Six PNNL Researchers Win DOE Early Career Research Awards | Newswise


Newswise — RICHLAND, Wash.—The Department of Energy granted early career awards to six researchers at Pacific Northwest National Laboratory—a record number of recipients for PNNL in a single year. The prestigious award is designated for outstanding scientists early in their research careers. It delivers generous support—$2,750,000 for each of the 2025 recipients over a period of five years—allowing researchers to delve into questions that are key to DOE missions. 

“This is the first time six PNNL researchers have received Early Career Research Awards in the same year. This recognition is a testament to their promising research and the impact they stand to make in a variety of fields over the course of their careers,” said Deb Gracio, PNNL director.

PNNL recipients of the awards include chemist Richard Cox, chemical engineer Josh Elmore, computational scientist Hadi Dinpajooh, materials scientist Le Wang, and Earth scientists Avni Malhotra and Nick Ward. Their work focuses on basic science, ranging in focus from the chemistry of heavy elements like plutonium and uranium to plant and microbiological processes that could boost the development of the U.S. bioeconomy. The awards are given to scientists at DOE national laboratories, Office of Science user facilities and U.S. academic institutions. 

“The Department of Energy’s Office of Science is dedicated to supporting these promising investigators, and the Early Career Research Program provides an incredible opportunity,” said Harriet Kung, DOE’s Deputy Director of Science Programs for the Office of Science. “These awards allow them to pursue new ideas and harness the resources of the user facilities to increase the potential for breakthrough new discoveries.” 

For some, like Malhotra, the funding presents a rare opportunity to lead a new research program. “It’s an incredible opportunity to build a program from scratch that can lead to long-term discoveries and new research capabilities,” said Malhotra. Her work will shed light on biological processes that occur in soil near plant roots, which are difficult to capture and have long gone understudied. 

Similarly, Nick Ward’s research could uncover important details about a large, lingering question in the Earth science community: just how much methane and nitrous oxide could flow into or out of the world’s trees, and how might the scientific community better capture the process of forest-based trace gas exchange in their models?

For other recipients, like Wang, the funding makes possible new investigations within an established research team. Wang’s work flows out of the lab’s research in thin oxide films: materials that are an essential component of many modern electronics. Scientists like Wang grow these films in extremely thin layers, atom by atom, and study them to glean details about materials that can give rise to new, promising energy and information-processing technologies. 

“I’ve proposed to focus on a new material system known as high-entropy oxides,” said Wang. “Exploring how these multicomponent materials behave at the atomic level could bring about new functional properties,” he added. 

Dinpajooh’s work developing new AI methodologies could accelerate discovery in basic energy sciences by helping researchers better understand chemical and physical processes in electrolyte solutions. Electrolyte solutions are central to energy storage technologies, separation of critical materials, and many other applications. These AI-enabled approaches could improve prediction of key phenomena such as speciation, nucleation, and electron transfer—helping scientists tailor electrolyte performance and guide the design of next-generation materials and processes.

Other funded work, like Elmore’s research on bacterial bioproduction, could ultimately harness the power of microorganisms to produce valuable chemicals. But before those chemicals and other critical materials can be produced, researchers must work toward a predictive understanding of how microbes regulate energy use. 

By exploring how certain proteins are modified within bacterial cells, Elmore’s research could help to realize that understanding. The proposed work builds upon the project he led within PNNL’s Predictive Phenomics Initiative, which focuses largely on unraveling the mysteries of molecular function in complex biological systems.

Much of the work from this year’s recipients could deliver wide-ranging implications in diverse fields—Cox’s research into nuclear chemistry being a prime example. Cox plans to study the basic chemical behavior of a subset of heavy elements known as actinides. With key roles in nuclear energy, environmental cleanup, energy storage, and even nuclear non-proliferation, a better understanding of why actinides behave the way they do could benefit many. 

“It takes a special place like PNNL that has the access and the ability to handle these unique elements safely,” said Cox, who has pursued this line of research for roughly half a decade. “It was very exciting to find out that my proposed research was chosen, and I’m even more excited to venture out into a new scientific direction,” he added.

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About PNNL

Pacific Northwest National Laboratory draws on its distinguishing strengths in chemistry, Earth sciences, biology and data science to advance scientific knowledge and address challenges in energy resiliency and national security. Founded in 1965, PNNL is operated by Battelle and supported by the Office of Science of the U.S. Department of Energy. The Office of Science is the single largest supporter of basic research in the physical sciences in the United States and is working to address some of the most pressing challenges of our time. For more information, visit the DOE Office of Science website. For more information on PNNL, visit PNNL’s News Center. Follow us on TwitterFacebookLinkedIn and Instagram.




Oil prices hit six-month highs after Trump warns Iran of ‘bad things’ if there’s no deal


US President Donald Trump speaks to reporters on Air Force One before taking off from Joint Base Andrews, Maryland on Feb. 19, 2026.

Saul Loeb | AFP | Getty Images

Oil prices hovered near six-month highs on Friday after U.S. President Donald Trump warned Iran that “really bad things” will happen if there was no deal over its nuclear program.

International benchmark Brent crude futures with April delivery traded 0.2% lower at $71.53 per barrel at around 9:24 a.m. London time (4:24 a.m. ET), erasing earlier gains, while U.S. West Texas Intermediate futures with March delivery stood 0.2% lower at $66.30.

Both contracts notched their highest settle in six months in the previous session as energy market participants continue to monitor supply risks in the oil-rich Middle East.

The U.S. and Iran have held talks in Switzerland this week to try to resolve a standoff over Tehran’s nuclear program. Initial reports of progress, however, gave way to accusations from Washington that Iran had failed to address core U.S. demands.

Speaking at the first meeting of his Board of Peace in Washington on Thursday, the U.S. president said “bad things will happen” if Tehran doesn’t agree to a deal over its nuclear program.

