Transistors, the building blocks of modern electronics, are typically made of silicon. Because it’s a semiconductor, this material can control the flow of electricity in a circuit. But silicon has fundamental physical limits that restrict how compact and energy-efficient a transistor can be.

MIT researchers have now replaced silicon with a magnetic semiconductor, creating a magnetic transistor that could enable smaller, faster, and more energy-efficient circuits. The material’s magnetism strongly influences its electronic behavior, leading to more efficient control of the flow of electricity. 

The team used a novel magnetic material and an optimization process that reduces the material’s defects, which boosts the transistor’s performance.

The material’s unique magnetic properties also allow for transistors with built-in memory, which would simplify circuit design and unlock new applications for high-performance electronics.

“People have known about magnets for thousands of years, but there are very limited ways to incorporate magnetism into electronics. We have shown a new way to efficiently utilize magnetism that opens up a lot of possibilities for future applications and research,” says Chung-Tao Chou, an MIT graduate student in the departments of Electrical Engineering and Computer Science (EECS) and Physics, and co-lead author of a paper on this advance.

Chou is joined on the paper by co-lead author Eugene Park, a graduate student in the Department of Materials Science and Engineering (DMSE); Julian Klein, a DMSE research scientist; Josep Ingla-Aynes, a postdoc in the MIT Plasma Science and Fusion Center; Jagadeesh S. Moodera, a senior research scientist in the Department of Physics; and senior authors Frances Ross, TDK Professor in DMSE; and Luqiao Liu, an associate professor in EECS, and a member of the Research Laboratory of Electronics; as well as others at the University of Chemistry and Technology in Prague. The paper appears today in Physical Review Letters.

Overcoming the limits

In an electronic device, silicon semiconductor transistors act like tiny light switches that turn a circuit on and off, or amplify weak signals in a communication system. They do this using a small input voltage.

But a fundamental physical limit of silicon semiconductors prevents a transistor from operating below a certain voltage, which hinders its energy efficiency.

To make more efficient electronics, researchers have spent decades working toward magnetic transistors that utilize electron spin to control the flow of electricity. Electron spin is a fundamental property that enables electrons to behave like tiny magnets.

So far, scientists have mostly been limited to using certain magnetic materials. These lack the favorable electronic properties of semiconductors, constraining device performance.

“In this work, we combine magnetism and semiconductor physics to realize useful spintronic devices,” Liu says.

The researchers replace the silicon in the surface layer of a transistor with chromium sulfur bromide, a two-dimensional material that acts as a magnetic semiconductor.

Due to the material’s structure, researchers can switch between two magnetic states very cleanly. This makes it ideal for use in a transistor that smoothly switches between “on” and “off.”

“One of the biggest challenges we faced was finding the right material. We tried many other materials that didn’t work,” Chou says.

They discovered that changing these magnetic states modifies the material’s electronic properties, enabling low-energy operation. And unlike many other 2D materials, chromium sulfur bromide remains stable in air.

To make a transistor, the researchers pattern electrodes onto a silicon substrate, then carefully align and transfer the 2D material on top. They use tape to pick up a tiny piece of material, only a few tens of nanometers thick, and place it onto the substrate.

“A lot of researchers will use solvents or glue to do the transfer, but transistors require a very clean surface. We eliminate all those risks by simplifying this step,” Chou says.

Leveraging magnetism

This lack of contamination enables their device to outperform existing magnetic transistors. Most others can only create a weak magnetic effect, changing the flow of current by a few percent or less. Their new transistor can switch or amplify the electric current by a factor of 10.

They use an external magnetic field to change the magnetic state of the material, switching the transistor using significantly less energy than would usually be required.

The material also allows them to control the magnetic states with electric current. This is important because engineers cannot apply magnetic fields to individual transistors in an electronic device. They need to control each one electrically.

The material’s magnetic properties could also enable transistors with built-in memory, simplifying the design of logic or memory circuits.

A typical memory device has a magnetic cell to store information and a transistor to read it out. Their method can combine both into one magnetic transistor.

“Now, not only are transistors turning on and off, they are also remembering information. And because we can switch the transistor with greater magnitude, the signal is much stronger so we can read out the information faster, and in a much more reliable way,” Liu says.

Building on this demonstration, the researchers plan to further study the use of electrical current to control the device. They are also working to make their method scalable so they can fabricate arrays of transistors.

This research was supported, in part, by the Semiconductor Research Corporation, the U.S. Defense Advanced Research Projects Agency (DARPA), the U.S. National Science Foundation (NSF), the U.S. Department of Energy, the U.S. Army Research Office, and the Czech Ministry of Education, Youth, and Sports. The work was partially carried out at the MIT.nano facilities.

To accelerate and refine decision-making in a fast-paced, global marketplace, enterprises may deploy generative artificial intelligence models to help summarize and interpret the charts that often fill market summaries and financial reports.

But even the latest vision-language models sometimes struggle with this task, since it requires a model to integrate visual, numerical, and linguistic understanding. A company that invests in a state-of-the-art model might still receive inaccurate or incomplete information.

To fill this performance gap, researchers from MIT and the MIT-IBM Computing Research Lab developed a multifaceted resource for AI users that is specifically designed to teach vision-language models (VLMs) how to effectively interpret charts. 

They used a novel data generation method to build a state-of-the-art dataset that includes more than a million varied charts. The dataset also encodes many visual, linguistic, and numerical components of each chart image, which enable models to robustly reason about the information in a chart.

The researchers used this dataset, called ChartNet, to train a series of open-source VLMs.  Many of these smaller models significantly outperformed orders of magnitude larger, commercial models on tasks like data extraction and chart summarization.

By enabling open-source models to outperform their commercial counterparts, ChartNet could allow small firms with limited budgets to more readily utilize AI. The open-source dataset can be used to improve the capabilities of AI models for tasks like business trend analysis and scientific figure interpretation.

