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USA Crude Oil Stocks Drop Week on Week

U.S. commercial crude oil inventories, excluding those in the Strategic Petroleum Reserve (SPR), decreased by 1.2 million barrels from the week ending December 20 to the week ending December 27, the U.S. Energy Information Administration (EIA) highlighted in its latest weekly petroleum status report, which was released on January 2. Crude oil stocks, excluding the […]

U.S. commercial crude oil inventories, excluding those in the Strategic Petroleum Reserve (SPR), decreased by 1.2 million barrels from the week ending December 20 to the week ending December 27, the U.S. Energy Information Administration (EIA) highlighted in its latest weekly petroleum status report, which was released on January 2.

Crude oil stocks, excluding the SPR, stood at 415.6 million barrels on December 27, 416.8 million barrels on December 20, and 431.1 million barrels on December 29, 2023, the report revealed. Crude oil in the SPR came in at 393.6 million barrels on December 27, 393.3 million barrels on December 20, and 354.4 million barrels on December 29, 2023, the report showed.

Total petroleum stocks – including crude oil, total motor gasoline, fuel ethanol, kerosene type jet fuel, distillate fuel oil, residual fuel oil, propane/propylene, and other oils – stood at 1.623 billion barrels on December 27, the report revealed. This figure was up 9.6 million barrels week on week and up 17.8 million barrels year on year, the report outlined.

“At 415.6 million barrels, U.S. crude oil inventories are about five percent below the five year average for this time of year,” the EIA said in its latest report.

“Total motor gasoline inventories increased by 7.7 million barrels from last week and are slightly below the five year average for this time of year. Finished gasoline inventories decreased last week while blending components inventories increased last week,” it added.

“Distillate fuel inventories increased by 6.4 million barrels last week and are about six percent below the five year average for this time of year. Propane/propylene inventories decreased by 0.6 million barrels from last week and are 10 percent above the five year average for this time of year,” it went on to state.

In the report, the EIA noted that U.S. crude oil refinery inputs averaged 16.9 million barrels per day during the week ending December 27. It pointed out that this was 41,000 barrels per day more than the previous week’s average.

“Refineries operated at 92.7 percent of their operable capacity last week,” the EIA said in the report.

“Gasoline production decreased last week, averaging 9.0 million barrels per day. Distillate fuel production increased last week, averaging 5.4 million barrels per day,” it added.

U.S. crude oil imports averaged 6.9 million barrels per day during the week ending December 27, according to the EIA report, which highlighted that this was an increase of 455,000 barrels per day from the previous week.

“Over the past four weeks, crude oil imports averaged about 6.5 million barrels per day, 1.3 percent less than the same four-week period last year,” the EIA said in the report.

“Total motor gasoline imports (including both finished gasoline and gasoline blending components) last week averaged 665,000 barrels per day, and distillate fuel imports averaged 197,000 barrels per day,” it added.

Total products supplied over the last four-week period averaged 20.3 million barrels a day, down by 1.2 percent from the same period last year, the EIA stated in the report.

“Over the past four weeks, motor gasoline product supplied averaged 8.7 million barrels a day, up by 0.6 percent from the same period last year,” the EIA said.

“Distillate fuel product supplied averaged 3.9 million barrels a day over the past four weeks, up by 8.4 percent from the same period last year,” the EIA added in the report.

“Jet fuel product supplied was up 6.1 percent compared with the same four-week period last year,” it went on to state.

In an oil and gas report dated December 27, which was sent to Rigzone by the Macquarie team late last week, Macquarie strategists outlined that they saw “potential for a healthy U.S. crude build” in the EIA’s January 2 weekly petroleum status report.

“Looking ahead to next week’s release, we see potential for a healthy U.S. crude build (+5.0 million barrels), with runs slightly lower (-0.1 million barrels per day), nominal implied supply bouncing back (+0.7 million barrels per day), net imports higher (+0.6 million barrels per day), and a larger increase in SPR inventory (+0.9 million barrels) on the week,” the Macquarie strategists stated in that report.

“We note potential for volatility in these figures given the incomplete nature of this week’s data. Among products, amidst holiday/seasonal effects, our preliminary expectations point to large builds in gasoline (+4.0 million barrels) and distillate (+4.3 million barrels) with a draw in jet (-0.5 million barrels),” they added.

