Jul. 29, 2026
Image of watch vitals and machine vitals

Artificial intelligence (AI) is changing far more than hospital paperwork. Researchers say it's beginning to help doctors make clinical decisions, identify mental health risks earlier, expand care through smartphones and wearable devices, and extend healthcare to people who might otherwise go without it. 

While adoption varies across healthcare systems, Georgia Tech researchers say AI is becoming increasingly integrated into medicine. At the same time, questions about privacy, trust, equity, and human oversight remain central to how the technology will be used in the years ahead. 

“Medicine has clearly embraced the human-AI fusion approach,” said Jon Duke, director of the Center for Health Analytics & Informatics at the Georgia Tech Research Institute. “The use of AI is encouraged, but reliance on AI is not.” 

From Clinical Workflows to Decision Support 

Many of healthcare's earliest AI applications focused on reducing administrative burdens. Today, researchers say the technology is increasingly helping clinicians access and interpret information. 

Duke points to the growing use of clinical AI tools such as OpenEvidence, which provide healthcare professionals with AI-generated, source-backed answers to medical questions. 

“AI is moving beyond administrative tasks and beginning to play a meaningful role in clinical decision support,” Duke said. 

Within electronic health records, AI is being used to generate clinical notes from patient-provider conversations and summarize complex patient charts. While healthcare systems have moved most quickly on efficiency-focused applications, Duke said AI is steadily becoming part of everyday clinical practice. 

Still, he believes human oversight will remain essential. 

“One of the biggest long-term questions is whether physicians trained alongside AI will develop the same level of independent clinical judgment as previous generations,” he said. 

Expanding Access Beyond the Doctor's Office 

Researchers also see AI creating new opportunities outside hospitals and clinics. 

Munmun De Choudhury, professor in the School of Interactive Computing, said AI is helping public health systems identify emerging mental health concerns by analyzing digital and clinical data. 

“AI is enabling public health systems to move from reactive to more proactive approaches by identifying emerging mental health concerns from diverse digital and clinical data sources,” De Choudhury said. 

Those insights may create opportunities for earlier intervention. 

“AI has the potential to identify subtle behavioral changes that precede worsening mental health, creating opportunities for earlier support before someone reaches a crisis,” she said. 

Alexander Adams, assistant professor in the School of Interactive Computing, studies wearable sensing systems, remote patient monitoring technologies, and point-of-care health tools. He said advances in AI are accelerating innovation in areas such as pharmaceuticals, medical imaging, simulation, and biomarker discovery. 

“The biggest changes I am seeing are the increased productivity in pharmaceuticals, medical imaging, simulation, and biomarker discovery,” Adams said. “That has a downstream impact on what we can measure at the point of care.” 

According to Adams, smartphones and wearable devices have become increasingly important healthcare tools because of the amount of data they collect. 

“No stand-alone medical devices generate nearly as much data as smartphones and smartwatches, making them a natural place for modern AI,” he said. 

He also sees significant potential for AI-enabled technologies to improve access in rural and underserved communities. 

“These technologies are especially important for underserved and rural populations that often have less access to care and face higher risks of complications,” Adams said. 

Balancing Innovation and Human Connection 

Despite growing interest in AI, researchers caution that adoption is not without challenges. 

“The real opportunity lies not in building more autonomous AI, but in designing systems that strengthen human judgment, clinical expertise, and community care,” De Choudhury said. 

Although AI has advanced rapidly, its impact on chronic disease management has remained limited, said Rosa Arriaga, professor in the School of Interactive Computing. 

“AI holds a lot of promise but hasn't delivered much in the way of real-world applications,” Arriaga said. 

She also raised concerns about how increased reliance on data-driven tools could affect interactions between clinicians and patients. 

“The fear is that clinicians become ‘data checkers’ and have even less interaction with patients,” she said. 

At the same time, Arriaga said AI is having its greatest impact in the mental wellness space. 

“There are now randomized controlled trials showing that some people are willing to receive ‘therapy’ from an AI agent and that this intervention is beneficial,” she said. 

However, she cautioned that those developments should be considered alongside potential risks. 

“Greater interactions with AI may lead to greater isolation, and parasocial relationships with AI may erode the social fabric,” Arriaga said. 

Shaping the Next Era of Healthcare 

Despite differing views on the opportunities and challenges, the researchers see AI becoming a lasting part of healthcare. 

“AI is accelerating everything,” Adams said. “Even through rapid iteration and simulation alone, it will accelerate medical devices and point-of-care technologies.” 