“We developed ChartNet to be a one-stop shop for chart understanding, covering basically anything that an AI model and a practitioner who is training that model might need. We hope our work motivates researchers to achieve state-of-the-art performance with smaller models that don’t require infinite amounts of computation,” says Jovana Kondic, an MIT electrical engineering and computer science (EECS) graduate student and lead author of a paper on ChartNet.

She is joined on the paper by many co-authors from MIT, the MIT-IBM Computing Research Lab, and IBM Research, including Pengyuan Li, a research staff member at IBM Research; Dhiraj Joshi, a senior scientist at IBM Research; Isaac Sanchez, a software engineer at IBM Research; Aude Oliva, director of strategic industry engagement at the MIT Schwarzman College of Computing, MIT director of the MIT-IBM Computing Research Lab, and a senior research scientist in the Computer Science and Artificial Intelligence Laboratory (CSAIL); and Rogerio Feris, a principal scientist and manager at the MIT-IBM Computing Research Lab. The research will be presented at IEEE Computer Vision and Pattern Recognition Conference.

A dataset bottleneck

Researchers have made great strides developing generative AI models that excel at natural language processing and reasoning about natural images. But less work has focused on interpreting complex multimodal data contained within charts, Kondic says.

Yet for large and small businesses in nearly every industry, chart understanding is a critical task.

“The finance industry thrives on charts. If vision-language models can extract information out of charts, like descriptions of trends, that facilitates a lot of workflows that happen downstream,” Joshi says.

The lack of high-quality training data is a major bottleneck holding back the development of VLMs that can accurately interpret charts. Many datasets contain limited chart images pulled from the internet and often lack the necessary scale and additional information to help a model interpret the underlying data.

“A vision-language model, unlike our brains, may need to see thousands of examples during training to reliably recognize something as a line chart,” Kondic says.

The researchers sought to overcome those shortcomings by generating synthetic data. Synthetic data are artificially generated by algorithms to mimic the statistical properties of actual data. 

The ChartNet dataset holds more a million high-quality chart images, along with the corresponding code used to generate each chart, a textual description, and a table that contains its numerical information. In addition, each datapoint includes question-and-answer pairs to teach the model how to correctly answer questions about the chart image.

“These additional modes of data guide the model to connect and align the different pieces of information that the chart image encodes,” Kondic says.

Data generation

To build ChartNet, the researchers created a two-step, synthetic data generation pipeline.

First, their automated system translates any pre-existing set of chart images into code. Then the system iteratively augments that code to change different aspects of each chart, such as chart type, data values, topic, colors, etc.

“We can start from a single chart that we use as a seed and come up with hundreds of augmentations of it. This is how we were able to build a dataset with more than a million diverse images,” Kondic explains.

They also incorporated an automated quality check process to ensure the synthetic data are high quality. This process verifies that the code is executable and rendered chart images are accurate and clean.

“We don’t want to just be generating diverse samples. We also want the information to be presented in a meaningful way,” she says.

ChartNet also includes a selection of chart datapoints annotated by human experts. This provides access to additional types of charts and supporting data that carry validity guarantees.

A practitioner could use the annotated data to fine-tune an existing VLM, further boosting performance for a specific application, Joshi adds.

The researchers tested ChartNet by training IBM’s Granite Vision series of models as well as several other open-source models of various sizes and evaluating them on various chart interpretation tasks. The dataset improved the accuracy of all models in chart reconstruction, chart data extraction, chart summarization, and chart question answering. 

With ChartNet, small open-source models consistently outperformed much larger  commercial models. 

“A lot of prior training datasets only focused on answering simple questions about a chart. We tried to go beyond that with ChartNet by generating data that support all aspects of robust chart understanding,” Kondic says.

In the future, the researchers plan to continue expanding ChartNet by incorporating data with added levels of complexity. They also want to draw on feedback from the research community. 

This research was funded, in part, by the MIT-IBM Computing Research Lab.

When a team of MIT students turned up at a national robotics tournament, their robot — aptly named Timbot — wouldn’t work. They’d been invited to demonstrate Timbot at the inaugural United States Governors Cup in Washington, D.C., a March Madness-like competition for high school robotics teams from all 50 states.

Troubleshooting on the fly is par for the course at robotics tournaments. Timbot had a few technical issues, mostly with Wi-Fi, so the team sat cross-legged on the floor and set to work. Meanwhile, high school students started gathering around and asking questions about wiring and subsystems. After about an hour, Timbot was up and running again, scooping up and throwing foam balls as it was designed to do.

“It actually turned into a great moment,” says first-year student Lily Sand. “We ended up tethering the robot with a long Ethernet cable, instead of using wireless, and a lot of students were like, ‘whoa, we do that too!’ It was a nice connection point.”

Leveraging a cultural touchstone for good

Connecting younger students to robotics is one of the MIT students’ goals as members of a new club, FIRSTxMIT, which launched at the beginning of the academic year. Members are all alumni of programs offered by FIRST Robotics (FIRST), a nonprofit that aims to inspire interest in STEM for K-12 students worldwide through team-based robotics programs and competitions.

FIRST has deep roots at MIT. Inventor Dean Kamen collaborated with the late MIT Professor Woodie Flowers, a pioneer in hands-on engineering design education, to establish the FIRST Robotics Competition in 1992. The competition was modeled after the novel robotics competition Flowers had developed for his iconic mechanical engineering class 2.70 (Introduction to Design), which is now 2.007 (Design and Manufacturing I).

Through FIRST, students learn about more than designing, building, and programming robots. The program emphasizes the ethos of “gracious professionalism,” a term coined by Flowers for high-quality work, respect, and cooperation, even in the context of competition. Students also build self-confidence, gain leadership experience, and hone communication skills, as well as technical expertise. 