Trump added that the world will likely find out over the next 10 days whether the U.S. will reach a deal with Iran or take military action. He later told reporters aboard Air Force One that he wanted an agreement within “10 to 15 days.”

Stock Chart IconStock chart icon

Oil prices hit six-month highs after Trump warns Iran of ‘bad things’ if there’s no deal

Brent crude futures over the last six months.

His comments come after a significant buildup of U.S. military forces in the Middle East and amid reports the White House is considering fresh military action against Tehran as soon as this weekend.

Trump said Iran’s nuclear potential had been “totally decimated” by U.S. strikes on its facilities in June last year, before adding “we may have to take it a step further or we may not,” without providing further details.

Iran reportedly said in a letter to United Nations Secretary-General Antonio Guterres on Thursday that Tehran will respond “decisively” if subjected to military aggression.

The Islamic Republic has conducted military drills in the strategically vital Strait of Hormuz in recent days, as well as joint naval drills with Russia in the Gulf of Oman, also known as the Sea of Oman.

Naval units from Iran and Russia carry out to simulation of rescue a hijacked vessel during the joint naval drills held at the Port of Bandar Abbas near the Strait of Hormuz in Hormozgan, Iran on February 19, 2026.

Anadolu | Anadolu | Getty Images

“Everything is in place, or will be by Saturday night, for strikes to commence and so the window opens then,” Daniel Shapiro, former U.S. ambassador to Israel, told CNBC’s “Access Middle East” on Friday.

“Doesn’t mean that’s going to happen immediately. The president did indicate that he is waiting to hear from Iran whether they are prepared to make concessions on their nuclear program that he’s insisting on,” Shapiro said.

“I think it’s unlikely. We have never seen Iran open to those types of concessions, so I think it is unlikely they will agree to those, which means that in the days coming, the president will have to make that decision on military strikes,” he added.

A ‘very well supplied’ market

The Trump administration has said it still hopes to reach a diplomatic resolution over Tehran’s nuclear program, with White House press secretary Karoline Leavitt saying on Wednesday that it would be “very wise” for Iran to make a deal.

Martijn Rats, chief commodity strategist at Morgan Stanley, said that, while the oil market is “very well supplied” on a global basis, there are three factors propping up prices.

“Worries about Iran, clearly. Also, an unusually large amount of buying by China, simply for stockpiling purposes. It makes you wonder what they are going to do with all these inventories and then also we have very high freight rates,” Rats told CNBC’s “Europe Early Edition” on Friday.

“The factor of those three that is most prominent, of course, is the issue in Iran,” Rats said.

U.S. will keep key oil routes open, even if it strikes Iran - analyst

Strategists at Barclays said Friday that while equity markets have largely shrugged off the geopolitical noise so far, tensions have been rising since Vice President JD Vance accused Iran of failing to discuss so-called “red lines,” alongside reports of increased U.S. military capability in the region.

“We believe that any strike would likely have to be time limited and with defined targets (nuclear, ballistic missiles), as they were last summer,” the strategists said in a research note.

“With midterm elections later this year and the administration prioritizing affordability for US consumers, we suspect their willingness to tolerate a prolonged period of significantly higher oil prices, and potentially casualties too, will be limited,” they continued. “So if conflict is imminent it is likely to be short lived, in our view.”


Jefferson Lab Tapped to Lead Technology Development for Exploring Nuclear Waste Treatment Options | Newswise


Newswise — NEWPORT NEWS, VA – The U.S. Department of Energy (DOE) Advanced Research Projects Agency-Energy (ARPA-E) has selected DOE’s Thomas Jefferson National Accelerator Facility to lead two research projects that will develop new technologies for better managing the waste from nuclear power plants. The $8.17 million total in grants come from the Nuclear Energy Waste Transmutation Optimized Now (NEWTON) program.

The goal of both projects is to improve existing particle accelerator technologies, one of Jefferson Lab’s key areas of expertise, and repurpose them for applications beyond fundamental research.

“Based on our own success in developing cutting-edge accelerator technologies to enable scientific discoveries, we believe that there is a contribution we can make with the experience we have gained over the last few decades,” said Rongli Geng, who is a principal investigator on both grants. Geng heads the SRF Science & Technology department in Jefferson Lab’s Accelerator Operations, Research and Development division.

Accelerator-Driven Systems Save the Day

According to ARPA-E, unprocessed used nuclear fuel “reaches the radiotoxicity of natural uranium ore after approximately 100,000 years of cooling. Partitioning and recycling of uranium, plutonium, and minor actinide content of used nuclear fuel can dramatically reduce this number to around 300 years.” The NEWTON program grants are aimed at enabling this recycling effort, so that it can be applied to “the entirety of the U.S. commercial used nuclear fuel stockpile within 30 years.”

This work is aimed at moving toward economic viability of transmutation of nuclear waste, a key priority of the NEWTON program. Specifically, the NEWTON grants will support the further development of accelerator-driven systems (ADS). ADS can transform highly radioactive and long-lived nuclear waste into less radioactive, shorter-lived materials, while also producing additional electricity.

An ADS is composed of a particle accelerator that propels a beam of high-energy protons at a target material such as liquid mercury. As the protons interact with the target, the material “spalls” or releases neutrons that are directed at containers of spent nuclear fuel.

“These neutrons will interact with these unwanted isotopes and convert them into more manageable isotopes that you can either try out for some beneficial use or bury underground. Instead of having a lifetime of 100,000 years in storage, for example, you can shorten the storage years down to 300,” Geng said.

Jefferson Lab’s Continuous Electron Beam Accelerator Facility (CEBAF) is a state-of-the-art particle accelerator that represented a huge leap forward in efficiency when it came online for its first experiment in 1995. It was the first large-scale installation of superconducting radiofrequency technology. Today, it supports the research for more than 1,700 nuclear physicists worldwide.