As healthcare organizations continue to explore where AI can improve care, researchers say the future of medicine will depend not only on technological advances but also on how effectively those tools support the people who deliver and receive care. 

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Siobhan Rodriguez
Georgia Institute of Technology 
Institute Communications

Jul. 28, 2026
Field tour attendees in Soperton, Georgia.

Field tour attendees in Soperton, Georgia.

Forest in Soperton, Georgia

Forest in Soperton, Georgia

Touring a recreational working forest in Metter, Georgia.

Touring a recreational working forest in Metter, Georgia.

Collaboration image of Herbert Hodges showing his farm estate.

Herbert Hodges displays photos: one of his father, Willie Hodges, and the other of his father, brother, and mother (photo credit: Sandra S. Hodges). Hodges leads a tour of the Willie Hodges Family Farm Estate.

Collaboration image of the field tour in south Georgia

Clockwise from top left: Viewing habitat for gopher turtles. Hurricane Helene damage in Soperton, Georgia, on land owned by Gillis Ag and Timber. Attendees learn about the Georgia Carbon Exchange. Foresters share how Hurricane Helene and market changes have impacted their industry and community.

“If we take care of our forests, our forests will take care of us,” said Yanshu Li, associate professor of forest economics at the University of Georgia (UGA). This message was a main takeaway from a field tour held January 29-30, 2026, across working forests in Southeast Georgia. Organized by the Georgia Forestry Foundation (GFF) in partnership with the Ray C. Anderson Center for Sustainable Business at the Georgia Tech Scheller College of BusinessClemson University, and the UGA Warnell School of Forestry and Natural Resources, the trip brought together university researchers, foresters, potential carbon credit buyers, and family landowners. 

Georgia is the number one forestry state in the country, with more than 22 million of its roughly 24 million forested acres held in private hands. According to the Southern Group of State Foresters, forests and the forest products industry in the Southern U.S. provide for more than 18% of the world’s pulpwood for paper and paper-related products and 7% of the world’s industrial roundwood. The timber industry also supports thousands of rural livelihoods and sequesters enormous amounts of carbon. Yet today, Georgia forests are under pressure due to natural disasters and market changes. 

The field tour promoted a Georgia-specific carbon exchange that has the potential to save forests, help companies purchase high quality carbon credits, and provide co-benefits for the entire state. 

Pressure Points: Helene’s Wake and Market Headwinds 

Across pine-forested Southeast Georgia, the devastation left by Hurricane Helene remains impossible to miss. A year and a half later, the cleanup – which is slow, expensive, and disheartening – is still ongoing across thousands of acres. Downed timber, too old to be sold for profit, lies in heaps. Throughout the field tour, landowners and foresters shared personal narratives that made it easy to feel the weight of what has been lost. 

Helene only worsened troubles that were already underway. The markets for timber and pulpwood have been weakening. Demand for paper products has fallen sharply, taking pulpwood prices with it. In the last year alone, three mills have closed in Georgia. 

Do I bother to replant? If I plant, will someone actually buy my timber in 20 years? These are the questions landowners across Georgia are wrestling with. Landowners’ decisions today can lead to a future with fewer forested acres, less healthy forests, and forests converted to development – a loss that is permanent. 

The pressing question throughout the field tour was: What happens next? 

Storytelling Matters: The Power of the Personal 

One of the benefits of a field tour is the chance to hear firsthand, personal accounts from the people whose livelihoods depend on forests. 

The tour began in Emanuel County at the Willie Hodges Family Farm Estate. Herbert Hodges welcomed the group to the 600-acre property his family has stewarded for four generations. Hodges shows his respect for the land through thoughtful stewardship – for which he was honored when he was named 2025 Conservationist of the Year by the Georgia Association of Conservation Districts. However, Hodges worries whether the fifth generation will keep the land, and he wants to demonstrate to his heirs that the land is worth holding onto. He remembers his father telling him, “Never get rid of the land. As long as you keep it, you have somewhere to live, somewhere to go.” 

Matt Hestad, senior vice president of GFF, said, “Mr. Hodges has to identify new opportunities for his property not only to keep his family engaged but also to prove the land is economically valuable, both today and into the future.” 

The carbon exchange, if built well, could be exactly that kind of new opportunity. 

Building a Georgia Carbon Exchange 

The initiative to develop a Georgia Carbon Exchange, launched in 2025, is being led collaboratively by the organizers of the field tour. It’s designed to create a voluntary carbon credit marketplace specifically tailored to Georgia’s forest landscape, Georgia’s landowners, and companies that are interested in purchasing high quality carbon credits. 

