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Innovation on the move

The Massachusetts Bay Trans­portation Authority moves hundreds of thousands of people across Greater Boston each day—thanks to a vast system of buses, trains, and ferries that depends on coordination among thousands of employees. In this storied transit system, history runs deep: The Green Line still passes through the country’s oldest subway tunnels, built beneath the Boston Common at the end of the 19th century. Yet the MBTA is remarkably willing to explore new approaches, too. That’s thanks in large part to a trio of MIT alumni: Katie Choe ’98, SM ’00; Melissa Dullea ’00; and Karti Subramanian, MBA ’17. Together, they’ve been helping redefine what innovation looks like in one of the nation’s longest-running transit systems. Choe in particular has been at the center of this push as the agency’s chief of staff since 2023, a position in which she took the lead in revamping organizational culture. She wrapped up her tenure at the T to become CEO of Virginia Railway Express (VRE) in January, but before leaving, she spoke to MIT Alumni News extensively about her role. Describing it as “owning everything and nothing at the same time,” Choe explained: “I’m here to make things happen. I find places where we have a sticky organizational knot that needs to be untied.” Dullea, the MBTA’s senior director of service planning, is in charge of the team responsible for planning and scheduling every bus route in the system as well as the Red, Orange, Green, and Blue Lines. Her group also determines where buses operate and adapts both train and bus service patterns as the region changes. Subramanian, the MBTA’s senior director of rider tools, leads a team that manages the agency’s digital ecosystem: the website, real-time signage, and the MBTA Go app, which offers riders live transit information—including arrival times, vehicle tracking, and closure updates—for buses, trains, and ferries. Innovation, in Choe’s view, is a practical requirement in a system whose infrastructure dates back to the opening of the Tremont Street subway in 1897. There are old assets to maintain and modern expectations to meet, all with public resources that never stretch far enough. For years, she says, the instinct was to plan endlessly in hopes of pleasing everyone, only to end up pleasing no one because little actually moved forward. Resources were consumed by process rather than progress.  The way out of that cycle was to rethink how projects are delivered, structure contracts differently, and streamline operations by relying more on in-house expertise. The result, she says, is an increasingly “can-do” culture that focuses less on drafting plans and more on producing results, a change she sees as essential to maintaining service reliability and supporting the region’s economic mobility. And while aging Red Line cars, which perform poorly in extreme cold, will continue to pose challenges until new cars replace them and planned service disruptions for needed repairs on all subway lines are ongoing, service is improving overall. Since spring 2024, the number of scheduled weekday trips on the Red, Orange, and Blue Lines has climbed steadily, thanks to extensive track repairs, new operating procedures, and the addition of more railcars.  The new innovation mindset—including the emphasis on faster, more efficient project delivery and cross-department collaboration—is likely to shape the MBTA for years to come. Innovation grounded in public service Choe has spent her career in the public sector, a choice she attributes partly to a sense of responsibility cultivated at MIT. “The big differentiator at MIT is that when you graduate, you graduate with an expectation that you are going to change the world,” she says.  After more than six years as chief engineer and director of construction management at Boston’s Department of Public Works, Choe joined the MBTA in early 2020. In 2023, she launched the Innovation Hub, an initiative that spotlights and promotes internal improvements, as part of the quest to deliver the best possible service to riders on the constrained budget of a public agency. “We need to constantly be thinking about how we can do that better,” she says. “How do we do it more efficiently? How do we actually keep our costs low, find new ways of doing things so that we can provide that service better for all of our riders?” She adds, “When people come to me with an idea, I try really hard to support them with moving it forward. That’s the innovative culture that we’re trying to instill.” The Innovation Hub gives employees a place to raise problems or suggest ideas and connects them with the partners and support needed to turn concepts into real projects. It also celebrates workforce creativity, hosting an annual Innovation Expo—a showcase similar to a poster session (“It’s essentially a science fair,” Choe says) that highlights projects from throughout the agency.  “The energy that was in the room was just palpable,” she says of the first Innovation Expo, held in the summer of 2024. It showcased 34 completed projects, from maintenance upgrades and redesigned processes to data tools that streamlined field operations. The projects led to faster hiring, better safety practices, and more agile planning for disruptions—and many improved the employee experience as much as the rider experience. Choe sees the two as inseparable. “The better our employees can perform, the more we take care of them, the better the service to our riders is,” she says.  “We should consider it normal and necessary for a transit agency to provide really accurate, really accessible, real-time information to its riders.” Karti Subramanian, MBA ’17 She also helped oversee a welcome improvement to the systemwide discount program that low-income passengers can use for all forms of transit, from the commuter rail to The Ride, the door-to-door rideshare program for people with disabilities. The MBTA built an efficient system that verifies riders’ eligibility through existing public benefit programs, allowing approvals in about 30 seconds. Other agencies have since asked to learn how it works. Meanwhile, Choe devoted considerable energy to mentoring. She helped lead programs to support women in the agency, met with new employee cohorts, and advised early-career staff on navigating large institutions.  “I look for people who are willing to take risks and to put themselves out there,” she says. When she looks back at the things that have advanced her most in her own career, she adds, it’s “those moments that I’ve taken those risks.” For example, in 2022 she was asked to build and lead a team to transform the MBTA in response to findings from a Federal Transit Administration safety management inspection—and given 24 hours to decide whether she would. “It thrust me into the public spotlight with no room for failure,” she says. “The exposure to parts of the organization that I had had little interaction with and the forced fast learning curve set me up for the success of both the chief of staff role and my new position at VRE.” Rethinking the bus network Route planning and scheduling are at the heart of the rider experience. And in Dullea’s telling, this work is a complicated puzzle with many pieces.   First, the planners decide where bus routes run, how frequently buses and trains arrive, and where bus stops are located. Then the schedulers turn those plans into reality, constructing work assignments that keep service as dependable as possible within the constraints of collective bargaining agreements, rest rules, and bus availability. “The service planners are the architects of the schedules,” she says. “The schedulers are the builders.” The MBTA’s senior director of service planning, Melissa Dullea ’00, leads the team responsible for planning and scheduling every bus and subway route in the system.KEN RICHARDSON Dullea’s path to transit began at MIT, where she was introduced to the MBTA’s planning work, including efforts to relocate the Orange Line in the 1980s and projects like the Urban Ring, an efficient rapid-bus system that was once proposed as a way of connecting the outer “spokes” of MBTA lines to reduce congestion downtown and link Greater Boston’s booming residential and commercial areas. This sparked a growing interest in the field and ultimately led her to write her undergraduate thesis on the MBTA assessment formula, which determines how much each community in the service district contributes annually to the system’s operating budget. “I was like, ‘Wow, you can have a career in transit. This is amazing,’” she says. She joined the MBTA as a junior planner soon after graduating and now co-leads one of the agency’s largest planning efforts: the Bus Network Redesign (BNR), part of the broader Better Bus Project. “We’re not in an industry where you can move fast and break things. We want to have a focus on improving the customer experience.” Melissa Dullea ’00 The redesign began with a fundamental question: How can the bus network reflect where people need to go today? To find out, her team used anonymized cell-phone data to map the patterns of people’s travel by all modes—including public transit, driving, walking, and biking—and then weighted the data to prioritize communities that rely more on transit. They combined algorithmic modeling with human judgment, narrowing an estimated 14 million computer-generated corridors—potential pathways where demand suggested a bus route could run—into a workable network that would better meet observed travel demand. “We wanted to make sure that the bus network would be relevant for how people travel now, and not just how we’ve always done things,” she says. And their methodology allowed them to improve upon their previous practice of checking for discrimination at the end of planning. “We were able to lead with equity,” she says.  