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Firms struggle to hire as nuclear workforce exceeds oil and gas figures

Nuclear has outstripped oil and gas as the UK’s largest sector in the engineering construction industry as 71% of employers experience recruitment challenges. “The hiring challenges are predominantly for skilled workers where engineering construction companies are competing to recruit from the same pool of experienced workers,” said Engineering Construction Industry Training Board (ECITB) chief executive […]

Nuclear has outstripped oil and gas as the UK’s largest sector in the engineering construction industry as 71% of employers experience recruitment challenges.

“The hiring challenges are predominantly for skilled workers where engineering construction companies are competing to recruit from the same pool of experienced workers,” said Engineering Construction Industry Training Board (ECITB) chief executive Andrew Hockey.

This continues a trend of ECITB drawing attention to the industy’s skills gap. The group highlighted the issue last year in its Inspiring Directions report and in the 2021 workforce census.

The ECITB has unveiled in its 2024 workforce census that nuclear accounts for 39.2% of all workers, surpassing oil and gas at 35.2%.

Despite this, offshore workforce deployment remains “substantial”, according to ECITB.

Ageing oil workforce

Those in the field account for nearly 10% of the ECI workforce, however, this is down by 2% when compared to 2021’s reports.

Renewables have witnessed an uptick in workers since the last report three years ago.

ECITB said that the sector had witnessed “rapid growth” as it nearly doubled its share of the ECI workforce – its in-scope workforce share has now jumped to 6.2%.

The training board highlighted that hydrogen and carbon capture had experienced significant growth, as they now account for 1.1% and 1.2% of the workforce respectively.

Engineering to see double-digit growth in workforce by 2027

As firms struggle to find workers, they remain hopeful that workforce numbers will grow in the next three years.

Employers from across the ECI told the training board that their workforce is set to increase by 15.9% between 2024 and 2027.

ECITB questioned 162 establishments, which shared data on 1,621 locations.

The census added: “However, weighting employers’ responses by their respective workforces shows that the aggregated employers’ expectation is that the workforce could increase by 11.7% between 2024 to 2027.”

If this prediction comes to fruition, the ECI will encompass 105,750 workers by 2027 – however, this will be contingent on firms securing contracts.

© Supplied by NESCol
ECITB new entrant pathways such as the scholarship programme are helping deliver a more diverse workforce for the industry. Supplied by NESCol.

Hockey added: “Only through bringing in new talent, training and upskilling existing workers can industry benefit from the skilled workforce it needs both for now and the future.”

Overall, the census gathered information on 74,609 workers representing 78.8% of the in-scope workforce. This is a significant increase from the 45,000 questioned three years ago.

“Thanks to a record response rate from the ECI, up from 54% of the workforce covered in 2021 to 78.8%, the ECITB will now be able to provide more precise, up-to-date data to industry and make predictions on future workforce trends and labour demands,” said Hockey.

Data from the reports will contribute to ECITB’s Labour Forecasting Tool which charts workforce trends.

Almost half of those in the UK would not work in oil and gas

Last year the training board found that 49% of the general population would not consider a job in oil and gas.

When asked, “Would you consider joining the following sectors?” The general public showed that they were more willing to pick up a role in renewables than oil and gas or nuclear.

Only 17% of respondents said they would “absolutely” consider a job in oil and gas, as ECITB found that men were more likely than women to consider working in the sector – compounding industry stereotypes around the gender imbalance.

Those between the ages of 20 and 29 were more likely to consider work in oil and gas than those over the age of 30 or between 16 and 19, ECITB’s Inspiring Directions report found.