David Eady, director of industry engagement at the Ray C. Anderson Center for Sustainable Business, described the vision: “We're looking at creating a marketplace for companies doing business in Georgia or headquartered in Georgia, so they can acquire credits that specifically benefit local communities and ecosystems. We want to make sure that we can continue to manage our valuable forest resources that make up well over half of the land in Georgia.”   

“Companies are concerned about sustainability because their customers are – and one of the things that that's manifested is a market for carbon credits,” said Leslie Boby, director of the UGA Southern Regional Extension Forestry. “Being in forestry, we have the original carbon sequestration system: trees. And we have a lot of trees in Georgia.” 

The foundation for the Georgia Carbon Exchange already exists, waiting to be built on. 

All the Players at the Table 

The January tour was a pilot that can be replicated for other groups of potential carbon buyers, policymakers, and stakeholders who need to understand what is at stake in Georgia’s forests before they can meaningfully invest in their future. 

Hestad described what made this first tour valuable: “We need all the players at the table: academics, buyers, and landowners. I feel like we’ve learned from a variety of people about forest management – from a private family landowner about intergenerational challenges, from a recreation-focused landowner about wildlife management, and from landowners who have been impacted by Hurricane Helene. We’ve been provided with context for how a carbon exchange could serve those different sectors of landowners.” 

For industry representatives on the tour, the experience was eye-opening. They joined the tour to learn more about recovery efforts, community support, and the mechanics of a carbon exchange. At the end of the tour, they said they had a clearer sense of both the urgency and the opportunity. 

Lucas Clay, extension professional at the Ray C. Anderson Center for Sustainable Business, said, “Landowners are focused on the economics of forestry, and buyers are looking for quality credits. I think there's a lot of opportunity for both of these things to happen.” 

A successful carbon exchange requires trust, understanding, and shared purpose to be cultivated deliberately. Tours like this one are part of that cultivation. 

A Common Goal in Focus 

Georgia has everything it needs to make a carbon exchange work: the forests, the science, the institutions, and the will. What it needs now is exactly what the field tour was designed to build: awareness, connection, and shared commitment among the people and organizations whose decisions will shape the future of the state’s forests. 

Zach Johnson, procurement manager at Beasley Timber Management, LLC, told the group: “With every one green ton of tree growth, you sequester approximately one metric ton of carbon dioxide from the atmosphere. Let’s find a way to certify this wonderful resource we have and prop up these jobs in Georgia – before it’s too late.” 

Maintaining Georgia’s forests is not only about carbon. Well-managed forests filter water, support native wildlife, improve air quality, protect public health, and provide opportunities for outdoor recreation. These are co-benefits that a carbon credit does not fully capture but that are very much part of the value proposition for maintaining Georgia’s private forests. 

Among the pines of Southeast Georgia, a common goal came into focus. The forests are worth saving. And the right people are coming together with the right plan to make it happen. 

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To learn more about the Georgia Carbon Exchange and upcoming field tours, contact Lucas Clay

Written by Jennifer Holley Lux 

Photography (unless otherwise noted) by Mike Gregory (Georgia Forestry Association & Foundation) 

Jul. 27, 2026
woman taking notes during class

Adobe Stock

Admissions applications, discussion posts, grades, and activity logs are among the most common signals educators use to gauge whether students will thrive in an online program. But two new Georgia Tech studies suggest those measures tell only part of the story.

One study found that admissions data offers limited insight into long-term academic success. The other challenges assumptions about so-called "lurkers," students who rarely post in online discussions but may still be deeply engaged in their courses. Together, the studies suggest that what matters most for student success may not be the easiest thing to measure.

Presented at the Learning@Scale conference in Seoul, South Korea, the research draws on data from Georgia Tech's Online Master of Science in Computer Science (OMSCS) program, one of the world's largest online degree programs. The program's scale gives researchers access to data from thousands of learners and allows them to identify patterns that would be difficult to detect in smaller educational settings.

Predicting Success

The long-term success study analyzed years of admissions and student performance data to examine whether application materials can predict what happens after a student applies. The research focused on three practical issues that can influence student success: who gets admitted, whether the admitted students matriculate, and who ultimately completes the program. OMSCS has always had a unique admissions model that focuses more on holistically evaluating a student’s background rather than GPAs or GRE scores and does not require applicants to have a strong computer science background or undergraduate education. 

