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Peptides are everywhere. Here’s what you need to know.

MIT Technology Review Explains: Let our writers untangle the complex, messy world of technology to help you understand what’s coming next. You can read more from the series here. Want to lose weight? Get shredded? Stay mentally sharp? A wellness influencer might tell you to take peptides, the latest cure-all in the alternative medicine arsenal. People inject them. They snort them. They combine them into concoctions with superhero names, like the Wolverine stack.   Matt Kaeberlein, a longevity researcher, first started hearing about peptides a few years ago. “At that point it was mostly functional medicine doctors that were using peptides,” he says, referring to physicians who embrace alternative medicine and supplements. “In the last six months, it’s kind of gone crazy.” Peptides have gone mainstream. At the health-technology startup Superpower in Los Angeles, employees can get free peptide shots on Fridays. At a health food store in Phoenix, a sidewalk sign reads, “We have peptides!” At a tae kwon do center in South Carolina, a peptide wholesaler hosts an informational evening. On social media, they’re everywhere. And that popularity seems poised to grow; Department of Health and Human Services secretary Robert F. Kennedy Jr. has promised to end the FDA’s “aggressive suppression” of peptides. The benefits and risks of many of these compounds, however, are largely unknown. Some of the most popular peptides have never been tested in human trials. They are sold for research purposes, not human consumption. Some are illegal knockoffs of wildly successful weight-loss medicines. The vast majority come from China, a fact that has some legislators worried. Last week, Senator Tom Cotton urged the head of the FDA to crack down on illegal shipments of peptides from China. In the absence of regulatory oversight, some people are sending the compounds they purchase off for independent testing just to ensure that the product is legit.  What is a peptide? A peptide is simply a short string of amino acids, the building blocks of proteins. “Scientists generally think of peptides as very small protein fragments, but we don’t really have a precise cutoff between a peptide and a protein,” says Paul Knoepfler, a stem-cell researcher at the University of California, Davis. Insulin is a peptide, as is human growth hormone. So are some neurotransmitters, like oxytocin.  But when wellness influencers talk about peptides, they’re often referring to particular compounds—formulated as injections, pills, or nasal sprays—that have become trendy lately.  Some of these peptides are FDA-approved prescription medications. GLP-1 medicines, for example, are approved to treat diabetes and obesity but are also easily accessible online to almost anyone who wants to use them. Many sites sell microdoses of GLP-1s with claims that they can “support longevity,” reduce cognitive decline, or curb inflammation.  Many more peptides are experimental. “The majority fall into the unapproved bucket,” says Kaeberlein, who is chief executive officer of Optispan, a Seattle-based health-care technology company focused on longevity. That bucket includes drugs that promote the release of growth hormones, like TB-500, CJC-1295, and ipamorelin, and compounds said to promote tissue repair and wound healing, like BPC-157 and GHK-Cu. It’s primarily these unapproved compounds that have raised concerns. “Anybody can set up an online shop selling research-grade peptides,” says Tenille Davis, a pharmacist and chief advocacy officer at the Alliance for Pharmacy Compounding, a trade organization representing more than 600 pharmacies. “And nobody knows what’s even in the vials.”   It’s not just fitness gurus, biohackers, and longevity fanatics who are taking these experimental drugs. Kaeberlein recalls hearing about an acquaintance whose doctor prescribed her unapproved peptides. She was “just a typical upper-middle-class woman,” he says. “That’s when it really hit me that this has sort of gone relatively mainstream.” What do peptides do? All kinds of things, purportedly. GHK-Cu is supposed to help with wound healing and collagen production. BPC-157 is said to promote tissue repair and curb inflammation, TB-500 to foster blood vessel formation. Here’s the caveat: The evidence for these benefits comes largely from animal studies and online testimonials, not human trials. “There’s no human clinical evidence to show that they even do what people are claiming that they do,” says Stuart Phillips, a muscle physiologist at McMaster University in Hamilton, Ontario. “So it could be just a giant rip-off.” Some experimental peptides probably do have beneficial wound healing properties or regenerative effects, Kaeberlein says. For BPC-157, for example, “the animal data is compelling,” he says. But there are still plenty of unknowns: What is the right dosage? How long should you take it? What’s the best way to administer it? Those are questions that can be answered only through rigorous clinical trials. In the absence of those studies, doctors “just make up their own protocols,” he says. Some consumers go the DIY route, reconstituting powdered peptides and injecting their own concoctions at home.  So why am I seeing ads for these peptide therapies if they’re not approved?  