Many FIRST alumni feel deep gratitude for the program and a strong desire to stay involved. Debbie Ang, co-founder of FIRSTxMIT, still mentors her high school’s team in New Hampshire. Yet, there are few FIRST alumni clubs at universities. Ang and co-founder Perry Han, also a sophomore, met in high school through FIRST and reconnected at MIT. “We noticed that FIRST was founded here, and yet there wasn’t anything organized on campus, even though we kept running into people who had done FIRST and still cared about the community,” she explains.

In fact, participation in FIRST is somewhat of a cultural touchstone among MIT students. MIT associate director of admissions Trinidad Carney, a liaison to FIRST Robotics, estimates that 15-20 percent of undergraduates have participated in the program.

Han and Ang collaborated with Carney to launch FIRSTxMIT, under the auspices of the Edgerton Center, to foster connections among the MIT FIRST community and provide a way for members to channel their passion for FIRST into outreach and public service. Their hunch about the untapped potential an alumni club was spot-on: the kickoff event drew 185 students, and there are about 200 on their Discord channel.

Sharing the “power of FIRST”

Now the club is off and running. They have hosted a gathering for New England FIRST alumni; collaborated with the Josiah Quincy Elementary School in Boston to launch a LEGO Robotics league; volunteered as judges at local competitions; and helped the MIT Admissions Office with outreach. Carney, who advises the club, says, “We’ve actually had other universities reach out to us to say, ‘How did MIT manage to launch a club that’s so successful and compelling?’”

One of the club’s most ambitious undertakings to date was building Timbot, in three days, during Independent Activities Period in January. Robot in 3 Days (Ri3D) is a collegiate challenge in which students build a FIRST Robotics Competition-level robot in 72 hours, a feat that would take about six weeks for a high school team. Experiential Robotics, a consortium that leverages an experiential robotics platform to promote engineering and public service, provided support for MIT’s Ri3D challenge and invited the team to act as STEM ambassadors at the Governors Cup.

In addition to the robotics competition, the two-day event brought together governors and leaders from government, education, industry, and others to underscore the crucial role that states play in supporting STEM education.

To that end, the FIRSTxMIT team demonstrated Timbot, chatted with high schoolers, staffed the MIT Admissions booth, and mingled with VIPs, sharing the value of project-based STEM enrichment opportunities like FIRST. “Having MIT students tell the story of the power of FIRST is incredibly compelling,” says Carney. “They can say: I did this in high school, it shaped who I am, and now I’m at MIT continuing to build and give back.”

A number of governors stopped by the MIT Admissions booth to chat with the students, including Massachusetts Governor Maura Healey. “She talked about the importance of K-12 STEM education and was very supportive,” says Sand, FIRSTxMIT’s logistics coordinator. 

In addition to inspiring others, the MIT students drew inspiration themselves at the Governors Cup. Han recalls speaking to a state senator from Ohio, a former teacher and strong advocate for programs like FIRST. “It really showed me that, when you have people in government that are excited about STEM education, it can really go places.”

Building a better future

Looking forward, Han and Ang plan to take some time to further refine the club’s organization and future goals. Hands-on outreach figures prominently in their plans. “FIRST places a big focus on starting new teams, supporting underserved communities, and spreading awareness,” says Ang. “A lot of us feel that FIRST played a major role in shaping our academic and career paths, so we want to give that opportunity to others.”

“Part of our goal is, we want to put a robot in as many students’ hands as possible to kind of give them a sense that, STEM isn’t just reading the AP Physics C-Mechanics textbook,” Han adds. “It’s actually putting these ideas into practice and building something useful.”

They have no shortage of new ideas they are kicking around, as well. Han is particularly interested in advocating for students to earn Undergraduate Research Opportunities Program or class credit for projects like Ri3D, or for those in the Gordon Engineering Leadership Program to get leadership credit by mentoring a robotics team. He also wants to explore how to leverage FIRST alumni networks to help students with professional development.

Whatever path they take, Carney has no doubt they make an impact. She saw their potential on full display when they built Timbot.

“These students, many of whom hadn’t met before, came from all kinds of backgrounds: different schools, different regions, different life experiences,” she says. “But they worked together with respect, curiosity, and generosity. They’re collaborative, mission-driven, and passionate about making opportunities for others. They make MIT better, and they will make the future better.”

EFF is on the front lines of the fight against tech-enabled tyranny, but we aren't alone. Our team depends on your help to fight back against the surveillance state.

JOIN EFF

People around the world are pushing back against the mass surveillance that undermines privacy and free expression for everyone. You can help during EFF's spring membership drive.

One of the people who joined the fight for digital rights is EFF client Will Freeman. Will created the website DeFlock.me to reveal the dangers of automated license plate readers (ALPRs)—cameras that collect location data on every vehicle they see and upload that to a massive nationwide police database. Deflock.me turns the tables by enlisting ordinary people to track the locations of tens of thousands of ALPR cameras.

But when the police spy-tech company Flock Safety went after Will's website with legal threats citing trademark law, he saw it for what it was: an attempt to silence critics and dim the light on mass surveillance.

The company will try everything it can to downplay the criticism, but EFF will be right there demanding accountability.

"I was totally unprepared to receive a cease & desist letter. I can see how most people would be bullied into submission by a threat like that. That's when I remembered Dave Maass from the EFF introduced himself via email several weeks before, so I reached out for help," Freeman says.

And that's when EFF stepped in. Recognizing DeFlock.me as a quintessential expression of grassroots advocacy and a form of criticism protected by the U.S. First Amendment, EFF's lawyers helped Will fight back. And the Big Surveillance Tech flinched.

But these battles against Flock's Spying tools rage on. In cities around the country, privacy advocates are pressuring officials to block or end contracts for ALPRs—and winning. The company will try everything it can to downplay the criticism, but EFF will be right there demanding accountability.