"OMSCS has always followed a different admissions model from basically everyone else in higher education, so we can't draw from prevailing wisdom about what students to admit," said David Joynerinterim vice provost for AI in Education and executive director of online education and OMSCS. "Enough time has passed since we moved to a new admissions system that we finally could step back and look at what factors predicted success."

The researchers found that application materials could reasonably predict admissions and matriculation decisions. But when it came to forecasting retention and long-term success, early-course performance — not application information — played an outsized role in predicting whether students would remain in the program.

"I've always thought that success is most predicted by invisible factors like intended time commitment and external incentive to success," Joyner said. "But I thought there would be some signal in the application data. It's encouraging that there's not."

Learning About Lurking

Another indicator of student success is participation. It's often assumed that students who primarily read discussion forums rather than actively posting in them — sometimes called "lurkers" — are less engaged in their courses. Marjorie Ivy, lead author of the second study on lurkers and a 2025 OMSCS graduate, became interested in the topic through her own online learning experience.

"I've been that student in an online course who reads every discussion thread, thinks deeply about the material, feels genuinely connected to what's happening in the class — and never posts," Ivy said. "That mismatch between what activity logs say about a student and what the student is actually experiencing is what drew me to this topic. I wanted to see if we could give data and language to the quieter forms of engagement that often go unnoticed."

To better understand those students, the researchers looked beyond behavioral data and examined how learners perceived their social experiences in a course. Students completed surveys about belonging, peer interaction, and whether they felt their contributions were acknowledged. Using similarity algorithms and network analysis that examines relationships between different people, the researchers grouped students into clusters of learners who shared similar attitudes about their course experiences. The results revealed that some students who rarely posted still reported feeling connected to their classmates and learning community. 

Looking Beyond the Numbers

Although the studies examine different stages of the student journey, they arrive at a similar conclusion: Visible metrics often miss important parts of the learning experience. Understanding student success may require looking beyond what is easiest to count.

"My biggest hope is this program will signal to other universities how broken our traditional admissions model is," Joyner said. "We should be giving more students the chance to succeed, because higher education is not currently accommodating plenty who can succeed."

 

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Tess Malone, Senior Research Writer/Editor

tess.malone@gatech.edu

Jul. 27, 2026
Yuanzhi Tang

Yuanzhi Tang

Yuanzhi Tang, executive director of the Strategic Energy Institute (SEI) and Georgia Power Professor in the School of Earth and Atmospheric Sciences, has been named an American Chemical Society (ACS) Fellow. 

The ACS is one of the world’s largest scientific societies, and its Fellows Program recognizes outstanding achievements in scientific research, education, leadership, and service to the chemical profession and honors a select group of members each year.

"Election as an ACS Fellow is a significant honor that recognizes not only scientific excellence but also leadership and service to the profession," said Julia Kubanek, Georgia Tech's vice president for Interdisciplinary Research. "Yuanzhi's pioneering research, her leadership within ACS and the Strategic Energy Institute, and her commitment to advancing interdisciplinary collaboration have strengthened Georgia Tech's impact in chemistry, energy, and environmental research. We are proud to celebrate this well-deserved recognition."

Tang was recognized for her contributions to environmental chemistry, biogeochemistry, and energy-related research, as well as for her leadership and service to the chemical sciences.

"Given her exceptionally energetic research program, which spans topics ranging from the basic understanding of chemical cycling on Earth to creative solutions to recover rare elements from wastes, this honor is richly deserved and completely unsurprising," said Jean Lynch-Stieglitz, chair of the School of Earth and Atmospheric Sciences. "We are lucky to have Yuanzhi as part of EAS."

As SEI executive director, Tang leads Institute-wide efforts to strengthen Georgia Tech's energy research enterprise by connecting expertise across disciplines and fostering partnerships with industry, government, and national laboratories. She also maintains an internationally recognized research program focused on understanding the chemical and biological processes that shape natural and engineered environments.

Established in 2008, the ACS Fellows Program honors a distinguished group of scientists who have made exceptional contributions to chemistry and related fields while also demonstrating dedicated service to the society. With this election, Tang joins 17 Georgia Tech ACS Fellows.

"I’m deeply honored," Tang said. "This recognition reflects the contributions of many outstanding students, postdoctoral researchers, colleagues, collaborators, and mentors throughout my career. I am grateful for the opportunity to work alongside such talented people to advance scientific discovery and build interdisciplinary partnerships that address critical energy and environmental challenges."

