Stay Ahead, Stay ONMINE

Meet the man building a starter kit for civilization

You live in a house you designed and built yourself. You rely on the sun for power, heat your home with a woodstove, and farm your own fish and vegetables. The year is 2025.  This is the life of Marcin Jakubowski, the 53-year-old founder of Open Source Ecology, an open collaborative of engineers, producers, and builders developing what they call the Global Village Construction Set (GVCS). It’s a set of 50 machines—everything from a tractor to an oven to a circuit maker—that are capable of building civilization from scratch and can be reconfigured however you see fit.  Jakubowski immigrated to the US from Slupca, Poland, as a child. His first encounter with what he describes as the “prosperity of technology” was the vastness of the American grocery store. Seeing the sheer quantity and variety of perfectly ripe produce cemented his belief that abundant, sustainable living was within reach in the United States.  With a bachelor’s degree from Princeton and a doctorate in physics from the University of Wisconsin, Jakubowski had spent most of his life in school. While his peers kick-started their shiny new corporate careers, he followed a different path after he finished his degree in 2003: He bought a tractor to start a farm in Maysville, Missouri, eager to prove his ideas about abundance. “It was a clear decision to give up the office cubicle or high-level research job, which is so focused on tiny issues that one never gets to work on the big picture,” he says. But in just a short few months, his tractor broke down—and he soon went broke.  Every time his tractor malfunctioned, he had no choice but to pay John Deere for repairs—even if he knew how to fix the problem on his own. John Deere, the world’s largest manufacturer of agricultural equipment, continues to prohibit farmers from repairing their own tractors (except in Colorado, where farmers were granted a right to repair by state law in 2023). Fixing your own tractor voids any insurance or warranty, much like jailbreaking your iPhone.  Today, large agricultural manufacturers have centralized control over the market, and most commercial tractors are built with proprietary parts. Every year, farmers pay $1.2 billion in repair costs and lose an estimated $3 billion whenever their tractors break down, entirely because large agricultural manufacturers have lobbied against the right to repair since the ’90s. Currently there are class action lawsuits involving hundreds of farmers fighting for their right to do so. “The machines own farmers. The farmers don’t own [the machines],” Jakubowski says. He grew certain that self-sufficiency relied on agricultural autonomy, which could be achieved only through free access to technology. So he set out to apply the principles of open-source software to hardware. He figured that if farmers could have access to the instructions and materials required to build their own tractors, not only would they be able to repair them, but they’d also be able to customize the vehicles for their needs. Life-changing technology should be available to all, he thought, not controlled by a select few. So, with an understanding of mechanical engineering, Jakubowski built his own tractor and put all his schematics online on his platform Open Source Ecology.   That tractor Jakubowski built is designed to be taken apart. It’s a critical part of the GVCS, a collection of plug-and-play machines that can “build a thriving economy anywhere in the world … from scratch.” The GVCS includes a 3D printer, a self-contained hydraulic power unit called the Power Cube, and more, each designed to be reconfigured for multiple purposes. There’s even a GVCS micro-home. You can use the Power Cube to power a brick press, a sawmill, a car, a CNC mill, or a bioplastic extruder, and you can build wind turbines with the frames that are used in the home.  Jakubowski compares the GVCS to Lego blocks and cites the Linux ecosystem as his inspiration. In the same way that Linux’s source code is free to inspect, modify, and redistribute, all the instructions you need to build and repurpose a GVCS machine are freely accessible online. Jakubowski envisions a future in which the GVCS parallels the Linux infrastructure, with custom tools built to optimize agriculture, construction, and material fabrication in localized contexts. “The [final form of the GVCS] must be proven to allow efficient production of food, shelter, consumer goods, cars, fuel, and other goods—except for exotic imports (coffee, bananas, advanced semiconductors),” he wrote on his Open Source Ecology wiki.  The ethos of GVCS is reminiscent of the Whole Earth Catalog, a countercultural publication that offered a combination of reviews, DIY manuals, and survival guides between 1968 and 1972. Founded by Stewart Brand, the publication had the slogan “Access to tools” and was famous for promoting self-sufficiency. It heavily featured the work of R. Buckminster Fuller, an American architect known for his geodesic domes (lightweight structures that can be built using recycled materials) and for coining the term “ephemeralization,” which refers to the ability of technology to let us do more with less material, energy, and effort.  The schematics for Marcin Jakubowski’s designs are all available online.COURTESY OF OPEN SOURCE ECOLOGY Jakubowski owns the publication’s entire printed output, but he offers a sharp critique of its legacy in our current culture of tech utopianism. “The first structures we built were domes. Good ideas. But the open-source part of that was not really there yet—Fuller patented his stuff,” he says. Fuller and the Whole Earth Catalog may have popularized an important philosophy of self-reliance, but to Jakubowski, their failure to advocate for open collaboration stopped the ultimate vision of sustainability from coming to fruition. “The failure of the techno-utopians to organize into a larger movement of collaborative, open, distributed production resulted in a miscarriage of techno-utopia,” he says.  With a background in physics and an understanding of mechanical engineering, Marcin Jakubowski built his own tractor.COURTESY OF OPEN SOURCE ECOLOGY Unlike software, hardware can’t be infinitely reproduced or instantly tested. It requires manufacturing infrastructure and specific materials, not to mention exhaustive documentation. There are physical constraints—different port standards, fluctuations in availability of materials, and more. And now that production chains are so globalized that manufacturing a hot tub can require parts from seven different countries and 14 states, how can we expect anything to be replicable in our backyard? The solution, according to Jakubowski, is to make technology “appropriate.”  Appropriate technology is technology that’s designed to be affordable and sustainable for a specific local context. The idea comes from Gandhi’s philosophy of swadeshi (self-reliance) and sarvodaya (upliftment of all) and was popularized by the economist Ernst Friedrich “Fritz” Schumacher’s book Small Is Beautiful, which discussed the concept of “intermediate technology”: “Any intelligent fool can make things bigger, more complex, and more violent. It takes a touch of genius—and a lot of courage—to move in the opposite direction.” Because different environments operate at different scales and with different resources, it only makes sense to tailor technology for those conditions. Solar lamps, bikes, hand-­powered water pumps—anything that can be built using local materials and maintained by the local community—are among the most widely cited examples of appropriate technology.  This concept has historically been discussed in the context of facilitating economic growth in developing nations and adapting capital-intensive technology to their needs. But Jakubowski hopes to make it universal. He believes technology needs to be appropriate even in suburban and urban places with access to supermarkets, hardware stores, Amazon deliveries, and other forms of infrastructure. If technology is designed specifically for these contexts, he says, end-to-end reproduction will be possible, making more space for collaboration and innovation.  