SRF technology powers many of the most advanced research accelerators in the world, including CEBAF and the accelerator that powers the Spallation Neutron Source at DOE’s Oak Ridge National Laboratory. Both accelerators are DOE Office of Science user facilities that enable research in the basic and applied sciences.

Improving ADS Technology

The first project aims to amp up the SRF particle accelerator components in ADS. The focus in this grant is on boosting the components’ efficiency.

In today’s world-class research machines, SRF particle accelerator cavities are made of a pure, silver-colored metal called niobium. Niobium becomes superconducting at extremely low temperatures, a key requirement for their efficiency. The downside to that efficiency is that big research machines must be supported by separate and costly cryogenic refrigeration facilities.

Recently, Jefferson Lab and other research facilities have found that coating the inside surfaces of pure niobium accelerator cavities with tin can make these components even more efficient, allowing them to not only operate at higher temperatures but also with standard commercial cooling units. This work builds on the research and development work supported by DOE’s Nuclear Physics (NP) program and NP’s Early Career Award (ECA) program.

The $4,217,721 grant will allow collaborators from Jefferson Lab, RadiaBeam Technology and Oak Ridge National Lab to further improve the cavities. The researchers plan to test niobium-tin cavities that have specifically been designed to accelerate protons for spalling neutrons. 

“Those are based on the mature Spallation Neutron Source cavity design, but we will add the new tin material on this existing design,” explained Geng. “So that will be tested together with our partners at Oak Ridge National Lab.”

A second goal of the grant is to design new SRF cavities that feature a more complicated design but will drive the machine efficiency even higher with enhanced neutron spallation.

“We’re going to design, build and test a new class of cavities called the spoke cavities,” Geng said. “Very likely, the whole machine will be based on this SRF technology, so this is the kind of innovation that is going to be an additive value.”

The Driving Force for ADS

The second project will focus on powering up the SRF accelerator cavities inside the ADS particle accelerators. For that, the researchers will turn to a common component that also powers the pops that turn ordinary corn kernels into light and fluffy popcorn: the magnetron.

In particle accelerators, magnetrons would provide the power that the SRF cavities harness to propel particle beams. The tricky part here is that the frequency of the energy supplied by the magnetron must match the frequency of the particle accelerator cavity, which is 805 Megahertz.

“We need a lot of power – 10 Megawatts or more. That’s why the efficiency becomes very critical,” Geng said.

For the $3,957,203 grant, the team will be working with Stellant Systems, one of the major players in magnetron manufacturing, to produce advanced magnetrons that can be combined to boost performance at the design frequency. The project team also includes General Atomics Energy Group and Oak Ridge National Laboratory.

“Stellant is tasked to design and prototype this new magnetron, and we’re going to collaborate with General Atomics and Oak Ridge National Lab to do the power combining test,” Geng explained. “That’s the main objective: demonstrate the high power, high efficiency at 805 Megahertz.”

He added that this work builds on research and development work supported by DOE’s Accelerator R&D and Production (ARDAP) program. This program helps ensure that new and emerging accelerator technology will be available for future discovery science and societal applications. Its support was instrumental in developing the technologies that are now at a place where they are ready to be adapted to contribute to the goal of safely maintaining the waste materials produced in nuclear power generation.

Both projects are also already on the path to commercialization of these technologies. By including commercial entities in these initial phases, Jefferson Lab and its partners are helping to not only transfer the specialized knowledge and expertise that will make the resulting technologies successful, but they are also developing these technologies with considerations of the capabilities of companies who would be manufacturing ADS and supporting their operations.

According to Geng, “The challenge is to really translate the accelerator science from where we are right now in terms of technology readiness to where the technology needs to be for this application.”

Further Reading:
Jefferson Lab Research and Technology Partnerships Office
Jefferson Lab Dedicates Niobium-tin Particle Accelerator Prototype
Benchmarking CEBAF
Supercool Delivery: Final Section of Souped-Up Neutron Source Trucks Out of Jefferson Lab
Jefferson Lab technology, capabilities take center stage in construction of portion of DOE’s Spallation Neutron Source accelerator
Smoother Surfaces Make for Better Accelerators
Adapting Particle Accelerators for Industrial Work
Mixing Metals for Improved Performance
Conduction-cooled Accelerating Cavity Proves Feasible for Commercial Applications
Liquid Helium-Free SRF Cavities Could Make Industrial Applications Practical
Award enables research for more efficient accelerators
Microwave Popcorn to Particle Accelerators: Magnetrons Show Promise as Radiofrequency Source

-end-

Jefferson Science Associates, LLC, manages and operates the Thomas Jefferson National Accelerator Facility, or Jefferson Lab, for the U.S. Department of Energy’s Office of Science. JSA is a wholly owned subsidiary of the Southeastern Universities Research Association, Inc. (SURA).

DOEs Office of Science is the single largest supporter of basic research in the physical sciences in the United States and is working to address some of the most pressing challenges of our time. For more information, visit https://energy.gov/science

 




U.S. says Tehran would be ‘very wise’ to make a deal as Russia, Iran hold naval drills


U.S. President Donald Trump disembarks Air Force One at Palm Beach International Airport in West Palm Beach, Florida, U.S., Feb. 13, 2026.

Elizabeth Frantz | Reuters

The Trump administration has warned it would be “very wise” for Iran to make a deal, amid reports the White House is considering fresh military action against Tehran as soon as this weekend.

It comes shortly after Vice President JD Vance accused Iran of failing to address core U.S. demands during nuclear talks in Switzerland this week. Iran’s foreign minister previously reported progress in the talks, saying the two countries had reached an understanding over the “guiding principles” for the negotiations.