The final plan nearly doubled the number of routes where buses run every 15 minutes or less and expanded coverage in Chelsea, Everett, Malden, and Revere. The Commonwealth recently recognized the project with an equity award. When the pandemic led to a shortage of bus drivers, implementation paused. But Dullea’s team and others in the agency used the setback to rethink hiring, training, and job quality.  “We’ve been working to build back,” Dullea says. The ability to hire committed drivers—and keep them on the job—depends on providing a good work environment. “We’ve been doing a lot of work on just making the experience of being an operator better,” she says. For example, Dullea’s team helped redesign schedules that often saddled operators with long unpaid breaks in the middle of the day. By hiring part-timers who work a single peak period without a break, the T has reduced the average unpaid break time by half. Dullea’s MIT training prepared her for the challenge, teaching her to analyze complicated systems and follow her intellectual curiosity.  “When I was an undergrad, I just realized I loved cities,” she says. “And I was like, ‘How can I turn that love for the urban environment into a career and solve real-world problems that can help people?’” Building a better digital front door Subramanian founded a software company serving nonprofits before arriving at MIT for graduate school. His transition to government work—and eventually to the MBTA—was driven by a belief in public service and in government as a force for good.  “I really wanted to serve the public sector in some way,” he says. Subramanian resists calling his work “innovation.” He sees it instead as delivering the basic information riders should expect from a modern transit system.  “We should consider it normal and necessary for a transit agency to provide really accurate, really accessible, real-time information to its riders,” he says. “Doing it might be new and different and require new ways of working.” At a large agency, achieving that goal is far from simple. To start, Subramanian embedded team members in the operations groups managing more than 170 bus routes and the four subway lines with an eye to building better dispatching tools. This work also created data feeds that his team made publicly available—and used to create the MBTA Go app. But before building it, they asked what value it could add in a world where riders already use Google Maps and third-party apps like Transit. The answer was operational insight.  “We know more about MBTA operations than Google Maps does,” he says. “So we can publish insight into what’s happening that a third party like the Transit app that’s designing for 200 cities at a time, or Google Maps that’s designing for 200,000 cities at a time, will never think to show.” As senior director of rider tools, Karti Subramanian, MBA ’17, leads the team that manages the agency’s digital ecosystem.KEN RICHARDSON A key area where that kind of information pays off is accessibility—a defining focus for Subramanian, whose son has cerebral palsy. He’s partnered with the MBTA’s System-Wide Accessibility Department to create the Accessible Technology Program, which brings riders with disabilities into the design process.  His team conducts extensive user research, interviewing and riding alongside people who use mobility devices, depend on elevators, or have low vision, to understand the barriers they encounter on trains and buses and in stations. Through this hands-on approach, Subramanian’s team gains direct insight into the everyday obstacles riders face and how small design decisions can create or remove them. “For me, this twin personal/professional journey has been probably the most wonderful part of this job,” he says. “An amazing amount of work and leadership has gone into making the MBTA one of the—if not the—most accessible transit systems in the US.” The work is grounded in long institutional history. A landmark 2006 settlement under the Americans with Disabilities Act created a dedicated accessibility office within the MBTA, which continues to drive systemwide improvements. Subramanian attributes his approach in part to lessons from MIT about the public origins of much modern technology. “So much of the kind of now very tech-forward innovation … came from early government R&D,” he says.  To him, that lesson underscores the value of public service. “To do foundational things right in government actually is very high leverage,” he says, adding that it’s currently dramatically undervalued and underappreciated.  Improving within constraints Change at the MBTA unfolds within a highly regulated, risk-averse setting. “Innovation takes some acceptance of failure, and that’s hard in a public environment,” Choe says. “We’re aspirational but not reckless.” Most ideas under consideration, whether they’re crowding indicators on the Orange Line or wayfinding tools for riders with low vision, get tested in limited, clearly labeled trials. Dullea echoes the careful balance required in planning. “We’re not in an industry where you can move fast and break things,” she says. “We’re trying not to break things. We want to have a focus on improving the customer experience.” For Subramanian, the most significant challenges are often internal. His team works closely with operations groups, embedding technologists in bus garages and rail divisions to understand daily barriers. This partnership led to a mobile dispatching tool that replaced clipboards and a single-channel radio for managing nearly a thousand buses. It has also helped his group become deeply integrated across the agency, forming an increasingly connected, data-driven operation. “We’re really proud of the extent to which we have built trust within the organization to bring this product way of thinking to a different set of problems,” he says.  Advancing the economic engine of Greater Boston  Choe sees the transit agency as a public service and a key support for opportunity across the region.  “Many of our riders rely on the MBTA to get to their jobs, to get to their health-care appointments, to get to critical areas of their life,” she says. “If we cannot provide those services, then we’ve really shut them off from that economic mobility.” That responsibility directed her leadership. “Every single person is impacted on a daily basis by the work that I do,” she said in October. “Every improvement that I make is making someone’s life better, and that knowledge sits very deeply in my heart.” Despite the challenges, she remains optimistic about the MBTA’s future.  “We have so much buy-in right now from the governor and the legislature,” she said. “It’s allowing us to do things in a little bit bolder manner than what we have done in the past. So I think our future is really bright.” A culture of collaboration and aspiration The MBTA also benefited from a partnership that spanned more than a decade with MIT’s Transit Lab, which supported the agency’s work with data analysis and service evaluation. Researchers at the Transit Lab helped the T interpret CharlieCard data to understand travel patterns and contributed the analytical framework for the agency’s Service Delivery Policy, which defines how the MBTA measures its own performance.  Following the productive collaboration with the MIT Transit Lab, Choe sees potential to deepen the agency’s connection with the Institute if the MBTA joins the MIT Transit Research Consortium. Run by the Transit Lab and the MIT Mobility Initiative, the consortium includes both US and non-US transit agencies, and it offers members workshops as well as insights into MIT’s ongoing transit research. “There’s an opportunity there to figure out how to bridge the gap between amazing research work that’s happening and the on-the-ground applications of that research,” she says. At the moment, Choe says, the MBTA is investing in electrification and digital infrastructure and exploring AI-assisted maintenance—and sustaining a culture of openness to change will be key. The Innovation Hub is dividing into two branches, one supporting employee-driven ideas and another exploring emerging technologies like AI and autonomous systems. “People are already interested in this,” she says. “So why are we not harnessing that excitement?” Her work aimed to continue building a collaborative, curious workplace where new ideas translate into improved service. As she put it, “I want to work in an environment and a culture that is collaborative and aspirational all the time.” Her colleagues share that goal: to keep the MBTA evolving, grounded in public service, and positioned to deliver a modern system for Greater Boston.  “It’s not just that we have a plan on the shelf that says this is what we want to do,” she says. “It is what are we doing right now to build toward this best-in-class, amazing, modernized, incredible system that serves the Commonwealth of Massachusetts.” 