What makes Jakubowski’s technology “appropriate” is his use of reclaimed materials and off-the-shelf parts to build his machines. By using local materials and widely available components, he’s able to bypass the complex global supply chains that proprietary technology often requires. He also structures his schematics around concepts already familiar to most people who are interested in hardware, making his building instructions easier to follow. Everything you need to build Jakubowski’s machines should be available around you, just as everything you need to know about how to repair or operate the machine is online—from blueprints to lists of materials to assembly instructions and testing protocols. “If you’ve got a wrench, you’ve got a tractor,” his manual reads.   This spirit dates back to the ’70s, when the idea of building things “moved out of the retired person’s garage and into the young person’s relationship with the Volkswagen,” says Brand. He references John Muir’s 1969 book How to Keep Your Volkswagen Alive: A Manual of Step-by-Step Procedures for the Compleat Idiot and fondly recalls how the Beetle’s simple design and easily swapped parts made it common for owners to rebody their cars, combining the chassis of one with the body of another. He also mentions the impact of the Ford Model T cars that, with a few extra parts, were made into tractors during the Great Depression.  For Brand, the focus on repairability is critical in the modern context. There was a time when John Deere tractors were “appropriate” in Jakubowski’s terms, Brand says: “A century earlier, John Deere took great care to make sure that his plowshares could be taken apart and bolted together, that you can undo and redo them, replace parts, and so on.” The company “attracted insanely loyal customers because they looked out for the farmers so much,” Brand says, but “they’ve really reversed the orientation.” Echoing Jakubowski’s initial motivation for starting OSE, Brand insists that technology is appropriate to the extent that it is repairable.  Even if you can find all the parts you need from Lowe’s, building your own tractor is still intimidating. But for some, the staggering price advantage is reason enough to take on the challenge: A GVCS tractor costs $12,000 to build, whereas a commercial tractor averages around $120,000 to buy, not including the individual repairs that might be necessary over its lifetime at a cost of $500 to $20,000 each. And gargantuan though it may seem, the task of building a GVCS tractor or other machine is doable: Just a few years after the project launched in 2008, more than 110 machines had been built by enthusiasts from Chile, Nicaragua, Guatemala, China, India, Italy, and Turkey, just to name a few places.  Of the many machines developed, what’s drawn the most interest from GVCS enthusiasts is the one nicknamed “The Liberator,” which presses local soil into compressed earth blocks, or CEBs—a type of cost- and energy-­efficient brick that can withstand extreme weather conditions. It’s been especially popular among those looking to build their own homes: A man named Aurélien Bielsa replicated the brick press in a small village in the south of France to build a house for his family in 2018, and in 2020 a group of volunteers helped a member of the Open Source Ecology community build a tiny home using blocks from one of these presses in a fishing village near northern Belize.  The CEB press, nicknamed “The Liberator,” turns local soil into energy-efficient compressed earth blocks.COURTESY OF OPEN SOURCE ECOLOGY Jakubowski recalls receiving an email about one of the first complete reproductions of the CEB press, built by a Texan named James Slate, who ended up starting a business selling the bricks: “When [James] sent me a picture [of our brick press], I thought it was a Photoshopped copy of our machine, but it was his. He just downloaded the plans off the internet. I knew nothing about it.” Slate described having a very limited background in engineering before building the brick press. “I had taken some mechanics classes back in high school. I mostly come from an IT computer world,” he said in an interview with Open Source Ecology. “Pretty much anyone can build one, if they put in the effort.”  Andrew Spina, an early GVCS enthusiast, agrees. Spina spent five years building versions of the GVCS tractor and Power Cube, eager to create means of self-­sufficiency at an individual scale. “I’m building my own tractor because I want to understand it and be able to maintain it,” he wrote in his blog, Machining Independence. Spina’s curiosity gestures toward the broader issue of technological literacy: The more we outsource to proprietary tech, the less we understand how things work—further entrenching our need for that proprietary tech. Transparency is critical to the open-source philosophy precisely because it helps us become self-sufficient.  Since starting Open Source Ecology, Jakubowski has been the main architect behind the dozens of machines available on his platform, testing and refining his designs on a plot of land he calls the Factor e Farm in Maysville. Most GVCS enthusiasts reproduce Jakubowski’s machines for personal use; only a few have contributed to the set themselves. Of those select few, many made dedicated visits to the farm for weeks at a time to learn how to build Jakubowski’s GVCS collection. James Wise, one of the earliest and longest-term GVCS contributors, recalls setting up tents and camping out in his car to attend sessions at Jakubowski’s workshop, where visiting enthusiasts would gather to iterate on designs: “We’d have a screen on the wall of our current best idea. Then we’d talk about it.” Wise doesn’t consider himself particularly experienced on the engineering front, but after working with other visiting participants, he felt more emboldened to contribute. “Most of [my] knowledge came from [my] peers,” he says.  Jakubowski’s goal of bolstering collaboration hinges on a degree of collective proficiency. Without a community skilled with hardware, the organic innovation that the open-source approach promises will struggle to bear fruit, even if Jakubowski’s designs are perfectly appropriate and thoroughly documented. “That’s why we’re starting a school!” said Jakubowski, when asked about his plan to build hardware literacy. Earlier this year, he announced the Future Builders Academy, an apprenticeship program where participants will be taught all the necessary skills to develop and build the affordable, self-sustaining homes that are his newest venture. Seed Eco Homes, as Jakubowski calls them, are “human-sized, panelized” modular houses complete with a biodigester, a thermal battery, a geothermal cooling system, and solar electricity. Each house is entirely energy independent and can be built in five days, at a cost of around $40,000. Over eight of these houses have been built across the country, and Jakubowski himself lives in the earliest version of the design. Seed Eco Homes are the culmination of his work on the GVCS: The structure of each house combines parts from the collection and embodies its modular philosophy. The venture represents Jakubowski’s larger goal of making everyday technology accessible. “Housing [is the] single largest cost in one’s life—and a key to so much more,” he says. The final goal of Open Source Ecology is a “zero marginal cost” society, where producing an additional unit of a good or service costs little to nothing. Jakubowski’s interpretation of the concept (popularized by the American economist and social theorist Jeremy Rifkin) assumes that by eradicating licensing fees, decentralizing manufacturing, and fostering collaboration through education, we can develop truly equitable technology that allows us to be self-sufficient. Open-source hardware isn’t just about helping farmers build their own tractors; in Jakubowski’s view, it’s a complete reorientation of our relationship to technology.  In the first issue of the Whole Earth Catalog, a key piece of inspiration for Jakubowski’s project, Brand wrote: “We are as gods and we might as well get good at it.” In 2007, in a book Brand wrote about the publication, he corrected himself: “We are as gods and have to get good at it.” Today, Jakubowski elaborates: “We’re becoming gods with technology. Yet technology has badly failed us. We’ve seen great progress with civilization. But how free are people today compared to other times?” Cautioning against our reliance on the proprietary technology we use daily, he offers a new approach: Progress should mean not just achieving technological breakthroughs but also making everyday technology equitable.  “We don’t need more technology,” he says. “We just need to collaborate with what we have now.” Tiffany Ng is a freelance writer exploring the relationship between art, tech, and culture. She writes Cyber Celibate, a neo-Luddite newsletter on Substack. 