Federal law prohibits companies from marketing medications that haven’t been approved. That includes most peptides, which are regulated as small molecules, not dietary supplements. (Two notable exceptions are collagen peptides and creatine peptides, often sold as powders.) The law is designed to protect consumers from drugs that haven’t been proved safe and effective. But it doesn’t stop labs from making peptides for research purposes. “Most of the peptides being consumed in the marketplace now are being sold by these online companies that are selling them labeled for research use only,” Davis says. The vials often bear disclaimers that clearly say as much: “For research use only” or “Not for human consumption.” It’s illegal to market these products for human use, but “the websites make it pretty clear that the buyers are intended to be using these products themselves,” she says. The practice isn’t legal, but enforcement has been sporadic. “FDA sends warning letters, shuts down companies. But because it’s all online, they have a really hard time keeping up with these entities,” Davis says. And companies have plenty of incentive to keep illegally marketing the products. “They can make millions of dollars without having to spend money and time doing research,” Knoepfler says. “It’s a cash grab.” Compounding pharmacies, which are legally allowed to create bespoke medications by mixing bulk active ingredients, often get requests to dispense peptides, but most peptides don’t meet the eligibility criteria for compounding. This has always been the case, but in 2023 the FDA explicitly added several common experimental peptides to the list of bulk substances that cannot be compounded because of safety concerns. “It put an exclamation point on policy that was already in place,” Davis says.   Many GLP-1 medications are available from compounding pharmacies. That used to be accepted because the drugs were in short supply. Now, however, supplies of most of these medications are stable, and sellers are under increasing pressure from regulators to stop mass-marketing these drugs.  What’s the harm in trying them?  Peptides sold for research purposes come from labs with little regulatory oversight. “When you buy stuff online intended for research grade, you have no idea what’s in the vial that you’re getting. You have no idea the sterility practices that it was manufactured under, or what sort of impurities might be in the vial,” Davis says. Phillips has heard some people say they send their peptides for third-party testing to ensure that they’re pure, “like it’s some kind of flex,” he says. “And I’m like, ‘Well, you just proved that this stuff lives in the shadows, for crying out loud.’” Finnrick Analytics, a peptide-testing startup in Austin, Texas, has analyzed the purity and potency of more than 5,000 samples of 15 different peptides from 173 vendors. The results show that the quality varies substantially from vendor to vendor and even batch to batch. For example, the company tested nearly 450 samples of BPC-157 from 64 vendors. In some cases, the vials sold as BPC-157 didn’t contain the compound at all. In those that did, the purity varied from about 82% to 100%.  Perhaps more worrying, 8% of all the peptide samples Finnrick tested had measurable levels of endotoxins, bacterial fragments that can cause fever and chills or, in larger doses, septic shock.  The health risks aren’t just hypothetical. In 2025, two women had to be hospitalized and placed on ventilators after receiving peptide injections at a longevity conference in Las Vegas. Both recovered, and it’s still not clear whether they reacted to the peptides themselves or to some impurity in the vials.  “The idea that all peptides are safe and all peptides are natural is just nonsense,” Kaeberlein says. “I tend to consider myself fairly libertarian when it comes to what people want to do for their health,” he adds. “If you want to take an experimental drug, that’s up to you.” But the problem with unregulated experimental therapies is that it’s exceedingly difficult to assess benefit and harm. “The relatively small percentage of people that are bad actors will be bad actors, and they will dishonestly market this stuff to people who aren’t equipped to really understand the true risks and rewards,” he says. And, like any drug, peptides come with a risk of side effects. For approved medications, these are detailed right on the package insert. But for many experimental peptides, there hasn’t been enough research to understand what those side effects might be. Some researchers have warned that peptides that promote growth or blood vessel formation might also foster the growth of cancers.   For competitive athletes who use peptides, meanwhile, the risks include not just possible health problems but suspension. Some peptides, like BPC-157, are banned by the World Anti-Doping Agency.  The FDA has undergone a pretty substantial overhaul under the Trump administration. Are the regulations around peptides likely to change?  I don’t have a crystal ball, but it seems likely. In May 2025, US health secretary Robert F. Kennedy Jr. joined the longevity enthusiast and biohacker Gary Brecka on his podcast The Ultimate Human and promised to “end the war at FDA against alternative medicine—the war on stem cells, the war on chelating drugs, the war on peptides.” Knoepfler anticipates that Kennedy will force the FDA to allow compounding of some of the most popular peptides, like BPC-157 and GHK-Cu. “Such a step would put public health at great risk, while giving compounders and likely wellness influencers a lot more profit,” he says.  The FDA seems intent on cracking down on GLP-1 copycats, however. In early February, commissioner Marty Makary posted on X that the agency would take “swift action against companies mass-marketing illegal copycat drugs, claiming they are similar to FDA-approved products.”