Get the new Claw Back member t-shirt featuring a fierce feline swatting at community surveillance. You might empathize with him, but there’s a better way. Let’s end the law enforcement contracts, harmful practices, and twisted logic that enable mass spying in the first place.

"I'm really grateful the EFF was able to step in and help. Without them, free speech would be only for those wealthy enough to defend themselves against billion dollar companies. We've grown a lot since then and are expanding our efforts to expose and push back against mass surveillance on our streets," Freeman says.

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As part of their 20th Anniversary celebration, Dark Reading asked five cybersecurity industry leaders who wrote blogs or columns for them over the years to select their favorite piece and share their reflections on the topic today. This is my section.

Renowned technologist and author Bruce Schneier contributed a column on June 20, 2010, warning about cryptography’s inability to secure modern networks, a point he says he has been trying to argue since 2000.

“For a while now, I’ve pointed out that cryptography is singularly ill-suited to solve the major network security problems of today: denial-of-service attacks, website defacement, theft of credit card numbers, identity theft, viruses and worms, DNS attacks, network penetration, and so on...

An anonymous security researcher called “Nightmare Eclipse” has been publishing a series of significant security exploits against Microsoft Windows—including one that breaks BitLocker. Microsoft has threatened legal action against the researcher. Lots of recriminations are being traded back and forth.

Emergency officials are searching for loopholes to save lives as President Donald Trump slashes programs.

The ruling Monday is a blow to the Trump administration's efforts to dismantle the National Center for Atmospheric Research.

The 1,250-megawatt line will deliver much needed renewable energy to New York City.

The case is contractual in nature, meaning the states can only seek damages in another court, ruled the judge.

Energy-hungry data centers must support the EU’s shift to carbon-free power, says Energy Commissioner Dan Jørgensen.

Gigascale is backing a number of clean tech startups supporting the artificial intelligence boom. It has previously invested in technologies ranging from wave energy to laser fusion systems.

The inclusion of carbon credits from foreign jurisdictions, Wopke Hoekstra explained, could be part of allowing more allowances into the “2040 framework” especially from countries in emerging markets.

Oil and gas made up 57 percent of Norway’s goods sold abroad in 2025, and monthly crude sales revenue reached a record after the outbreak of the Iran war.

MIT engineers have developed a noninvasive pacemaker that stimulates the heart using ultrasound. The design could one day provide a surgery-free alternative to traditional cardiac implants.

The new device is designed as a small sticker that can be worn on the chest. Tiny transducers on the sticker send ultrasound pulses through the chest to stimulate the heart. The ultrasound waves trigger the opening of certain ion channels in heart cells, an effect the researchers amplified through genetic engineering. When the channels open, they let in calcium, which signals a heart cell to squeeze and beat. 

In experiments in the lab, the researchers applied ultrasound waves to engineered human cardiac cells and found that the pulses effectively maintained the cells’ healthy contractions. They also tested the ultrasound sticker on rats and found the device quickly, safely, and noninvasively corrected arrhythmias and restored normal, regular heart contractions. 

The team has fabricated a prototype that includes the ultrasound sticker (about the size of a postage stamp) and a small, pocket-sized device containing associated batteries and electronics. The same group previously demonstrated a sticker design that uses ultrasound to image deep organs and tissues. They now plan to combine the two approaches into one ultrasound sticker to simultaneously monitor and regulate the heart’s activity. 

“We believe you could one day have stickers on the body that could do long-term imaging deep in the body and also do stimulation for therapeutic effects, in a noninvasive closed-loop way,” says Xuanhe Zhao, professor of mechanical engineering and of civil and environmental engineering at MIT.

Zhao and his colleagues, together with collaborators from Professor Qifa Zhou’s group at the University of Southern California (USC), have published their results in a study appearing today in the journal Nature Biomedical Engineering. The study’s MIT co-authors include first author Chen Gong, together with Runze Li, Won Jun Song, and former postdocs Gengxi Lu, Shucong Li, and Hsiao-Chuan Liu. Other collaborators include researchers from Harvard University, the University of California at Los Angeles, and other groups at USC.

Sound genes

Today, around 3 million adults in the United States live with pacemakers. The small battery-powered devices are surgically implanted in a person’s chest, and act to deliver electrical impulses to regulate heart rate. Implantable pacemakers are a well-established and generally safe medical treatment that nonetheless comes with risks.

“Pacemakers are one of the most important and widely used human implants, and they have saved millions of lives,” the paper’s co-corresponding author, Gengxi Lu, says. “But they are invasive, and they make direct contact with the beating heart. The dream for many years has been noninvasive heart stimulation with ultrasound.” 

Ultrasound encompasses a range of acoustic waves that safely penetrates the body. Ultrasound waves reflect and resonate off structures in characteristic ways that allow technicians to resolve and image organs and tissues inside the body. Ultrasound can also be directed and focused to stimulate certain therapeutic effects, for instance in the brain, where scientists are exploring the use of ultrasound to treat Parkinson’s disease, Alzheimer’s, and other brain disorders. 

Scientists have also found that ultrasound can benefit the heart. Previous studies in animals have shown that focused ultrasound can safely activate heart cells, though the effect has been inconsistent and weak. 

Zhao and his colleagues looked to amplify ultrasound’s effects on the heart. In their new study, they applied sonogenetics, which is a relatively new approach that takes after optogenetics — a technique that involves genetically manipulating specific parts of a cell to respond to light. Similarly, sonogenetics aims to genetically engineer cells to respond to sound, including ultrasound. 

