Stay Ahead, Stay ONMINE

Studying the uninvited guests

Microbes that gobble up or break down environmental toxins can clean up oil spills, waste sites, and contaminated watersheds. But until his faculty mentor asked him for help with a project he was working on with doctors at Boston Children’s Hospital in 2009, Eric Alm had not thought much about their role in a very different environment: the human digestive system. David Schauer, a professor of biological engineering, was examining how microorganisms in the gut might be linked to inflammatory bowel disease (IBD), and he hoped advanced statistical analysis of the data he was collecting could make those connections clearer. Alm, who’d joined the civil and environmental engineering faculty in 2006 as a computational biologist studying environmental uses of microbes, had the statistical experience needed and could apply machine-learning tools to help. But for him, the project was supposed to be a brief detour.   In June of 2009, however, Schauer—just 48—died unexpectedly, only two weeks after falling ill. Alm, heartbroken, worked to help push his mentor’s project over the finish line. As that effort was underway, Neil Rasmussen ’76, SM ’80, a longtime member of the MIT Corporation and the philanthropist funding the project, asked for a tour of his lab. That encounter would change the course of Alm’s career. At the end of the lab tour, Rasmussen, who has a family member with IBD, had a surprise: He asked Alm if he’d be willing to pivot to researching inflammatory bowel disease—and offered to fund his lab if he did so. Alm was game. He began shifting the main focus of his research away from harnessing microbes for the environment and turned most of his attention to exploring how they could be applied to human health. Then Rasmussen decided he wanted to “do something really big,” as Alm puts it, and make Boston a hub for microbiome research. So in 2014, with a $25 million grant from the Neil and Anna Rasmussen Foundation, the Center for Microbiome Informatics and Therapeutics (CMIT) was launched with Alm and Ramnik Xavier, chief of gastroenterology at Massachusetts General Hospital, as its co-directors.  CMIT co-director Eric Alm is a professor of biological engineering and civil and environmental engineering and an Institute Member of the Broad Institute. His research uses data science, quantitative analysis, and novel molecular techniques to engineer the human microbiome.COURTESY OF ERIC ALM By teaming up with Alm and others, Rasmussen hoped to create a research hub where scientists, engineers, doctors, and next-generation trainees would collaborate across scientific disciplines. They would build the tools needed to support a new research field and translate cutting-­edge research into clinic-ready interventions for patients suffering from a wide range of inflammatory and autoimmune conditions influenced by the gut, including not only IBD but diabetes and Alzheimer’s—and potentially autism, Parkinson’s disease, and depression as well.   In its first 10 years, CMIT has made remarkable progress.  When the center started, Alm says, it was still a relatively novel idea that the human microbiome—particularly the community of trillions of symbiotic microbes that reside in the gut—might play a key role in human health. Few serious research programs existed to study this idea.   “It was really this undiscovered territory,” he recalls. “[In] a lot of diseases where there seemed to be things that we couldn’t explain, a lot of people thought maybe the microbiome plays a role either directly or indirectly.”   It has since become increasingly clear that the microbiome has a far greater impact on human health and development than previously thought. We now know that the human gut—often defined as the series of food-processing organs that make up the gastrointestinal tract—is home to untold trillions of microorganisms, each one a living laboratory capable of ingesting nutrients, sugars, and organic materials, digesting them, and releasing various kinds of organic outputs. And the metabolic outputs of these gut-dwelling microbes are similar to those of the liver, Alm says. In fact, the gut microbiome can essentially mirror some of the liver’s functions, helping the body metabolize carbohydrates, proteins, and fats by breaking down complex compounds into simpler molecules it can process more easily. But the gut’s outputs can change in either helpful or harmful ways if different microbes establish themselves within it.  “I would love to have bacteria that live on my face and release sunscreen in response to light. Why can’t I have that?” Tami Lieberman “Our exquisite immune defenses evolved in response to the microbiome and continue to adapt during our lifetime,” Rasmussen says. “I believe that advancing the basic science of human interactions with the microbiome is central to understanding and curing chronic immune-­related diseases.” By now, researchers affiliated with the center have published some 200 scientific papers, and it has found ways to advance microbiome research far beyond its walls. It funds a team at the Broad Institute (where Alm is now an Institute Member) that does assays and gene sequencing for scientists doing such research. Meanwhile, it has established one of the world’s most comprehensive microbiome “strain libraries,” facilitating studies around the globe. To create this library—which includes strains in both the Broad Institute–OpenBiome Microbiome Library and the Global Microbiome Conservancy’s Biobank­—researchers have isolated more than 15,000 distinct strains of microbes that are found in the human gut. The library can serve as a reference for those hoping to gain information on microbes they have isolated on their own, but researchers can also use it if they need samples of specific strains to study. To supplement the strain library, CMIT-affiliated researchers have traveled to many corners of the globe to collect stool samples from far-flung indigenous populations, an effort that continues to this day through the Global Microbiome Conservancy.   “We’re trying to build a critical mass and give folks working in different labs a central place where they can communicate and collaborate,” says Alm. “We also want to help them have access to doctors who might have samples they can use, or doctors who might have problems that need an engineering solution.”   The clinical applications produced by CMIT have already affected the lives of tens of thousands of patients. One of the most significant began making an impact even before the center’s official launch.  For decades, hospitals had been grappling with the deadly toll of bacterial infections caused by Clostridioides difficile (C. diff), a hardy, opportunistic bacterium that can colonize the gut of vulnerable patients, often after heavy doses of antibiotics wipe out beneficial microbes that usually keep C. diff at bay. The condition, which causes watery diarrhea, abdominal pain, fever, and nausea, can be resistant to conventional treatments. It kills roughly 30,000 Americans every year.  By 2003, researchers had discovered that transplanting stool from a healthy donor into the colon of a sick patient could restore the healthy microbes and solve the problem. But even a decade later, there was no standardized treatment or protocol—relatives were often asked to bring in their own stool in ice cream containers. In 2013, Mark Smith, PhD ’14, then a graduate student in Alm’s lab, cofounded the nonprofit OpenBiome, the nation’s first human stool bank. OpenBiome developed rigorous methods to screen donors (people joke that it’s harder to get approved than to get into MIT or Harvard) and standardized the procedures for sample processing and storage. Over the years, the nonprofit has worked with some 1,300 health-care facilities and research institutions and facilitated the treatment of more than 70,000 patients—work that OpenBiome says helped set the stage for the US Food and Drug Administration to approve the first microbiome-based therapeutic for recurrent C. diff infections.   