You live in a house you designed and built yourself. You rely on the sun for power, heat your home with a woodstove, and farm your own fish and vegetables. The year is 2025. 

This is the life of Marcin Jakubowski, the 53-year-old founder of Open Source Ecology, an open collaborative of engineers, producers, and builders developing what they call the Global Village Construction Set (GVCS). It’s a set of 50 machines—everything from a tractor to an oven to a circuit maker—that are capable of building civilization from scratch and can be reconfigured however you see fit. 

Jakubowski immigrated to the US from Slupca, Poland, as a child. His first encounter with what he describes as the “prosperity of technology” was the vastness of the American grocery store. Seeing the sheer quantity and variety of perfectly ripe produce cemented his belief that abundant, sustainable living was within reach in the United States. 

With a bachelor’s degree from Princeton and a doctorate in physics from the University of Wisconsin, Jakubowski had spent most of his life in school. While his peers kick-started their shiny new corporate careers, he followed a different path after he finished his degree in 2003: He bought a tractor to start a farm in Maysville, Missouri, eager to prove his ideas about abundance. “It was a clear decision to give up the office cubicle or high-level research job, which is so focused on tiny issues that one never gets to work on the big picture,” he says. But in just a short few months, his tractor broke down—and he soon went broke. 

Every time his tractor malfunctioned, he had no choice but to pay John Deere for repairs—even if he knew how to fix the problem on his own. John Deere, the world’s largest manufacturer of agricultural equipment, continues to prohibit farmers from repairing their own tractors (except in Colorado, where farmers were granted a right to repair by state law in 2023). Fixing your own tractor voids any insurance or warranty, much like jailbreaking your iPhone. 

Today, large agricultural manufacturers have centralized control over the market, and most commercial tractors are built with proprietary parts. Every year, farmers pay $1.2 billion in repair costs and lose an estimated $3 billion whenever their tractors break down, entirely because large agricultural manufacturers have lobbied against the right to repair since the ’90s. Currently there are class action lawsuits involving hundreds of farmers fighting for their right to do so.

“The machines own farmers. The farmers don’t own [the machines],” Jakubowski says. He grew certain that self-sufficiency relied on agricultural autonomy, which could be achieved only through free access to technology. So he set out to apply the principles of open-source software to hardware. He figured that if farmers could have access to the instructions and materials required to build their own tractors, not only would they be able to repair them, but they’d also be able to customize the vehicles for their needs. Life-changing technology should be available to all, he thought, not controlled by a select few. So, with an understanding of mechanical engineering, Jakubowski built his own tractor and put all his schematics online on his platform Open Source Ecology.  

That tractor Jakubowski built is designed to be taken apart. It’s a critical part of the GVCS, a collection of plug-and-play machines that can “build a thriving economy anywhere in the world … from scratch.” The GVCS includes a 3D printer, a self-contained hydraulic power unit called the Power Cube, and more, each designed to be reconfigured for multiple purposes. There’s even a GVCS micro-home. You can use the Power Cube to power a brick press, a sawmill, a car, a CNC mill, or a bioplastic extruder, and you can build wind turbines with the frames that are used in the home. 

