Stay Ahead, Stay ONMINE

PG&E announces microgrid awards for $43M as Sunrun joins its 2025 VPP

Dive Brief: Pacific Gas & Electric intends to award up to $43 million in grants for community microgrid projects in Northern California, the gas and electric utility said on March 26. Issued under California’s Microgrid Incentive Program, a $200 million statewide competitive grant program, the funds will support projects serving nearly 9,000 customers in Humboldt, […]

Dive Brief:

  • Pacific Gas & Electric intends to award up to $43 million in grants for community microgrid projects in Northern California, the gas and electric utility said on March 26.
  • Issued under California’s Microgrid Incentive Program, a $200 million statewide competitive grant program, the funds will support projects serving nearly 9,000 customers in Humboldt, Lake and Marin counties. Four of the projects are in tribal communities, PG&E said.
  • Also this week, distributed energy provider Sunrun announced a “first-of-its-kind program” with PG&E to harness approximately 600 home solar-and-storage systems to provide “targeted load relief to neighborhoods identified with highly constrained electric grids,” potentially avoiding or deferring distribution grid investments.

Dive Insight:

In 2023, the California Public Utilities Commission approved $200 million in funding for the Microgrid Incentive Program, including $79.2 million for PG&E, $83.3 million for Southern California Edison and $17.5 million for San Diego Gas & Electric.

The nine awards announced March 26 represent the first tranche of PG&E’s MIP grants, selected from a pool of 22 applicants. Applications for the second tranche open on April 3 and run through May 30, PG&E said.

First-tranche projects will receive a combined $34 million for front-of-the-meter generating resources and other project costs, plus $1 million each to cover grid interconnection costs, the utility said.

Eligible microgrid projects must be able to provide at least 24 consecutive hours of energy in “island mode,” interconnect on distribution lines at or below 50 kV, and have “island mode” emissions no greater than the surrounding grid, according to a PG&E fact sheet. Projects must also be located in areas vulnerable to outages due to high wildfire or earthquake risk or lower historical reliability, and serve “disadvantaged or vulnerable communities” in rural, tribal or low-income areas.

The awardees will join several active microgrids in Northern and Central California, such as the Redwood Coast Airport and Blue Lake Rancheria microgrids in Humboldt County, PG&E North Coast Region Vice President Dave Canny said in a statement.

“These microgrids have now been active for several years, providing resilience and low-carbon energy to some of our most vulnerable communities,” Canny said.

The nine new microgrid awardees will use a range of low-emissions generation resources, including solar, batteries, small hydroelectric, pumped hydroelectric storage and biomass, PG&E said.

Meanwhile, Sunrun’s Local PeakShift Power program will run for up to 100 hours from June through October of this year as part of PG&E’s 2025 Seasonal Aggregation of Versatile Energy, or SAVE, virtual power plant, Sunrun said Monday. It is the second VPP collaboration between Sunrun and PG&E, following an 8,500-customer pilot last summer.

The program includes about 600 Sunrun and PG&E residential customers in areas experiencing distribution grid constraints, Sunrun said. Participating customers receive a one-time, $150 payment per battery, with Sunrun receiving compensation for managing dispatch, it said. 

Data gathered through the program will inform the development of longer-term load-shifting programs while improving local reliability, Sunrun said.

Sunrun’s battery attachment rate jumped from 18% to 54% between the second quarter of 2023 and the second quarter of 2024, then rose to 62% in the fourth quarter of 2024, according to company data.

California’s NEM 3.0 net metering tariff, which is significantly less generous for solar-only customers than the tariff it replaced in 2023, helped drive the shift, Lawrence Berkeley National Laboratory said in May. Sunrun CEO Mary Powell told investors in August that the company would pursue a “storage-first strategy” to expand opportunities for its systems to participate in future virtual power plant programs.

Shape
Shape
Stay Ahead

Explore More Insights

Stay ahead with more perspectives on cutting-edge power, infrastructure, energy,  bitcoin and AI solutions. Explore these articles to uncover strategies and insights shaping the future of industries.