MIT Technology Review Explains: Let our writers untangle the complex, messy world of technology to help you understand what’s coming next. You can read more from the series here.

Want to lose weight? Get shredded? Stay mentally sharp? A wellness influencer might tell you to take peptides, the latest cure-all in the alternative medicine arsenal. People inject them. They snort them. They combine them into concoctions with superhero names, like the Wolverine stack.  

Matt Kaeberlein, a longevity researcher, first started hearing about peptides a few years ago. “At that point it was mostly functional medicine doctors that were using peptides,” he says, referring to physicians who embrace alternative medicine and supplements. “In the last six months, it’s kind of gone crazy.”

Peptides have gone mainstream. At the health-technology startup Superpower in Los Angeles, employees can get free peptide shots on Fridays. At a health food store in Phoenix, a sidewalk sign reads, “We have peptides!” At a tae kwon do center in South Carolina, a peptide wholesaler hosts an informational evening. On social media, they’re everywhere. And that popularity seems poised to grow; Department of Health and Human Services secretary Robert F. Kennedy Jr. has promised to end the FDA’s “aggressive suppression” of peptides.

The benefits and risks of many of these compounds, however, are largely unknown. Some of the most popular peptides have never been tested in human trials. They are sold for research purposes, not human consumption. Some are illegal knockoffs of wildly successful weight-loss medicines. The vast majority come from China, a fact that has some legislators worried. Last week, Senator Tom Cotton urged the head of the FDA to crack down on illegal shipments of peptides from China. In the absence of regulatory oversight, some people are sending the compounds they purchase off for independent testing just to ensure that the product is legit. 

What is a peptide?

A peptide is simply a short string of amino acids, the building blocks of proteins. “Scientists generally think of peptides as very small protein fragments, but we don’t really have a precise cutoff between a peptide and a protein,” says Paul Knoepfler, a stem-cell researcher at the University of California, Davis. Insulin is a peptide, as is human growth hormone. So are some neurotransmitters, like oxytocin. 

But when wellness influencers talk about peptides, they’re often referring to particular compounds—formulated as injections, pills, or nasal sprays—that have become trendy lately. 

Some of these peptides are FDA-approved prescription medications. GLP-1 medicines, for example, are approved to treat diabetes and obesity but are also easily accessible online to almost anyone who wants to use them. Many sites sell microdoses of GLP-1s with claims that they can “support longevity,” reduce cognitive decline, or curb inflammation. 

Many more peptides are experimental. “The majority fall into the unapproved bucket,” says Kaeberlein, who is chief executive officer of Optispan, a Seattle-based health-care technology company focused on longevity. That bucket includes drugs that promote the release of growth hormones, like TB-500, CJC-1295, and ipamorelin, and compounds said to promote tissue repair and wound healing, like BPC-157 and GHK-Cu. It’s primarily these unapproved compounds that have raised concerns. “Anybody can set up an online shop selling research-grade peptides,” says Tenille Davis, a pharmacist and chief advocacy officer at the Alliance for Pharmacy Compounding, a trade organization representing more than 600 pharmacies. “And nobody knows what’s even in the vials.”  