Jakubowski compares the GVCS to Lego blocks and cites the Linux ecosystem as his inspiration. In the same way that Linux’s source code is free to inspect, modify, and redistribute, all the instructions you need to build and repurpose a GVCS machine are freely accessible online. Jakubowski envisions a future in which the GVCS parallels the Linux infrastructure, with custom tools built to optimize agriculture, construction, and material fabrication in localized contexts. “The [final form of the GVCS] must be proven to allow efficient production of food, shelter, consumer goods, cars, fuel, and other goods—except for exotic imports (coffee, bananas, advanced semiconductors),” he wrote on his Open Source Ecology wiki. 

The ethos of GVCS is reminiscent of the Whole Earth Catalog, a countercultural publication that offered a combination of reviews, DIY manuals, and survival guides between 1968 and 1972. Founded by Stewart Brand, the publication had the slogan “Access to tools” and was famous for promoting self-sufficiency. It heavily featured the work of R. Buckminster Fuller, an American architect known for his geodesic domes (lightweight structures that can be built using recycled materials) and for coining the term “ephemeralization,” which refers to the ability of technology to let us do more with less material, energy, and effort. 

plans for a lifetrac tractor
The schematics for Marcin Jakubowski’s designs are all available online.
COURTESY OF OPEN SOURCE ECOLOGY

Jakubowski owns the publication’s entire printed output, but he offers a sharp critique of its legacy in our current culture of tech utopianism. “The first structures we built were domes. Good ideas. But the open-source part of that was not really there yet—Fuller patented his stuff,” he says. Fuller and the Whole Earth Catalog may have popularized an important philosophy of self-reliance, but to Jakubowski, their failure to advocate for open collaboration stopped the ultimate vision of sustainability from coming to fruition. “The failure of the techno-utopians to organize into a larger movement of collaborative, open, distributed production resulted in a miscarriage of techno-utopia,” he says. 

lifetrac tractor
With a background in physics and an understanding of mechanical engineering, Marcin Jakubowski built his own tractor.
COURTESY OF OPEN SOURCE ECOLOGY

Unlike software, hardware can’t be infinitely reproduced or instantly tested. It requires manufacturing infrastructure and specific materials, not to mention exhaustive documentation. There are physical constraints—different port standards, fluctuations in availability of materials, and more. And now that production chains are so globalized that manufacturing a hot tub can require parts from seven different countries and 14 states, how can we expect anything to be replicable in our backyard? The solution, according to Jakubowski, is to make technology “appropriate.” 

Appropriate technology is technology that’s designed to be affordable and sustainable for a specific local context. The idea comes from Gandhi’s philosophy of swadeshi (self-reliance) and sarvodaya (upliftment of all) and was popularized by the economist Ernst Friedrich “Fritz” Schumacher’s book Small Is Beautiful, which discussed the concept of “intermediate technology”: “Any intelligent fool can make things bigger, more complex, and more violent. It takes a touch of genius—and a lot of courage—to move in the opposite direction.” Because different environments operate at different scales and with different resources, it only makes sense to tailor technology for those conditions. Solar lamps, bikes, hand-­powered water pumps—anything that can be built using local materials and maintained by the local community—are among the most widely cited examples of appropriate technology. 

This concept has historically been discussed in the context of facilitating economic growth in developing nations and adapting capital-intensive technology to their needs. But Jakubowski hopes to make it universal. He believes technology needs to be appropriate even in suburban and urban places with access to supermarkets, hardware stores, Amazon deliveries, and other forms of infrastructure. If technology is designed specifically for these contexts, he says, end-to-end reproduction will be possible, making more space for collaboration and innovation. 

What makes Jakubowski’s technology “appropriate” is his use of reclaimed materials and off-the-shelf parts to build his machines. By using local materials and widely available components, he’s able to bypass the complex global supply chains that proprietary technology often requires. He also structures his schematics around concepts already familiar to most people who are interested in hardware, making his building instructions easier to follow.

Everything you need to build Jakubowski’s machines should be available around you, just as everything you need to know about how to repair or operate the machine is online—from blueprints to lists of materials to assembly instructions and testing protocols. “If you’ve got a wrench, you’ve got a tractor,” his manual reads.  

This spirit dates back to the ’70s, when the idea of building things “moved out of the retired person’s garage and into the young person’s relationship with the Volkswagen,” says Brand. He references John Muir’s 1969 book How to Keep Your Volkswagen Alive: A Manual of Step-by-Step Procedures for the Compleat Idiot and fondly recalls how the Beetle’s simple design and easily swapped parts made it common for owners to rebody their cars, combining the chassis of one with the body of another. He also mentions the impact of the Ford Model T cars that, with a few extra parts, were made into tractors during the Great Depression. 

For Brand, the focus on repairability is critical in the modern context. There was a time when John Deere tractors were “appropriate” in Jakubowski’s terms, Brand says: “A century earlier, John Deere took great care to make sure that his plowshares could be taken apart and bolted together, that you can undo and redo them, replace parts, and so on.” The company “attracted insanely loyal customers because they looked out for the farmers so much,” Brand says, but “they’ve really reversed the orientation.” Echoing Jakubowski’s initial motivation for starting OSE, Brand insists that technology is appropriate to the extent that it is repairable. 

Even if you can find all the parts you need from Lowe’s, building your own tractor is still intimidating. But for some, the staggering price advantage is reason enough to take on the challenge: A GVCS tractor costs $12,000 to build, whereas a commercial tractor averages around $120,000 to buy, not including the individual repairs that might be necessary over its lifetime at a cost of $500 to $20,000 each. And gargantuan though it may seem, the task of building a GVCS tractor or other machine is doable: Just a few years after the project launched in 2008, more than 110 machines had been built by enthusiasts from Chile, Nicaragua, Guatemala, China, India, Italy, and Turkey, just to name a few places. 