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Wi-Fi 8 is coming and it’s going to make AI a lot faster

Traditional Wi-Fi optimizes for 90/10 download-to-upload ratios. AI applications push toward 50/50 symmetry. Voice assistants, edge AI processing and sensor data all require consistent uplink capacity. “AI traffic looks different,” Szymanski explained. “It’s increasingly symmetric, with heavy uplink demands from these edge devices. These devices are pushing all this data

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NextDecade names Mott as interim CFO

NextDecade Corp. has appointed company senior vice-president Michael (Mike) Mott as interim chief financial officer, effective Oct. 20, 2025. Mott will take over from Brent Wahl, who resigns from the company as chief financial officer, effective Oct. 20. Wahl was named chief financial officer of NextDecade in 2021 after having served

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Oil’s Billion Barrel Sea Surplus Expands

A flotilla of crude oil on the world’s oceans expanded to a fresh high as producer nations keep adding barrels and the tankers sail further for deliveries. A total of 1.24 billion barrels of crude and condensate, a light form of oil recovered from gas fields, was moving on tankers in the week to Oct. 17, according to data from analytics firm Vortexa. That was up from a revised 1.22 billion barrels a week earlier.  Oil traders warned last week that a long-anticipated surplus is finally starting to materialize and the amount of cargo at sea is one indicator of that.  Production is rising from members of the OPEC+ group of nations, which are unwinding earlier output cuts — as well as countries outside the group, predominantly in the Americas, where Guyana recently started pumping from a new offshore field and US output hit a new high. The build-up comes at a time when demand growth is slowing, with forecasters predicting a surplus that could rise to as much as 4 million barrels a day in the early months of next year. Oil prices fell 0.8% on Monday, taking their decline so far this year to 18%. Eight members of the Organization of the Petroleum Exporting Countries and their allies, which together make up the OPEC+ grouping, raised their collective production target by almost 2.5 million barrels a day between March and September. While increases in actual production have lagged, the group still added more than 2 million barrels a day to supply over that period. Vortexa’s figures exclude oil in floating storage, defined as being on vessels that have been stationary for at least seven days. The biggest increases have come from Saudi Arabia, the United Arab Emirates and Russia, whose combined output has risen by 1.77 million barrels a day.

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Bullish Weather Shift Sparks NatGas Revival

In an EBW Analytics Group report sent to Rigzone by the EBW team on Monday, Eli Rubin, an energy analyst at the company, noted that a “bullish weather shift spark[ed]… [a] natural gas revival”. “After testing as low as $2.893 per million British thermal units (MMBtu) intraday Friday – and with weekend Henry Hub spot prices falling to $2.66 [per MMBtu] – a cooler weekend weather shift has revived bullish fortunes for the November contract,” Rubin said in the report. “Further, weekly average LNG was at a record high over the weekend and natural gas production readings slumped in the Permian and Marcellus,” Rubin added. In the report, Rubin noted that “some meteorologists reflect a larger heating demand gain, helping to explain the pop at the front of the curve”. “Cooler weather (the next three EIA [U.S. Energy Information Administration] weeks are expected to be below long-term normals) slashes risks of bearish outcomes akin to early November 2024,” Rubin said. The energy analyst stated in the report that “shorts covering some positions likely underlies the market reaction higher”. “Still, lofty storage, mild weather, and returning production remain,” Rubin warned in the report. “The $3.22-3.24 per MMBtu level is a key technical battleground, however, and if weather models continue colder or bulls lift November above key resistance, extended near-term upside potential may occur,” he added. EBW’s report highlighted that the November natural gas contract closed at $3.008 per MMBtu on Friday. This was up 7.0 cents, or 2.4 percent, from Thursday’s close, the report outlined. In a separate EBW report sent to Rigzone by the EBW team on Friday, Rubin warned that “near to medium term natural gas weakness extend[ed]”. “Yesterday’s [Thursday] EIA-reported 80 billion cubic foot injection confirmed a lofty storage trajectory, driving the November 2025 natural gas contract to

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Analysts Talk Oil and Gas Bust Cycle