Founded in 1876, the American Chemical Society represents more than 170,000 members worldwide and is a leading source of scientific information through its journals, conferences, and educational programs.

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Priya Devarajan || SEI Communications Program Manager

Jul. 27, 2026
Staghorn coral samples used in Lauren Speare's research.
Staghorn coral samples used in Lauren Speare's research.
Lauren Speare sampling corals in the lab.

Lauren Speare sampling corals in the lab.

A microscopic predator may offer a new way to protect some of the Caribbean’s most endangered corals. Georgia Tech researchers found that tiny predatory bacteria can halt the spread of a destructive coral disease by hunting and consuming pathogens responsible for the infection.

Caused by the Vibrio coralliilyticus pathogen, the infection is one of the most notorious causes of tissue loss and death in stony corals. In the study, all untreated corals bleached within 48 hours. But corals exposed to the predatory bacteria fared much better: more than half showed no signs of bleaching beyond the infection site — and disease progression was effectively halted. 

“Disease is a major driver of death for these corals, and with sea surface temperatures continuing to rise globally, we anticipate that rates of disease will only increase. It’s part of a deadly synergy profoundly threatening Caribbean coral reefs,” says lead author Lauren Speare, assistant professor in the School of Biological Sciences. “Predatory bacteria function like a living probiotic, fighting coral disease without harsh side effects. This could be a targeted way to protect and treat our most vulnerable coral reefs."

The study, “Halobacteriovorax Halts Disease Progression in Endangered Caribbean Corals,” was published in The ISME Journal. In addition to Speare, the research team included Georgia Tech master's student Chloe Manley and postdoctoral scholar Macey Coppinger; University of California, Santa Barbara graduate students Sunni Patton and Eddie Fuques, and Professor Rebecca Vega Thurber, director of the UCSB Marine Science Institute.

Natural Defenders

Speare became interested in the research while completing her postdoctoral training with Thurber. “Dr. Thurber discovered that predatory bacteria are present in many coral microbiomes,” Speare recalls. “We theorized that they might be contributing to what keeps the ecosystem healthy, balancing it through predation.” 

At the time, the theory was hard to test. Marine predatory bacteria are difficult to preserve long-term, making experiments challenging. The bacteria are also extremely scarce, with populations increasing during a coral infection and rapidly declining after. Catching them while their populations are high is a matter of timing, Speare says.

"It's a bit like trying to catch a mountain lion in the act of hunting a deer. If we aren’t looking at the right time, we might miss it entirely,” Speare says. “I knew that if I wanted to study these bacteria in more detail, I would need to carefully design my experiments and timing.”

Testing the Treatment

To test their theory, the team spent six weeks conducting experiments at the Mote’s Elizabeth Moore International Center for Coral Reef Research and Restoration (IC2R3) in Summerland Key, Florida, a facility that maintains lab-grown living corals in seawater aquariums.

“First, we had to make our corals sick,” Speare says. “But there wasn’t an established way to reliably create these infections in this species in a laboratory setting.”

After weeks of experimenting, Speare developed a “pathogen-sticker,” a small agar patch containing the disease-causing pathogens. When placed at the coral’s base, it mimics how infections spread in the wild.

Then, at the first sign of infection, the team treated the coral with the Halobacteriovorax predatory bacteria. “Surprisingly, the most effective method was to pour the bacteria directly into the sick coral’s tank,” Speare says. “The bacteria are tiny, so we were able to create a concentrated liquid of them by using a filter small enough that only they can pass through.”

Halobacteriovorax are among the fastest-known predatory bacteria, and quickly navigate to their food source – presumably the pathogen causing the infection.

From Aquariums to Oceans

Because of the straightforward delivery method, Speare believes the team’s methods could be readily adapted for coral restoration efforts, offering a simple way to deliver treatment on natural reefs.

“There are several approaches to treating corals and mitigating stress, but these techniques don’t work for all situations and all species,” she explains. “Corals are complex, and there is no single cure-all, so we need as many tools as possible to help corals survive.”

For Speare, the next step will be to move from lab-based work to reef environments.  She’s particularly curious as to why the predatory bacteria aren’t already moderating illness on natural reefs. “If this is such an effective way to control pathogens, why isn’t this system preventing disease outbreaks on reefs already?" she says. "We need to understand what's limiting this natural defense system – and that’s what we’re digging into next."

 

 

Funding: Lauren Speare was supported as a Simons Foundation Awardee of the Life Sciences Research Foundation. The Vega Thurber Lab was funded by the National Science Foundation.