To contact the author, email [email protected]

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IBM targets AI edge with Power server, software upgrades

IBM has bolstered its Power server portfolio with a new edge S1112 server and announced IBM Power Autonomous Operations, an AI agent that helps customers monitor Power systems and autonomously resolve issues to keep operations running smoothly. Additional software upgrades are aimed at helping customers deploy and manage AI infrastructure

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Fortinet adds AI protections to endpoint security platform

“FortiEndpoint provides centralized visibility into AI applications and agents operating across managed endpoints. Security teams can identify sanctioned and unsanctioned tools, detect shadow AI, monitor adoption trends, and understand user activity through unified dashboards,” wrote Ankit Gupta, product and marketing leader for Fortinet, in a blog post about the enhancements.

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ISC2: AI raises accountability demands for cybersecurity teams

Artificial intelligence is changing how cybersecurity teams work, with security professionals spending more time validating AI-generated recommendations and deciding when to trust AI outputs, according to new research from ISC2. The ISC2 survey of 856 cybersecurity professionals found that 65% spent more time deciding when to trust or act on

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Governments to enterprises: Improve your router security hygiene

Actors have exploited, at the very least, CVE-2018-0171 (published in 2018) and CVE-2008-4128 (published in 2008), according to the bulletin. Both of these targeted Cisco routers, giving remote, unauthenticated attackers the ability to execute arbitrary code, take unauthorized actions, or cause a denial of service (DoS). Notable groups using this

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Energy Secretary Secures Mid-Atlantic Grid Ahead of Period of Hot Weather

WASHINGTON—The U.S. Department of Energy (DOE) today issued an emergency order to mitigate blackout risks in the Mid-Atlantic ahead of the forecasted hot weather conditions and expected system load increase. The order directs PJM Interconnection, L.L.C. (PJM) to dispatch specified units and to order their operation as needed to maintain reliability. The order also authorizes PJM to direct backup generation resources to operate as a last resort before declaring an Energy Emergency Alert (EEA) 3 or during an EEA 3. PJM is authorized to call upon its Transmission Owners and Electric Distribution Companies to implement the order as needed. The order was issued pursuant to an application from PJM submitted on July 13, 2026. “Maintaining affordable, reliable, and secure power in the PJM service territory is non-negotiable,” said U.S. Secretary of Energy Chris Wright. “The previous administration’s energy subtraction policies weakened the grid, leaving Americans more vulnerable during events like this. Thanks to President Trump’s leadership, we are reversing those failures and using every available tool ensuring Americans in the Mid-Atlantic have continued access to affordable, reliable, and secure energy to power and cool their homes.” DOE estimates more than 35 GW of unused backup generation remains available nationwide. On day one, President Trump declared a national energy emergency after the Biden administration’s energy subtraction agenda left behind a grid increasingly vulnerable to risks of blackouts. According to the North American Electric Reliability Corporation’s (NERC) 2026 Summer Reliability Assessment, the peak electricity demand in PJM occurs during the summer season. NERC further notes that “if extreme high temperatures are experienced, PJM anticipates the need for demand-response resources to help reduce load.”  Power outages cost the American people $44 billion per year, according to data from DOE’s National Laboratories. This order will mitigate the possibility of power outages in the Mid-Atlantic and highlights the common sense policies of the Trump Administration to ensure Americans have access to affordable, reliable,

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DOE Alternative Fuels and Feedstocks Office Announces Intent to Advance Innovative Chemical Technologies