Is the oil and gas market currently in a bust cycle? That’s the question Rigzone asked James Davis, Director of Short-Term Global Oil Service and Head of Upstream Oil at FGE London, in an exclusive interview recently. In response, Davis told Rigzone, “crude oil prices have fallen year on year, and as the supply surplus continues, as evidenced by reported stockbuilds, prices will fall further”. “We’re already seeing evidence of oil companies cutting investment as a result of lower prices,” he added. “If these are the qualities of what you want to call a bust cycle, then, we’re in a bust cycle,” he said. In the interview, Davis highlighted to Rigzone that, for producers, $60 per barrel oil today doesn’t go as far as it did back in 2019. “For the average tight oil producer, $60 per barrel today gives you very little free cash flow,” he said. “However, in 2019, the average tight oil producer might have realized $10-15 per barrel of free cash flow at $60 per barrel,” he added. “While operating expenditure and capital expenditure have crept up, it is weaker gas prices that have had the biggest impact on cost exposure,” Davis pointed out. “Nonetheless operating margins are not as good at the current price deck as they would have been six years ago,” he noted. When asked if this bust cycle is going to negatively affect future production, Davis told Rigzone that FGE is already seeing evidence that the low oil price environment is impacting oil output, particularly in the United States. “While low cost producers (oil majors and international oil companies) have managed to grow output this year, the smaller, high cost producers have seen their output slump by around 200-300,000 barrels per day,” he said. “We expect more declines from high cost producers

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JERA, Hawai’i Partner for Energy Transition

JERA Co Inc and the Hawaiian government have signed a collaboration agreement “focusing on fuel diversity and developing pathways toward decarbonization”, the Japanese integrated power company said. The “strategic partnering agreement” between JERA and the governor’s office “is designed to help realize the Hawai’i State Energy Office’s ‘Alternative Fuels, Repowering and Energy Transition Study’, published in January 2025, which concluded in the short term that the state should accelerate its shift away from oil by using affordable and reliable alternative fuels, including natural gas”, JERA said in a statement on its website. Governor Josh Green said in the statement, “By collaborating with JERA – Japan’s largest power producer and a recognized global leader in energy transition – we are gaining access to valuable expertise and experience that will help accelerate our decarbonization journey while improving reliability and affordability for our residents”. JERA global chief executive Yukio Kani said, “As island communities, Japan and Hawai’i share similar challenges and opportunities in pursuing affordability, stability and sustainability. By working together, we aim to develop practical, innovative solutions that strengthen energy resilience and reduce costs for the people of Hawai’i”. The company added, “JERA brings extensive experience in the development and operation of large-scale, reliable energy infrastructure worldwide, with a growing focus on low-carbon fuels, hydrogen, ammonia and renewable energy integration”. In the study by the Hawai’i State Energy Office (HSEO), the agency proposed a new power plant that would run on natural gas supplied by a floating storage regasification unit. “LNG emerged as the near-term fuel with the potential to cost-effectively reduce the state’s greenhouse gas emissions during the transition to economywide decarbonization in 2045, but more analysis is needed to quantify a range of potential benefits and to identify how those benefits can be maximized to residents at the appropriate level of infrastructure buildout”,

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AEP Secures $1.6B DOE Loan Guarantee for Grid Upgrades

The United States Department of Energy (DOE) has awarded a $1.6-billion loan guarantee for projects by American Electric Power Co Inc (AEP) to upgrade nearly 5,000 miles of transmission lines across five states. The projects cover Indiana, Michigan, Ohio, Oklahoma, and West Virginia. “The upgrades supported by this financing will replace existing transmission lines in existing rights-of-way with new lines capable of carrying more energy”, AEP said in a press release. “Energy demand is increasing across AEP’s footprint. Customers have committed to business expansions or additions that will require an additional 24 gigawatts of electricity demand by the end of the decade”, the Columbus, Ohio-based company said. “The upgrades have primarily been identified to support data center, artificial intelligence and manufacturing development and represent generational load growth on the electric system. “Seeking federal funding opportunities and implementing rate structures that ensure new large customers are supporting infrastructure investment are some of the ways AEP is working to reduce rate impacts for customers”. It estimates the projects to save customers $275 million in financing costs over the life of the loan through lower bills. “Approximately 100 miles of transmission lines across Ohio and Oklahoma are the first projects to be supported by the loan guarantee”, AEP said. This is “the first closed loan guarantee under the Energy Dominance Financing (EDF) Program created by the Working Families Tax Cut, also known as the One Big Beautiful Bill Act”, DOE said separately. “All electric utilities receiving an EDF loan must provide assurance to DOE that financial benefits from the financing will be passed onto the customers of that utility”, DOE added. The AEP guarantee “was carefully evaluated under the new LPO [Loan Programs Office] guidance directed by Secretary Wright”, DOE added. Funding Cancelations Days earlier, DOE announced it had terminated nearly 350 financial