Shape

Mapping Trump’s tariffs by trade balance and geography

U.S. importers may soon see costs rise for many imported goods, as tariffs on foreign goods are set to rise. On July 31, President Donald Trump announced country-specific reciprocal tariffs would finally be implemented on Aug. 7, after a monthslong pause. The news means more than 90 countries will see

Read More »

JF Expands in Southwest with Maverick Acquisition

The JF Group (JF) has acquired Arizona-based Maverick Petroleum Services. JF, a fueling infrastructure, petroleum equipment distribution, service, general contracting, and construction services provider, said in a media release that Maverick brings expertise in the installation, maintenance, and repair of petroleum handling equipment, Point-of-Sale (POS) systems, and environmental testing. As

Read More »

In wind and solar dispute, Sens. Grassley, Curtis delay Trump nominees

Dive Brief: Sens. Chuck Grassley, R-Iowa, and John Curtis, R-Utah, have placed holds on three of President Donald Trump’s nominees to the Department of the Treasury, with Grassley saying that he’s doing so to ensure the administration’s upcoming rulemaking regarding wind and solar tax credit phase-outs aligns with congressional intent. “During consideration of the One Big Beautiful Bill Act, I worked with my colleagues to provide wind and solar an appropriate glidepath for the orderly phase-out of the tax credits,” Grassley stated in the Congressional Record. “This is a case where both the law and congressional intent are clear.” Curtis didn’t comment publicly about why he placed his holds, but someone familiar with the matter told Utility Dive that his reasoning aligned with Grassley’s. Dive Insight: The OBBB, signed by Trump on July 4, truncated the length of time that the Inflation Reduction Act’s clean energy investment and production tax credits will be available for wind and solar — attempting to close that window by the end of 2027.  However, Senate negotiations produced a stipulation in the final bill that allows wind and solar projects to qualify after that as long as they commence construction by July 5, 2026. Trump then issued an executive order July 7 which instructed the Treasury secretary to publish guidance within 45 days “to ensure that policies concerning the ‘beginning of construction’ are not circumvented.”  Ahead of the release of that guidance, Grassley and Curtis have put holds on the nominations of Brian Morrissey, Jr. to be the Treasury Department’s general counsel, Francis Brooke to be an assistant secretary, and Jonathan McKernan to be an undersecretary. Tim Hagle, a political scientist at the University of Iowa, said Sen. Grassley is trying to thread the needle on renewables in a state “on the red side of purple” that

Read More »

Crude Drops for Sixth Straight Session

Oil fell to its lowest settlement price in more than two months as traders awaited a planned meeting between Presidents Vladimir Putin and Donald Trump that may affect the availability of Russian crude supplies in the global market. West Texas Intermediate futures slipped to settle below $64 a barrel, marking the lowest settlement price since early June. The drop also sealed a six-session losing streak, the longest since December 2023. Kremlin foreign policy aide Yuri Ushakov told reporters Russia and the US had agreed on a venue for the meeting, which would be disclosed later. Meanwhile, the S&P 500 retreated, and the dollar strengthened. This week has seen a deluge of news around Trump’s push for a ceasefire in Ukraine, with the president doubling tariffs on goods from India due to the nation’s purchases of Russian energy. The levies won’t take effect for another three weeks and stopped short of more punitive measures around oil supplies that some traders had feared. “It looks like some of this risk premium on Russian oil tariffs is waning with the Trump-Putin meeting upcoming,” said Darrell Fletcher, managing director for commodities at Bannockburn Capital Markets. “With that premium diminishing and fundamentals back in focus, the market is looking at the oversupply for year end.” Crude has moved lower in August following a run of three monthly gains. Traders are positioning for a potential glut later this year after OPEC+ returned millions of barrels of shuttered capacity to the market. Futures have also been weighed down by concerns about slowing economic growth and weaker energy consumption because of Trump’s broader tariffs, with a globe-spanning swathe of punitive levies coming into effect on Thursday. Trend-following commodity traders known as CTAs may deepen the slide, potentially selling as much as 30% of their maximum size on Thursday,

Read More »