DOI: https://doi.org/10.1093/ismejo/wraf270

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Selena Langner 
Technical Research Writer / Editor 
Georgia Tech College of Sciences

Jul. 27, 2026
A graphic for Vernoica Rivera, CRA Trusterworthy AI Research Fellowship

As artificial intelligence (AI) becomes more integrated into everyday life, researchers are working to better understand and reduce the new digital safety risks it creates. 

Veronica Rivera, an incoming assistant professor in Georgia Tech's School of Cybersecurity and Privacy (SCP), studies human-computer interaction, security, and privacy to create safer digital experiences. Her research earned her selection to the second cohort of the Computing Research Association (CRA) Trustworthy AI Research Fellowship for Early Career Scholars.

"I am excited and honored to be part of this year's CRA Trustworthy AI Research Fellowship cohort," said Rivera. 

"This program reflects the importance of cross-disciplinary research and collaboration in building AI systems that benefit and support society. I look forward to spending the next year building collaborations that support me and my students' research into protecting the digital safety of the diverse communities who use AI tools."

Rivera's research examines how technology shapes interpersonal relationships. Using empirical and design-based methods, she partners with communities affected by technology-facilitated abuse to understand digital safety risks and develop technologies that better protect users.

Through the fellowship, Rivera will study how AI is reshaping technology-facilitated abuse and develop data collection methods that enable researchers to assess these evolving risks over time.

"Trustworthy AI is a key research area in the School of Cybersecurity and Privacy and the College of Computing," said SCP Interim Chair Mustaque Ahamad. "The CRA Trustworthy AI Research Fellowship recognizes Veronica's innovative research and will help her build a research program that advances an area of strategic importance to our school and the broader AI community."

Supported by Microsoft, the CRA Trustworthy AI Research Fellowship recognizes early-career computing researchers who combine technical expertise with interdisciplinary approaches to address the ethical, societal, and human-centered challenges of artificial intelligence. The fellowship provides interdisciplinary training, mentorship, and collaboration opportunities that help researchers integrate ethical, societal, and human-centered perspectives into AI research and development.

Over the next year, Rivera and the other fellows will participate in a series of professional development activities, including a four-day Field School in Cambridge, Massachusetts. The program also includes quarterly virtual meetings, mentoring opportunities, and collaboration with scholars participating in related AI and data ethics programs.

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John Popham

Communications Officer II at the School of Cybersecurity and Privacy

Jul. 24, 2026
Diagram illustrating a nanoscale 3D printing process using a femtosecond near-infrared laser, mirrors, lenses, and a digital micromirror device to project patterned light into a photoresist on a glass slide.

Comparison of nanoscale 3D-printed structures produced without grayscale patterning (top row) and with grayscale projection two-photon lithography (GP-TPL) (bottom row). The top row shows scanning electron microscope images with defects such as bulging struts, uneven surfaces, collapsed internal features, and distorted curved structures, highlighted by red arrows. The bottom row shows the same structures fabricated with GP-TPL, exhibiting smoother surfaces, more uniform lattice geometry, well-defined curved features, and significantly thinner, higher-fidelity bridges as narrow as 53 nanometers. Insets provide magnified views of the improved lattice quality. Scale bars range from 50 micrometers to 53 nanometers.

Diagram illustrating a nanoscale 3D printing process using a femtosecond near-infrared laser, mirrors, lenses, and a digital micromirror device (DMD) to project patterned light into a photoresist on a glass slide.

Researchers at the George W. Woodruff School of Mechanical Engineering have developed a new approach to nanoscale 3D printing that improves both speed and fidelity, overcoming a challenge that has limited the technology's broader use in manufacturing.

Their work, led by Sourabh Saha, associate professor and Woodruff Faculty Fellow, and Harnjoo Kim, who conducted the research during his doctoral studies and later as a postdoctoral fellow in Saha's lab, was recently published in the journal Nature Communications.

Nanoscale 3D printing allows researchers to create structures thousands of times smaller than the width of a human hair. These structures have potential applications in fields ranging from advanced computing and optics to biomedical devices and clean energy technologies. However, increasing printing speed often comes at the expense of quality.

Read the full story on the George W. Woodruff School of Mechanical Engineering website 

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Tracie Troha

George W. Woodruff School of Mechanical Engineering 

Jul. 24, 2026
Georgia Tech grad student holding a hollow fiber membrane that can be used for low-energy chemical separation.