The Massachusetts Bay Trans­portation Authority moves hundreds of thousands of people across Greater Boston each day—thanks to a vast system of buses, trains, and ferries that depends on coordination among thousands of employees.

In this storied transit system, history runs deep: The Green Line still passes through the country’s oldest subway tunnels, built beneath the Boston Common at the end of the 19th century. Yet the MBTA is remarkably willing to explore new approaches, too. That’s thanks in large part to a trio of MIT alumni: Katie Choe ’98, SM ’00; Melissa Dullea ’00; and Karti Subramanian, MBA ’17. Together, they’ve been helping redefine what innovation looks like in one of the nation’s longest-running transit systems.

Choe in particular has been at the center of this push as the agency’s chief of staff since 2023, a position in which she took the lead in revamping organizational culture. She wrapped up her tenure at the T to become CEO of Virginia Railway Express (VRE) in January, but before leaving, she spoke to MIT Alumni News extensively about her role. Describing it as “owning everything and nothing at the same time,” Choe explained: “I’m here to make things happen. I find places where we have a sticky organizational knot that needs to be untied.”

Dullea, the MBTA’s senior director of service planning, is in charge of the team responsible for planning and scheduling every bus route in the system as well as the Red, Orange, Green, and Blue Lines. Her group also determines where buses operate and adapts both train and bus service patterns as the region changes.

Subramanian, the MBTA’s senior director of rider tools, leads a team that manages the agency’s digital ecosystem: the website, real-time signage, and the MBTA Go app, which offers riders live transit information—including arrival times, vehicle tracking, and closure updates—for buses, trains, and ferries.

Innovation, in Choe’s view, is a practical requirement in a system whose infrastructure dates back to the opening of the Tremont Street subway in 1897. There are old assets to maintain and modern expectations to meet, all with public resources that never stretch far enough. For years, she says, the instinct was to plan endlessly in hopes of pleasing everyone, only to end up pleasing no one because little actually moved forward. Resources were consumed by process rather than progress. 

The way out of that cycle was to rethink how projects are delivered, structure contracts differently, and streamline operations by relying more on in-house expertise. The result, she says, is an increasingly “can-do” culture that focuses less on drafting plans and more on producing results, a change she sees as essential to maintaining service reliability and supporting the region’s economic mobility. And while aging Red Line cars, which perform poorly in extreme cold, will continue to pose challenges until new cars replace them and planned service disruptions for needed repairs on all subway lines are ongoing, service is improving overall. Since spring 2024, the number of scheduled weekday trips on the Red, Orange, and Blue Lines has climbed steadily, thanks to extensive track repairs, new operating procedures, and the addition of more railcars. 

The new innovation mindset—including the emphasis on faster, more efficient project delivery and cross-department collaboration—is likely to shape the MBTA for years to come.

Innovation grounded in public service

Choe has spent her career in the public sector, a choice she attributes partly to a sense of responsibility cultivated at MIT. “The big differentiator at MIT is that when you graduate, you graduate with an expectation that you are going to change the world,” she says. 

After more than six years as chief engineer and director of construction management at Boston’s Department of Public Works, Choe joined the MBTA in early 2020. In 2023, she launched the Innovation Hub, an initiative that spotlights and promotes internal improvements, as part of the quest to deliver the best possible service to riders on the constrained budget of a public agency. “We need to constantly be thinking about how we can do that better,” she says. “How do we do it more efficiently? How do we actually keep our costs low, find new ways of doing things so that we can provide that service better for all of our riders?”

She adds, “When people come to me with an idea, I try really hard to support them with moving it forward. That’s the innovative culture that we’re trying to instill.”

The Innovation Hub gives employees a place to raise problems or suggest ideas and connects them with the partners and support needed to turn concepts into real projects. It also celebrates workforce creativity, hosting an annual Innovation Expo—a showcase similar to a poster session (“It’s essentially a science fair,” Choe says) that highlights projects from throughout the agency.

 “The energy that was in the room was just palpable,” she says of the first Innovation Expo, held in the summer of 2024. It showcased 34 completed projects, from maintenance upgrades and redesigned processes to data tools that streamlined field operations. The projects led to faster hiring, better safety practices, and more agile planning for disruptions—and many improved the employee experience as much as the rider experience. Choe sees the two as inseparable. “The better our employees can perform, the more we take care of them, the better the service to our riders is,” she says. 

“We should consider it normal and necessary for a transit agency to provide really accurate, really accessible, real-time information to its riders.”

Karti Subramanian, MBA ’17

She also helped oversee a welcome improvement to the systemwide discount program that low-income passengers can use for all forms of transit, from the commuter rail to The Ride, the door-to-door rideshare program for people with disabilities. The MBTA built an efficient system that verifies riders’ eligibility through existing public benefit programs, allowing approvals in about 30 seconds. Other agencies have since asked to learn how it works.