Today, CMIT’s flagship effort is a 100-patient clinical trial that it launched to study IBD, using a wide array of technologies to monitor two cohorts of patients—one in the US and the other in the Netherlands—over the course of a year. People with Crohn’s disease and ulcerative colitis typically experience periods of full or partial remission, but they currently have no way to predict when they will relapse. So researchers are tracking weekly changes in each patient’s microbiome and other biological indicators while amassing continuous physiological data from Fitbits and recording self-reported symptom scores along with other clinical data. The goal is to identify biomarkers and other indicators that might be used to predict flare-ups so that already approved therapies can be used more effectively.  Although data is still being collected, early analysis suggests that a patient’s gut microbiome begins to change six to eight weeks before flare symptoms appear, and a few weeks later, genetic analysis of epithelial cells in their stool samples starts to show signs of increased inflammation. The team is planning to host a hackathon this summer to help speed analysis of the mountain of disparate types of data being collected.   Meanwhile, the community of clinicians, engineers, and scientists CMIT has nurtured is undertaking projects that Alm could hardly have imagined when he first delved into research on the human microbiome. Survivor: Microbe edition  Right below the photograph on the bio page of her Twitter/X account, Alyssa Haynes Mitchell has three emojis: a tiny laptop, a red and blue strand of DNA, and a smiling pile of poo. The digital hieroglyphics neatly sum up her area of focus as she pursues a doctorate in microbiology. A 2024 Neil and Anna Rasmussen fellow, Mitchell is attempting to understand precisely what it is that allows microbes to survive and thrive in the human gut. Mitchell fell in love with the study of microbes as an undergrad at Boston University. First, her mind was blown after she read a paper by researchers who could create a facsimile of a patient’s intestinal cell population—a “gut on a chip”—and planned to culture a microbiome on it. She was fascinated by the idea that this might lead to personalized treatments for conditions like IBD. Then she cultured her first colony of a strain of the microbe Bacillus subtilis that had been genetically engineered to fluoresce.  “They form these really complex ridges, and the more you look at microscopy images, the more you realize that there’s patterns of collective behavior of bacterial biofilms that we just don’t understand,” she says. “They’re super beautiful, and it’s really quite amazing to look at.”  In 2023, Mitchell joined the lab of Tami Lieberman, an associate professor of civil and environmental engineering and a member of both CMIT and MIT’s Institute for Medical Engineering and Science.  Mitchell and others who study the microbiome think that “probiotics,” beneficial microbes that are applied to the skin or ingested in supplements or foods such as yogurt or kombucha, could have broad potential to help treat disease. But for reasons that still aren’t well understood, once probiotics are introduced into the gut, only a small percentage of them are able to survive and proliferate, a process known as engraftment. A probiotic with an engraftment rate of 30% (meaning it’s still detectable in 30% of subjects) six months after administration is considered good, says Mitchell. She and Lieberman, who also holds the title of Hermann L.F. von Helmholtz Professor, are studying the way individual strains of microbes evolve to survive in the microbiome—a key mystery that needs to be solved to engineer more effective, longer-lasting therapies.    COURTESY OF ALYSSA HAYNES MITCHELL COURTESY OF TAMI LIEBERMAN Alyssa Haynes Mitchell, a PhD student pursuing a doctorate in microbiology, is working with Tami Lieberman, an assistant professor of civil and environmental engineering, to study how strains of microbes evolve to survive in the gut. Lieberman also studies how microbes survive and proliferate on the skin. “Hopefully if we learn a little bit more about what drives evolution of the ones that stick around, we might be able to learn why some don’t,” she says. Mitchell has been working with samples collected by a local biotech company developing biotherapeutics for the gut. Its probiotic products, which are used to treat recurrent C. diff infections, contain eight closely related microbial strains belonging to the order known as Clostridiales. The company gave one of its products to 56 human subjects and collected stool samples over time. Mitchell is using genetic sequencing techniques to track how three of the microbial species evolved in 21 of the subjects. Identifying person-specific differences and similarities might reveal insights about the host environment and could help explain why some types of mutations allow some microbes to survive and thrive. The project is still in its early phases, but Mitchell has a working hypothesis. “The model that I have in my mind is that people have different [gut] environments, and microbes are either compatible with them or not,” she says. “And there’s a window in which, if you’re a microbe, you might be able to stick around but maybe not thrive. And then evolution kind of gets you there. You might not be very fit when you land there, but you’re close enough to hang around and get there. Whereas in other people, you’re totally incompatible with what’s already there, and the resident microbes beat you out.” Her work is just one of many projects using new approaches developed by Lieberman, who worked as a postdoc in Alm’s lab before starting her own in 2018. As a graduate student at Harvard, Lieberman gained access to more than 100 frozen samples collected from the airways, blood, and chest tissue of 14 patients with cystic fibrosis, a genetic disease that causes mucus to build up in the lungs and creates conditions ripe for infections. The patients were among those who had developed bacterial infections during an outbreak in the 1990s.   Lieberman and her colleagues recognized a perfect opportunity to use genetic sequencing technologies to study the way the genome of the Burkholderia dolosa bacterium evolved when she cultured those samples. What was it that allowed B. dolosa to adapt and survive? Many of the surviving microbes, she discovered, had developed similar mutations independently in different patients, suggesting that at least some of these mutations helped them to thrive. The research indicated which genes were worthy of further study—and suggested that this approach holds promise for understanding what it takes for microbes to grow well in the human body. Lieberman joined Alm’s lab in 2015, aiming to apply the same experimental paradigm and the statistical techniques she had developed to the emerging field of microbiome research. In her own lab, she has developed an approach to figuring out how the pressures of natural selection result in mutations that may help certain microbes to engraft. It involves studying colonies of bacteria that form on the human skin. “The idea is to create a genetically engineered metabolite factory in the gut.” Daniel Pascal In the gut, Lieberman explains, hundreds of different species of microbes coexist and coevolve, forming a heterogeneous community whose members interact with one another in ways that are not fully understood. This creates a wide array of confounding variables that make it more difficult to identify why some engraft and others don’t. But on the skin, the metabolic environment is less complex, so fewer species of bacteria coexist. The smaller number of species makes it far easier to track the way the genomes of specific microbes change over time to facilitate survival, and the accessibility of the skin makes it easier to figure out how spatial structure and the presence of other microbes affect this process.  