In their work to develop an ultrasound pacemaker, the team first looked to increase heart cells’ sensitivity to ultrasound, through sonogenetics. In the lab, they used standard practices to derive heart cells from embryonic stem cells, and then delivered a genetic alteration to the cells that increased their sensitivity to ultrasound. Specifically, the manipulation produced ion channels that opened more readily in response to ultrasound. 

“These channels can now ‘hear’ ultrasound better, and can open to let calcium in, which is what directly activates the cell and causes it to beat,” explains by the paper’s first author, Chen Gong. 

Sticker health

In experiments with sonogenetically engineered heart cells, the researchers found that when they exposed the cells to ultrasound, the cells beat in sync with the waves, unlike cells that were not genetically manipulated. 

In any clinical application of an ultrasound pacemaker, the team envisions that a patient could first receive a one-time injection, similar to a vaccine, that would act to genetically boost the sensitivity of cardiac cells to the pacemaker’s ultrasound waves. The injection would be a form of gene therapy — a treatment that is currently approved by the FDA to treat certain inherited conditions such as sickle cell disease and spinal muscular dystrophy.

“We think this step would be clinically translatable as a form of gene therapy that could enable noninvasive pacemakers,” Gong says.

The team then designed the core of the ultrasound pacemaker, in the form of a postage-stamp-sized sticker embedded with tiny ultrasound transducers. The sticky part of the device is made from a hydrogel material that Zhao’s group has refined over the years to adhere strongly to skin and many types of materials, while also allowing ultrasound waves to pass through without weakening. The transducers within the sticker can be tuned to generate ultrasound waves at specific frequencies. 

In experiments with rats, the researchers first administered a sonogenetic, ultrasound-boosting solution through their tails. They then adhered a miniature version of the pacemaker to the rats’ chests. When they turned the stickers on, they observed that the ultrasound quickly regulated the animals’ hearts. Some individuals with slow heart rates were brought up to a normal rate, while others with irregular heartbeats were steadied, keeping in sync with ultrasound’s “ticks.”

“We can now use low-intensity ultrasound to open ion channels in cells to have very effective heart pacing,” Gong says. “We are now making these stickers into smaller form factors, and more integrated, so they are easier to wear, more stable, and more accurate over a longer term.”

“In this paper, we demonstrated noninvasive pacemaking. However, we think this concept could be useful beyond just the heart,” Zhao says. “We believe you could one day have stickers over different parts of the body that could do long-term imaging, monitoring, and closed-loop therapeutic stimulation.”

This work was supported, in part, by the National Institutes of Health, the National Science Foundation, the Department of Opthamology from Research to Prevent Blindness, and the U.S. Department of War.

Balancing economic growth and environmental protection is not easy. Consider wetlands, which provide flood protection, aid water quality, and are linchpins of larger ecosystems. How can we best preserve wetlands while enhancing economic activity? 

According to a new study, one solution involves supplanting traditional conservation mandates, which require replacing affected wetlands locally, with tradeable offsets. Through this system, a developer can build on a wetland by purchasing credits representing an equivalent environmental value created by improving a wetland somewhere else in the same watershed, away from concentrated development. 

While this has largely been the approach of U.S. federal and state regulators since the mid-1990s, current regulations do not account for the flood protection benefits of wetlands. The new study finds a workable solution in an offset policy that also includes a locally varying tax on development, precisely to compensate for the increased flood risk it causes. 

In the lower 48 states of the U.S., wetlands are heavily concentrated in California and Florida, two high-population states. Through a highly granular look at Florida’s wetlands from 1995 to 2020, with a new scholarly methodology that carefully weighs local factors, the scholars estimate that development of wetlands led to $2.4 billion in net economic gains. Their alternate policy would have preserved most of these gains while also preventing about $1.6 billion in flood damage. 

“You’re retaining two-thirds of the private gains from trade,” says Daniel Aronoff PhD ’22, a research affiliate in MIT’s Department of Economics and co-author of a newly published paper summarizing the study’s findings. “And the flood damages shrink by an order of magnitude, so only you’re incurring a small fraction of the flood damage while collecting that amount in increased tax revenue, which can subsidize the cost of restoration after flood damage has occurred.”

This system is neither a simple conservation mandate nor a free ride for developers. The scholars say it would provide a better way of balancing wetlands preservation and economic gains, while lowering flood risk.

“You could do this,” Aronoff says. “It’s an implementable thing. You could build a policy out of this.” 

The paper, “Conservation Priorities and Environmental Offsets: Markets for Florida Wetlands,” appears in the May issue of the American Economic Review. The authors are Aronoff, who is also a research associate at the Laboratory for Economic Analysis and Design at MIT and a research collaborator at the Digital Currency Initiative; and Will Rafey PhD ’20, an assistant professor of economics at the University of California at Los Angeles.

No net loss — but more risk

Federal wetlands policy in the U.S. has been governed since the 1970s by a “no net loss” objective, meaning that development must be accompanied by approved actions to offset any loss of wetlands functionality. State laws have often mirrored this federal approach. The current rules work on a watershed level, enabling public and private developers to offset the impact of developing a wetland by purchasing offset credits from a “wetland mitigation bank” in the same watershed.

The researchers developed their study as an ambitious, data-rich project. They obtained comprehensive data on environmental offset credits issued, and transfers to developers from state and regional regulators; a record of offset prices from a private broker as well as state and county purchase records; maps detailing wetlands development and private property ownership; and Federal Emergency Management Agency (FEMA) data on flood risk policies and claims. 

The scholars then built a detailed database of development from every wetland bank permit issued in Florida that included enhancements, land acquisition, estimated costs, and offset credit release schedules, as well as records of actual releases and sales over time. They used these data to build a dynamic model of the wetland offset market, from which they obtained their estimates of economic gains and flood risk costs.

Whereas other work has applied national data to wetlands analysis, this more granular approach allowed the scholars to conduct a locally focused examination of economic activity, floods, and policy specifically applying to Florida. 