It’s not just fitness gurus, biohackers, and longevity fanatics who are taking these experimental drugs. Kaeberlein recalls hearing about an acquaintance whose doctor prescribed her unapproved peptides. She was “just a typical upper-middle-class woman,” he says. “That’s when it really hit me that this has sort of gone relatively mainstream.”

What do peptides do?

All kinds of things, purportedly. GHK-Cu is supposed to help with wound healing and collagen production. BPC-157 is said to promote tissue repair and curb inflammation, TB-500 to foster blood vessel formation. Here’s the caveat: The evidence for these benefits comes largely from animal studies and online testimonials, not human trials. “There’s no human clinical evidence to show that they even do what people are claiming that they do,” says Stuart Phillips, a muscle physiologist at McMaster University in Hamilton, Ontario. “So it could be just a giant rip-off.”

Some experimental peptides probably do have beneficial wound healing properties or regenerative effects, Kaeberlein says. For BPC-157, for example, “the animal data is compelling,” he says. But there are still plenty of unknowns: What is the right dosage? How long should you take it? What’s the best way to administer it? Those are questions that can be answered only through rigorous clinical trials. In the absence of those studies, doctors “just make up their own protocols,” he says. Some consumers go the DIY route, reconstituting powdered peptides and injecting their own concoctions at home. 

So why am I seeing ads for these peptide therapies if they’re not approved? 

Federal law prohibits companies from marketing medications that haven’t been approved. That includes most peptides, which are regulated as small molecules, not dietary supplements. (Two notable exceptions are collagen peptides and creatine peptides, often sold as powders.) The law is designed to protect consumers from drugs that haven’t been proved safe and effective.

But it doesn’t stop labs from making peptides for research purposes. “Most of the peptides being consumed in the marketplace now are being sold by these online companies that are selling them labeled for research use only,” Davis says. The vials often bear disclaimers that clearly say as much: “For research use only” or “Not for human consumption.” It’s illegal to market these products for human use, but “the websites make it pretty clear that the buyers are intended to be using these products themselves,” she says.

The practice isn’t legal, but enforcement has been sporadic. “FDA sends warning letters, shuts down companies. But because it’s all online, they have a really hard time keeping up with these entities,” Davis says. And companies have plenty of incentive to keep illegally marketing the products. “They can make millions of dollars without having to spend money and time doing research,” Knoepfler says. “It’s a cash grab.”

Compounding pharmacies, which are legally allowed to create bespoke medications by mixing bulk active ingredients, often get requests to dispense peptides, but most peptides don’t meet the eligibility criteria for compounding. This has always been the case, but in 2023 the FDA explicitly added several common experimental peptides to the list of bulk substances that cannot be compounded because of safety concerns. “It put an exclamation point on policy that was already in place,” Davis says.  

Many GLP-1 medications are available from compounding pharmacies. That used to be accepted because the drugs were in short supply. Now, however, supplies of most of these medications are stable, and sellers are under increasing pressure from regulators to stop mass-marketing these drugs. 

What’s the harm in trying them? 

Peptides sold for research purposes come from labs with little regulatory oversight. “When you buy stuff online intended for research grade, you have no idea what’s in the vial that you’re getting. You have no idea the sterility practices that it was manufactured under, or what sort of impurities might be in the vial,” Davis says.

Phillips has heard some people say they send their peptides for third-party testing to ensure that they’re pure, “like it’s some kind of flex,” he says. “And I’m like, ‘Well, you just proved that this stuff lives in the shadows, for crying out loud.’”