One discovery from Lieberman’s lab is that each pore is dominated by just one random strain of a single species. Her group hypothesizes that survival may depend on the geometry of the pore and the location of the microbes. For example, as these anaerobic microbes typically thrive at the hard-to-access bottom of the pore, where there is less oxygen, the first to manage to get there can crowd out new migrants. “My vision, and really a vision for the microbiome field in general,” Lieberman says, is that one day therapeutic microbes could be added to the body to treat medical conditions. “These could be microbes that are naturally occurring, or they could be genetically engineered microbes that have some property we want,” she adds. “But how to actually do that is really challenging because we don’t understand the ecology of the system.” Most bacteria introduced into a person’s system, even those taken from another healthy human, will not persist in the new person’s body, she notes, unless you “first bomb it with antibiotics” to get rid of most of the microbes that are already there. “Why that is,” she adds, “is something we really don’t understand.” If Lieberman can solve the puzzle, the possible applications are tantalizing.   “I would love to have bacteria that live on my face and release sunscreen in response to light,” she says. “Why can’t I have that? In the future, there’s no reason we can’t figure out how to do that in a safe and controlled manner. And it would be much more convenient than applying sunscreen every day.”  Harnessing light-sensitive, sunblock-­producing microbes may sound like a distant fantasy. But it’s not beyond the realm of possibility. Other microbial products that sound straight out of a science fiction novel have already been invented in the lab.  Molecular assassin When Daniel Pascal first landed in the lab of MIT synthetic biologist Christopher Voigt, he had no idea he’d be staying on to make bacteria with superpowers. He was a first-year PhD student rotating through various labs, with little inkling of the potential contained in the microbes that live inside us. Pascal, a 2024 Neil and Anna Rasmussen fellow who is pursuing a doctorate in biological engineering, was originally paired with a graduate student doing a more materials-­related synthetic biology project. But he came from a family of physicians and soon found himself speaking with other graduate students in the lab whose projects had to do with health.  He then learned that two of the lab’s postdocs, Arash Farhadi and Brandon Fields, were receiving funding under a program sponsored by the Defense Advanced Research Projects Agency (DARPA), the Pentagon’s R&D organization, to develop solutions for common traveler’s ailments that result from problems like disrupted sleep cycles and limited access to safe food and water. When they explained that they hoped to harness microbes in the human body, they had his attention.  Daniel Pascal, a graduate student pursuing a doctorate in biological engineering, is using synthetic biology to get microbes to carry out functions that they would not perform in the natural world.COURTESY OF DANIEL PASCAL “It’s amazing how these tiny little organisms have so much control and can wreak so much havoc,” he says.   Intrigued, Pascal wound up officially joining Voigt’s lab, where he is working to create microbes that can carry out a wide array of functions they would not perform in the natural world.   To do so, he is using a custom “landing pad” system developed in the lab. The system relies on synthetic biology to create a new region in the genome of a microbe that, using specific enzymes, can be filled with pieces of DNA designed to imbue the microbe with special new abilities.   After engineering the landing pad into samples of an existing probiotic, Pascal and his collaborators on a project funded by the US Air Force and DARPA were able to deliver DNA that allows the probiotic to essentially set up a specialized drug production facility within the gut. First it absorbs two common amino acids, arginine and glycine. Then it converts them into a precursor compound that the body transforms into creatine, which can facilitate the production of muscle tissue from exercise and may help with memory.   Pascal explains that creatine is often taken as an over-the-counter supplement by people doing weight training and other athletes who want to improve their fitness. “But creatine has been shown to improve performance in fatigued humans,” he says. “So the motivation for this project was the idea that Air Force pilots that are traveling all over the world are jet-lagged, are working crazy hours and shifts.” What if, the researchers wondered, those pilots “could take a supplement that would improve some of their responsiveness, athletic accuracy, intelligence, and reasoning?” A typical oral supplement delivers a spike of creatine in the bloodstream that largely dissipates relatively quickly. More useful to the pilots would be a probiotic engineered to produce a consistent amount of the creatine precursor that could be turned into creatine as needed. CMIT is also funding Pascal’s project using the landing pad system to get microbes to produce substances that target specific pathogens without disrupting the entire microbiome. Although Pascal cannot yet reveal any details about these molecular-­level assassins, he notes that other researchers in the Voigt lab have recently used the landing pad system to redesign the Escherichia coli Nissle (EcN) microbe, which had previously been engineered to produce such things as antibiotics, enzymes that break down toxins, and chemotherapy drugs to fight cancer. The lab’s work made it possible to improve the efficacy of a treatment for phenylketonuria and perhaps of other EcN therapeutics as well.   The lab has, in short, been able to get microbe strains (one of which he says is a commercially available probiotic that in some countries you can buy over the counter) to do some very useful things. “They’ve figured out a way to take this mundane thing and give it these extraordinary capabilities,” he says. “The idea is to create a genetically engineered metabolite factory in the gut.” Tackling childhood obesity   Understanding the microbiome may also lead to new therapies for one of the greatest public health challenges currently facing the US: rising rates of obesity. Jason Zhang, a pediatric gastroenterologist at Boston Children’s Hospital, has received a CMIT clinical fellowship to study how gut bacteria may be linked to childhood obesity and diabetes. As a visiting scientist in Alm’s lab, he is using AI to predict people’s loss of control over what or how much they eat. His working hypothesis is that microbial metabolites are interacting with endocrine cells in the lining of the gut. Those endocrine cells in turn secrete hormones that travel to the brain and stimulate or suppress hunger.  “We believe that the microbiome plays a role in how we make choices around food,” he says. “The microbiome can send metabolites into the bloodstream that will maybe cross the blood-brain barrier. And there may be a direct connection. There is some evidence of that. But more likely they’re going to be interacting with cells in the epithelial layer in the gut.” Jason Zhang, a pediatric gastroenterologist at Boston Children’s Hospital, studies the link between gut bacteria and childhood obesity and diabetes. As a visiting scientist in the lab of Eric Alm, he uses AI to model what’s known as “loss-of-control eating.”COURTESY OF JASON ZHANG Zhang has sequenced the microbes found in the stool of subjects who have exhibited “loss-of-control eating” and developed a machine-learning algorithm that can predict it in other patients on the basis of their stool samples. He and his colleagues have begun to home in on a specific microbe that appears to be deficient in kids who experience this eating pattern.  The researchers have discovered that this particular microbe appears to respond to food in the gut by creating compounds that stimulate enteroendocrine cells to release a series of hormones signaling satiety to the brain—among them GLP-1, the hormone whose signal is turned up by weight-loss drugs like Ozempic. Zhang has already begun experimenting with therapies that artificially introduce the microbe into mice to treat obesity, diabetes, and food addiction.   “As with any single mechanism that treats a really complex disease, I would say it’s likely to make a difference,” he says. “But is it the silver bullet? Probably not.” Still, Zhang isn’t ruling it out: “We don’t know yet. That’s the ongoing work.”  All these projects provide a taste of what’s to come. For more than a decade, CMIT has played a key role in building the fundamental infrastructure needed to develop the new field.But with as many as 100 trillion bacterial cells in the human microbiome, the efforts to explore it have only just begun.