“The functional form that has been used to estimate the relationship between wetlands and flood risk across all America is not compatible with data on wetlands and flooding in Florida,” Aronoff says. 

The study also underscores an important distinction in the kinds of offset policies that have previously been deployed. The first iteration of offset policy required a developer to restore wetlands adjacent to any wetlands area that is newly developed. A second iteration, the one still in use, allows developers to purchase offset credits — which might apply to wetlands that are not adjacent to the development in question. The latter carries with it greater risk of flood damage to developed property, as an equivalent amount of restored wetlands in a rural area will not serve as a flood buffer for as many structures. 

The proposed policy solution would levy a tax — either on offset sellers or buyers — that would equal the estimated increase in flood risk created by the development. 

“Going from the first policy iteration to the second iteration could have created a lot of value, because you have development taking place with wetlands created in the lowest-cost way,” Aronoff says. “But that gave rise to an externality: the flood risk. Because you’re creating flood risk by developing in urban areas with lots of buildings, while creating wetlands in rural areas without buildings around.”

Tuning the policy

Ultimately, that is why the empirical analysis developed by the economists shows a more optimal path using so-called Pigouvian taxes, named after 20th-century economist Arthur Pigou. These taxes add a levy when people create negative circumstances for society at large. Taxes to inhibit pollution, for instance, are Pigouvian. The modeling in the current study indicates the same concept would work effectively for wetlands policy. 

“Economics is about tradeoffs,” Aronoff says. “And this is a tradeoff. Flood risk is expensive — that’s a cost. But development creates value because it is only profitable to the extent that the end user desires it.”

Ultimately, the scholars think, implementing systems that balance factors will work better in the long run than many kinds of prohibitions on economic activity — or than allowing unrestricted activity without weighing the public good. 

“If you choose an absolute, you’re choosing one over the other in all instances,” Aronoff says. “And what is at the core of the outlook of an economist is to assume there’s a tradeoff, and the question is how do you negotiate that tradeoff in an optimal way. That’s what we are trying to get at here.”

The research was supported by the National Science Foundation and the George and Obie Schultz Fund. 

MIT engineers are testing a new propulsion system that combines the power and speed of conventional chemical thrusters with the precision and fuel-efficiency of electrical thrusters. 

The system could enable the design of nimbler, more flexible small satellites, which could perform both fast, powerful maneuvers and slower, precise adjustments, depending on the mission and moment at hand.

The key to the new system is a special propellant that can power both chemical and electrical thrusters, which traditionally have required separate, bulky fuel sources. 

“If you can have chemical and electrical propulsion in one small package, it’s the best of both worlds,” says Amelia Bruno, a former postdoc in MIT’s Department of Aeronautics and Astronautics (AeroAstro). “This opens the door for small satellites to do even more science, more observations, and more interesting missions, all on a smaller and cheaper platform.” 

Bruno is the lead author of a study appearing this week in the Journal of Propulsion and Power showing that a type of “green monopropellant” originally developed by the U.S. Air Force for use in chemical propulsion in space can also effectively power tiny “electrospray” thrusters. Electrospray thrusters are dime-sized rockets that use electric fields to charge up a liquid propellant’s particles, which are then shot into space as a thrust-generating spray.

Electrospray thrusters are extremely fuel-efficient and can perform slow and precise maneuvers, such as pushing a small spacecraft bit by bit through a long, interplanetary journey. Chemical thrusters, in contrast, require a large fuel supply to perform short and fast bursts, for instance to quickly ascend and descend, or speed up and slow down. 

Now that the MIT group has found a propellant that can fuel both chemical and electrospray thrusters, they see big potential for small spacecraft. The team is working with NASA to launch the Green Propulsion Dual Mode mission — a briefcase-sized CubeSat that will carry a chemical thruster and four electrospray thrusters, all fueled by a single propellant tank. The mission will be the first to test such a two-in-one propulsion system for small spacecraft. If it is successful, Bruno says the mission could pave the way for small satellites to explore beyond Earth’s orbit. 

“We could send CubeSats to Mars, or the asteroid belt, where they could make the journey slowly, using electrospray thrusters,” says study co-author Paulo Lozano, the Miguel Alemán Velasco Professor of Aeronautics and Astronautics at MIT. “You could then use your chemical thrusters to quickly move to look at interesting features. You could have a lot more flexibility to do a lot more things.”

The study’s co-authors also include Matthew Corrado SM ’22, PhD ’26.

A sea of ions

Lozano’s group at MIT designs, fabricates, and tests electrospray thrusters for use in satellites that range from the size of a lunchbox to a small carry-on suitcase. Compared to conventional satellites, these microsatellites are significantly smaller and cheaper to launch into space.

But smaller spacecraft require smaller everything else, including propulsion systems. In that respect, electrospray thrusters are a good fit. The thrusters Lozano develops are about the size of a thumbnail. Each thruster sits atop a small reservoir of ionic liquid propellant. When the reservoir is connected to a battery, the battery supplies some amount of voltage that electrically charges a corresponding amount of ions in the liquid. The charged particles are then channeled out of the reservoir, through the thruster’s tips and into space as a thrust-inducing spray. 

Over the past decade, Lozano has tested many thruster designs, under varying conditions, and with various types of ionic liquid propellant — a fuel that is essentially made from salts that can remain in liquid form. 

“Ionic liquids are very stable and can even remain a liquid in space, which not a lot of materials can do,” Bruno says. “And it’s basically a sea of ions, which is why we base our technology around it, so we can pull those ions out into an electrospray.”