Meanwhile, Choe devoted considerable energy to mentoring. She helped lead programs to support women in the agency, met with new employee cohorts, and advised early-career staff on navigating large institutions. 

“I look for people who are willing to take risks and to put themselves out there,” she says. When she looks back at the things that have advanced her most in her own career, she adds, it’s “those moments that I’ve taken those risks.” For example, in 2022 she was asked to build and lead a team to transform the MBTA in response to findings from a Federal Transit Administration safety management inspection—and given 24 hours to decide whether she would. “It thrust me into the public spotlight with no room for failure,” she says. “The exposure to parts of the organization that I had had little interaction with and the forced fast learning curve set me up for the success of both the chief of staff role and my new position at VRE.”

Rethinking the bus network

Route planning and scheduling are at the heart of the rider experience. And in Dullea’s telling, this work is a complicated puzzle with many pieces.  

First, the planners decide where bus routes run, how frequently buses and trains arrive, and where bus stops are located. Then the schedulers turn those plans into reality, constructing work assignments that keep service as dependable as possible within the constraints of collective bargaining agreements, rest rules, and bus availability. “The service planners are the architects of the schedules,” she says. “The schedulers are the builders.”

Melissa Dullea sitting at a bus stop near a 104 bus to Malden
The MBTA’s senior director of service planning, Melissa Dullea ’00, leads the team responsible for planning and scheduling every bus and subway route in the system.
KEN RICHARDSON

Dullea’s path to transit began at MIT, where she was introduced to the MBTA’s planning work, including efforts to relocate the Orange Line in the 1980s and projects like the Urban Ring, an efficient rapid-bus system that was once proposed as a way of connecting the outer “spokes” of MBTA lines to reduce congestion downtown and link Greater Boston’s booming residential and commercial areas. This sparked a growing interest in the field and ultimately led her to write her undergraduate thesis on the MBTA assessment formula, which determines how much each community in the service district contributes annually to the system’s operating budget. “I was like, ‘Wow, you can have a career in transit. This is amazing,’” she says.

She joined the MBTA as a junior planner soon after graduating and now co-leads one of the agency’s largest planning efforts: the Bus Network Redesign (BNR), part of the broader Better Bus Project.

“We’re not in an industry where you can move fast and break things. We want to have a focus on improving the customer experience.”

Melissa Dullea ’00

The redesign began with a fundamental question: How can the bus network reflect where people need to go today? To find out, her team used anonymized cell-phone data to map the patterns of people’s travel by all modes—including public transit, driving, walking, and biking—and then weighted the data to prioritize communities that rely more on transit. They combined algorithmic modeling with human judgment, narrowing an estimated 14 million computer-generated corridors—potential pathways where demand suggested a bus route could run—into a workable network that would better meet observed travel demand.

“We wanted to make sure that the bus network would be relevant for how people travel now, and not just how we’ve always done things,” she says.

And their methodology allowed them to improve upon their previous practice of checking for discrimination at the end of planning. “We were able to lead with equity,” she says. 

The final plan nearly doubled the number of routes where buses run every 15 minutes or less and expanded coverage in Chelsea, Everett, Malden, and Revere. The Commonwealth recently recognized the project with an equity award.

When the pandemic led to a shortage of bus drivers, implementation paused. But Dullea’s team and others in the agency used the setback to rethink hiring, training, and job quality. 

“We’ve been working to build back,” Dullea says. The ability to hire committed drivers—and keep them on the job—depends on providing a good work environment. “We’ve been doing a lot of work on just making the experience of being an operator better,” she says.

For example, Dullea’s team helped redesign schedules that often saddled operators with long unpaid breaks in the middle of the day. By hiring part-timers who work a single peak period without a break, the T has reduced the average unpaid break time by half.

Dullea’s MIT training prepared her for the challenge, teaching her to analyze complicated systems and follow her intellectual curiosity. 

“When I was an undergrad, I just realized I loved cities,” she says. “And I was like, ‘How can I turn that love for the urban environment into a career and solve real-world problems that can help people?’”

Building a better digital front door

Subramanian founded a software company serving nonprofits before arriving at MIT for graduate school. His transition to government work—and eventually to the MBTA—was driven by a belief in public service and in government as a force for good. 

“I really wanted to serve the public sector in some way,” he says.

Subramanian resists calling his work “innovation.” He sees it instead as delivering the basic information riders should expect from a modern transit system. 

“We should consider it normal and necessary for a transit agency to provide really accurate, really accessible, real-time information to its riders,” he says. “Doing it might be new and different and require new ways of working.”

At a large agency, achieving that goal is far from simple. To start, Subramanian embedded team members in the operations groups managing more than 170 bus routes and the four subway lines with an eye to building better dispatching tools. This work also created data feeds that his team made publicly available—and used to create the MBTA Go app. But before building it, they asked what value it could add in a world where riders already use Google Maps and third-party apps like Transit. The answer was operational insight. 

“We know more about MBTA operations than Google Maps does,” he says. “So we can publish insight into what’s happening that a third party like the Transit app that’s designing for 200 cities at a time, or Google Maps that’s designing for 200,000 cities at a time, will never think to show.”

Karti Subramaian walking with his phone
As senior director of rider tools, Karti Subramanian, MBA ’17, leads the team that manages the agency’s digital ecosystem.
KEN RICHARDSON

A key area where that kind of information pays off is accessibility—a defining focus for Subramanian, whose son has cerebral palsy. He’s partnered with the MBTA’s System-Wide Accessibility Department to create the Accessible Technology Program, which brings riders with disabilities into the design process. 

His team conducts extensive user research, interviewing and riding alongside people who use mobility devices, depend on elevators, or have low vision, to understand the barriers they encounter on trains and buses and in stations. Through this hands-on approach, Subramanian’s team gains direct insight into the everyday obstacles riders face and how small design decisions can create or remove them.

“For me, this twin personal/professional journey has been probably the most wonderful part of this job,” he says. “An amazing amount of work and leadership has gone into making the MBTA one of the—if not the—most accessible transit systems in the US.”

The work is grounded in long institutional history. A landmark 2006 settlement under the Americans with Disabilities Act created a dedicated accessibility office within the MBTA, which continues to drive systemwide improvements.

Subramanian attributes his approach in part to lessons from MIT about the public origins of much modern technology. “So much of the kind of now very tech-forward innovation … came from early government R&D,” he says. 