Microbes that gobble up or break down environmental toxins can clean up oil spills, waste sites, and contaminated watersheds. But until his faculty mentor asked him for help with a project he was working on with doctors at Boston Children’s Hospital in 2009, Eric Alm had not thought much about their role in a very different environment: the human digestive system.

David Schauer, a professor of biological engineering, was examining how microorganisms in the gut might be linked to inflammatory bowel disease (IBD), and he hoped advanced statistical analysis of the data he was collecting could make those connections clearer. Alm, who’d joined the civil and environmental engineering faculty in 2006 as a computational biologist studying environmental uses of microbes, had the statistical experience needed and could apply machine-learning tools to help. But for him, the project was supposed to be a brief detour.  

In June of 2009, however, Schauer—just 48—died unexpectedly, only two weeks after falling ill. Alm, heartbroken, worked to help push his mentor’s project over the finish line. As that effort was underway, Neil Rasmussen ’76, SM ’80, a longtime member of the MIT Corporation and the philanthropist funding the project, asked for a tour of his lab. That encounter would change the course of Alm’s career.

At the end of the lab tour, Rasmussen, who has a family member with IBD, had a surprise: He asked Alm if he’d be willing to pivot to researching inflammatory bowel disease—and offered to fund his lab if he did so.

Alm was game. He began shifting the main focus of his research away from harnessing microbes for the environment and turned most of his attention to exploring how they could be applied to human health. Then Rasmussen decided he wanted to “do something really big,” as Alm puts it, and make Boston a hub for microbiome research. So in 2014, with a $25 million grant from the Neil and Anna Rasmussen Foundation, the Center for Microbiome Informatics and Therapeutics (CMIT) was launched with Alm and Ramnik Xavier, chief of gastroenterology at Massachusetts General Hospital, as its co-directors. 

Eric Alm
CMIT co-director Eric Alm is a professor of biological engineering and civil and environmental engineering and an Institute Member of the Broad Institute. His research uses data science, quantitative analysis, and novel molecular techniques to engineer the human microbiome.
COURTESY OF ERIC ALM

By teaming up with Alm and others, Rasmussen hoped to create a research hub where scientists, engineers, doctors, and next-generation trainees would collaborate across scientific disciplines. They would build the tools needed to support a new research field and translate cutting-­edge research into clinic-ready interventions for patients suffering from a wide range of inflammatory and autoimmune conditions influenced by the gut, including not only IBD but diabetes and Alzheimer’s—and potentially autism, Parkinson’s disease, and depression as well.  

In its first 10 years, CMIT has made remarkable progress. 

When the center started, Alm says, it was still a relatively novel idea that the human microbiome—particularly the community of trillions of symbiotic microbes that reside in the gut—might play a key role in human health. Few serious research programs existed to study this idea.  

“It was really this undiscovered territory,” he recalls. “[In] a lot of diseases where there seemed to be things that we couldn’t explain, a lot of people thought maybe the microbiome plays a role either directly or indirectly.”  

It has since become increasingly clear that the microbiome has a far greater impact on human health and development than previously thought. We now know that the human gut—often defined as the series of food-processing organs that make up the gastrointestinal tract—is home to untold trillions of microorganisms, each one a living laboratory capable of ingesting nutrients, sugars, and organic materials, digesting them, and releasing various kinds of organic outputs. And the metabolic outputs of these gut-dwelling microbes are similar to those of the liver, Alm says. In fact, the gut microbiome can essentially mirror some of the liver’s functions, helping the body metabolize carbohydrates, proteins, and fats by breaking down complex compounds into simpler molecules it can process more easily. But the gut’s outputs can change in either helpful or harmful ways if different microbes establish themselves within it. 

“I would love to have bacteria that live on my face and release sunscreen in response to light. Why can’t I have that?”

Tami Lieberman

“Our exquisite immune defenses evolved in response to the microbiome and continue to adapt during our lifetime,” Rasmussen says. “I believe that advancing the basic science of human interactions with the microbiome is central to understanding and curing chronic immune-­related diseases.”

By now, researchers affiliated with the center have published some 200 scientific papers, and it has found ways to advance microbiome research far beyond its walls. It funds a team at the Broad Institute (where Alm is now an Institute Member) that does assays and gene sequencing for scientists doing such research. Meanwhile, it has established one of the world’s most comprehensive microbiome “strain libraries,” facilitating studies around the globe.

To create this library—which includes strains in both the Broad Institute–OpenBiome Microbiome Library and the Global Microbiome Conservancy’s Biobank­—researchers have isolated more than 15,000 distinct strains of microbes that are found in the human gut. The library can serve as a reference for those hoping to gain information on microbes they have isolated on their own, but researchers can also use it if they need samples of specific strains to study. To supplement the strain library, CMIT-affiliated researchers have traveled to many corners of the globe to collect stool samples from far-flung indigenous populations, an effort that continues to this day through the Global Microbiome Conservancy.  

“We’re trying to build a critical mass and give folks working in different labs a central place where they can communicate and collaborate,” says Alm. “We also want to help them have access to doctors who might have samples they can use, or doctors who might have problems that need an engineering solution.”  

The clinical applications produced by CMIT have already affected the lives of tens of thousands of patients. One of the most significant began making an impact even before the center’s official launch. 

For decades, hospitals had been grappling with the deadly toll of bacterial infections caused by Clostridioides difficile (C. diff), a hardy, opportunistic bacterium that can colonize the gut of vulnerable patients, often after heavy doses of antibiotics wipe out beneficial microbes that usually keep C. diff at bay. The condition, which causes watery diarrhea, abdominal pain, fever, and nausea, can be resistant to conventional treatments. It kills roughly 30,000 Americans every year. 