Proposed DOE funding will accelerate domestic chemical production WASHINGTON—The U.S. Department of Energy’s (DOE) Alternative Fuels and Feedstocks Office (AFFO) today announced its intent to fund the advancement of novel, high-impact chemical technologies. The proposed funding opportunity, Accelerating Scale-up and Pre-piloting of Emerging Chemical Technologies (ASPECT), will advance technologies for producing chemicals from alternative and waste feedstocks. In accordance with President Trump’s Executive Order Unleashing American Energy, this funding opportunity will strengthen domestic supply chains, reduce reliance on foreign imports, and accelerate American technology innovation. More than 96% of manufactured goods rely on products from the U.S. chemical sector, which directly employs more than half a million Americans. The ASPECT funding opportunity will reinforce domestic manufacturing and chemical supply chains by expanding the use of alternative feedstocks. Funding provided through ASPECT will target chemical technologies that improve performance, reduce costs, and show large market growth potential. AFFO expects to issue a notice of funding opportunity (NOFO) in August 2026, making up to $58 million available for projects that address the following topic areas: Topic Area 1: Bench ASPECT – to support the development and adoption of new technologies for producing chemicals from alternative feedstocks, moving beyond proof-of-concept to bench and pre-pilot scale. Topic Area 2: Pre-pilot ASPECT – to accelerate the development and market entry of strategically valuable, domestically produced chemicals. Following the NOFO announcement, AFFO will host an informational webinar to discuss a new, streamlined application and review process. Learn more about the topic areas, applicant eligibility and registration requirements, and the Teaming Partner List. Visit DOE eXCHANGE to view the full NOI.

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PTTEP achieves Thailand’s first wellhead platform reuse in Gulf of Thailand

PTT Exploration and Production Public Co. Ltd. (PTTEP) has completed Thailand’s first total wellhead platform reuse project by redeploying an entire decommissioned petroleum wellhead platform as a complete structure in Funan field in the Gulf of Thailand. The reuse project comes as part of PTTEP’s program to maximize value and extend utilization of wellhead platforms that remain structurally sound and safe after depleting resources at a location by redeploying the platform as a complete structure. The first implementation was carried out at the Jakrawan K wellhead platform (JKWK), in Funan field under the G1/61 Project. As part of the project, PTTEP adopted the wet-tow method to relocate the jacket, helping curb energy consumption and minimize impacts on marine life attached to the platform structure, supporting a balance between energy production and marine environmental stewardship. The topside, jacket, and selected pile sections were relocated and reinstalled for use within the same field, reducing the overall construction and installation period to only 6 months, down from about 20 months for a newly built platform.  Additionally, the approach cut construction costs by about 35–50% compared with construction of an entirely new wellhead platform. PTTEP said it expects the initiative to also reduce greenhouse gas emissions by about 3,270 tonnes of CO2e/platform by limiting the use of steel and other equipment required for construction of new platforms. PTTEP is operator of the G1/61 project (60%) with partner Mubadala Investment Co. (40%).

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Trump declares Iran ceasefire over; oil surges on renewed supply risk

US President Donald Trump said the ceasefire and memorandum of understanding (MOU) reached with Iran last month is effectively over following a fresh exchange of strikes, reigniting supply concerns and sending crude prices sharply higher. Speaking alongside NATO Secretary-General Mark Rutte at the alliance’s summit in Ankara, Pres. Trump said Washington no longer sees value in maintaining the ceasefire framework with Tehran, though he left open the possibility of continued talks. He added that further US military action against Iran remains likely after strikes overnight. Stay updated on oil price volatility, shipping disruptions, LNG market analysis, and production output at OGJ’s Iran war content hub. The escalation was triggered by alleged Iranian attacks on three commercial vessels transiting the Strait of Hormuz on July 7. US Central Command said it responded with strikes on more than 80 Iranian targets, including air defense systems, command-and-control infrastructure, anti-ship missile capabilities, and over 60 Islamic Revolutionary Guard Corps (IRGC) fast boats operating in and near the strait. US Central Command described the tanker attacks as a clear violation of the June 17 agreement. Iran’s Foreign Ministry called the US strikes a breach of the MOU and said Tehran would continue to defend its sovereignty. The IRGC said it retaliated with drone and missile strikes targeting US military facilities in Bahrain and Kuwait. Authorities in both countries reported intercepting incoming projectiles, with no material damage confirmed. Trump said on July 8 the US is considering reinstating a naval blockade targeting Iranian ports and vessels. He also raised the possibility of strikes on civilian infrastructure, including electric plants and desalination facilities, as well as a potential move to take control of Kharg Island, home to the bulk of Iran’s crude export infrastructure. He said Tuesday’s strikes had reached the island but had not targeted its

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US EIA forecasts declining oil prices as supply disruptions ease