DOE Approves Fifth Loan Disbursement to Restart the Palisades Nuclear Plant

WASHINGTON—U.S. Department of Energy (DOE) Secretary Chris Wright today announced the release of the fifth loan disbursement to Holtec to help fund the restart of the Palisades Nuclear Plant. Today’s action disburses $83,234,156 of the up to $1.52 billion loan guarantee to Holtec for the Palisades Nuclear Plant, which will be America’s first restart of a commercial nuclear reactor in decommissioning, subject to U.S. Nuclear Regulatory Commission (NRC) approvals. “Thanks to President Trump, the Department of Energy is working in tandem with our regulatory partners to accelerate the reopening of the Palisades Nuclear Plant and unleash a true American nuclear renaissance,” Secretary Wright said. “These efforts will help reinvigorate our nuclear industrial base, deliver lower energy costs for millions of Americans and strengthen our nation’s energy security.” This marks Holtec’s fifth disbursement of funds from the Loan Programs Office (LPO) since the September 2024 announcement of the loan’s financial close. To date, $335,112,194 of DOE-guaranteed loan funds have been disbursed to Holtec to help fund the reopening as it continues to make progress toward plant restart, including the NRC’s approval of a series of licensing and regulatory actions to transition the Palisades Nuclear Plant from decommissioning status back to operations. Today’s announcement highlights the Energy Department’s leading role in advancing President Trump’s Executive Order 14302, Reinvigorating the Nuclear Industrial Base, through funding the restart of nuclear plants. LPO is helping to advance this mission in order to maximize the speed and scale of nuclear capacity in the United States, ensuring Americans have access to reliable, abundant, and affordable energy. ###

Read More »

Energy Secretary Marks 200th Day of Trump Administration at SRNL’s New Advanced Manufacturing Collaborative Center

Advanced Manufacturing Collaborative in South Carolina Set to Lead on AI, Energy, and Manufacturing WASHINGTON—U.S. Secretary of Energy Chris Wright joined U.S. Senator Lindsey Graham (R-SC), U.S. Representative Joe Wilson (R-SC-02) and state and local leaders for the opening of the new Advanced Manufacturing Collaborative, creating a new chapter for American innovation in South Carolina. Launched during the first Trump Administration and led by the Department of Energy’s Savannah River National Laboratory (SRNL), the new center enables DOE’s mission to support American manufacturing – serving as an economic driver, creating jobs, spurring innovation and maximizing the reach of industry in South Carolina. “The Advanced Manufacturing Collaborative will bring the expertise of the Department of Energy’s National Labs together with innovators from academia and the private sector with one shared goal: to unleash America’s energy potential,” said Energy Secretary Wright. “This mission was started by President Trump in his first term, and I am proud to be representing the Department of Energy 200 days into his second administration for the grand opening of this facility, completed in record time.” “The opening of the Advanced Manufacturing Collaborative on USC Aiken’s campus will greatly enhance the ability for the Savannah River National Laboratory and private sector, along with academia, to work together on critical initiatives,” said U.S. Senator Lindsey Graham (R-SC). “I was proud to secure federal funding for this facility because I believe this partnership will pay dividends for South Carolina and the rest of the nation. The opening of this facility will cement Aiken as a hub for innovation and advanced technology development for years to come. Finally, I would like to thank Secretary Wright and President Trump for recognizing the importance of South Carolina’s contribution to positioning America as a leader in manufacturing and innovation. I will continue to work

Read More »

Harbour Energy Jumps the Most Since 2023 in London Trading

Harbour Energy Plc, the UK’s biggest independent oil and gas producer, jumped the most since 2023 in London trading after announcing the start of a $100 million share buyback and raising financial targets. The company reported strong first-half earnings on Thursday, more than tripling free cash flow as it incorporated assets acquired from Wintershall Dea last year. That allowed it to raise its full-year cash forecast by about 10% to $1 billion and announce the fresh buyback. “We strengthened our financial position” despite market volatility, Chief Executive Officer Linda Cook told reporters. Harbour “entered the second half in an excellent position.” The shares climbed as much as 21% and traded up 13% as of 10:24 a.m. London time. Recent months have seen wild oil-market swings, with prices buffeted by US President Donald Trump’s trade war, shifting OPEC+ policy and Israel’s attacks on Iran. Yet Harbour’s integration of Wintershall Dea fields, including in Norway, Germany and Argentina, allowed it to triple daily production to 488,000 barrels of oil equivalent and raise the lower end of its full-year output guidance. The new buyback will take total shareholder distributions to $555 million in 2025, assuming it completes by year’s end, Harbour said in a statement, adding that it has to conclude by March 31. The company declared an interim dividend of $227.5 million, or 13.19 cents a share, in line with its annual payout policy. Harbour trades in London and operates fields in the UK North Sea. Yet it’s among many companies working on the British continental shelf to reassess their activities after several tax increases. In May it announced plans to cut jobs, and on Thursday said it expects to complete the reorganization by the end of this quarter. “So long as the fiscal regime is as it is in the country, investment here just