By 2003, researchers had discovered that transplanting stool from a healthy donor into the colon of a sick patient could restore the healthy microbes and solve the problem. But even a decade later, there was no standardized treatment or protocol—relatives were often asked to bring in their own stool in ice cream containers. In 2013, Mark Smith, PhD ’14, then a graduate student in Alm’s lab, cofounded the nonprofit OpenBiome, the nation’s first human stool bank. OpenBiome developed rigorous methods to screen donors (people joke that it’s harder to get approved than to get into MIT or Harvard) and standardized the procedures for sample processing and storage. Over the years, the nonprofit has worked with some 1,300 health-care facilities and research institutions and facilitated the treatment of more than 70,000 patients—work that OpenBiome says helped set the stage for the US Food and Drug Administration to approve the first microbiome-based therapeutic for recurrent C. diff infections.  

Today, CMIT’s flagship effort is a 100-patient clinical trial that it launched to study IBD, using a wide array of technologies to monitor two cohorts of patients—one in the US and the other in the Netherlands—over the course of a year. People with Crohn’s disease and ulcerative colitis typically experience periods of full or partial remission, but they currently have no way to predict when they will relapse. So researchers are tracking weekly changes in each patient’s microbiome and other biological indicators while amassing continuous physiological data from Fitbits and recording self-reported symptom scores along with other clinical data. The goal is to identify biomarkers and other indicators that might be used to predict flare-ups so that already approved therapies can be used more effectively.

 Although data is still being collected, early analysis suggests that a patient’s gut microbiome begins to change six to eight weeks before flare symptoms appear, and a few weeks later, genetic analysis of epithelial cells in their stool samples starts to show signs of increased inflammation. The team is planning to host a hackathon this summer to help speed analysis of the mountain of disparate types of data being collected.  

Meanwhile, the community of clinicians, engineers, and scientists CMIT has nurtured is undertaking projects that Alm could hardly have imagined when he first delved into research on the human microbiome.

Survivor: Microbe edition 

Right below the photograph on the bio page of her Twitter/X account, Alyssa Haynes Mitchell has three emojis: a tiny laptop, a red and blue strand of DNA, and a smiling pile of poo. The digital hieroglyphics neatly sum up her area of focus as she pursues a doctorate in microbiology. A 2024 Neil and Anna Rasmussen fellow, Mitchell is attempting to understand precisely what it is that allows microbes to survive and thrive in the human gut.

Mitchell fell in love with the study of microbes as an undergrad at Boston University. First, her mind was blown after she read a paper by researchers who could create a facsimile of a patient’s intestinal cell population—a “gut on a chip”—and planned to culture a microbiome on it. She was fascinated by the idea that this might lead to personalized treatments for conditions like IBD. Then she cultured her first colony of a strain of the microbe Bacillus subtilis that had been genetically engineered to fluoresce. 

“They form these really complex ridges, and the more you look at microscopy images, the more you realize that there’s patterns of collective behavior of bacterial biofilms that we just don’t understand,” she says. “They’re super beautiful, and it’s really quite amazing to look at.” 

In 2023, Mitchell joined the lab of Tami Lieberman, an associate professor of civil and environmental engineering and a member of both CMIT and MIT’s Institute for Medical Engineering and Science. 

Mitchell and others who study the microbiome think that “probiotics,” beneficial microbes that are applied to the skin or ingested in supplements or foods such as yogurt or kombucha, could have broad potential to help treat disease. But for reasons that still aren’t well understood, once probiotics are introduced into the gut, only a small percentage of them are able to survive and proliferate, a process known as engraftment. A probiotic with an engraftment rate of 30% (meaning it’s still detectable in 30% of subjects) six months after administration is considered good, says Mitchell. She and Lieberman, who also holds the title of Hermann L.F. von Helmholtz Professor, are studying the way individual strains of microbes evolve to survive in the microbiome—a key mystery that needs to be solved to engineer more effective, longer-lasting therapies.   

ALYSSA HAYNES MITCHELL

COURTESY OF ALYSSA HAYNES MITCHELL

COURTESY OF TAMI LIEBERMAN

Alyssa Haynes Mitchell, a PhD student pursuing a doctorate in microbiology, is working with Tami Lieberman, an assistant professor of civil and environmental engineering, to study how strains of microbes evolve to survive in the gut. Lieberman also studies how microbes survive and proliferate on the skin.

“Hopefully if we learn a little bit more about what drives evolution of the ones that stick around, we might be able to learn why some don’t,” she says.

Mitchell has been working with samples collected by a local biotech company developing biotherapeutics for the gut. Its probiotic products, which are used to treat recurrent C. diff infections, contain eight closely related microbial strains belonging to the order known as Clostridiales. The company gave one of its products to 56 human subjects and collected stool samples over time. Mitchell is using genetic sequencing techniques to track how three of the microbial species evolved in 21 of the subjects. Identifying person-specific differences and similarities might reveal insights about the host environment and could help explain why some types of mutations allow some microbes to survive and thrive. The project is still in its early phases, but Mitchell has a working hypothesis.

“The model that I have in my mind is that people have different [gut] environments, and microbes are either compatible with them or not,” she says. “And there’s a window in which, if you’re a microbe, you might be able to stick around but maybe not thrive. And then evolution kind of gets you there. You might not be very fit when you land there, but you’re close enough to hang around and get there. Whereas in other people, you’re totally incompatible with what’s already there, and the resident microbes beat you out.”

Her work is just one of many projects using new approaches developed by Lieberman, who worked as a postdoc in Alm’s lab before starting her own in 2018. As a graduate student at Harvard, Lieberman gained access to more than 100 frozen samples collected from the airways, blood, and chest tissue of 14 patients with cystic fibrosis, a genetic disease that causes mucus to build up in the lungs and creates conditions ripe for infections. The patients were among those who had developed bacterial infections during an outbreak in the 1990s.  

Lieberman and her colleagues recognized a perfect opportunity to use genetic sequencing technologies to study the way the genome of the Burkholderia dolosa bacterium evolved when she cultured those samples. What was it that allowed B. dolosa to adapt and survive? Many of the surviving microbes, she discovered, had developed similar mutations independently in different patients, suggesting that at least some of these mutations helped them to thrive. The research indicated which genes were worthy of further study—and suggested that this approach holds promise for understanding what it takes for microbes to grow well in the human body.