Speaking at a news briefing Wednesday, White House Press Secretary Karoline Leavitt said there were “many reasons and arguments that once could make for a strike against Iran,” noting that the two countries remain “very far apart” on some issues.

The U.S. president had a “very successful” operation last June, Leavitt said, when U.S. stealth bombers struck three Iranian nuclear facilities as part of “Operation Midnight Hammer.”

U.S. says Tehran would be ‘very wise’ to make a deal as Russia, Iran hold naval drills

“The president has always been very clear though with respect to Iran or any country around the world, diplomacy is always his first option. And Iran would be very wise to make a deal with President Trump and this administration,” Leavitt said.

The White House has said it still hopes to reach a diplomatic resolution over Tehran’s nuclear program, although U.S. media has reported that the military could be prepared to strike Iran as early as the weekend.

‘Extremely dangerous’ situation

Both the U.S. and Iran have increased military activity in the oil-producing Middle East region in recent weeks.

The U.S., for its part, has built up a significant presence of air and naval assets, while Iran has conducted military drills in the strategically vital Strait of Hormuz and announced joint naval drills with Russia in the Sea of Oman.

Laura James, Middle East senior analyst at Oxford Analytica, described the current situation as “extremely dangerous,” with the U.S. and Iran “certainly closer” to an outright conflict than last week.

Never underestimate President Trump's ability to change his mind: Analyst

“The thing that is now a particular concern over the past 24 hours is the very rapid pace at which the United States is reinforcing its air power in the region. That, of course, can still be signalling and pressure for a particular diplomatic outcome,” James told CNBC’s “Access Middle East” on Thursday.

“But as more and more planes comes in and more and more equipment comes in, that signalling gets more and more expensive. And therefore, the payoff you want for it in diplomatic terms has to be larger — and there is simply no sign Tehran can offer the absolute minimum that Washington is likely to demand,” she added.

Oil prices

Energy market participants have been closely watching the outcome of the U.S.-Iran talks in Geneva, particularly as it relates to the Strait of Hormuz, a major international waterway that Iran partially closed on Tuesday citing “security precautions.”

Located in the gulf between Oman and Iran, the Strait of Hormuz is recognized as one of the world’s most important oil choke points.

Iranian military personnel take part in an exercise titled ‘Smart Control of the Strait of Hormuz’, launched by the Naval Forces of the Islamic Revolutionary Guard Corps, is being carried out in the Persian Gulf and the Strait of Hormuz on February 16, 2026.

Anadolu | Anadolu | Getty Images

About 13 million barrels per day of crude oil transited the Strait of Hormuz in 2025, accounting for roughly 31% of global seaborne crude flows, data provided by market intelligence firm Kpler showed.

Oil prices were higher on Thursday, extending gains after settling up more than 4% in the previous session.

International benchmark Brent crude futures with April delivery rose 1.5% to $71.41 per barrel, while U.S. West Texas Intermediate futures with March delivery stood 1.7% higher at $66.27.

— CNBC’s Lee Ying Shan contributed to this report.


Feeling the Vibe


Newswise — It started with a social media post from Andrej Karpathy, one of the founders of OpenAI. Last year, he tweeted, ​“There’s a new kind of coding I call ​‘vibe coding,’ where you fully give into the vibes, embrace exponentials, and forget that the code even exists.” Karpathy said that large language models and voice-to-text programs had gotten so sophisticated that he could just ask a model to create something and then copy and paste the code it generated to build a project or create a web app from scratch. ​“I just see stuff, say stuff, run stuff, and copy-paste stuff, and it mostly works.” 

That groovy technique might be good for patching a glitchy website or building a phone app, but can it really change the way we do science? Researchers from the U.S. Department of Energy’s (DOE) Argonne National Laboratory are testing vibe coding tools and techniques to see how they stand up to data-intensive scientific challenges. At a recent hackathon, researchers from across the lab gathered to learn together and test commercially available coding tools like Cursor and Warp against scientific challenges as large and hairy as the hunt for dark matter and as pressing as the optimization of nuclear power plants. 

As a long-time leader in computational science and the home of Aurora, one of the world’s fastest and most powerful supercomputers, Argonne is no stranger to grand challenges. But to solve huge problems and to process more data than ever before, researchers are working to stay at the bleeding edge of harnessing artificial intelligence (AI) for science.

Rick Stevens sees vibe coding as another way Argonne researchers can continue to speed up scientific innovation. Stevens is the associate laboratory director for Computing, Environment and Life Sciences at Argonne. He has said that scientists need to be able to work as fast as they can think. He gets frustrated by the bottlenecks of current technology. But vibe coding is a productivity hack. ​“You’re unhobbled from your coding speed,” said Stevens. 

With vibe coding, researchers can interact with large language models in real time, asking them questions by talking rather than by typing commands, and then getting usable output in seconds or minutes. Stevens compared it to having an AI co-scientist — or even a team of co-scientists — working alongside you. He challenged fellow scientists to work with the technology every day. ​“You need to get your head around how to be productive in this environment,” he said. ​“Think, play and have a blast!”

Breaking barriers between ideas and action 

Part of the excitement around vibe coding is that we don’t know how it’s going to change science. At the hackathon, the vibe in the room was playful. The group was a mix of coders and non-coders from a variety of disciplines. Instead of quietly pecking away at their keyboards, researchers were laughing, bouncing ideas off each other and confidently speaking commands to their laptops. 

The promise of AI and vibe coding isn’t just about doing science faster, Stevens explained. These tools free up scientists to be more creative, to put their energy toward things that only a human can do. ​“With these tools, you’re not bottlenecked by writing code,” he said. ​“Now, you’re focused on ideas.” 