Finnrick Analytics, a peptide-testing startup in Austin, Texas, has analyzed the purity and potency of more than 5,000 samples of 15 different peptides from 173 vendors. The results show that the quality varies substantially from vendor to vendor and even batch to batch. For example, the company tested nearly 450 samples of BPC-157 from 64 vendors. In some cases, the vials sold as BPC-157 didn’t contain the compound at all. In those that did, the purity varied from about 82% to 100%. 

Perhaps more worrying, 8% of all the peptide samples Finnrick tested had measurable levels of endotoxins, bacterial fragments that can cause fever and chills or, in larger doses, septic shock. 

The health risks aren’t just hypothetical. In 2025, two women had to be hospitalized and placed on ventilators after receiving peptide injections at a longevity conference in Las Vegas. Both recovered, and it’s still not clear whether they reacted to the peptides themselves or to some impurity in the vials. 

“The idea that all peptides are safe and all peptides are natural is just nonsense,” Kaeberlein says. “I tend to consider myself fairly libertarian when it comes to what people want to do for their health,” he adds. “If you want to take an experimental drug, that’s up to you.” But the problem with unregulated experimental therapies is that it’s exceedingly difficult to assess benefit and harm. “The relatively small percentage of people that are bad actors will be bad actors, and they will dishonestly market this stuff to people who aren’t equipped to really understand the true risks and rewards,” he says.

And, like any drug, peptides come with a risk of side effects. For approved medications, these are detailed right on the package insert. But for many experimental peptides, there hasn’t been enough research to understand what those side effects might be. Some researchers have warned that peptides that promote growth or blood vessel formation might also foster the growth of cancers.  

For competitive athletes who use peptides, meanwhile, the risks include not just possible health problems but suspension. Some peptides, like BPC-157, are banned by the World Anti-Doping Agency. 

The FDA has undergone a pretty substantial overhaul under the Trump administration. Are the regulations around peptides likely to change? 

I don’t have a crystal ball, but it seems likely. In May 2025, US health secretary Robert F. Kennedy Jr. joined the longevity enthusiast and biohacker Gary Brecka on his podcast The Ultimate Human and promised to “end the war at FDA against alternative medicine—the war on stem cells, the war on chelating drugs, the war on peptides.”

Knoepfler anticipates that Kennedy will force the FDA to allow compounding of some of the most popular peptides, like BPC-157 and GHK-Cu. “Such a step would put public health at great risk, while giving compounders and likely wellness influencers a lot more profit,” he says. 

The FDA seems intent on cracking down on GLP-1 copycats, however. In early February, commissioner Marty Makary posted on X that the agency would take “swift action against companies mass-marketing illegal copycat drugs, claiming they are similar to FDA-approved products.”

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Nscale Expands AI Factory Strategy With Power, Platform, and Scale

Nscale has moved quickly from startup to serious contender in the race to build infrastructure for the AI era. Founded in 2024, the company has positioned itself as a vertically integrated “neocloud” operator, combining data center development, GPU fleet ownership, and a software stack designed to deliver large-scale AI compute. That model has helped it attract backing from investors including Nvidia, and in early March 2026 the company raised another $2 billion at a reported $14.6 billion valuation. Reuters has described Nscale’s approach as owning and operating its own data centers, GPUs, and software stack to support major customers including Microsoft and OpenAI. What makes Nscale especially relevant now is that it is no longer content to operate as a cloud intermediary or capacity provider. Over the past year, the company has increasingly framed itself as an AI hyperscaler and AI factory builder, seeking to combine land, power, data center shells, GPU procurement, customer offtake, and software services into a single integrated platform. Its acquisition of American Intelligence & Power Corporation, or AIPCorp, is the clearest signal yet of that shift, bringing energy infrastructure directly into the center of Nscale’s business model. The AIPCorp transaction is significant because it gives Nscale more than additional development capacity. The company said the deal includes the Monarch Compute Campus in Mason County, West Virginia, a site of up to 2,250 acres with a state-certified AI microgrid and a power runway it says can scale beyond 8 gigawatts. Nscale also said the acquisition establishes a new division, Nscale Energy & Power, headquartered in Houston, extending its platform further into power development. That positioning reflects a broader shift in the AI infrastructure market. The central bottleneck is no longer simply access to GPUs. It is the ability to assemble power, cooling, land, permits, data center