In its July 7 Short-Term Energy Outlook (STEO) report, the US Energy Information Administration (EIA) said it expects global oil prices to decline as supply disruptions linked to the Strait of Hormuz ease and production recovers.  On June 18, the US and Iran signed a memorandum of understanding to end the conflict and reopen the strait, which had been largely closed since Feb. 28. The disruption to this critical oil transit chokepoint constrained global flows, driving major price volatility. Brent crude averaged $85/bbl in June, down $22/bbl from May and $32/bbl below its April peak. Prices fell below $70/bbl on July 1 as tanker traffic through the strait increased sharply, easing supply concerns. EIA now expects most shut-in crude production to return to near pre-conflict levels by yearend, with full restoration largely to be completed by first-quarter 2027.  Despite the recovery in flows, global inventories remain significantly depleted following earlier draws. EIA estimates oil inventories declined by an average of 5.1 million b/d in second-quarter 2026 and will fall by a further 2.2 million b/d in third-quarter 2026, as much of the recent tanker movement reflects previously stranded cargoes. As a result, the market is expected to remain relatively tight through most of third-quarter 2026 before shifting back into oversupply. EIA forecasts global oil consumption will decline by 1.2 million b/d in 2026, led by a 0.8 million b/d drop in non-OECD demand, particularly in the Asia Pacific. Demand is expected to rebound in 2027 as prices ease and supply normalizes, with consumption rising by 2.0 million b/d to 104.8 million b/d.  As supply growth outpaces demand, inventories are projected to build by 2.7 million b/d in fourth-quarter 2026 and by 5.0 million b/d in 2027. This shift is expected to place sustained downward pressure on prices. EIA forecasts Brent

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Eni lets EPCI contract for Kutei North Hub field FPSO

Eni North Ganal has let an engineering, procurement, construction, and installation (EPCI) contract to a joint venture between PT Saipem Indonesia and PT Tripatra Engineers and Constructors for a floating production, storage, and offloading (FPSO) unit for the Kutei North Hub Field Development Project in Kutei basin, offshore Indonesia, about 70 km off East Kalimantan. The project execution, with an estimated duration of 48 months, includes project management, engineering, procurement of materials, fabrication, construction and installation activities, as well as commissioning and start-up of the FPSO unit. The contract is valued at about $2 billion for Saipem’s share. The Kutei FPSO project is part of the Kutei North Hub Development, which comprises a subsea development tied back to the new FPSO, a dedicated gas export pipeline to the Bontang LNG plant, and domestic gas users via the existing East Kalimantan System. Eni North Ganal is controlled by Searah Ltd., which was formed through a strategic partnership between Eni and Petronas.

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Comparing Space-Driven Data Center Strategies: Modular Satellites vs. Integrated Rocket Nodes

In addition to developing radiation-tolerant computing, optical communications, deployable solar arrays and orbital thermal-management systems, Cowboy must successfully design, manufacture, test and license a new rocket. Its launch vehicle would require authorization from the Federal Aviation Administration in addition to the approvals needed for the satellite constellation. Cowboy nevertheless enters the race with considerably more capital than Orbital. The company announced a $275 million Series B round in May at a reported $2 billion valuation. Founded in 2024 by Robinhood co-founder Baiju Bhatt, with a focus on space-based solar power before expanding into orbital computing and launch systems. One Hundred Kilowatts Versus One Megawatt The clearest distinction between the two proposals is the capacity assigned to each node. Orbital’s production design calls for approximately 100 kilowatts of computing power per satellite. Cowboy is targeting megawatt-class spacecraft, potentially giving each Stampede node approximately 10 times the power capacity of an Orbital satellite. At their stated maximum scales, Orbital’s 100,000 satellites would provide approximately 10 gigawatts. If Cowboy ultimately achieved one megawatt across all 20,000 Stampede spacecraft, its theoretical aggregate capacity would approach 20 gigawatts. Those figures should be treated as design objectives, not capacity forecasts. Neither company has demonstrated even one operational node at its proposed production power level. Orbital’s smaller satellites may be easier to test and deploy incrementally. The company can begin with a single hosted GPU, progress to a purpose-built prototype and expand as launch economics and customer demand permit. Cowboy’s larger nodes could provide more useful computing capacity with fewer satellites and potentially fewer launches. Combining the rocket stage and data center would also reduce the amount of structural mass that does not directly support power generation or computing. The tradeoff is concentration risk. The failure of a megawatt Cowboy spacecraft would remove considerably more capacity than