Of the many machines developed, what’s drawn the most interest from GVCS enthusiasts is the one nicknamed “The Liberator,” which presses local soil into compressed earth blocks, or CEBs—a type of cost- and energy-­efficient brick that can withstand extreme weather conditions. It’s been especially popular among those looking to build their own homes: A man named Aurélien Bielsa replicated the brick press in a small village in the south of France to build a house for his family in 2018, and in 2020 a group of volunteers helped a member of the Open Source Ecology community build a tiny home using blocks from one of these presses in a fishing village near northern Belize. 

The CEB press, nicknamed “The Liberator,” turns local soil into energy-efficient compressed earth blocks.
COURTESY OF OPEN SOURCE ECOLOGY

Jakubowski recalls receiving an email about one of the first complete reproductions of the CEB press, built by a Texan named James Slate, who ended up starting a business selling the bricks: “When [James] sent me a picture [of our brick press], I thought it was a Photoshopped copy of our machine, but it was his. He just downloaded the plans off the internet. I knew nothing about it.” Slate described having a very limited background in engineering before building the brick press. “I had taken some mechanics classes back in high school. I mostly come from an IT computer world,” he said in an interview with Open Source Ecology. “Pretty much anyone can build one, if they put in the effort.” 

Andrew Spina, an early GVCS enthusiast, agrees. Spina spent five years building versions of the GVCS tractor and Power Cube, eager to create means of self-­sufficiency at an individual scale. “I’m building my own tractor because I want to understand it and be able to maintain it,” he wrote in his blog, Machining Independence. Spina’s curiosity gestures toward the broader issue of technological literacy: The more we outsource to proprietary tech, the less we understand how things work—further entrenching our need for that proprietary tech. Transparency is critical to the open-source philosophy precisely because it helps us become self-sufficient. 

Since starting Open Source Ecology, Jakubowski has been the main architect behind the dozens of machines available on his platform, testing and refining his designs on a plot of land he calls the Factor e Farm in Maysville. Most GVCS enthusiasts reproduce Jakubowski’s machines for personal use; only a few have contributed to the set themselves. Of those select few, many made dedicated visits to the farm for weeks at a time to learn how to build Jakubowski’s GVCS collection. James Wise, one of the earliest and longest-term GVCS contributors, recalls setting up tents and camping out in his car to attend sessions at Jakubowski’s workshop, where visiting enthusiasts would gather to iterate on designs: “We’d have a screen on the wall of our current best idea. Then we’d talk about it.” Wise doesn’t consider himself particularly experienced on the engineering front, but after working with other visiting participants, he felt more emboldened to contribute. “Most of [my] knowledge came from [my] peers,” he says. 

Jakubowski’s goal of bolstering collaboration hinges on a degree of collective proficiency. Without a community skilled with hardware, the organic innovation that the open-source approach promises will struggle to bear fruit, even if Jakubowski’s designs are perfectly appropriate and thoroughly documented.

“That’s why we’re starting a school!” said Jakubowski, when asked about his plan to build hardware literacy. Earlier this year, he announced the Future Builders Academy, an apprenticeship program where participants will be taught all the necessary skills to develop and build the affordable, self-sustaining homes that are his newest venture. Seed Eco Homes, as Jakubowski calls them, are “human-sized, panelized” modular houses complete with a biodigester, a thermal battery, a geothermal cooling system, and solar electricity. Each house is entirely energy independent and can be built in five days, at a cost of around $40,000. Over eight of these houses have been built across the country, and Jakubowski himself lives in the earliest version of the design. Seed Eco Homes are the culmination of his work on the GVCS: The structure of each house combines parts from the collection and embodies its modular philosophy. The venture represents Jakubowski’s larger goal of making everyday technology accessible. “Housing [is the] single largest cost in one’s life—and a key to so much more,” he says.

The final goal of Open Source Ecology is a “zero marginal cost” society, where producing an additional unit of a good or service costs little to nothing. Jakubowski’s interpretation of the concept (popularized by the American economist and social theorist Jeremy Rifkin) assumes that by eradicating licensing fees, decentralizing manufacturing, and fostering collaboration through education, we can develop truly equitable technology that allows us to be self-sufficient. Open-source hardware isn’t just about helping farmers build their own tractors; in Jakubowski’s view, it’s a complete reorientation of our relationship to technology. 

In the first issue of the Whole Earth Catalog, a key piece of inspiration for Jakubowski’s project, Brand wrote: “We are as gods and we might as well get good at it.” In 2007, in a book Brand wrote about the publication, he corrected himself: “We are as gods and have to get good at it.” Today, Jakubowski elaborates: “We’re becoming gods with technology. Yet technology has badly failed us. We’ve seen great progress with civilization. But how free are people today compared to other times?” Cautioning against our reliance on the proprietary technology we use daily, he offers a new approach: Progress should mean not just achieving technological breakthroughs but also making everyday technology equitable. 

“We don’t need more technology,” he says. “We just need to collaborate with what we have now.”

Tiffany Ng is a freelance writer exploring the relationship between art, tech, and culture. She writes Cyber Celibate, a neo-Luddite newsletter on Substack. 