A Georgia Tech graduate student examines a hollow fiber membrane, used for low-energy chemical separation. New DOE Genesis Mission awards have bolstered innovative interdisciplinary work across the Institute, with Georgia Tech leading two projects and contributing to five more. (Photo: Rob Felt)

Georgia Tech will play a key role in the newly announced Genesis Mission, a national initiative harnessing artificial intelligence (AI) to propel scientific discovery and address challenges in health, energy, manufacturing, infrastructure, and national security. The White House announced the first Genesis Mission projects on July 22 as part of a more than $5 billion investment in AI-enabled science and technology. 

Georgia Tech was chosen for seven Genesis Mission awards. Faculty will lead two projects and collaborate on five others with research partners across the country. 

“Artificial intelligence is rapidly transforming how we conduct research and drive discovery,” said Tim Lieuwen, Georgia Tech’s executive vice president for Research. “These awards recognize Georgia Tech’s leadership in AI, advanced computing, engineering, and the sciences. By bringing together expertise from across our colleges and research units, we can help accelerate breakthroughs in areas that are crucial to the nation’s future — from energy and manufacturing to health and critical infrastructure.” 

  • Ameet Pinto, associate professor in the School of Civil and Environmental Engineering and faculty director for interdisciplinary research and collaboration for the Brook Byers Institute for Sustainable Systems, will lead “AI-Enabled Single Cell Phenotyping to Advance Biomanufacturing.” The project aims to advance AI-enabled approaches for understanding biological systems and strengthening next-generation biomanufacturing capabilities. 
  • Fan Zhang, assistant professor in the George W. Woodruff School of Mechanical Engineering, will lead the project, “AI Driven Workflow with Cyber Assured Digital Twin for Autonomous Operations in SMRs and Microreactors.” Her team will focus on developing AI-enabled digital twin technologies to support the safe, autonomous operation of advanced nuclear energy systems. 

The additional Georgia Tech-supported awards span multiple disciplines and involve researchers from the Colleges of Engineering, Computing, and Sciences; the Ivan Allen College of Liberal Arts, the Brook Byers Institute for Sustainable Systems; the Institute for Robotics and Intelligent Machines; the Institute for Data Engineering and Science; and the Strategic Energy Institute. 

  • Marilyn Brown (Jimmy and Rosalynn Carter School of Public Policy) and Oak Ridge National Laboratory (ORNL) will build AI foundation models that predict and test water-for-energy conditions in the Tennessee Valley Authority region.  
  • Peng Chen (School of Computational Science and Engineering) will collaborate on two projects designed to improve predictions of both water availability and flood risks. He will partner with ORNL and the Argonne National Laboratory. 
  • Asif Khan (School of Electrical and Computer Engineering) will partner with the Lawrence Livermore National Laboratory to accelerate the discovery of new materials for a type of computer memory called Electro-Chemical RAM (ECRAM) to help create more energy-efficient AI systems.  
  • Fan Zhang’s second Genesis Mission project is a collaboration with ORNL to develop AI tools for the lifecycle of fusion plants, including robotics and maintenance. 

Georgia Tech’s role in the Genesis Mission highlights the Institute’s strong interdisciplinary research approach, which brings together experts across many fields to solve complex problems and rapidly advance innovation. 

Note: Selection for award negotiations does not constitute a final funding award. According to the U.S. Department of Energy, awards remain subject to successful negotiations and the availability of funding. https://science.osti.gov/-/media/funding/pdf/Awards-Lists/2026/GM-RFA-Awards-List.pdf 

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Angela Ayers
AVP of Research Communications

Jul. 24, 2026
Side-by-side scientific visualization comparing in-situ photoelasticity and modeled stress field evolution during fracture testing of a transparent material. The left panel shows a rectangular specimen with rainbow-colored stress patterns radiating from a crack tip near the center-right edge, while the right panel shows a corresponding color-coded stress map with blue, green, yellow, and red regions indicating increasing stress concentration around the crack tip. Labels at the top identify the two methods.

-Written by Seungho Lee

Recycled materials promise a cleaner future, but recycled content alone does not necessarily make a product sustainable. At Georgia Tech’s Daedalus Lab, assistant professor, National Science Foundation CAREER Award recipient, and Brook Byers Institute for Sustainable Systems Faculty Fellow Christos Athanasiou and postdoctoral researcher Danqi Sun are working to provide greater certainty to designers and engineers by rethinking how materials are tested for their fracture characteristics. Their article in Science Advances details a new testing protocol that reduces cost, increases speed, and simulates real-world conditions.