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Google Research touts memory-compression breakthrough for AI processing

The last time the market witnessed a shakeup like this was China’s DeepSeek, but doubts emerged quickly about its efficacy. Developers found DeepSeek’s efficiency gains required deep architectural decisions that had to be built in from the start. TurboQuant requires no retraining or fine-tuning. You just drop it straight into existing inference pipelines, at least in theory. If it works in production systems with no retrofitting, then data center operators will get tremendous performance gains on existing hardware. Data center operators won’t have to throw hardware at the performance problem. However, analysts urge caution before jumping to conclusions. “This is a research breakthrough, not a shipping product,” said Alex Cordovil, research director for physical infrastructure at The Dell’Oro Group. “There’s often a meaningful gap between a published paper and real-world inference workloads.” Also, Dell’Oro notes that efficiency gains in AI compute tend to get consumed by more demand, known as the Jevons paradox. “Any freed-up capacity would likely be absorbed by frontier models expanding their capabilities rather than reducing their hardware footprint.” Jim Handy, president of Objective Analysis, agrees on that second part. “Hyperscalers won’t cut their spending – they’ll just spend the same amount and get more bang for their buck,” he said. “Data centers aren’t looking to reach a certain performance level and subsequently stop spending on AI. They’re looking to out-spend each other to gain market dominance. This won’t change that.” Google plans to present a paper outlining TurboQuant at the ICLR conference in Rio de Janeiro running from April 23 through April 27.

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Amazon Middle East datacenter suffers second drone hit as Iran steps up attacks

Amazon was contacted for comment on the latest Bahrain drone incident, but said it had nothing to add beyond the statement in its current advisory. Denial of infrastructure Doing the damage is the Shaheed 136, a small and unsophisticated drone designed to overwhelm defenders with numbers. If only one in twenty reaches its target, the price-performance still exceeds that of more expensive systems. When aimed at critical infrastructure such as datacenters, the effect is also psychological; the threat of an attack on its own can be enough to make it difficult for organizations to continue using an at-risk facility.  Iran’s targeting of the Bahrain datacenter is unlikely to be random. Amazon opened its ME-SOUTH-1 AWS presence in 2019, and it is still believed to be the company’s largest site in the Middle East. Earlier this week, the Islamic Revolutionary Guard Corps (IRGC) Telegram channel explicitly threatened to target at least 18 US companies operating in the region, including Microsoft, Google, Nvidia, and Apple. This follows similar threats to an even longer list of US companies made on the IRGC-affiliated Tasnim News Agency in recent weeks. That strategy doesn’t bode well for US companies that have made large investments in Middle Eastern datacenter infrastructure in recent years, drawn by the growing wealth and influence of countries in the region. This includes Amazon, which has announced plans to build a $5.3 billion datacenter in Saudi Arabia, due to become available in 2026. If this is now under threat, whether by warfare or the hypothetical possibility of attack, that will create uncertainty.

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Data Center Jobs: Engineering, Construction, Commissioning, Sales, Field Service and Facility Tech Jobs Available in Major Data Center Hotspots