Lieberman joined Alm’s lab in 2015, aiming to apply the same experimental paradigm and the statistical techniques she had developed to the emerging field of microbiome research. In her own lab, she has developed an approach to figuring out how the pressures of natural selection result in mutations that may help certain microbes to engraft. It involves studying colonies of bacteria that form on the human skin.

“The idea is to create a genetically engineered metabolite factory in the gut.”

Daniel Pascal

In the gut, Lieberman explains, hundreds of different species of microbes coexist and coevolve, forming a heterogeneous community whose members interact with one another in ways that are not fully understood. This creates a wide array of confounding variables that make it more difficult to identify why some engraft and others don’t. But on the skin, the metabolic environment is less complex, so fewer species of bacteria coexist. The smaller number of species makes it far easier to track the way the genomes of specific microbes change over time to facilitate survival, and the accessibility of the skin makes it easier to figure out how spatial structure and the presence of other microbes affect this process. 

One discovery from Lieberman’s lab is that each pore is dominated by just one random strain of a single species. Her group hypothesizes that survival may depend on the geometry of the pore and the location of the microbes. For example, as these anaerobic microbes typically thrive at the hard-to-access bottom of the pore, where there is less oxygen, the first to manage to get there can crowd out new migrants.

“My vision, and really a vision for the microbiome field in general,” Lieberman says, is that one day therapeutic microbes could be added to the body to treat medical conditions. “These could be microbes that are naturally occurring, or they could be genetically engineered microbes that have some property we want,” she adds. “But how to actually do that is really challenging because we don’t understand the ecology of the system.” Most bacteria introduced into a person’s system, even those taken from another healthy human, will not persist in the new person’s body, she notes, unless you “first bomb it with antibiotics” to get rid of most of the microbes that are already there. “Why that is,” she adds, “is something we really don’t understand.”

If Lieberman can solve the puzzle, the possible applications are tantalizing.  

“I would love to have bacteria that live on my face and release sunscreen in response to light,” she says. “Why can’t I have that? In the future, there’s no reason we can’t figure out how to do that in a safe and controlled manner. And it would be much more convenient than applying sunscreen every day.” 

Harnessing light-sensitive, sunblock-­producing microbes may sound like a distant fantasy. But it’s not beyond the realm of possibility. Other microbial products that sound straight out of a science fiction novel have already been invented in the lab. 

Molecular assassin

When Daniel Pascal first landed in the lab of MIT synthetic biologist Christopher Voigt, he had no idea he’d be staying on to make bacteria with superpowers. He was a first-year PhD student rotating through various labs, with little inkling of the potential contained in the microbes that live inside us.

Pascal, a 2024 Neil and Anna Rasmussen fellow who is pursuing a doctorate in biological engineering, was originally paired with a graduate student doing a more materials-­related synthetic biology project. But he came from a family of physicians and soon found himself speaking with other graduate students in the lab whose projects had to do with health. 

He then learned that two of the lab’s postdocs, Arash Farhadi and Brandon Fields, were receiving funding under a program sponsored by the Defense Advanced Research Projects Agency (DARPA), the Pentagon’s R&D organization, to develop solutions for common traveler’s ailments that result from problems like disrupted sleep cycles and limited access to safe food and water. When they explained that they hoped to harness microbes in the human body, they had his attention. 

Daniel Pascal, a graduate student pursuing a doctorate in biological engineering, is using synthetic biology to get microbes to carry out functions that they would not perform in the natural world.
COURTESY OF DANIEL PASCAL

“It’s amazing how these tiny little organisms have so much control and can wreak so much havoc,” he says.  

Intrigued, Pascal wound up officially joining Voigt’s lab, where he is working to create microbes that can carry out a wide array of functions they would not perform in the natural world.  

To do so, he is using a custom “landing pad” system developed in the lab. The system relies on synthetic biology to create a new region in the genome of a microbe that, using specific enzymes, can be filled with pieces of DNA designed to imbue the microbe with special new abilities.  

After engineering the landing pad into samples of an existing probiotic, Pascal and his collaborators on a project funded by the US Air Force and DARPA were able to deliver DNA that allows the probiotic to essentially set up a specialized drug production facility within the gut. First it absorbs two common amino acids, arginine and glycine. Then it converts them into a precursor compound that the body transforms into creatine, which can facilitate the production of muscle tissue from exercise and may help with memory.  

Pascal explains that creatine is often taken as an over-the-counter supplement by people doing weight training and other athletes who want to improve their fitness. “But creatine has been shown to improve performance in fatigued humans,” he says. “So the motivation for this project was the idea that Air Force pilots that are traveling all over the world are jet-lagged, are working crazy hours and shifts.” What if, the researchers wondered, those pilots “could take a supplement that would improve some of their responsiveness, athletic accuracy, intelligence, and reasoning?”

A typical oral supplement delivers a spike of creatine in the bloodstream that largely dissipates relatively quickly. More useful to the pilots would be a probiotic engineered to produce a consistent amount of the creatine precursor that could be turned into creatine as needed.

CMIT is also funding Pascal’s project using the landing pad system to get microbes to produce substances that target specific pathogens without disrupting the entire microbiome. Although Pascal cannot yet reveal any details about these molecular-­level assassins, he notes that other researchers in the Voigt lab have recently used the landing pad system to redesign the Escherichia coli Nissle (EcN) microbe, which had previously been engineered to produce such things as antibiotics, enzymes that break down toxins, and chemotherapy drugs to fight cancer. The lab’s work made it possible to improve the efficacy of a treatment for phenylketonuria and perhaps of other EcN therapeutics as well.  

The lab has, in short, been able to get microbe strains (one of which he says is a commercially available probiotic that in some countries you can buy over the counter) to do some very useful things. “They’ve figured out a way to take this mundane thing and give it these extraordinary capabilities,” he says. “The idea is to create a genetically engineered metabolite factory in the gut.”

Tackling childhood obesity  

Understanding the microbiome may also lead to new therapies for one of the greatest public health challenges currently facing the US: rising rates of obesity.

Jason Zhang, a pediatric gastroenterologist at Boston Children’s Hospital, has received a CMIT clinical fellowship to study how gut bacteria may be linked to childhood obesity and diabetes. As a visiting scientist in Alm’s lab, he is using AI to predict people’s loss of control over what or how much they eat. His working hypothesis is that microbial metabolites are interacting with endocrine cells in the lining of the gut. Those endocrine cells in turn secrete hormones that travel to the brain and stimulate or suppress hunger. 