Here are some of the ideas Argonne scientists are vibing on:

1. Prototyping software to strengthen nuclear power plants

Nuclear power plants are an integral part of America’s energy supply and a reliable source of power for the growing energy needs of AI. Nuclear engineer Yeni Li and her team are creating AI models of those power plants to help plant engineers and managers predict the best times for maintenance. That knowledge can lead to more reliable and affordable energy production. 

Li said that vibe coding will be useful for setting up the software architecture she needs to turn her ideas into prototypes. ​“These tools will help us do a few days of work in a single afternoon,” said Li. 

2. Automating workflows in bioscience

Rosemarie Wilton doesn’t do a lot of coding in her work as a molecular biologist, but she does spend a significant amount of time using software tools for data analysis. Developing Python-coded pipelines would allow her to automate her data processing workflows and integrate multiple tools seamlessly. She was delighted to see how fast vibe coding could give her the command codes she needed. ​“For a coding novice, it’s really quite amazing. It will be a time saver,” she said. 

That quick win in generating command codes led Wilton and Computational Biologist Nick Chia to think about other ways vibe coding could help. Chia mused, ​“If we have an AI agent generating hypotheses for experiments, could we create another AI agent to order the chemicals or samples needed to run those experiments?” Speeding up routine processes like these could help Wilton and her team track the spread of human pathogens with greater accuracy or engineer new enzymes and biosynthetic pathways faster than ever before. 

3. Translating coding languages in science infrastructure

Zachary Sherman is a software developer who manages open-source Python tools for the Atmospheric Radiation Measurement group. He came to the hackathon looking for ways to quickly translate other coding languages into Python, a task that could take years of tedious manual coding. 

“There are many different atmospheric tools in different coding languages and also databases with application programming interfaces for downloading and interacting with atmospheric datasets,” said Sherman. ​“Some of these tools are outdated. We think vibe coding can help us create tools in Python to interact with these interfaces to download and work with the datasets. We also think vibe coding will help us modernize these code bases so we can troubleshoot issues faster and save time and money as we maintain essential scientific infrastructure.”

4. Understanding the nature of the universe

Chiara Bissolotti is a nuclear physicist trying to understand how all known particles interact. Tim Hobbs is a theoretical particle physicist trying to identify unknown particles that can help us understand the nature of dark matter or other possible ​“new physics” in the universe. Both of their fields generate huge amounts of data from theoretical computer simulations, cosmological observations and experiments at research institutions such as CERN’s Large Hadron Collider and the planned Electron-Ion Collider at DOE’s Brookhaven National Laboratory. The information hidden where their data sets overlap could be the key to answering some of the biggest mysteries of the universe, from quarks to the cosmos. But merging those data sets is a monumental task if you’re coding and comparing them by hand. 

“Can the data sets talk to each other?” asked Hobbs. ​“Might they be hiding common patterns, or guide us toward novel theoretical predictions or the automation of burdensome calculations?” 

Bissolotti summed it up, ​“We have many, many ideas. Many more ideas than time. If vibe coding can help us build the scaffolding of the code or help us make the data comparisons more scalable and efficient, we can cut our time to solution by a huge factor.”

5. Collaborating on complex problems in national security

Jonathan Ozik is a computational scientist who uses supercomputers and simulations to understand large and complex systems across many scientific domains, such as biological systems, health care interventions and infectious diseases in urban settings. He said vibe coding can help him explain his work to the many collaborators from different backgrounds that he works with. He also sees it as a way that he can help himself switch between complex projects. ​“It could give me a two-minute reintroduction to the code and the context I’m working in,” he said. ​“There’s no reason not to try to make your daily tasks easier.” 

Ozik predicts vibe coding will open research up to ideas we can’t yet begin to imagine: ​“If you have fewer perceived barriers, you create new possibilities. Things that were previously infeasible in science will become common.”

Argonne National Laboratory seeks solutions to pressing national problems in science and technology by conducting leading-edge basic and applied research in virtually every scientific discipline. Argonne is managed by UChicago Argonne, LLC for the U.S. Department of Energy’s Office of Science.

The U.S. Department of Energy’s Office of Science is the single largest supporter of basic research in the physical sciences in the United States and is working to address some of the most pressing challenges of our time. For more information, visit https://​ener​gy​.gov/​s​c​ience.




Iran partially closes Strait of Hormuz, a vital oil chokepoint, as Tehran holds talks with U.S.


Iranian Navy soldiers at an armed speed boat in Persian Gulf near the strait of Hormuz about 1320km (820 miles) south of Tehran, April 30, 2019.

Morteza Nikoubazl | Nurphoto | Getty Images

Iran partially closed the strategically vital Strait of Hormuz on Tuesday, state media reported, citing “security precautions” as Tehran’s Revolutionary Guards conduct military drills in the waterway.

It comes as the U.S. and Iran hold talks in the Swiss city of Geneva, seeking to resolve an ongoing dispute over Tehran’s nuclear program.

It marks the first time Iran has shut parts of the Strait of Hormuz, a major international waterway that links crude producers in the Middle East with key markets across the globe, since U.S. President Donald Trump threatened Tehran with military action in January.

Located in the Gulf between Oman and Iran, the strait is recognized as one of the world’s most important oil chokepoints.

About 13 million barrels per day of crude oil transited the Strait of Hormuz in 2025, accounting for roughly 31% of global seaborne crude flows, data provided by market intelligence firm Kpler showed.

Tuesday’s temporary closure of the waterway was aimed at ensuring shipping safety as part of the Revolutionary Guards’ “Smart Control of the Strait of Hormuz” drill. The exercise is designed to improve Iran’s operational readiness and bolster its deterrence, among other objectives.

Iran and the U.S. reached an understanding of the “guiding principles” during the talks, Iranian Foreign Minister Abbas Araghchi told reporters after they concluded, Reuters reported.

The progress does not mean an agreement will be reached soon and more work still needs to be done, he added.