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Brent Set to Dip Its Feet into High $50ies This Week

Brent crude is set to dip its feet into the high $50ies per barrel this week, Skandinaviska Enskilda Banken AB (SEB) Chief Commodities Analyst Bjarne Schieldrop warned in a SEB report sent to Rigzone on Monday.   “Brent crude fell 2.3 percent over the week to Friday,” Schieldrop highlighted in the report. “It closed the week at $61.29 per barrel, a slight gain on the day, but also traded to a low of $60.14 per barrel that same day and just barely avoided trading into the $50ies per barrel,” he added. “This week looks set for Brent crude to dip its feet in the $50ies per barrel,” he continued. In the report, Schieldrop said front-end backwardation has been on a weakening foot and warned that “it is now about to fully disappear”.  “The lowest point of the crude oil curve has also moved steadily lower and lower and its discount to the five year contract is now $6.8 per barrel – a solid contango,” he noted. “The Brent three month contract did actually dip into the $50ies per barrel intraday on Friday when it traded to a low point of $59.93 per barrel,” he added. Schieldrop went on to warn in the report that more weakness is to come “as lots of oil at sea comes to ports”. “Mid-East OPEC countries have boosted exports along with lower post summer consumption and higher production,” he said. “The result is highly visibly in oil at sea which increased by 17 million barrels to 1,311 million barrels over the week to Sunday. Up 185 million barrels since mid-August. On its way to discharge at a port somewhere over the coming month or two,” he added. Schieldrop noted in the report that the oil market path ahead “is all down to OPEC+”. “Remember that what is playing

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Roundup: Digital Realty Marks Major Milestones in AI, Quantum Computing, Data Center Development

Key features of the DRIL include: • High-Density AI and HPC Testing. The DRIL supports AI and high-performance computing (HPC) workloads with high-density colocation, accommodating workloads up to 150 kW per cabinet. • AI Infrastructure Optimization. The ePlus AI Experience Center lets businesses explore AI-specific power, cooling, and GPU resource requirements in an environment optimized for AI infrastructure. • Hybrid Cloud Validation. With direct cloud connectivity, users can refine hybrid strategies and onboard through cross connects. • AI Workload Orchestration. Customers can orchestrate AI workloads across Digital Realty’s Private AI Exchange (AIPx) for seamless integration and performance. • Latency Testing Across Locations. Enterprises can test latency scenarios for seamless performance across multiple locations and cloud destinations. The firm’s Northern Virginia campus is the primary DRIL location, but companies can also test latency scenarios between there and other remote locations. DRIL rollout to other global locations is already in progress, and London is scheduled to go live in early 2026. Digital Realty, Redeployable Launch Pathway for Veteran Technical Careers As new data centers are created, they need talented workers. To that end, Digital Realty has partnered with Redeployable, an AI-powered career platform for veterans, to expand access to technical careers in the United Kingdom and United States. The collaboration launched a Site Engineer Pathway, now live on the Redeployable platform. It helps veterans explore, prepare for, and transition into roles at Digital Realty. Nearly half of veterans leave their first civilian role within a year, often due to unclear expectations, poor skill translation, and limited support, according to Redeployable. The Site Engineer Pathway uses real-world relevance and replaces vague job descriptions with an experience-based view of technical careers. Veterans can engage in scenario-based “job drops” simulating real facility and system challenges so they can assess their fit for the role before applying. They

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BlackRock’s $40B data center deal opens a new infrastructure battle for CIOs