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Ukraine Claims Russia Refinery Strike

Ukraine’s General Staff claimed a strike on Rosneft PJSC’s Saratov refinery as NATO allies ramp up pressure on Russia’s energy industry to bring President Vladimir Putin to the negotiating table. Ukrainian military forces attacked the facility in Russia’s Volga region overnight, the General Staff said in a statement on Telegram, without providing details on the extent of any damage. Bloomberg couldn’t independently verify the claim and Rosneft didn’t immediately respond to a request for a comment. In recent weeks, Ukraine has stepped up strikes on Russia’s energy infrastructure, from refineries to crude pipelines and sea terminals. The attacks come as the Kremlin has intensified its own assaults on Ukraine and shown little intention of negotiating an agreement to end the war. A number of countries are exerting pressure on Moscow to stop military actions and resume peace talks. The UK on Wednesday imposed sanctions on Russia’s two largest oil producers — Rosneft and Lukoil PJSC — as well as Chinese energy firms importing Russian crude and liquefied gas. Meanwhile US President Donald Trump said Indian Prime Minister Narendra Modi had vowed to halt purchases of Russian oil, even though the government in New Delhi later said consumer interests remain its top priority in shaping energy-import policy. The Saratov refinery is able to process about 140,000 barrels of crude a day. It’s a key supplier of gasoline and diesel to Russia’s European regions, where most of the country’s population lives. The facility has been a target of Ukrainian drones several times this year, most recently on Sept. 20. Since the start of August, Kiyv has carried out at least 30 attacks on Russian refineries, compared with 21 from January to July, according to data compiled by Bloomberg. It will continue such strikes, Defense Minister Denys Shmyhal told reporters in Brussels on Wednesday. WHAT DO YOU THINK? Generated

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SEB Expects OPEC to Cut Production Soon

In a report sent to Rigzone by the Skandinaviska Enskilda Banken AB (SEB) team on Tuesday, SEB Chief Commodities Analyst Bjarne Schieldrop outlined that SEB expects the OPEC group to cut production soon. “We … expect OPEC to implement cuts to avoid a large increase in inventories in Q1-26,” Schieldrop said in the report. “The group will probably revert to cuts either at its early December meeting when they discuss production for January or in early January when they discuss production for February,” he added. “The oil price will likely head yet lower until the group reverts to cuts,” Schieldrop warned. In the report, Schieldrop highlighted that, in its recently released monthly report, the International Energy Agency (IEA) “estimates that the need for crude oil from OPEC in 2026 will be 25.4 million barrels per day versus production by the group in September of 29.1 million barrels per day”. “The group thus needs to do some serious cutting at the end of 2025 if it wants to keep the market balanced and avoid inventories from skyrocketing – given that IEA is correct that is,” he added. “We do however expect OPEC to implement cuts,” Schieldrop highlighted in the SEB report. “We think OPEC(+) will trim/cut production as needed into 2026 to prevent a huge build-up in global oil stocks and a crash in prices but for now we are still heading lower. Into the $50ies per barrel,” he added. In a separate SEB report sent to Rigzone on October 7, Schieldrop said “the message from OPEC+ over the [October 4-5] weekend was we are still on a weakening path with rising supply from the group”. He added, however, that “there is nothing we have seen from the group so far which indicates that they will close their eyes, let the world drown

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GB Energy Launches Aberdeen Energy Taskforce

In a statement posted on its website recently, Great British Energy (GBE) announced that it has launched the “Aberdeen Energy Taskforce”. The taskforce is defined in the statement as “a new leadership group designed to ensure that the energy transition delivers for the Northeast of Scotland – securing good local jobs, investment, and opportunity as Britain moves to clean power”. In the statement, GBE said the taskforce will act as a bridge between national ambition and local opportunity. “It will advise the company’s board and executive team on how to ensure GBE’s investment reflects the strengths, needs, and aspirations of Aberdeen and the wider region,” the statement noted. “The move supports the Government’s Clean Power Mission to secure home-grown energy and achieve clean power by 2030, while ensuring that communities are not left behind in the transition,” it added. GBE highlighted in the statement that Aberdeen has been the energy capital of Europe for decades but said job losses and market volatility in oil and gas have hit the region hard. “The taskforce will help ensure the wealth of skills and experience developed in oil and gas fuels Britain’s next generation of clean energy industries – from offshore wind and green hydrogen to carbon capture and storage (CCUS),” the statement noted. According to the GBE statement, the taskforce’s core objectives include; “championing Aberdeen’s global role in the clean energy transition across offshore wind, hydrogen, CCUS, and workforce reskilling”; “securing a fair transition, ensuring that GBE investment delivers secure, well-paid, low-carbon jobs and skills for oil and gas workers, young people, and underrepresented groups”; maximizing regional value by helping shape capital and procurement decisions that unlock local supply chains, innovation, and manufacturing”; “embedding community benefit at the heart of GBE delivery, through engagement with local authorities, anchor institutions, and residents”; and

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UK Sanctions Major Russian Oil Producers

The UK slapped sanctions on Russia’s biggest oil producers and two Chinese energy firms that deal with Moscow as London seeks to intensify pressure on the Kremlin over the war in Ukraine. Britain blacklisted state-run oil giant Rosneft PJSC and Lukoil PJSC on Wednesday, the Office of Financial Sanctions Implementation said in a statement. It also targeted Chinese firms that handle Russian energy for the first time: a terminal handling Russian liquefied gas and an oil refiner. Western nations are turning the screws on Russia’s energy sector in a bid to curb the flow of petrodollars to the Kremlin and limit President Vladimir Putin’s ability to finance the war. Taxes from the oil and gas industries account for about a quarter of the federal budget. “As Putin’s aggression intensifies, we are stepping up our response,” UK Chancellor Rachel Reeves said in a separate statement.  The UK sanctioned China’s Beihai liquefied natural gas terminal, which has become the key offloading point for cargoes from Russia’s Arctic LNG 2 project, as well as Chinese oil processor Shandong Yulong. While the UK previously imposed wide-ranging sanctions on tankers transporting Russian oil and gas, the targeting of two big oil producers – as well as Chinese firms – marks an escalation.  Rosneft and Lukoil account for more than half of all oil produced in Russia and undertake business of “strategic significance” to the government, the UK government said. The UK also sanctioned a liquefied natural gas import facility and a company that processes Russian oil. Of the three major sanctioning authorities targeting Russia – the others being the US and EU – the UK’s measures have had the least impact on Russia’s oil tankers, so it’s not clear how effective these measures will be. A greater concern for Moscow might be if Washington and Brussels followed suit. The sanctioning of