Iran partially closes Strait of Hormuz, a vital oil chokepoint, as Tehran holds talks with U.S.

Energy market participants had been closely watching the outcome of the U.S.-Iran talks, particularly as both sides have increased their military presence in the region.

Oil prices were last seen trading lower, erasing earlier gains. International benchmark Brent crude futures with April delivery fell 1.8% to $67.48 a barrel, while U.S. West Texas Intermediate futures with March delivery stood 0.4% lower at $62.65

Jakob Larsen, chief safety and security officer at BIMCO, which represents global shipowners, said the temporary closure of the Strait of Hormuz was likely to cause “minor nuisance and delays” to inbound shipping headed for the Persian Gulf — but no major disruptions.

“The exercise establishes a live firing exercise area overlapping the inbound part of Strait of Hormuz’s Traffic Separation Scheme, and requests that shipping keeps clear of the area for the duration of a few hours,” Larsen said.

“Given the level of tension in the area, it is expected that commercial shipping will comply with the Iranian request to keep clear of the exercise area,” he added.

— CNBC’s Lori Ann LaRocco & Lee Ying Shan contributed to this report.


India’s Adani to invest $100 billion in AI data centers over the next decade


The logo of the Adani Group is seen on the facade of its Corporate House on the outskirts of Ahmedabad, India, November 21, 2024. 

Amit Dave | Reuters

India’s Adani on Tuesday announced plans to invest $100 billion to develop renewable energy-powered AI-ready data centers by 2035, seeking to establish the world’s largest integrated data center platform.

The blockbuster investment, which comes as India pushes to gain a stronger foothold in the global AI race, is expected to create a $250 billion AI infrastructure ecosystem in India over the next decade, Adani said.

The initiative is also poised to incentivize an additional $150 billion in spending across server manufacturing, sovereign cloud platforms, and supporting industries, the company said.

“The world is entering an Intelligence Revolution more profound than any previous Industrial Revolution,” Gautam Adani, chairman of Adani Group, said in a statement.

“India will not be a mere consumer in the AI age. We will be the creators, the builders and the exporters of intelligence and we are proud to be able to participate in that future,” he added.

The announcement coincides with India’s AI Impact Summit, a five-day event which got underway on Monday.

Global leaders and technology executives such as OpenAI CEO Sam Altman and Alphabet CEO Sundar Pichai are expected to take part in the summit, which has been billed as the first major international AI meeting hosted in the Global South.

Shares of Adani Enterprises, the flagship company of Adani Group, rose 2.3% on the news, making it one of the top gainers on the benchmark Nifty 50 stock index. Shares of Adani Green Energy were last seen up 1.8%.

Strategic partnership

Adani’s AI push is designed to build on AdaniConnex’s existing 2 gigawatt (GW) national data center, with plans to expand toward a 5 GW target. It is this deployment that the company says will create the world’s largest integrated data center platform.

AdaniConnex is a joint venture between Adani Group and EdgeConnex, a global data center provider.

Adani said its vision is supported by its strategic partnerships with Google. The multinational conglomerate added that it was also in talks with other major players to establish large-scale campuses across India, without providing further details.

Google’s parent company Alphabet said in October that it would invest $15 billion over the next five years to build an AI data center hub in southern India.

Shares of Adani Group companies have been volatile in recent weeks.

Indeed, the firm’s stocks fell sharply after court filings late last month showed that the U.S. Securities and Exchange Commission is looking to send a summons to Indian billionaire and Adani Group chair Gautam Adani and nephew Sagar Adani on charges of bribery and fraud.

Adani’s chariman was indicted with seven other men in New York federal court in November 2024 on charges related to a massive bribery and fraud scheme. CNBC reached out to Adani Group and the U.S. SEC following the news.

India’s Ministry of Law and Justice twice refused last year to deliver the summons to Gautam Adani and Sagar Adani under the Hague Convention, the SEC told the court.

— CNBC’s Priyanka Salve contributed to this report.


KRICT Demonstrates 100kg per day Sustainable Aviation Fuel Production from Landfill Gas | Newswise


Newswise — The aviation industry accounts for a significant share of global carbon emissions. In response, the international community is expanding mandatory use of Sustainable Aviation Fuel (SAF), which is produced from organic waste or biomass and is expected to significantly reduce greenhouse gas emissions compared to conventional fossil-based jet fuel. However, high production costs remain a major challenge, leading some airlines in Europe and Japan to pass SAF-related costs on to consumers.

Against this backdrop, a research team led by Dr. Yun-Jo Lee at the Korea Research Institute of Chemical Technology (KRICT), in collaboration with EN2CORE Technology Co., Ltd., has successfully demonstrated an integrated process that converts landfill gas generated from organic waste—such as food waste—into aviation fuel.

Currently, the refining industry mainly produces SAF from used cooking oil. However, used cooking oil is limited in supply and is also used for other applications such as biodiesel, making it relatively expensive and difficult to secure in large quantities. In contrast, landfill gas generated from food waste and livestock manure is abundant and inexpensive. This study represents the first domestic demonstration of aviation fuel production using landfill gas as the primary feedstock.

Producing aviation fuel from landfill gas requires overcoming two major challenges: purifying the gas to obtain suitable intermediates and improving the efficiency of converting gaseous intermediates into liquid fuels. The research team addressed these challenges by developing an integrated process encompassing landfill gas pretreatment, syngas production, and catalytic conversion of syngas into liquid fuels.

EN2CORE Technology was responsible for the upstream processes. Landfill gas collected from waste disposal sites is desulfurized and treated using membrane-based separation to reduce excess carbon dioxide. The purified gas is then converted into synthesis gas—containing carbon monoxide and hydrogen—using a proprietary plasma reforming reactor, and subsequently supplied to KRICT.