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Google Cloud configuration update disrupts VMware Engine stretched clusters

“Google made a network setting change that accidentally broke the connection between the two data center zones in VMware Engine. The virtual machines themselves kept running fine, but nobody could reach them, and there was a risk that some machines might lose the ability to save data properly. This indicates that even managed cloud infrastructure can experience failures in critical shared network components,” said Pareekh Jain, CEO at  EIIRTrend & Pareekh Consulting. Neil Shah, vice president at Counterpoint Research, said the real culprit here is the SDN orchestration control plane, where a routine internal network update or configuration tweak introduced routing failure across multiple zones. “While most of the physical nodes are distributed for exactly this redundancy purpose, they are still tightly coupled to a singular shared orchestration fabric, so if that control plane crashes, then everything comes crashing down, and the physical distributed nodes become irrelevant.” Stretched clusters fall short Although the outage did not bring down virtual machines, the incident undermined the primary reason enterprises deploy stretched clusters.

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AI’s Future Must Return to the Edge: How Power Constraints and Local Politics Are Redefining AI Infrastructure

Over the past two years, AI build plans have driven a sharp escalation in projected data center power demand. One recent assessment1 found that the U.S. disclosed data center development pipeline reached roughly 241 gigawatts by the end of 2025—an increase of about 159% in a single year—illustrating the unprecedented pace at which AI infrastructure demand is expanding. Forecasts from major analysts indicate that total data center power consumption could grow at least 50% by 2027 and potentially as much as 165% by 2030, with AI training and inference responsible for most of the incremental load.2 At this pace, planned AI capacity is growing faster than electric infrastructure can realistically be expanded. In many markets, available land and fiber are not the limiting factors; dependable megawatt delivery is.3 At the facility level, AI hardware is moving standard designs into new ranges. Power densities that once centered around 10–20 kW per rack are being replaced by configurations nearer 40 kW, with dense AI racks pushing toward 85 kW today and credible roadmaps to 200–250 kW per rack by 2030, though we’ve all seen the reports of even larger. These levels do not only affect cooling and white‑space layouts; they materially change the electrical infrastructure required per room and per building, and by extension the strain on local grids. On the power‑system side, constraints are now explicit. Transmission operators and regulators are stating that current generation, interconnection, and build‑out timelines are not sufficient to accommodate another decade of large demand centers in their present form. Analysts tracking AI data center energy demand point to electricity, grid access, and firm capacity as the primary constraints on new builds, with grid bottlenecks and transmission limitations flagged as risks for up to 20% of planned projects.4, 5  At the facility level, AI hardware is moving

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Data Center Frontier Trends Summit 2026 Preview

The Hidden Constraints of Delivery If power gets the headlines, supply chain and logistics often decide the schedule. Kleyman notes that a seemingly small missing component can delay a multibillion-dollar facility. A busway, switchgear component, cooling element, or logistics failure can ripple through construction sequencing, commissioning, customer handoff, and revenue recognition. “The weakest link may not be the most expensive component,” he says. That reality receives sustained attention across the Summit agenda. Day One’s “Beyond the Dashboard: Active Exception Management for Hyperscale AI” features CargoSense CEO Rich Kilmer in a live case study examining how organizations are moving beyond passive shipment visibility toward active exception management. For hyperscale AI projects, supply chain disruption is not simply about delayed shipments. It can affect site readiness, construction sequencing, commissioning windows, and the ability to bring capacity online as planned. Day Two’s “The Hidden Constraint: Supply Chains in the Age of AI Infrastructure” continues the discussion, examining how global supply chains are becoming a defining constraint and differentiator in AI data center delivery. The execution lens sharpens again on Day Three with “The Last 90 Days: Solving the Final Infrastructure Bottlenecks Before Go-Live.” This session focuses on the phase where projects can be won or lost: generator delivery, electrical integration, controls validation, startup sequencing, fuel systems, utility coordination, commissioning, and operational readiness. Even projects that have secured power, capital, customers, and equipment can face costly delays if the final stretch is not executed with precision. In the AI infrastructure era, the last 90 days may determine whether a project becomes energized capacity—or another delayed announcement. Capital Meets Execution Reality The Summit also examines whether capital is moving in step with what can actually be built. Day Two’s investment panel, “AI Infrastructure Investment: Bubble, Breakthrough, or Both?” will assess how investors are underwriting risk

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DCF Poll: How Much of the AI Data Center Pipeline Will Actually Get Built?