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Sable Says Court Ruling Won’t Affect Santa Ynez Operations

Sable Offshore Corp said Wednesday the Santa Barbara Superior Court had issued a tentative ruling indicating the court would deny the company’s claims against the California Coastal Commission (CCC), in a permitting dispute over repairs on the Santa Ynez Unit (SYU) pipeline system. However, Houston, Texas-based Sable insisted even if the court decision becomes final, “the ruling would have no impact on the resumption of petroleum transportation through the Las Flores Pipeline System”. “Additionally, oil and gas production from the federal Santa Ynez Unit and the flow of petroleum from the Santa Ynez Unit to the Las Flores Canyon processing facilities or to a potential offshore storage and treating vessel (OS&T) would be unaffected by rulings in the Coastal Commission litigation”, it said in a statement on its website. SYU is Sable’s sole operation. SYU ceased flows 2015 after an oil spill that, according to the CCC, released 123,000 gallons of oil and caused environmental damage to 150 miles of coastline. SYU was then owned by Plains Pipeline LP, which sold it to Exxon Mobil Corp 2022. Sable acquired SYU from ExxonMobil February 2024. Nonetheless Sable plans to escalate such a final judgment by the Superior Court to the California Court of Appeal. “Sable is suing the Coastal Commission for the damages it has caused Sable by erroneously issuing cease and desist orders during Sable’s anomaly repair program on the Las Flores Pipeline System”, the statement said. “The anomaly repair program and hydrotesting of the Las Flores Pipeline System was [sic] completed in May 2025 in accordance with the Federal Consent Decree. “Sable intends to continue its pursuit of the writ of mandate in the Court of Appeal as well as declaratory relief and inverse condemnation claims in excess of approximately $347 million”. Sable added it “continues to work diligently with the

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Oracle’s big bet for AI: Zettascale10

“OCI Zettascale10 was designed with the goal of integrating large-scale generative AI use cases, including training and running large language models,” said Info-Tech’s Palanichamy. Oracle also introduced new capabilities in Oracle Acceleron, its OCI networking stack, that it said helps customers run workloads more quickly and cost-effectively. They include dedicated network fabrics, converged NICs, and host-level zero-trust packet routing that Oracle says can double network and storage throughput while cutting latency and cost. Oracle’s zettascale supercomputer is built on the Acceleron RoCE (RDMA over Converged Ethernet) architecture and Nvidia AI infrastructure. This allows it to deliver what Oracle calls “breakthrough” scale, “extremely low” GPU-to-GPU latency, and improved price/performance, cluster use, and overall reliability. The new architecture has a “wide, shallow, resilient” fabric, according to Oracle, and takes advantage of switching capabilities built into modern GPU network interface cards (NICs). This means it can connect to multiple switches at the same time, but each switch stays on its own isolated network plane. Customers can thus deploy larger clusters, faster, while running into fewer stalls and checkpoint restarts, because traffic can be shifted to different network planes and re-routed when the system encounters unstable or contested paths. The architecture also features power-efficient optics and is “hyper-optimized” for density, as its clusters are located in large data center campuses within a two-kilometer radius, Oracle said.

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Q&A: IBM’s Mikel Díez on hybridizing quantum and classical computing

And, one clarification. Back in 2019, when we launched our first quantum computer, with between 5 and 7 qubits, what we could attempt to do with that capacity could be perfectly simulated on an ordinary laptop. After the advances of these years, being able to simulate problems requiring more than 60 or 70 qubits with classical technology is not possible even on the largest classical computer in the world. That’s why what we do on our current computers, with 156 qubits, is run real quantum circuits. They’re not simulated: they run real circuits to help with artificial intelligence problems, optimization of simulation of materials, emergence of models… all that kind of thing. The Basque Government’s BasQ program includes three types of initiatives or projects. The first are related to the evolution of quantum technology itself: how to continue improving error correction, how to identify components of quantum computers, and how to optimize both these and the performance of these devices. From a more scientific perspective, we are working on how to represent the behavior of materials so that we can improve the resistance of polymers, for example. This is useful in aeronautics to improve aircraft suspension. We are also working on time crystals, which, from a scientific perspective, seek to improve precision, sensor control, and metrology. Finally, a third line relates to the application of this technology in industry; for example, we are exploring how to improve the investment portfolio for the banking sector, how to optimize the energy grid , and how to explore logistics problems. What were the major challenges in launching the machine you’re inaugurating today? Why did you choose the Basque Country to implement your second Quantum System Two? Before implementing a facility of this type in a geographic area, we assess whether it makes sense based on

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Preparing for 800 VDC Data Centers: ABB, Eaton Support NVIDIA’s AI Infrastructure Evolution

