biological endurance. New battery chemistries and fast-charging technologies may help, but challenges remain. Researchers are exploring bioinspired “robotic metabolism” systems, where robots “digest” fuels and circulate energy like blood, promising enhanced endurance, adaptability, and resilience beyond current limitations.

Robots can run, but they can’t go the distance.
AP Photo/Ng Han Guan

James Pikul, University of Wisconsin-Madison

Earlier this year, a robot completed a half-marathon in Beijing in just under 2 hours and 40 minutes. That’s slower than the human winner, who clocked in at just over an hour – but it’s still a remarkable feat. Many recreational runners would be proud of that time. The robot kept its pace for more than 13 miles (21 kilometers).

But it didn’t do so on a single charge. Along the way, the robot had to stop and have its batteries swapped three times. That detail, while easy to overlook, speaks volumes about a deeper challenge in robotics: energy.

Modern robots can move with incredible agility, mimicking animal locomotion and executing complex tasks with mechanical precision. In many ways, they rival biology in coordination and efficiency. But when it comes to endurance, robots still fall short. They don’t tire from exertion – they simply run out of power.

As a robotics researcher focused on energy systems, I study this challenge closely. How can researchers give robots the staying power of living creatures – and why are we still so far from that goal? Though most robotics research into the energy problem has focused on better batteries, there is another possibility: Build robots that eat.

Robots move well but run out of steam

Modern robots are remarkably good at moving. Thanks to decades of research in biomechanics, motor control and actuation, machines such as Boston Dynamics’ Spot and Atlas can walk, run and climb with an agility that once seemed out of reach. In some cases, their motors are even more efficient than animal muscles.

But endurance is another matter. Spot, for example, can operate for just 90 minutes on a full charge. After that, it needs nearly an hour to recharge. These runtimes are a far cry from the eight- to 12-hour shifts expected of human workers – or the multiday endurance of sled dogs.

The issue isn’t how robots move – it’s how they store energy. Most mobile robots today use lithium-ion batteries, the same type found in smartphones and electric cars. These batteries are reliable and widely available, but their performance improves at a slow pace: Each year new lithium-ion batteries are about 7% better than the previous generation. At that rate, it would take a full decade to merely double a robot’s runtime.

Robots such as Boston Dynamic’s Atlas are remarkably capable – for relatively short amounts of time.

Animals store energy in fat, which is extraordinarily energy dense: nearly 9 kilowatt-hours per kilogram. That’s about 68 kWh total in a sled dog, similar to the energy in a fully charged Tesla Model 3. Lithium-ion batteries, by contrast, store just a fraction of that, about 0.25 kilowatt-hours per kilogram. Even with highly efficient motors, a robot like Spot would need a battery dozens of times more powerful than today’s to match the endurance of a sled dog.

And recharging isn’t always an option. In disaster zones, remote fields or on long-duration missions, a wall outlet or a spare battery might be nowhere in sight.

In some cases, robot designers can add more batteries. But more batteries mean more weight, which increases the energy required to move. In highly mobile robots, there’s a careful balance between payload, performance and endurance. For Spot, for example, the battery already makes up 16% of its weight.

Some robots have used solar panels, and in theory these could extend runtime, especially for low-power tasks or in bright, sunny environments. But in practice, solar power delivers very little power relative to what mobile robots need to walk, run or fly at practical speeds. That’s why energy harvesting like solar panels remains a niche solution today, better suited for stationary or ultra-low-power robots.

Why it matters

These aren’t just technical limitations. They define what robots can do.

A rescue robot with a 45-minute battery might not last long enough to complete a search. A farm robot that pauses to recharge every hour can’t harvest crops in time. Even in warehouses or hospitals, short runtimes add complexity and cost.

If robots are to play meaningful roles in society assisting the elderly, exploring hazardous environments and working alongside humans, they need the endurance to stay active for hours, not minutes.

New battery chemistries such as lithium-sulfur and metal-air offer a more promising path forward. These systems have much higher theoretical energy densities than today’s lithium-ion cells. Some approach levels seen in animal fat. When paired with actuators that efficiently convert electrical energy from the battery to mechanical work, they could enable robots to match or even exceed the endurance of animals with low body fat. But even these next-generation batteries have limitations. Many are difficult to recharge, degrade over time or face engineering hurdles in real-world systems.

Fast charging can help reduce downtime. Some emerging batteries can recharge in minutes rather than hours. But there are trade-offs. Fast charging strains battery life, increases heat and often requires heavy, high-power charging infrastructure. Even with improvements, a fast-charging robot still needs to stop frequently. In environments without access to grid power, this doesn’t solve the core problem of limited onboard energy. That’s why researchers are exploring alternatives such as “refueling” robots with metal or chemical fuels – much like animals eat – to bypass the limits of electrical charging altogether.

illustration off a humanoid robot putting a metal nut into its mouth
Robots could one day harvest energy from high-energy-density materials such as aluminum through synthetic digestive and vascular systems.
Yichao Shi and James Pikul

An alternative: Robotic metabolism

In nature, animals don’t recharge, they eat. Food is converted into energy through digestion, circulation and respiration. Fat stores that energy, blood moves it and muscles use it. Future robots could follow a similar blueprint with synthetic metabolisms.

Some researchers are building systems that let robots “digest” metal or chemical fuels and breathe oxygen. For example, synthetic, stomachlike chemical reactors could convert high-energy materials such as aluminum into electricity.

This builds on the many advances in robot autonomy, where robots can sense objects in a room and navigate to pick them up, but here they would be picking up energy sources.

Other researchers are developing fluid-based energy systems that circulate like blood. One early example, a robotic fish, tripled its energy density by using a multifunctional fluid instead of a standard lithium-ion battery. That single design shift delivered the equivalent of 16 years of battery improvements, not through new chemistry but through a more bioinspired approach. These systems could allow robots to operate for much longer stretches of time, drawing energy from materials that store far more energy than today’s batteries.

In animals, the energy system does more than just provide energy. Blood helps regulate temperature, deliver hormones, fight infections and repair wounds. Synthetic metabolisms could do the same. Future robots might manage heat using circulating fluids or heal themselves using stored or digested materials. Instead of a central battery pack, energy could be stored throughout the body in limbs, joints and soft, tissuelike components.

This approach could lead to machines that aren’t just longer-lasting but more adaptable, resilient and lifelike.

The bottom line

Today’s robots can leap and sprint like animals, but they can’t go the distance.

Their bodies are fast, their minds are improving, but their energy systems haven’t caught up. If robots are going to work alongside humans in meaningful ways, we’ll need to give them more than intelligence and agility. We’ll need to give them endurance.The Conversation

James Pikul, Associate Professor of Mechanical Engineering, University of Wisconsin-Madison

This article is republished from The Conversation under a Creative Commons license. Read the original article.

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The post Robots run out of energy long before they run out of work to do − feeding them could change that appeared first on theconversation.com



Note: The following A.I. based commentary is not part of the original article, reproduced above, but is offered in the hopes that it will promote greater media literacy and critical thinking, by making any potential bias more visible to the reader –Staff Editor.

Political Bias Rating: Centrist

This article presents a factual, science- and technology-focused discussion about the challenges of energy storage in robotics. It reports on current limitations and future research directions without advocating any political ideology or policy stance. The tone is neutral and informative, emphasizing technical innovation and potential benefits without framing the topic in a partisan context. There is no language or framing that suggests a left- or right-leaning bias; instead, it adheres to objective reporting of scientific progress and challenges.

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