To him, that lesson underscores the value of public service. “To do foundational things right in government actually is very high leverage,” he says, adding that it’s currently dramatically undervalued and underappreciated. 

Improving within constraints

Change at the MBTA unfolds within a highly regulated, risk-averse setting.

“Innovation takes some acceptance of failure, and that’s hard in a public environment,” Choe says. “We’re aspirational but not reckless.”

Most ideas under consideration, whether they’re crowding indicators on the Orange Line or wayfinding tools for riders with low vision, get tested in limited, clearly labeled trials.

Dullea echoes the careful balance required in planning. “We’re not in an industry where you can move fast and break things,” she says. “We’re trying not to break things. We want to have a focus on improving the customer experience.”

For Subramanian, the most significant challenges are often internal. His team works closely with operations groups, embedding technologists in bus garages and rail divisions to understand daily barriers. This partnership led to a mobile dispatching tool that replaced clipboards and a single-channel radio for managing nearly a thousand buses.

It has also helped his group become deeply integrated across the agency, forming an increasingly connected, data-driven operation. “We’re really proud of the extent to which we have built trust within the organization to bring this product way of thinking to a different set of problems,” he says. 

Advancing the economic engine of Greater Boston 

Choe sees the transit agency as a public service and a key support for opportunity across the region. 

“Many of our riders rely on the MBTA to get to their jobs, to get to their health-care appointments, to get to critical areas of their life,” she says. “If we cannot provide those services, then we’ve really shut them off from that economic mobility.”

That responsibility directed her leadership. “Every single person is impacted on a daily basis by the work that I do,” she said in October. “Every improvement that I make is making someone’s life better, and that knowledge sits very deeply in my heart.”

Despite the challenges, she remains optimistic about the MBTA’s future. 

“We have so much buy-in right now from the governor and the legislature,” she said. “It’s allowing us to do things in a little bit bolder manner than what we have done in the past. So I think our future is really bright.”

A culture of collaboration and aspiration

The MBTA also benefited from a partnership that spanned more than a decade with MIT’s Transit Lab, which supported the agency’s work with data analysis and service evaluation. Researchers at the Transit Lab helped the T interpret CharlieCard data to understand travel patterns and contributed the analytical framework for the agency’s Service Delivery Policy, which defines how the MBTA measures its own performance. 

Following the productive collaboration with the MIT Transit Lab, Choe sees potential to deepen the agency’s connection with the Institute if the MBTA joins the MIT Transit Research Consortium. Run by the Transit Lab and the MIT Mobility Initiative, the consortium includes both US and non-US transit agencies, and it offers members workshops as well as insights into MIT’s ongoing transit research. “There’s an opportunity there to figure out how to bridge the gap between amazing research work that’s happening and the on-the-ground applications of that research,” she says.

At the moment, Choe says, the MBTA is investing in electrification and digital infrastructure and exploring AI-assisted maintenance—and sustaining a culture of openness to change will be key. The Innovation Hub is dividing into two branches, one supporting employee-driven ideas and another exploring emerging technologies like AI and autonomous systems.

“People are already interested in this,” she says. “So why are we not harnessing that excitement?”

Her work aimed to continue building a collaborative, curious workplace where new ideas translate into improved service. As she put it, “I want to work in an environment and a culture that is collaborative and aspirational all the time.”

Her colleagues share that goal: to keep the MBTA evolving, grounded in public service, and positioned to deliver a modern system for Greater Boston. 

“It’s not just that we have a plan on the shelf that says this is what we want to do,” she says. “It is what are we doing right now to build toward this best-in-class, amazing, modernized, incredible system that serves the Commonwealth of Massachusetts.” 

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From packets to prompts: What Cisco’s AITECH certification means for IT pros

Cisco positions the AITECH learning path as a bridge from “traditional knowledge-based work” to innovation-driven roles augmented by AI, explicitly targeting professionals who need to design technical solutions, automate tasks, and lead teams using modern AI tools and methodologies. The curriculum spans AI-assisted code generation, AI-driven data analysis, model customization (including RAG),

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HPE’s latest Juniper routers target large‑scale AI fabrics

The three new models give customers several options for configurations and throughput capacity, but they all share support for the same deep buffers, security, and optics for AI network fabric buildouts, Francis said. In addition to the new hardware, HPE added new AI support, including a Model Context Protocol (MCP)

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New Relic connects observability platform to business outcomes

Industry watchers believe that vision will take some time to become a reality across enterprise organizations. “Every organization is a snowflake in its adoption curve and readiness timeline,” says Stephen Elliot, global group vice president at IDC. “IT behavioral change is one of the most underreported requirements for agentic AI

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Pure Storage becomes Everpure, acquires 1touch

Other recent research confirms this. In an October Cisco survey of over 8,000 AI leaders, only 35% of companies have clean, centralized data with real-time integration for AI agents. And by 2027, according to IDC, companies that don’t prioritize high-quality, AI-ready data will struggle scaling gen AI and agentic solutions,

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Energy Secretary Keeps Critical Generation Online in Mid-Atlantic

Emergency order keeps critical generation online and addresses critical grid reliability issues facing the Mid-Atlantic region of the United States WASHINGTON—U.S. Secretary of Energy Chris Wright issued an emergency order to address critical grid reliability issues facing the Mid-Atlantic region of the United States. The emergency order directs PJM Interconnection, L.L.C. (PJM), in coordination with Constellation Energy Corporation, to ensure Units 3 and 4 of the Eddystone Generating Station in Pennsylvania remain available for operation and to employ economic dispatch to minimize costs for the American people. The units were originally slated to shut down on May 31, 2025. “The energy sources that perform when you need them most are inherently the most valuable—that’s why natural gas and oil were valuable during recent winter storms,” Secretary Wright said. “Hundreds of American lives have likely been saved because of President Trump’s actions keeping critical generation online, including this Pennsylvania generating station which ran during Winter Storm Fern. This emergency order will mitigate the risk of blackouts and maintain affordable, reliable, and secure electricity access across the region.” The Eddystone Units were integral in stabilizing the grid during Winter Storm Fern. Between January 26-29, the units ran for over 124 hours cumulatively, providing critical generation in the midst of the energy emergency. As outlined in DOE’s Resource Adequacy Report, power outages could increase by 100 times in 2030 if the U.S. continues to take reliable power offline. Furthermore, NERC’s 2025 Long-Term Reliability Assessment warns, “The continuing shift in the resource mix toward weather-dependent resources and less fuel diversity increases risks of supply shortfalls during winter months.” Secretary Wright ordered that the two Eddystone Generating Station units remain online past their planned retirement date in a May 30, 2025 emergency order. Subsequent orders were issued on August 28, 2025 and November 26, 2025. Keeping these units operational