Matt Vincent is Editor in Chief of Data Center Frontier, where he leads editorial strategy and coverage focused on the infrastructure powering cloud computing, artificial intelligence, and the digital economy. A veteran B2B technology journalist with more than two decades of experience, Vincent specializes in the intersection of data centers, power, cooling, and emerging AI-era infrastructure. Since assuming the EIC role in 2023, he has helped guide Data Center Frontier’s coverage of the industry’s transition into the gigawatt-scale AI era, with a focus on hyperscale development, behind-the-meter power strategies, liquid cooling architectures, and the evolving energy demands of high-density compute, while working closely with the Digital Infrastructure Group at Endeavor Business Media to expand the brand’s analytical and multimedia footprint. Vincent also hosts The Data Center Frontier Show podcast, where he interviews industry leaders across hyperscale, colocation, utilities, and the data center supply chain to examine the technologies and business models reshaping digital infrastructure. Since its inception he serves as Head of Content for the Data Center Frontier Trends Summit. Before becoming Editor in Chief, he served in multiple senior editorial roles across Endeavor Business Media’s digital infrastructure portfolio, with coverage spanning data centers and hyperscale infrastructure, structured cabling and networking, telecom and datacom, IP physical security, and wireless and Pro AV markets. He began his career in 2005 within PennWell’s Advanced Technology Division and later held senior editorial positions supporting brands such as Cabling Installation & Maintenance, Lightwave Online, Broadband Technology Report, and Smart Buildings Technology. Vincent is a frequent moderator, interviewer, and keynote speaker at industry events including the HPC Forum, where he delivers forward-looking analysis on how AI and high-performance computing are reshaping digital infrastructure. He graduated with honors from Indiana University Bloomington with a B.A. in English Literature and Creative Writing and lives in southern New Hampshire with

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Powering Canada’s AI Future: Electricity, Policy, and the Race for Data Center Leadership

Alberta represents the biggest point of contention in Canada’s data center strategy. The province is aggressively pursuing data center development with its Artificial Intelligence Data Center Strategy. It has abundant natural gas, large land parcels, a deregulated power market, experienced energy developers and political leaders actively courting AI infrastructure. That makes it attractive to data center operators that care most about speed to power. Alberta has also promoted “bring your own generation” models, where data center developers pair facilities with dedicated generation rather than relying entirely on the public grid. But Alberta’s electricity system is much more carbon-intensive than Québec, British Columbia, Manitoba or Ontario. The same feature that makes it attractive for development, potential  large AI build-outs powered primarily by natural gas, would undercut Canada’s claim that its data centers can run on some of the cleanest power in the world. Saskatchewan illustrates another version of the opportunity. Bell Canada’s planned 300-megawatt AI data center in the Rural Municipality of Sherwood near Regina is a major signal that large-scale AI infrastructure can move beyond the traditional Toronto-Montreal-Calgary corridor. The project combines domestic telecom infrastructure, sovereign compute ambitions, hyperscale tenants, fiber partnerships, Indigenous procurement participation and closed-loop cooling. It also shows why power availability is now the deciding factor in site selection. At 300 megawatts, a single facility becomes a grid-planning event, not merely a real estate development. British Columbia, meanwhile, is trying to prioritize power among competing industrial demands. Data centers are arriving at the same time as mining, LNG, manufacturing, forestry, hydrogen and electrification projects. The province has moved toward limiting and screening certain high-load uses, including data centers and cryptocurrency mining, so that scarce clean electricity is allocated to projects with the strongest public benefit. This seems to be a preview of the future for these industrial

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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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