Materials shape nearly every part of modern life, from packaging and consumer products to bridges and medical devices. Choosing the right material involves balancing durability, cost, manufacturability, and environmental impact. Yet those decisions are not always guided by a clear understanding of how materials age and fail under real-world conditions, especially for recycled materials like plastics.

One way that materials frequently fail is by cracking. A small crack can begin almost invisibly. Over time, it can spread from regular wear and tear and exposure to common environmental factors like moisture, temperature fluctuations, or even dirt. Eventually, the crack expands, and the part fails. Engineers have studied fracture for more than a century, but connecting the science of cracking to practical decisions about sustainability remains a major challenge.

The characteristics of recycled plastics often vary from those of the same material in unrecycled, or virgin, form. Products made from recycled plastics may be sold with sustainability claims under the assumption that they will perform as if they were made with virgin material. However, premature failure requiring repair or replacement can quickly change the sustainability equation as well as the acceptance of recycled materials by manufacturers and consumers.

Beyond Conventional Fracture Testing

Materials rarely fail due to a single factor. They may be exposed to several factors simultaneously, such as mechanical loading, chemical environments, temperature changes, moisture, and time. Traditional fracture protocols test one specimen at a time under carefully controlled laboratory conditions, which bear little resemblance to the real world. To move beyond this limitation, Sun developed an in-situ, high-throughput platform capable of studying how materials degrade and fail under more realistic conditions.

The platform changes conventional fracture testing in three important ways. First, it can test multiple specimens simultaneously rather than one at a time. By monitoring samples in parallel, testing time can be reduced by more than 60%. Second, it allows materials to be tested in realistic environments. In this study, researchers examined virgin and recycled plastics in alkaline environments that resemble conditions encountered in applications like landfill liner membranes and geotextiles. Third, the platform incorporates an imaging technique known as photoelasticity, which reveals the formation of stress fields that form around the origin of a newly developing crack. This allows researchers to see cracks develop earlier than before, giving them a clearer picture of the forces that drive crack growth.

The researchers have made the technology available for licensing through Georgia Tech’s Office of Technology Licensing. “Our goal was to make fracture testing not only faster but also more informative,” Sun said. “By combining high-throughput testing, realistic environments, and full-field stress imaging, we can better understand how materials fail under conditions closer to real-world applications.”

An Honest View of Sustainability

Recycled plastics are often viewed as a greener choice. But according to the study, it’s not always so straightforward. If a recycled product fails prematurely and needs to be replaced frequently, its environmental and economic costs can increase despite its recycled content. As Athanasiou puts it, “Failing materials don’t just break products. They can break sustainability promises.”

For example, comparing virgin polyethylene terephthalate (PET) with recycled PET (rPET) in applications such as landfill geotextiles, the researchers discovered that rPET showed lower resistance to environmental stressors, particularly in alkaline conditions over a pH of 9. In this application, specifying rPET over virgin PET would likely eliminate all of the presumed economic and environmental advantages of using a recycled material.

“Recycling is essential, but recycled content alone does not tell the full story. If a material fails too soon, the environmental benefits can disappear,” Athanasiou said.

From Cracks to Circularity

For the researchers, the significance of the work extends beyond recycled plastics. The broader goal is to provide a fast, affordable, and realistic platform for evaluating the sustainability of any material choice. Because current testing protocols are costly, not widely available, and limited in the information they yield, engineers, manufacturers, and policymakers often have little choice but to continue to specify non-recycled materials because they will perform as expected. Having cheap and accurate data on recycled materials will help to accelerate their adoption because matching the engineering properties of recycled materials to their most appropriate applications will become more obvious.

The researchers also hope to expand the platform to simulate even more complex environments and apply it to a wider range of materials. Because the system generates large amounts of detailed data, it may enable opportunities to use computational modeling or artificial intelligence to digitally simulate mechanical testing, driving down costs and expanding availability even more.

The larger vision is a future in which sustainability is judged not by labels or assumptions, but by evidence for how a material performs, how long it lasts, how it fails, and what it costs society and the environment over its full lifetime.

Please visit the Daedalus Lab YouTube channel to see an explainer video about this new testing protocol: https://youtube.com/watch?v=zmRhiRIiAkQ

Read the paper here: https://www.science.org/doi/10.1126/sciadv.aeh0456

This research was supported by the National Science Foundation CAREER Award No. 2338508.

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Brent Verrill, Research Communication Manager, BBISS

Jul. 22, 2026
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