Everest Group partner Yugal Joshi said, “CIOs are under significant pressure to clearly define their data center strategy beyond traditional one-off leases. Given most of the capacity is built and delivered by fewer players, CIOs need to prepare for a higher-price market with limited negotiation power.” The numbers bear this out. Global data center costs rose to $217.30 per kilowatt per month in the first quarter of 2025, with major markets seeing increases of 17-18% year-over-year, according to CBRE. Those prices are at levels last seen in 2011-2012, and analysts expect them to remain elevated. Gogia said, “The combination of AI demand, energy scarcity, and environmental regulation has permanently rewritten the economics of running workloads. Prices that once looked extraordinary have now become baseline.” Hyperscalers get first dibs The consolidation problem is compounded by the way capacity is being allocated. North America’s data center vacancy rate fell to 1.6% in the first half of 2025, with Northern Virginia posting just 0.76%, according to CBRE Research. More troubling for enterprises: 74.3% of capacity currently under construction is already preleased, primarily to cloud and AI providers. “The global compute market is no longer governed by open supply and demand,” Gogia said. “It is increasingly shaped by pre-emptive control. Hyperscalers and AI majors are reserving capacity years in advance, often before the first trench for power is dug. This has quietly created a two-tier world: one in which large players guarantee their future and everyone else competes for what remains.” That dynamic forces enterprises into longer planning cycles. “CIOs must forecast their infrastructure requirements with the same precision they apply to financial budgets and talent pipelines,” Gogia said. “The planning horizon must stretch to three or even five years.”

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Nvidia, Infineon partner for AI data center power overhaul

The solution is to convert power right at the GPU on the server board and to upgrade the backbone to 800 volts. That should squeeze more reliability and efficiency out of the system while dealing with the heat, Infineon stated.   Nvidia announced the 800 Volt direct current (VDC) power architecture at Computex 2025 as a much-needed replacement for the 54 Volt backbone currently in use, which is overwhelmed by the demand of AI processors and increasingly prone to failure. “This makes sense with the power needs of AI and how it is growing,” said Alvin Nguyen, senior analyst with Forrester Research. “This helps mitigate power losses seen from lower voltage and AC systems, reduces the need for materials like copper for wiring/bus bars, better reliability, and better serviceability.” Infineon says a shift to a centralized 800 VDC architecture allows for reduced power losses, higher efficiency and reliability. However, the new architecture requires new power conversion solutions and safety mechanisms to prevent potential hazards and costly server downtimes such as service and maintenance.

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Meta details cutting-edge networking technologies for AI infrastructure

ESUN initiative As part of its standardization efforts, Meta said it would be a key player in the new Ethernet for Scale-Up Networking (ESUN) initiative that brings together AMD, Arista, ARM, Broadcom, Cisco, HPE Networking, Marvell, Microsoft, NVIDIA, OpenAI and Oracle to advance the networking technology to handle the growing scale-up domain for AI systems. ESUN will focus solely on open, standards-based Ethernet switching and framing for scale-up networking—excluding host-side stacks, non-Ethernet protocols, application-layer solutions, and proprietary technologies. The group will focus on the development and interoperability of XPU network interfaces and Ethernet switch ASICs for scale-up networks, the OCP wrote in a blog. ESUN will actively engage with other organizations such as Ultra-Ethernet Consortium (UEC) and long-standing IEEE 802.3 Ethernet to align open standards, incorporate best practices, and accelerate innovation, the OCP stated. Data center networking milestones The launch of ESUN is just one of the AI networking developments Meta shared at the event. Meta engineers also announced three data center networking innovations aimed at making its infrastructure more flexible, scalable, and efficient: The evolution of Meta’s Disaggregated Scheduled Fabric (DSF) to support scale-out interconnect for large AI clusters that span entire data center buildings. A new Non-Scheduled Fabric (NSF) architecture based entirely on shallow-buffer, disaggregated Ethernet switches that will support our largest AI clusters like Prometheus. The addition of Minipack3N, based on Nvidia’s Ethernet Spectrum-4 ASIC, to Meta’s portfolio of 51Tbps OCP switches that use OCP’s Switch Abstraction Interface and Meta’s Facebook Open Switching System (FBOSS) software stack. DSF is Meta’s open networking fabric that completely separates switch hardware, NICs, endpoints, and other networking components from the underlying network and uses OCP-SAI and FBOSS to achieve that, according to Meta. It supports Ethernet-based RoCE RDMA over Converged Ethernet (RoCE/RDMA)) to endpoints, accelerators and NICs from multiple vendors, such as Nvidia,