Vendors and operators are already preparing for AI campuses measured in gigawatts. ABB’s announcement underscores the scale of this transition—not incremental retrofits, but entirely new development models for multi-GW AI infrastructure. How ABB Is Supporting the Move to 800-V DC Data Centers ABB says its joint work with NVIDIA will focus on advanced power solutions to enable 800-V DC architectures supporting 1-MW racks. Expect DC-rated breakers, protection relays, busways, and power shelves engineered for higher DC voltages, along with interfaces for liquid-cooled rack busbars. In parallel with the NVIDIA partnership, ABB has introduced an AI-ready refresh of its MNS® low-voltage switchgear, integrating SACE Emax 3 breakers with enhanced sensing and analytics to reduce footprint while improving selectivity and uptime. These components form the foundational building blocks of the higher-density electrical rooms and prefabricated skids that will define next-generation data centers. ABB’s MegaFlex UPS line already targets hyperscale and colocation environments with megawatt-class modules (UL 415/480-V variants), delivering high double-conversion efficiency and seamless integration with ABB’s Ability™ Data Center Automation platform—unifying BMS, EPMS, and DCIM functions. As racks transition to 800-V DC and liquid-cooled buses, continuous thermal-electrical co-optimization becomes essential. In this new paradigm, telemetry and controls will matter as much as copper and coolant. NVIDIA’s technical brief positions 800-V DC as the remedy for today’s inefficiencies—reducing space, cable mass, and conversion losses that accompany rising rack densities of 200 to 600 kW and beyond. The company’s 800-V rollout is targeted for 2027, with ecosystem partners spanning the entire electrical stack. Early signals from the OCP Global Summit 2025 confirm that vendors are moving rapidly to align their products and architectures with this vision. The Demands of Next-Generation GPUs NVIDIA’s Vera Rubin NVL144 rack design previews what the next phase of AI infrastructure will require: 45 °C liquid cooling, liquid-cooled busbars,

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Nvidia’s DGX Spark desktop supercomputer is on sale now, but hard to find

Industrial demand Nvidia’s DGX chips are in high demand in industry, though, and it’s more likely that Micro Center’s one-Spark limit is to prevent businesses scooping them up by the rack-load to run AI applications in their data centers. The DGX Spark contains an Nvidia GB10 Grace Blackwell chip, 128GB of unified system memory, a ConnectX-7 smart NIC for connecting two Spark’s in parallel, and up to 4TB of storage in a package just 150mm (about 6 inches) square. It consumes 240W of electrical power and delivers 1 petaflop of performance at FP4 precision — that’s one million billion floating point operations with four-bit precision per second. In comparison, Nvidia said, its original DGX-1 supercomputer based on its Pascal chip architecture and launched in 2016 delivered 170 teraflops (170,000 billion operations per second) at FP16 precision, but cost $129,000 and consumed 3,200W. It also weighed 60kg, compared to the Spark’s 1.2kg or 2.65 pounds. Nvidia won’t be the only company selling compact systems based on the DGX Spark design: It said that partner systems will be available from Acer, Asus, Dell Technologies, Gigabyte, HP, Lenovo, and MSI. This article originally appeared on Computerworld.

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Florida’s Data Center Moment: Power, Policy, and Potential

Florida is rapidly positioning itself as one of the next major frontiers for data center development. With extended tax incentives, proactive utilities, and a strategic geographic advantage, the state is aligning power, policy, and economic development in ways that echo the early playbook of Northern Virginia. In the latest episode of The Data Center Frontier Show, Buddy Rizer, Executive Director of Loudoun County Economic Development, and Lila Jaber, Founder of the Florida’s Women in Energy Leadership Forum and former Chair of the Florida Public Service Commission, join DCF to explore the opportunities and lessons shaping Florida’s emergence as a data center powerhouse. Energy and Infrastructure: A Strong Starting Position Unlike regions grappling with grid strain, Florida begins its data center growth story with energy abundance. While Loudoun County, Virginia—home to the world’s largest concentration of data centers—faced a 600 MW power deficit last year and could reach 12 GW of demand by 2030, Florida maintains excess generation capacity and robust renewable energy integration. Utilities like Florida Power & Light (FPL) and Duke Energy are already preparing for hyperscale and AI-driven loads, filing new large-load tariff structures to balance growth with ratepayer protection. Over the past decade, Florida utilities have also invested billions to harden their grids against hurricanes and extreme weather, resulting in some of the most resilient energy infrastructure in the country. Florida’s 10-year generation planning requirement, which ensures a diverse portfolio including nuclear, solar, and battery storage, further positions the state to meet growing digital infrastructure needs through hybrid on-site generation and demand-response capabilities. Economic and Workforce Advantages The state’s renewed sales tax exemptions for data centers through 2037—and the raised 100 MW IT load threshold—signal a strong bid to attract hyperscale operators and large-scale AI campuses. Florida also offers a competitive electricity rate structure comparable to Virginia’s

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Inside Blackstone’s Electrification Push: From Shermco to the Power Backbone of AI Data Centers

According to the National Electrical Manufacturers Association (NEMA), U.S. energy demand is projected to grow 50% by 2050. Electrical manufacturers have invested more than $10 billion since 2021 in new technologies to expand grid and manufacturing capacity, also reducing reliance on materials from China by 32% since 2018. Power access, sustainable infrastructure, and land acquisition have become critical factors shaping where and how data center facilities are built. As we previously reported in Data Center Frontier, investors realized this years ago, viewing these facilities both as technology assets and a unique convergence of real estate, utility infrastructure, and mission-critical systems that can also generate revenue. One of those investors is global asset manager Blackstone, which through its Energy Transition Partners private equity arm, recently acquired Shermco Industries for $1.6 billion. Announced August 21, the deal is part of Blackstone’s strategy to invest in companies that support the growing demand for electrification and a more reliable power grid. The goal is to strengthen data center infrastructure reliability and expand critical electrical services. Founded in 1974, Texas-based Shermco is one of the largest electrical testing organizations accredited by the InterNational Electrical Testing Association (NETA). The company operates in a niche yet important space: providing lifecycle electrical services, including maintenance, testing, commissioning, repair, and design, in support of data centers, utilities, and industrial clients. It has more than 40 service centers in the U.S. and Canada. In addition to helping Blackstone support its electrification and power grid reliability goals, the Shermco purchase is also part of Blackstone’s strategy to increase scale and resources—revenue increases without a substantial increase in resources—thus expanding its footprint and capabilities within the essential energy services sector.  As data centers expand globally, become more energy intensive, and are pressured to incorporate renewables and modernize grids, Blackstone’s leaders plan to leverage Shermco’s

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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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