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Insights: Venezuela – new legal frameworks vs. the inertia of history

@import url(‘https://fonts.googleapis.com/css2?family=Inter:[email protected]&display=swap’); a { color: var(–color-primary-main); } .ebm-page__main h1, .ebm-page__main h2, .ebm-page__main h3, .ebm-page__main h4, .ebm-page__main h5, .ebm-page__main h6 { font-family: Inter; } body { line-height: 150%; letter-spacing: 0.025em; font-family: Inter; } button, .ebm-button-wrapper { font-family: Inter; } .label-style { text-transform: uppercase; color: var(–color-grey); font-weight: 600; font-size: 0.75rem; } .caption-style { font-size: 0.75rem; opacity: .6; } #onetrust-pc-sdk [id*=btn-handler], #onetrust-pc-sdk [class*=btn-handler] { background-color: #c19a06 !important; border-color: #c19a06 !important; } #onetrust-policy a, #onetrust-pc-sdk a, #ot-pc-content a { color: #c19a06 !important; } #onetrust-consent-sdk #onetrust-pc-sdk .ot-active-menu { border-color: #c19a06 !important; } #onetrust-consent-sdk #onetrust-accept-btn-handler, #onetrust-banner-sdk #onetrust-reject-all-handler, #onetrust-consent-sdk #onetrust-pc-btn-handler.cookie-setting-link { background-color: #c19a06 !important; border-color: #c19a06 !important; } #onetrust-consent-sdk .onetrust-pc-btn-handler { color: #c19a06 !important; border-color: #c19a06 !important; } In this Insights episode of the Oil & Gas Journal ReEnterprised podcast, Head of Content Chris Smith updates the evolving situation in Venezuela as the industry attempts to navigate the best path forward while the two governments continue to hammer out the details. The discussion centers on the new legal frameworks being established in both countries within the context of fraught relations stretching back for decades. Want to hear more? Listen in on a January episode highlighting industry’s initial take following the removal of Nicholas Maduro from power. References Politico podcast Monaldi Substack Baker webinar Washington, Caracas open Venezuela to allow more oil sales 

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Eni makes Calao South discovery offshore Ivory Coast

@import url(‘https://fonts.googleapis.com/css2?family=Inter:[email protected]&display=swap’); a { color: var(–color-primary-main); } .ebm-page__main h1, .ebm-page__main h2, .ebm-page__main h3, .ebm-page__main h4, .ebm-page__main h5, .ebm-page__main h6 { font-family: Inter; } body { line-height: 150%; letter-spacing: 0.025em; font-family: Inter; } button, .ebm-button-wrapper { font-family: Inter; } .label-style { text-transform: uppercase; color: var(–color-grey); font-weight: 600; font-size: 0.75rem; } .caption-style { font-size: 0.75rem; opacity: .6; } #onetrust-pc-sdk [id*=btn-handler], #onetrust-pc-sdk [class*=btn-handler] { background-color: #c19a06 !important; border-color: #c19a06 !important; } #onetrust-policy a, #onetrust-pc-sdk a, #ot-pc-content a { color: #c19a06 !important; } #onetrust-consent-sdk #onetrust-pc-sdk .ot-active-menu { border-color: #c19a06 !important; } #onetrust-consent-sdk #onetrust-accept-btn-handler, #onetrust-banner-sdk #onetrust-reject-all-handler, #onetrust-consent-sdk #onetrust-pc-btn-handler.cookie-setting-link { background-color: #c19a06 !important; border-color: #c19a06 !important; } #onetrust-consent-sdk .onetrust-pc-btn-handler { color: #c19a06 !important; border-color: #c19a06 !important; } Eni SPA discovered gas and condensate in the Murene South-1X exploration well in Block CI-501, Ivory Coast. The well is the first exploration in the block and was drilled by the Saipem Santorini drilling ship about 8 km southwest of the Murene-1X discovery well in adjacent CI-205 block. The well was drilled to about 5,000 m TD in 2,200 m of water. Extensive data acquisition confirmed a main hydrocarbon bearing interval in high-quality Cenomanian sands with a gross thickness of about 50 m with excellent petrophysical properties, the operator said. Murene South-1X will undergo a full conventional drill stem test (DST) to assess the production capacity of this discovery, named Calao South. Calao South confirms the potential of the Calao channel complex that also includes the Calao discovery. It is the second largest discovery in the country after Baleine, with estimated volumes of up to 5.0 tcf of gas and 450 million bbl of condensate (about 1.4 billion bbl of oil). Eni is operator of Block CI-501 (90%) with partner Petroci Holding (10%).

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CFEnergía to supply natural gas to low-carbon methanol plant in Mexico

CFEnergía, a subsidiary of Mexico’s Federal Electricity Commission (CFE), has agreed to supply natural gas to Transition Industries LLC for its Pacifico Mexinol project near Topolobampo, Sinaloa, Mexico. Under the signed agreement, which enables the start of Pacifico Mexinol’s construction phase, CFEnergía will supply about 160 MMcfd of natural gas for an unspecified timeframe noted as “long term,” Transition Industries said in a release Feb. 16. The natural gas—to be sourced from the US and supplied at market prices via existing infrastructure—will be used as “critical input for Mexinol’s production of ultra-low carbon methanol,” the company said. Pacifico Mexinol The $3.3-billion Mexinol project, when it begins operations in late 2029 to early 2030, is expected to be the world’s largest ultra-low carbon chemicals plant with production of about 1.8 million tonnes of blue methanol and 350,000 tonnes of green methanol annually. Supply is aimed at markets in Asia, including Japan, while also boosting the development of the domestic market and the Mexican chemical industry. Mitsubishi Gas Chemical has committed to purchasing about 1 million tonnes/year of methanol from the project, about 50% of the project’s planned production. Transition Industries is jointly developing Pacifico Mexinol with the International Finance Corporation (IFC), a member of the World Bank Group. Last year, the company signed a contingent engineering, procurement, and construction (EPC) contract with the consortium of Samsung E&A Co., Ltd., Grupo Samsung E&A Mexico SA de CV, and Techint Engineering and Construction for the project. MAIRE group’s technology division NextChem, through its subsidiary KT TECH SpA, also signed a basic engineering, critical and proprietary equipment supply agreement with Samsung E&A in connection with its proprietary NX AdWinMethanol®Zero technology supply to the project.