Bruno and Lozano have collaborated with the U.S. Air Force, which synthesized a new kind of ionic liquid propellant — the Advanced SpaceCraft Energetic Non-Toxic propellant (ASCENT) — which was being tested in chemical thrusters. Chemical thrusters are high-force propulsion systems typically associated with launching rockets and performing hard and fast maneuvers once in space. ASCENT was designed as a “green,” less toxic alternative to hydrazine, which has been the traditional fuel source for chemical propulsion and is extremely hazardous to handle. 

“ASCENT happens to be an ionic liquid mixture,” Bruno says. “And we said, hey, that’s the stuff we typically use. Theoretically, this should work. Let’s go figure out how.”

Spray and spin

In their new study, Bruno, Lozano, and Corrado tested the performance of electrospray thrusters that they fueled with ASCENT. Each thruster they used was attached to a small cube-shaped reservoir about the size of a Lego brick. They filled each reservoir with 1 gram of ASCENT, a liquid that has a viscosity similar to baby oil. They then attached a thruster to opposite sides of a CubeSat, which they set on a MagLev stand — a custom testbed that is designed to magnetically levitate a sample or device. The MagLev in Lozano’s lab is installed inside a large vacuum chamber, which the researchers can tune to mimic the conditions in space.

Over multiple experiments, the team remotely applied varying levels of voltage to activate the thrusters, which in turn produced a spray that spun the CubeSat around, like a floating, spinning top. The researchers measured the amount of thrust produced with each trial, and calculated ASCENT’s fuel efficiency as they ran the thrusters continuously over periods lasting up to 100 hours. 

In the end, they found that ASCENT was able to successfully fuel each electrospray thruster. What’s more, the propellant, which was originally intended for chemical propulsion, was just as efficient as other, conventional ionic liquids at propelling electric thrusters.

“Compared to our normal electrospray propellants, ASCENT can provide similar performance in terms of thrust,” Bruno says. “Now that we know our thrusters work with ASCENT, we can start thinking of all the ways we can make them even better.” 

Now that ASCENT has been proven to work in both chemical and electrical propulsion, she and Lozano say that a single tank of the fuel can be used to power both types of thrusters, all in a compact, two-in-one system that could fit within a small CubeSat. The team will test the idea with NASA’s Green Propulsion Dual Mode mission, which is scheduled to launch in November. 

“This will be the first time that a satellite will have a shared propellant tank,” says Lozano, who notes that in addition to long, exploratory interplanetary missions, small satellites equipped with both chemical and electrical propulsion could also be useful for missions closer to Earth, such as for weather and climate observations. 

“Say there’s a storm coming, and you’d want to deploy your constellation of small satellites to observe over one location,” he says. “You could choose to send them quickly or slowly depending on the nature of the observation. And the only way to do that is if you have two propulsion systems, which is now possible.”

This research is supported, in part, by NASA.

New article: “Responsible Disclosure in the Age of AI: A Call for Urgent Action,” by Melissa Hathaway.

Abstract: Artificial intelligence is fundamentally reshaping the balance between vulnerability discovery and remediation. Frontier AI models are now capable of autonomously identifying exploitable software vulnerabilities at unprecedented speed and scale. This development exposes decades of accumulated technical debt created by a software industry that prioritized rapid deployment over secure-by-design engineering practices. Drawing on the evolution of software assurance, vulnerability disclosure frameworks, and U.S. cyber policy, this perspective argues that the current moment represents a strategic inflection point for governments, industry, and critical infrastructure operators. The author examines the growing tension between offensive and defensive equities in cyberspace, the emergence of AI-enabled vulnerability discovery capabilities in both the U.S. and China, and the increasing risks posed by unsupported legacy systems and AI-assisted code generation practices. Responsible disclosure can no longer remain a reactive or fragmented process, but must become a coordinated national and international resilience effort involving governments, software vendors, infrastructure operators, and emergency response organizations. The article concludes with an urgent call for accelerated remediation, large-scale patch management coordination, and sustained investment in automated vulnerability repair capabilities before adversaries exploit this rapidly narrowing window of opportunity...

Within the past decade, biologists have discovered that one strategy cells use to keep their contents organized is a phenomenon known as phase separation. 

Similar to the way oil forms droplets that float in a vinegar solution, proteins inside cells can phase separate to form highly concentrated droplets that keep them organized within the cell. In a new study, MIT researchers have now shown that this droplet formation is critical for controlling the function of a class of enzymes called kinases.

The researchers found that condensing into droplets optimizes the biochemical conditions needed for kinases to catalyze reactions, allowing them to more rapidly activate cell signaling pathways. In some cases, droplet formation can even change which reactions the kinases perform. 

“Many biological molecules have this propensity to spontaneously separate. We were really interested in asking, if we have these kinases forming droplets, what is the consequence of that in the context of signaling?” says Lindsay Case, an assistant professor of biology at MIT and the senior author of the study.

Learning more about how these droplets form could help researchers design drugs that target kinases, some of which can be overactive in cancer cells.

“Understanding the chemistry of these compartments, and what molecules go into them and what molecules don’t go into them, could help us design drugs that better localize to their target of interest,” Case says.

Nicholas Lea, an MIT graduate student, is the lead author of the paper, which appears today in Cell Reports.

Forming droplets

Since her days as a graduate student, Case has been studying how the physical organization of molecules inside cells affects their function. As a postdoc, she began studying how phase separation might affect a signaling pathway that allows cells to sense when they’re attached to their environment, so they can respond appropriately. 

Some of the proteins in this pathway are kinases, which activate other proteins by adding phosphate groups to them. Kinases can also activate themselves through a process called autophosphorylation.

“Inside of the cell, you have these kinase molecules that are responsible for carrying a signal through the cell, and we know that the organization of these molecules changes. When the information is present, they’re organized in a different way than when the information is not present,” Case says. “We think that having the right molecules in the right place is incredibly important for the right biochemistry to occur.”