KRICT applied the Fischer–Tropsch process to convert the gaseous syngas into liquid fuels. In this process, hydrogen and carbon react on a catalyst surface to form hydrocarbon chains. Hydrocarbons of appropriate chain length become liquid fuels, while longer chains form solid byproducts such as wax. By employing zeolite- and cobalt-based catalysts, KRICT significantly improved selectivity toward liquid fuels rather than solid byproducts.

A key innovation of this work is the application of a microchannel reactor. Excessive heat generation during aviation fuel synthesis can damage catalysts and reduce process stability. The microchannel reactor developed by the team features alternating layers of catalyst and coolant channels, enabling rapid heat removal and suppression of thermal runaway. Through integrated and modular design, the reactor volume was reduced by up to one-tenth compared to conventional systems. Production capacity can be expanded simply by adding modules.

For demonstration purposes, the team constructed an integrated pilot facility on a landfill site in Dalseong-gun, Daegu. The facility, approximately 100 square meters in size and comparable to a two-story detached house, successfully produced 100 kg of sustainable aviation fuel per day, achieving a liquid fuel selectivity exceeding 75 percent. The team is currently optimizing long-term operation conditions and further enhancing catalyst and reactor performance.

This achievement demonstrates the potential to convert everyday waste-derived gases from food waste and sewage sludge into high-value aviation fuel. Moreover, it shows that aviation fuel production—previously limited to large-scale centralized plants—can be realized at local landfills or small waste treatment facilities. The technology is therefore expected to contribute to the establishment of decentralized SAF production systems and strengthen the competitiveness of Korea’s SAF industry.

The research team noted that the work is significant in securing an integrated process technology that converts organic waste into high-value fuels. KRICT President Young-Kuk Lee stated that the technology has strong potential to become a representative solution capable of achieving both carbon neutrality and a circular economy.

The development of two catalysts enabling selective production of liquid fuels was published as an inside cover article in ACS Catalysis (November 2025) and in Fuel (January 2026).

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KRICT is a non-profit research institute funded by the Korean government. Since its foundation in 1976, KRICT has played a leading role in advancing national chemical technologies in the fields of chemistry, material science, environmental science, and chemical engineering. Now, KRICT is moving forward to become a globally leading research institute tackling the most challenging issues in the field of Chemistry and Engineering and will continue to fulfill its role in developing chemical technologies that benefit the entire world and contribute to maintaining a healthy planet. More detailed information on KRICT can be found at https://www.krict.re.kr/eng/

This research was supported by “Development of integrated demonstration process for the production of bio naphtha/lubricant oil from organic waste-derived biogas” (Project No. RS-2022-NR068680) through the National Research Foundation (NRF) funded by the Ministry of Science and ICT (MSIT), Republic of Korea.




Battery Game Changer: AI Identifies Key Conditions for All-Solid-State Battery Electrolyte Materials | Newswise


Newswise — Lithium-ion batteries serve as the core energy storage devices in various industries and everyday products, including smartphones, electric vehicles, and ESS (energy storage systems). However, conventional lithium-ion batteries use liquid electrolytes, posing a risk of fire or explosion when subjected to external impact or overheating. Recent electric vehicle fire incidents have heightened concerns about their safety. As an alternative to overcome these limitations, ‘all-solid-state batteries’-which use non-flammable solid materials as electrolytes-are gaining attention as next-generation battery technology.

However, amorphous solid electrolytes-the core material for all-solid-state batteries-have faced limitations in analyzing lithium-ion transport mechanisms due to the irregularity of their internal structure. Consequently, performance improvements have been achieved empirically by altering electrolyte composition or compression conditions, making it difficult to systematically explain the causes of performance differences.

A research team led by Dr. Byungju, Lee at the Computational Science Research Center of the Korea Institute of Science and Technology (KIST, President Sang-Rok Oh) has identified key factors governing lithium ion movement in amorphous solid electrolytes through AI-based atomic simulations. The team analyzed lithium-ion movement by distinguishing it into ‘ease of movement between sites’ and ‘connectivity of movement paths’. They confirmed that overall performance is more significantly influenced by the difficulty of ions moving from one site to the next than by path connectivity.

In fact, while ion conductivity performance varied by up to fivefold depending on lithium ion mobility, the effect of pathway connectivity was limited to approximately a twofold difference. This provides a quantitative basis for interpreting performance variations that were previously difficult to explain due to the amorphous structure. Furthermore, the research team identified specific structural conditions that enhance lithium ion mobility. The higher the proportion of structures where four sulfur atoms surrounded a lithium ion, the faster the ion migration became. Optimal performance was achieved when the size of the internal void space fell within an appropriate range. Notably, excessively large voids actually hindered ion migration and degraded performance. This finding overturns the conventional wisdom that ‘lower density leads to higher conductivity’.

The results of this study can be directly applied to the design and manufacturing process of solid electrolytes for all-solid-state batteries. Simply controlling the internal structure by adjusting the electrolyte composition ratio or compression/molding conditions can improve ionic conductivity performance without requiring additional material changes, making it highly applicable in industrial settings. Furthermore, the analytical method proposed in this study can be extended to the development of various solid electrolyte materials. By pre-selecting high-performance candidate materials, it can dramatically enhance performance prediction and accelerate material development speed. This is expected to advance the commercialization of all-solid-state batteries in fields where safety and energy density are critical, such as electric vehicles and energy storage devices.

Dr. Byungju, Lee of KIST stated, “This research is significant in that it clearly identifies the key factors determining the performance of amorphous solid electrolytes.” He added, “As it presents design criteria enabling systematic improvement of material performance, we expect it to contribute to accelerating the commercialization of all-solid-state batteries.”