“We believe that the microbiome plays a role in how we make choices around food,” he says. “The microbiome can send metabolites into the bloodstream that will maybe cross the blood-brain barrier. And there may be a direct connection. There is some evidence of that. But more likely they’re going to be interacting with cells in the epithelial layer in the gut.”

JASON ZHANG
Jason Zhang, a pediatric gastroenterologist at Boston Children’s Hospital, studies the link between gut bacteria and childhood obesity and diabetes. As a visiting scientist in the lab of Eric Alm, he uses AI to model what’s known as “loss-of-control eating.”
COURTESY OF JASON ZHANG

Zhang has sequenced the microbes found in the stool of subjects who have exhibited “loss-of-control eating” and developed a machine-learning algorithm that can predict it in other patients on the basis of their stool samples. He and his colleagues have begun to home in on a specific microbe that appears to be deficient in kids who experience this eating pattern. 

The researchers have discovered that this particular microbe appears to respond to food in the gut by creating compounds that stimulate enteroendocrine cells to release a series of hormones signaling satiety to the brain—among them GLP-1, the hormone whose signal is turned up by weight-loss drugs like Ozempic. Zhang has already begun experimenting with therapies that artificially introduce the microbe into mice to treat obesity, diabetes, and food addiction.  

“As with any single mechanism that treats a really complex disease, I would say it’s likely to make a difference,” he says. “But is it the silver bullet? Probably not.” Still, Zhang isn’t ruling it out: “We don’t know yet. That’s the ongoing work.” 

All these projects provide a taste of what’s to come. For more than a decade, CMIT has played a key role in building the fundamental infrastructure needed to develop the new field.But with as many as 100 trillion bacterial cells in the human microbiome, the efforts to explore it have only just begun.

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Crude Closes Higher on Iran, Cold Weather

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SLB Predicts Worst Is Behind Global Oil Market

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France Boards Oil Tanker Linked to Russia Shadow Fleet

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Natural Gas Prices Across the USA Surge

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Intel’s AI pivot could make lower-end PCs scarce in 2026

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Reports of SATA’s demise are overblown, but the technology is aging fast

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“DCN is increasingly treated as an end-to-end operating model that standardizes connectivity, security policy enforcement, and telemetry across users, the middle mile, and cloud/application edges,” Sanchez said. Dell’Oro defines DCN as platforms and services that deliver consistent connectivity, policy enforcement, and telemetry from users, across the WAN, to distributed cloud and application edges spanning branch sites, data centers and public clouds. The category is gaining relevance as hybrid architectures and AI-era traffic patterns increase the operational penalty for fragmented control planes. DCN buyers are moving beyond isolated upgrades and are prioritizing architectures that reduce operational seams across connectivity, security and telemetry so that incident response and change control can follow a single thread, according to Dell’Oro’s research. What makes DCN distinct is that it links user-to-application experience with where policy and visibility are enforced. This matters as application delivery paths become more dynamic and workloads shift between on-premises data centers, public cloud, and edge locations. The architectural requirement is eliminating handoffs between networking and security teams rather than optimizing individual network segments. Where DCN is growing the fastest Cloud/application edge is the fastest-growing DCN pillar. This segment deploys policy enforcement and telemetry collection points adjacent to workloads rather than backhauling traffic to centralized security stacks. “Multi-cloud remains a reality, but it is no longer the durable driver by itself,” Sanchez said. “Cloud/application edge is accelerating because enterprises are trying to make application paths predictable and secure across hybrid environments, and that requires pushing application-aware steering, policy enforcement, and unified telemetry closer to workloads.”

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Edged US Builds Waterless, High-Density AI Data Center Campuses at Scale

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CBRE’s 2026 Data Center Outlook: Demand Surges as Delivery Becomes the Constraint

The U.S. data center market is entering 2026 with fundamentals that remain unmatched across commercial real estate, but the nature of the dominant constraint has shifted. Demand is no longer gated by capital, connectivity, or even land. It is gated by the ability to deliver very large blocks of power, on aggressive timelines, at a predictable cost. According to the CBRE 2026 U.S. Real Estate Market Outlook as overseen by Gordon Dolven and Pat Lynch, the sector is on track to post another record year for leasing activity, even as vacancy remains at historic lows and pricing reaches all-time highs. What has changed is the scale at which demand now presents itself, and the difficulty of meeting it. Large-Block Leasing Rewrites the Economics AI-driven workloads are reshaping leasing dynamics in ways that break from prior hyperscale norms. Where 10-MW-plus deployments once commanded pricing concessions, CBRE now observes the opposite behavior: large, contiguous blocks of capacity are commanding premiums. Neocloud providers, GPU-as-a-service platforms and AI startups, many backed by aggressive capital deployment strategies, are actively competing for full-building and campus-scale capacity.  For operators, this is altering development and merchandising strategies. Rather than subdividing shells for flexibility, owners increasingly face a strategic choice: hold buildings intact to preserve optionality for single-tenant, high-density users who are willing to pay for scale. In effect, scale itself has become the scarce asset. Behind-the-Meter Power Moves to the Foreground For data centers, power availability meaning not just access, but certainty of delivery, is now the defining variable in the market.  CBRE notes accelerating adoption of behind-the-meter strategies as operators seek to bypass increasingly constrained utility timelines. On-site generation using natural gas, solar, wind, and battery storage is gaining traction, particularly in deregulated electricity markets where operators have more latitude to structure BYOP (bring your own power) solutions. 

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Blue Origin targets enterprise networks with a multi-terabit satellite connectivity plan

“It’s ideal for remote, sparse, or sensitive regions,” said Manish Rawat, analyst at TechInsights. “Key use cases include cloud-to-cloud links, data center replication, government, defense, and disaster recovery workloads. It supports rapid or temporary deployments and prioritizes fewer customers with high capacity, strict SLAs, and deep carrier integration.” Adoption, however, is expected to largely depend on the sector. For governments and organizations operating highly critical or sensitive infrastructure, where reliability and security outweigh cost considerations, this could be attractive as a redundancy option. “Banks, national security agencies, and other mission-critical operators may consider it as an alternate routing path,” Jain said. “For most enterprises, however, it is unlikely to replace terrestrial connectivity and would instead function as a supplementary layer.” Real-world performance Although satellite connectivity offers potential advantages, analysts note that questions remain around real-world performance. “TeraWave’s 6 Tbps refers to total constellation capacity, not per-user throughput, achieved via multiple optical inter-satellite links and ground gateways,” Rawat said. “Optical crosslinks provide high aggregate bandwidth but not a single terabit-class pipe. Performance lies between fiber and GEO satellites, with lower intercontinental latency than GEO but higher than fiber.” Operational factors could also affect network stability. Jitter is generally low, but handovers, rerouting, and weather conditions can introduce intermittent performance spikes. Packet loss is expected to remain modest but episodic, Rawat added.