Phase separation is one of the methods that cells appear to use for this organization. The most familiar example of phase separation can be seen in a salad dressing, where oil forms droplets to minimize contact with water-based vinegar. Proteins can phase separate when they are highly concentrated, leading them to self-assemble into dense droplets floating in the cell’s cytoplasm.

Case hypothesized that this phase separation, which brings kinases together at a high density, might help cells to boost the enzymes’ activity because they are more likely to bump into and phosphorylate each other.

In this study, Case and Lea set out to test that hypothesis, focusing on an enzyme called focal adhesion kinase (FAK). This kinase, which becomes activated when cells attach to their surrounding environment, activates pro-growth and pro-survival signals. In cancer cells, this signaling pathway can go awry, allowing cells to proliferate even when they detach from their original locations.

Scientists already knew that when cells are properly attached to their environment, that adhesion signal causes FAK to accumulate at the cell membrane. In the new study, the MIT team mimicked that effect by overexpressing FAK in cells. These cells were floating freely in a solution, not attached to any surface. Even so, the high concentration of FAK caused the kinase to phase separate into droplets, which turned on the pro-growth signal.

“It was surprising that just by condensing this protein into a droplet, you can actually turn on a signaling pathway that should be turned off,” Case says. “If FAK concentration is too high, you’re always getting these droplets and you’re always signaling, regardless of what the receptors that are supposed to be controlling this are doing.” 

The findings suggest that in cancer cells, overexpression of FAK may lead to phase separation, which then helps to drive cancer progression and metastasis. 

“It may be that for some kinases, you’re not supposed to form these droplets in the cytoplasm because it leads to this always-on signal, and then the cells no longer listen to the information coming from the environment,” Case says.

Interfering with FAK’s ability to form droplets could offer a new strategy for cancer drug development, she says. 

Controlling reactions

The researchers also studied two other kinases, Mst2 and Abl. They found that these enzymes could also phase separate at high concentrations, and that this increased their activity. While phase separation of FAK in the cytoplasm may occur only in cancerous cells, for Mst2, it appears to be a strategy that healthy cells use to control a signaling pathway called Hippo, which promotes cell growth and survival.

Additionally, for both Mst2 and Abl, the researchers discovered that phase separation can lead the enzymes to phosphorylate additional targets, which may lead them to activate different signaling pathways.

“It’s not just that you’re getting faster phosphorylation, but in those cases, the patterns of what is actually getting phosphorylated were very different inside of the droplet compared to what might be happening in a non-droplet context,” Case says. “The kinase is able to phosphorylate amino acid residues beyond the set of canonical sites that have been described before.”

The researchers also found that when these droplets form, they attract high concentrations of ATP, the molecule that kinases use as a source of phosphate. This occurs because kinases tend to contain floppy sections containing many positively charged amino acids, which attract negatively charged ATP.

Using a machine-learning model, the researchers predicted that about 45 percent of the 500 kinases found in human cells would have the ability to form droplets like those seen in this study. Those kinases were also more likely to be highly positively charged, which could help them to recruit ATP into the droplets.

In future work, Case hopes to explore the possibility of designing drugs that could mimic ATP’s ability to be attracted into droplets within a cell, which could help reduce negative side effects of the drugs. 

“By localizing drugs to the compartment where your target localizes, that could reduce off-target effects by concentrating the drug with the target of interest and reducing interactions with other molecules,” Case says. 

The research was funded by a Searle Scholars Program Award, the U.S. Air Force Office of Scientific Research, the National Institutes of Health, the Royal G. and Mae H. Westaway Family Memorial Fund, and a David H. Koch Graduate Fellowship.

EFF welcomes our new Executive Director Nicole Ozer today! 

Nicole is a legal expert on privacy and surveillance, artificial intelligence, and digital speech who previously served as the inaugural executive director of the Center for Constitutional Democracy at UC Law San Francisco. From 2004-2025, she was founding director of the Technology and Civil Liberties Program at the American Civil Liberties Union of Northern California. 

Nicole has long been a partner of EFF’s in the fight to defend civil liberties in the digital world. Many of us already know her, and she’s basically as close to EFF “family” as someone can be without actually having worked here.   

Over her more than two decades leading public interest technology work, Nicole has:  

• spearheaded passage of the California Electronic Communications Privacy Act – working with EFF to enact the nation’s strongest electronic surveillance law, requiring a warrant for government access to electronic information; 
• modernized California law to protect reading records in the digital age by helping, along with EFF, to craft the Reader Privacy Act, requiring a “super warrant” for government access; 
• created a groundbreaking model law for local democratic oversight of surveillance systems which inspired 25 laws across the country that help safeguard the rights and safety of more than 17 million people; 
• litigated civil liberties cases, including work with EFF on the NSA cases, and drafted influential amicus briefs on technology issues at all levels of state and federal court, including the U.S. Supreme Court and California Supreme Court; and 
• developed multi-year campaigns to strengthen the anti-surveillance policies related to social media surveillance and face recognition of major technology companies and foster stronger privacy and free expression protection for billions of people worldwide. 

And that's just the TL;DR! You can read more about her bona fides here. 

EFF’s work to ensure technology supports freedom, justice, and innovation is more urgent than ever. And with Nicole’s decades of leadership in public interest technology work, EFF is poised to be stronger than ever to meet this moment and build for the fights ahead. 

Nicole succeeds Cindy Cohn, who has been with EFF for more than 25 years and served as executive director since 2015. Cindy is leaving EFF later this month – not to retire, but to find a role that puts her back in the courtroom doing what she does best: suing the government! She’ll still be part of the EFF community. 

We are living digital lives, using technology to connect, communicate, and mobilize for change. And we need you in these critical fights to defend and advance rights in the digital world – so join EFF today, and sign up for our EFFector newsletter to make sure you’re updated on the latest EFF news including upcoming events to help you get to know Nicole. 

Welcome Nicole!