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North Atlantic’s Gravenchon refinery scheduled for major turnaround

Canada-based North Atlantic Refining Ltd. France-based subsidiary North Atlantic France SAS is undertaking planned maintenance in March at its North Atlantic Energies-operated 230,000-b/d Notre-Dame-de-Gravenchon refinery in Port-Jérôme-sur-Seine, Normandy. Scheduled to begin on Mar. 3 with the phased shutdown of unidentified units at the refinery, the upcoming turnaround will involve thorough inspections of associated equipment designed for continuous operation, as well as unspecified works to improve energy efficiency, environmental performance, and overall competitiveness of the site, North Atlantic Energies said on Feb. 16. Part of the operator’s routine maintenance program aimed at meeting regulatory requirements to ensure the safety, compliance, and long-term performance of the refinery, North Atlantic Energies said the scheduled turnaround will not interrupt product supplies to customers during the shutdown period. While the company confirmed the phased shutdown of units slated for work during the maintenance event would last for several days, the operator did not reveal a definitive timeline for the entire duration of the turnaround. Further details regarding specific works to be carried out during the major maintenance event were not revealed. The upcoming turnaround will be the first to be executed under North Atlantic Group’s ownership, which completed its purchase of the formerly majority-owned ExxonMobil Corp. refinery and associated petrochemical assets at the site in November 2025.

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Azule Energy starts Ndungu full field production offshore Angola

Azule Energy has started full field production from Ndungu, part of the Agogo Integrated West Hub Project (IWH) in the western area of Block 15/06, offshore Angola. Ndungo full field lies about 10 km from the NGOMA FPSO in a water depth of around 1,100 m and comprises seven production wells and four injection wells, with an expected production peak of 60,000 b/d of oil. The National Agency for Petroleum, Gas and Biofuels (ANPG) and Azule Energy noted the full field start-up with first oil of three production wells. The phased integration of IWH, with Ndungu full field producing first via N’goma FPSO and later via Agogo FPSO, is expected to reach a peak output of about 175,000 b/d across the two fields. The fields have combined estimated reserves of about 450 million bbl. The Agogo IWH project is operated by Azule Energy with a 36.84% stake alongside partners Sonangol E&P (36.84%) and Sinopec International (26.32%).   

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Nvidia lines up partners to boost security for industrial operations

Akamai extends its micro-segmentation and zero-trust security platform Guardicore to run on Nvidia BlueField GPUs The integration offloads user-configurable security processes from the host system to the Nvidia BlueField DPU and enables zero-trust segmentation without requiring software agents on fragile or legacy systems, according to Akamai. Organizations can implement this hardware-isolated, “agentless” security approach to help align with regulatory requirements and lower their risk profile for cyber insurance. “It delivers deep, out-of-band visibility across systems, networks, and applications without disrupting operations. Security policies can be enforced in real time and are capable of creating a strong protective boundary around critical operational systems. The result is trusted insight into operational activity and improved overall cyber resilience,” according to Akamai. Forescout works with Nvidia to bring zero-trust technology to OT networks Forescout applies network segmentation to contain lateral movement and enforce zero-trust controls. The technology would be further integrated into partnership work already being done by the two companies. By running Forescout’s on-premises sensor directly on the Nvidia BlueField, part of Nvidia Cybersecurity AI platform, customers can offload intensive computing tasks, such as deep packet inspections. This speeds up data processing, enhances asset intelligence, and improves real-time monitoring, providing security teams with the insights needed to stay ahead of emerging threats, according to Forescout. Palo Alto to demo Prisma AIRS AI Runtime Security on Nvidia BlueField DPU Palo Alto Networks recently partnered with Nvidia to run its Prisma AI-powered Radio Security(AIRs) package on the Nvidia BlueField DPU and will show off the technology at the conference. The technology is part of the Nvidia Enterprise AI Factory validated design and can offer real-time security protection for industrial network settings. “Prisma AIRS AI Runtime Security delivers deep visibility into industrial traffic and continuous monitoring for abnormal behavior. By running these security services on Nvidia BlueField, inspection

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Raising the temp on liquid cooling

IBM isn’t the only one. “We’ve been doing liquid cooling since 2012 on our supercomputers,” says Scott Tease, vice president and general manager of AI and high-performance computing at Lenovo’s infrastructure solutions group. “And we’ve been improving it ever since—we’re now on the sixth generation of that technology.” And the liquid Lenovo uses in its Neptune liquid cooling solution is warm water. Or, more precisely, hot water: 45 degrees Celsius. And when the water leaves the servers, it’s even hotter, Tease says. “I don’t have to chill that water, even if I’m in a hot climate,” he says. Even at high temperatures, the water still provides enough cooling to the chips that it has real value. “Generally, a data center will use evaporation to chill water down,” Tease adds. “Since we don’t have to chill the water, we don’t have to use evaporation. That’s huge amounts of savings on the water. For us, it’s almost like a perfect solution. It delivers the highest performance possible, the highest density possible, the lowest power consumption. So, it’s the most sustainable solution possible.” So, how is the water cooled down? It gets piped up to the roof, Tease says, where there are giant radiators with massive amounts of surface area. The heat radiates away, and then all the water flows right back to the servers again. Though not always. The hot water can also be used to, say, heat campus or community swimming pools. “We have data centers in the Nordics who are giving the heat to the local communities’ water systems,” Tease says.