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Arm joins Open Compute Project to build next-generation AI data center silicon

Keeping up with the demand comes down to performance, and more specifically, performance per watt. With power limited, OEMs have become much more involved in all aspects of the system design, rather than pulling silicon off the shelf or pulling servers or racks off the shelf. “They’re getting much more specific about what that silicon looks like, which is a big departure from where the data center was ten or 15 years ago. The point here being is that they look to create a more optimized system design to bring the acceleration closer to the compute, and get much better performance per watt,” said Awad. The Open Compute Project is a global industry organization dedicated to designing and sharing open-source hardware configurations for data center technologies and infrastructure. It covers everything from silicon products to rack and tray design.  It is hosting its 2025 OCP Global Summit this week in San Jose, Calif. Arm also was part of the Ethernet for Scale-Up Networking (ESUN) initiative announced this week at the Summit that included AMD, Arista, Broadcom, Cisco, HPE Networking, Marvell, Meta, Microsoft, and Nvidia. ESUN promises to advance Ethernet networking technology to handle scale-up connectivity across accelerated AI infrastructures. Arm’s goal by joining OCP is to encourage knowledge sharing and collaboration between companies and users to share ideas, specifications and intellectual property. It is known for focusing on modular rather than monolithic designs, which is where chiplets come in. For example, customers might have multiple different companies building a 64-core CPU and then choose IO to pair it with, whether like PCIe or an NVLink. They then choose their own memory subsystem, deciding whether to go HBM, LPDDR, or DDR. It’s all mix and match like Legos, Awad said.

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BlackRock-Led Consortium to Acquire Aligned Data Centers in $40 Billion AI Infrastructure Deal

Capital Strategy and Infrastructure Readiness The AIP consortium has outlined an initial $30 billion in equity, with potential to scale toward $100 billion including debt over time as part of a broader AI infrastructure buildout. The Aligned acquisition represents a cornerstone investment within that capital roadmap. Aligned’s “ready-to-scale” platform – encompassing land, permits, interconnects, and power roadmaps – is far more valuable today than a patchwork of single-site developments. The consortium framed the transaction as a direct response to the global AI buildout crunch, targeting critical land, energy, and equipment bottlenecks that continue to constrain hyperscale expansion. Platform Overview: Aligned’s Evolution and Strategic Fit Aligned Data Centers has rapidly emerged as a scale developer and operator purpose-built for high-density, quick-turn capacity demanded by hyperscalers and AI platforms. Beyond the U.S., Aligned extended its reach across the Americas through its acquisition of ODATA in Latin America, creating a Pan-American presence that now spans more than 50 campuses and over 5 GW of capacity. The company has repeatedly accessed both public and private capital markets, most recently securing more than $12 billion in new equity and debt financing to accelerate expansion. Aligned’s U.S.–LATAM footprint provides geographic diversification and proximity to fast-growing AI regions. The buyer consortium’s global relationships – spanning utilities, OEMs, and sovereign-fund partners – help address power, interconnect, and supply-chain constraints, all of which are critical to sustaining growth in the AI data-center ecosystem. Macquarie Asset Management built Aligned from a niche U.S. operator into a 5 GW-plus, multi-market platform, the kind of asset infrastructure investors covet as AI demand outpaces grid and supply-chain capacity. Its sale at this stage reflects a broader wave of industry consolidation among large-scale digital-infrastructure owners. Since its own acquisition by BlackRock in early 2024, GIP has strengthened its position as one of the world’s top owners

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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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