Each month Data Center Frontier, in partnership with Pkaza, posts some of the hottest data center career opportunities in the market. Here’s a look at some of the latest data center jobs posted on the Data Center Frontier jobs board, powered by Pkaza Critical Facilities Recruiting. Looking for Data Center Candidates? Check out Pkaza’s Active Candidate / Featured Candidate Hotlist Power Applications Engineer Pittsburgh, PA This position is also available in: Denver, CO and Andrews, SC.  Our client is a leading provider and manufacturer of industrial electrical power equipment used in industrial applications for mission critical operations. They help their customers save money by reducing energy and operating costs and provide solutions for modernizing their customer’s existing electrical infrastructure. This company provides cooling solutions to many of the world’s largest organizations and government facilities and enterprise clients, colocation providers and hyperscale companies. This career-growth minded opportunity offers exciting projects with leading-edge technology and innovation as well as competitive salaries and benefits. Electrical Commissioning Engineer Ashburn, VA This traveling position is also available in: New York, NY; White Plains, NY;  Dallas, TX; Richmond, VA; Montvale, NJ; Charlotte, NC; Atlanta, GA; Hampton, GA; New Albany, OH; Cedar Rapids, IA; Phoenix, AZ; Salt Lake City, UT;  Kansas City, MO; Omaha, NE; Chesterton, IN or Chicago, IL. *** ALSO looking for a LEAD EE and ME CxA Agents and CxA PMs. ***  Our client is an engineering design and commissioning company that has a national footprint and specializes in MEP critical facilities design. They provide design, commissioning, consulting and management expertise in the critical facilities space. They have a mindset to provide reliability, energy efficiency, sustainable design and LEED expertise when providing these consulting services for enterprise, colocation and hyperscale companies. This career-growth minded opportunity offers exciting projects with leading-edge technology and innovation as well as competitive

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No joke: data centers are warming the planet

The researchers also made use of a database provided by the International Energy Agency (IEA) that the authors pointed out contains more than 11,000 locations worldwide, of which 8,472 have been detected to dwell outside of highly dense urban areas. The latter locations were then used to “quantify the effect of data centers on the environment in terms of the LST gradient that could be measured on the areas surrounding each data center.” Asking the wrong question Asked if AI data centers are really causing local warming, or if this phenomenon is overstated, Sanchit Vir Gogia, chief analyst at Greyhound Research, said, “the signal is real, but the industry is asking the wrong question. The research shows a consistent rise in land surface temperature of around 2°C  following the establishment of large data centre facilities.” The debate, however, “has quickly shifted to causality: whether this is driven by operational heat from compute, or by land transformation during construction. That distinction matters scientifically, but it does not change the strategic implication.” Land surface temperature, said Gogia, is not the same as air temperature, and that gap will be used to challenge the findings. “But dismissing the signal on that basis would be a mistake,” he noted. “Data centers concentrate energy use, replace natural surfaces with heat-retaining materials, and continuously reject heat into the environment. Those are known drivers of thermal change.” He added, “the uncomfortable truth is this: Even if the exact mechanism is debated, the outcome aligns with first principles. Infrastructure at this scale alters its surroundings. The industry does not yet have a clean way to separate construction impact from operational impact, and that ambiguity makes the risk harder to model, not easier. This is not overstated, it is under-interpreted.” Location strategy must change But will the findings change

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Schneider Electric Maps the AI Data Center’s Next Design Era

The coming shift to higher-voltage DC That internal power challenge led Simonelli to one of the most consequential architectural topics in the interview: the likely transition toward higher-voltage DC distribution at very high rack densities. He framed it pragmatically. At current density levels, the industry knows how to get power into racks at 200 or 300 kilowatts. But as densities rise toward 400 kilowatts and beyond, conventional AC approaches start to run into physical limits. Too much cable, too much copper, too much conversion equipment, and too much space consumed by power infrastructure rather than GPUs. At that point, he said, higher-voltage DC becomes attractive not for philosophical reasons, but because it reduces current, shrinks conductor size, saves space, and leaves more room for revenue-generating compute. “It is again a paradigm shift,” Simonelli said of DC power at these densities. “But it won’t be everywhere.” That is probably right. The transition will not be universal, and the exact thresholds will evolve. But his underlying point is powerful. As rack densities climb, electrical architecture starts to matter not only for efficiency and reliability, but for physical space allocation inside the rack. Put differently, power distribution becomes a compute-enablement issue. Distance between accelerators matters, too. The closer GPUs and TPUs can be kept together, the better they perform. If power infrastructure can be compacted, more of the rack can be devoted to dense compute, improving the economics and performance of the system. That is a strong example of how AI is collapsing traditional boundaries between facility engineering and compute architecture. The two are no longer cleanly separable. Gas now, renewables over time On onsite power, Simonelli was refreshingly direct. If the goal is dispatchable onsite generation at the scale now being contemplated for AI facilities, he said, “there really isn’t an alternative

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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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