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Vertiv’s AI Infrastructure Surge: Record Orders, Liquid Cooling Expansion, and Grid-Scale Power Reflect Data Center Growth

2) “Units of compute”: OneCore and SmartRun On the earnings call, Albertazzi highlighted Vertiv OneCore, an end-to-end data center solution designed to accelerate “time to token,” scaling in 12.5 MW building blocks; and Vertiv SmartRun, a prefabricated white space infrastructure solution aimed at rapidly accelerating fit-out and readiness. He pointed to collaborations (including Hut 8 and Compass Data Centers) as proof points of adoption, emphasizing that SmartRun can stand alone or plug into OneCore. 3) Cooling evolution: hybrid thermal chains and the “trim cooler” Asked how cooling architectures may change (amid industry chatter about warmer-temperature operations and shifting mixes of chillers, CDUs, and other components) Albertazzi leaned into complexity as a feature, not a bug. He argued heat rejection doesn’t disappear, even if some GPU loads can run at higher temperatures. Instead, the future looks hybrid, with mixed loads and resiliency requirements forcing more nuanced thermal chains. Vertiv’s strategic product anchor here is its “trim cooler” concept: a chiller optimized for higher-temperature operation while retaining flexibility for lower-temperature requirements in the same facility, maximizing free cooling where climate and design allow. And importantly, Albertazzi dismissed the idea that CDUs are going away: “We are pretty sure that CDUs in various shapes and forms are a long-term element of the thermal chain.” 4) Edge densification: CoolPhase Ceiling + CoolPhase Row (Feb. 3) Vertiv also expanded its thermal portfolio for edge and small IT environments with the: Vertiv CoolPhase Ceiling (launching Q2 2026): ceiling-mounted, 3.5 kW to 28 kW, designed to preserve floor space. Vertiv CoolPhase Row (available now in North America) for row-based cooling up to 30 kW (300 mm width) or 40 kW (600 mm width). Vertiv Director of Edge Thermal Michal Podmaka tied the products directly to AI-driven edge densification and management consistency, saying the new systems “integrate seamlessly

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Execution, Power, and Public Trust: Rich Miller on 2026’s Data Center Reality and Why He Built Data Center Richness

DCF founder Rich Miller has spent much of his career explaining how the data center industry works. Now, with his latest venture, Data Center Richness, he’s also examining how the industry learns. That thread provided the opening for the latest episode of The DCF Show Podcast, where Miller joined present Data Center Frontier Editor in Chief Matt Vincent and Senior Editor David Chernicoff for a wide-ranging discussion that ultimately landed on a simple conclusion: after two years of unprecedented AI-driven announcements, 2026 will be the year reality asserts itself. Projects will either get built, or they won’t. Power will either materialize, or it won’t. Communities will either accept data center expansion – or they’ll stop it. In other words, the industry is entering its execution phase. Why Data Center Richness Matters Now Miller launched Data Center Richness as both a podcast and a Substack publication, an effort to experiment with formats and better understand how professionals now consume industry information. Podcasts have become a primary way many practitioners follow the business, while YouTube’s discovery advantages increasingly make video versions essential. At the same time, Miller remains committed to written analysis, using Substack as a venue for deeper dives and format experimentation. One example is his weekly newsletter distilling key industry developments into just a handful of essential links rather than overwhelming readers with volume. The approach reflects a broader recognition: the pace of change has accelerated so much that clarity matters more than quantity. The topic of how people learn about data centers isn’t separate from the industry’s trajectory; it’s becoming part of it. Public perception, regulatory scrutiny, and investor expectations are now shaped by how stories are told as much as by how facilities are built. That context sets the stage for the conversation’s core theme. Execution Defines 2026 After

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Utah’s 4 GW AI Campus Tests the Limits of Speed-to-Power

Back in September 2025, we examined an ambitious proposal from infrastructure developer Joule Capital Partners – often branding the effort as “Joule Power” – in partnership with Caterpillar. The concept is straightforward but consequential: acquire a vast rural tract in Millard County, Utah, and pair an AI-focused data center campus with large-scale, on-site “behind-the-meter” generation to bypass the interconnection queues, transmission constraints, and substation bottlenecks slowing projects nationwide. The appeal is clear: speed-to-power and greater control over delivery timelines. But that speed shifts the project’s risk profile. Instead of navigating traditional utility procurement, the development begins to resemble a distributed power plant subject to industrial permitting, fuel supply logistics, air emissions scrutiny, noise controls, and groundwater governance. These are issues communities typically associate with generation facilities, not hyperscale data centers. Our earlier coverage focused on the technical and strategic logic of pairing compute with on-site generation. Now the story has evolved. Community opposition is emerging as a material variable that could influence schedule and scope. Although groundbreaking was held in November 2025, final site plans and key conditional use permits remain pending at the time of publication. What Is Actually Being Proposed? Public records from Millard County show Joule pursuing a zone change for approximately 4,000 acres (about 6.25 square miles), converting agricultural land near 11000 N McCornick Road to Heavy Industrial use. At a July 2025 public meeting, residents raised familiar concerns that surface when a rural landscape is targeted for hyperscale development: labor influx and housing strain, water use, traffic, dust and wildfire risk, wildlife disruption, and the broader loss of farmland and local character. What has proven less clear is the precise scale and sequencing of the buildout. Local reporting describes an initial phase of six data center buildings, each supported by a substantial fleet of Caterpillar

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From Lab to Gigawatt: CoreWeave’s ARENA and the AI Validation Imperative

The Production Readiness Gap AI teams continue to confront a familiar challenge: moving from experimentation to predictable production performance. Models that train successfully on small clusters or sandbox environments often behave very differently when deployed at scale. Performance characteristics shift. Data pipelines strain under sustained load. Cost assumptions unravel. Synthetic benchmarks and reduced test sets rarely capture the complex interactions between compute, storage, networking, and orchestration that define real-world AI systems. The result can be an expensive “Day One” surprise:  unexpected infrastructure costs, bottlenecks across distributed components, and delays that ripple across product timelines. CoreWeave’s view is that benchmarking and production launch can no longer be treated as separate phases. Instead, validation must occur in environments that replicate the architectural, operational, and economic realities of live deployment. ARENA is designed around that premise. The platform allows customers to run full workloads on CoreWeave’s production-grade GPU infrastructure, using standardized compute stacks, network configurations, data paths, and service integrations that mirror actual deployment environments. Rather than approximating production behavior, the goal is to observe it directly. Key capabilities include: Running real workloads on GPU clusters that match production configurations. Benchmarking both performance and cost under realistic operational conditions. Diagnosing bottlenecks and scaling behavior across compute, storage, and networking layers. Leveraging standardized observability tools and guided engineering support. CoreWeave positions ARENA as an alternative to traditional demo or sandbox environments; one informed by its own experience operating large-scale AI infrastructure. By validating workloads under production conditions early in the lifecycle, teams gain empirical insight into performance dynamics and cost curves before committing capital and operational resources. Why Production-Scale Validation Has Become Strategic The demand for environments like ARENA reflects how fundamentally AI workloads have changed. Several structural shifts are driving the need for production-scale validation: Continuous, Multi-Layered Workloads AI systems are no longer

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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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