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KIST was established in 1966 as the first government-funded research institute in Korea. KIST now strives to solve national and social challenges and secure growth engines through leading and innovative research. For more information, please visit KIST’s website at https://kist.re.kr//eng/index.do

This research was conducted as part of KIST’s major projects and the Materials Global Young Connect Project (RS-2024-00407995), supported by the Ministry of Science and ICT (Minister Bae Kyung-hoon). The research findings were published in the latest issue of the international journal Advanced Energy Materials (IF 26.0, JCR field 2.5%).




What’s next for Cuba? Trump turns the screws as the island runs out of jet fuel


Cuba’s President Miguel Diaz-Canel (C) takes part in the “Anti-Imperialist” protest in front of the US Embassy against the US incursion in Venezuela, where 32 Cuban soldiers lost their lives, in Havana on January 16, 2026.

Yamil Lage | Afp | Getty Images

Cuba’s communist-run government is facing its biggest test since the collapse of the Soviet Union.

U.S. President Donald Trump has ratcheted up the pressure on the Caribbean island since the Jan. 3, military operation to seize Venezuelan President Nicolás Maduro, a long-time ally of Cuba’s government. Cuba said 32 of its citizens were killed in the attack.

Trump has since effectively cut Cuba off from Venezuelan oil, called its government “an unusual and extraordinary threat” and pledged to impose tariffs on any country that supplies it with oil.

Cuban President Miguel Díaz-Canel condemned the move and said: “Surrender is not an option.” He’s since said the government is prepared to hold talks with Washington, albeit “without pressure or preconditions.”

The country has warned that international airlines would no longer be able refuel in the country due to fuel shortages. Gripped by a worsening economic crisis, Cuba’s government recently adopted rationing measures to protect essential services and ration fuel supplies for key sectors.

The plan reportedly includes restrictions on fuel sales, the closure of some tourist establishments, shortening school days and a shorter working week at state-owned companies to four days, from Monday to Thursday.

“The current situation in Cuba is as serious as it has been since the 1990s, when Cuba suddenly had to survive without the support of the Eastern Bloc,” Par Kumaraswami, professor of Latin American Studies at the U.K.’s University of Nottingham, told CNBC by email.

The odds are shortening that President Miguel Díaz-Canel will be forced from power in the weeks or months ahead in a Maduro-style managed transition.

Robert Munks

Head of Americas research at Verisk Maplecroft

Trump’s tariff threats have created a deterrent for many nations, Kumaraswami said.

Mexico has sent humanitarian aid but suspended oil shipments, as it sought to preserve its relationship with Havana while avoiding Trump’s tariffs.

Kumaraswami said there was “of course frustration with the difficulties of daily life,” but that “many Cubans are resolved to resist threats to their national sovereignty and a new wave of patriotism has emerged.”

‘An accelerating collapse’

Air Canada subsequently has canceled all flights to Cuba amid the fuel shortage, though the airline said Monday that it would bring some 3,000 customers already in the country home over the coming days.

Tourism is a significant source of revenue for Cuba’s cash-strapped government and the country is a popular winter vacation destination for Canadian tourists.

A Turkish Airlines plane takes off at Jose Marti International Airport in Havana on February 9, 2026.

Yamil Lage | Afp | Getty Images

Unlike in previous crises, Cuba’s regime lacks foreign partners that can step in to help, according to Robert Munks, head of Americas research at risk intelligence company Verisk Maplecroft.

“Raising the stakes, the US has also limited Cuba’s access to hard currency and pressured Nicaragua to end visa-free travel for Cubans,” Munks told CNBC by email.

The government’s pledge to increase the use of limited renewable energy sources is likely “too little, too late,” Munks said. He added that outbreaks of civil unrest were possible, given that the island’s domestic energy production is far short of what it needs to keep the lights on.

“An accelerating collapse of basic services will put the regime under extreme pressure to find a negotiated solution,” Munks said.

He added that “the odds are shortening” on Díaz-Canel being forced from power in the months ahead in a Maduro-style managed transition, but Munks said it was more likely that “the regime will try to muddle through” until the U.S. midterm elections in November.

Cuba’s dwindling oil supplies prompted the United Nations to warn of a possible humanitarian “collapse” last week.

“The Secretary-General is extremely concerned about the humanitarian situation in Cuba, which will worsen, and if not collapse, if its oil needs go unmet,” said UN spokesperson Stéphane Dujarric.

A big test for BRICS

Cuba’s emergency measures should be seen as crucial test for the BRICS bloc of developing nations, according to Helen Yaffe, a Cuba expert and professor of Latin American political economy at the University of Glasgow, Scotland.

“This is probably the most important test now for BRICS … If BRICS cannot protect, defend and rally around a member, then what is it worth?” Yaffe told CNBC by telephone.

Cuba acquired “partner country” status of the BRICS group in January last year, bolstering its ties with the likes of Brazil, Russia and China. Indeed, each of these three countries have sought to offer support to Cuba in recent days.

The Mexican government has dispatched humanitarian aid to the people of Cuba aboard two ships of the Mexican Navy. More than 800 tons of supplies were transported by sea from Asipona, in Veracruz, Mexico, on February 9, 2026.

Anadolu | Anadolu | Getty Images

A spokesperson for China’s foreign ministry said Tuesday that Beijing “stands firmly against the inhumane actions that deprive the Cuban people of their right to subsistence and development.” They added that China would, “as always,” seek to provide assistance to Cuba.

Russia, meanwhile, has described Havana’s fuel situation as “truly critical” and said U.S. attempts to further pressure the country were causing numerous problems.

“The Cuban government is not going to submit,” Yaffe said. “The fact is, [the U.S. is] going to keep squeezing and the Cubans are going to keep resisting and there’s going to be a lot of unnecessary suffering.”

She added: “I’m a historian and it’s very vainglorious for historians to try and predict the future but we can look at trends — and I can guarantee you that we were here before in the early 1990s where nobody thought Cuba would pull together and pull through — and they did.”