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Microsoft will invest $80B in AI data centers in fiscal 2025

And Microsoft isn’t the only one that is ramping up its investments into AI-enabled data centers. Rival cloud service providers are all investing in either upgrading or opening new data centers to capture a larger chunk of business from developers and users of large language models (LLMs).  In a report published in October 2024, Bloomberg Intelligence estimated that demand for generative AI would push Microsoft, AWS, Google, Oracle, Meta, and Apple would between them devote $200 billion to capex in 2025, up from $110 billion in 2023. Microsoft is one of the biggest spenders, followed closely by Google and AWS, Bloomberg Intelligence said. Its estimate of Microsoft’s capital spending on AI, at $62.4 billion for calendar 2025, is lower than Smith’s claim that the company will invest $80 billion in the fiscal year to June 30, 2025. Both figures, though, are way higher than Microsoft’s 2020 capital expenditure of “just” $17.6 billion. The majority of the increased spending is tied to cloud services and the expansion of AI infrastructure needed to provide compute capacity for OpenAI workloads. Separately, last October Amazon CEO Andy Jassy said his company planned total capex spend of $75 billion in 2024 and even more in 2025, with much of it going to AWS, its cloud computing division.

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John Deere unveils more autonomous farm machines to address skill labor shortage

Join our daily and weekly newsletters for the latest updates and exclusive content on industry-leading AI coverage. Learn More Self-driving tractors might be the path to self-driving cars. John Deere has revealed a new line of autonomous machines and tech across agriculture, construction and commercial landscaping. The Moline, Illinois-based John Deere has been in business for 187 years, yet it’s been a regular as a non-tech company showing off technology at the big tech trade show in Las Vegas and is back at CES 2025 with more autonomous tractors and other vehicles. This is not something we usually cover, but John Deere has a lot of data that is interesting in the big picture of tech. The message from the company is that there aren’t enough skilled farm laborers to do the work that its customers need. It’s been a challenge for most of the last two decades, said Jahmy Hindman, CTO at John Deere, in a briefing. Much of the tech will come this fall and after that. He noted that the average farmer in the U.S. is over 58 and works 12 to 18 hours a day to grow food for us. And he said the American Farm Bureau Federation estimates there are roughly 2.4 million farm jobs that need to be filled annually; and the agricultural work force continues to shrink. (This is my hint to the anti-immigration crowd). John Deere’s autonomous 9RX Tractor. Farmers can oversee it using an app. While each of these industries experiences their own set of challenges, a commonality across all is skilled labor availability. In construction, about 80% percent of contractors struggle to find skilled labor. And in commercial landscaping, 86% of landscaping business owners can’t find labor to fill open positions, he said. “They have to figure out how to do

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2025 playbook for enterprise AI success, from agents to evals

Join our daily and weekly newsletters for the latest updates and exclusive content on industry-leading AI coverage. Learn More 2025 is poised to be a pivotal year for enterprise AI. The past year has seen rapid innovation, and this year will see the same. This has made it more critical than ever to revisit your AI strategy to stay competitive and create value for your customers. From scaling AI agents to optimizing costs, here are the five critical areas enterprises should prioritize for their AI strategy this year. 1. Agents: the next generation of automation AI agents are no longer theoretical. In 2025, they’re indispensable tools for enterprises looking to streamline operations and enhance customer interactions. Unlike traditional software, agents powered by large language models (LLMs) can make nuanced decisions, navigate complex multi-step tasks, and integrate seamlessly with tools and APIs. At the start of 2024, agents were not ready for prime time, making frustrating mistakes like hallucinating URLs. They started getting better as frontier large language models themselves improved. “Let me put it this way,” said Sam Witteveen, cofounder of Red Dragon, a company that develops agents for companies, and that recently reviewed the 48 agents it built last year. “Interestingly, the ones that we built at the start of the year, a lot of those worked way better at the end of the year just because the models got better.” Witteveen shared this in the video podcast we filmed to discuss these five big trends in detail. Models are getting better and hallucinating less, and they’re also being trained to do agentic tasks. Another feature that the model providers are researching is a way to use the LLM as a judge, and as models get cheaper (something we’ll cover below), companies can use three or more models to

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OpenAI’s red teaming innovations define new essentials for security leaders in the AI era

Join our daily and weekly newsletters for the latest updates and exclusive content on industry-leading AI coverage. Learn More OpenAI has taken a more aggressive approach to red teaming than its AI competitors, demonstrating its security teams’ advanced capabilities in two areas: multi-step reinforcement and external red teaming. OpenAI recently released two papers that set a new competitive standard for improving the quality, reliability and safety of AI models in these two techniques and more. The first paper, “OpenAI’s Approach to External Red Teaming for AI Models and Systems,” reports that specialized teams outside the company have proven effective in uncovering vulnerabilities that might otherwise have made it into a released model because in-house testing techniques may have missed them. In the second paper, “Diverse and Effective Red Teaming with Auto-Generated Rewards and Multi-Step Reinforcement Learning,” OpenAI introduces an automated framework that relies on iterative reinforcement learning to generate a broad spectrum of novel, wide-ranging attacks. Going all-in on red teaming pays practical, competitive dividends It’s encouraging to see competitive intensity in red teaming growing among AI companies. When Anthropic released its AI red team guidelines in June of last year, it joined AI providers including Google, Microsoft, Nvidia, OpenAI, and even the U.S.’s National Institute of Standards and Technology (NIST), which all had released red teaming frameworks. Investing heavily in red teaming yields tangible benefits for security leaders in any organization. OpenAI’s paper on external red teaming provides a detailed analysis of how the company strives to create specialized external teams that include cybersecurity and subject matter experts. The goal is to see if knowledgeable external teams can defeat models’ security perimeters and find gaps in their security, biases and controls that prompt-based testing couldn’t find. What makes OpenAI’s recent papers noteworthy is how well they define using human-in-the-middle

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