Read More »

Russia Says Drone Attack Caused Fire at Afipsky Refinery

Drone attacks in the early hours of Thursday triggered a fire at the independent Afipsky refinery in southern Russia, according to regional emergency services. “A gas and gas-condensate processing unit caught on fire,” the services said in a statement on Telegram. No further details on the extent of the damage were provided. The blaze was fully extinguished by 8:21 a.m. local time, according to the statement. The facility has since resumed normal operations, its press service said. The incident comes during a renewed wave of Ukrainian drone strikes targeting Russia’s downstream oil sector. Earlier this month, similar attacks disrupted operations at two major refineries operated by Rosneft PJSC. The strikes were in response to increasingly intense Russian barrages, according to the Ukrainian General Staff.  The Kremlin is now considering a potential concession to US President Donald Trump, which could include an air truce with Ukraine to head off secondary sanctions, according to people familiar with the situation. The Afipsky refinery has a processing capacity of as much as 9.1 million tons of crude oil annually, or some 180,000 barrels per day, which makes it one of Russia’s smaller facilities. The nation currently processes more than 5 million barrels of crude daily, according to Bloomberg estimates based on industry data. WHAT DO YOU THINK? Generated by readers, the comments included herein do not reflect the views and opinions of Rigzone. All comments are subject to editorial review. Off-topic, inappropriate or insulting comments will be removed.

Read More »

Incentivizing the Digital Future: Inside America’s Race to Attract Data Centers

Across the United States, states are rolling out a wave of new tax incentives aimed squarely at attracting data centers, one of the country’s fastest-growing industries. Once clustered in only a handful of industry-friendly regions, today’s data-center boom is rapidly spreading, pushed along by profound shifts in federal policy, surging demand for artificial intelligence, and the drive toward digital transformation across every sector of the economy. Nowhere is this transformation more visible than in the intensifying state-by-state competition to land massive infrastructure investments, advanced technology jobs, and the alluring prospect of long-term economic growth. The past year alone has seen a record number of states introducing or expanding incentives for data centers, from tax credits to expedited permitting, reflecting a new era of proactive, tech-focused economic development policy. Behind these moves, federal initiatives and funding packages underscore the essential role of digital infrastructure as a national priority, encouraging states to lower barriers for data center construction and operation. As states watch their neighbors reap direct investment and job creation benefits, a real “domino effect” emerges: one state’s success becomes another’s blueprint, heightening the pressure and urgency to compete. Yet, this wave of incentives also exposes deeper questions about the local impact, community costs, and the evolving relationship between public policy and the tech industry. From federal levels to town halls, there are notable shifts in both opportunities and challenges shaping the landscape of digital infrastructure advancement. Industry Drivers: the Federal Push and Growth of AI The past year has witnessed a profound federal policy shift aimed squarely at accelerating U.S. digital infrastructure, especially for data centers in direct response both to the explosive growth of artificial intelligence and to intensifying international competition. In July 2025, the administration unveiled “America’s AI Action Plan,” accompanied by multiple executive orders that collectively redefined

Read More »

AI Supercharges Hyperscale: Capacity, Geography, and Design Are Being Redrawn

From Cloud to GenAI, Hyperscalers Cement Role as Backbone of Global Infrastructure Data center capacity is undergoing a major shift toward hyperscale operators, which now control 44 percent of global capacity, according to Synergy Research Group. Non-hyperscale colocations account for another 22 percent of capacity and is expected to continue, but hyperscalers projected to hold 61 percent of the capacity by 2030. That swing also reflects the dominance of hyperscalers geographically. In a separate Synergy study revealing the world’s top 20 hyperscale data center locations, just 20 U.S. state or metro markets account for 62 percent of the world’s hyperscale capacity.  Northern Virginia and the Greater Beijing areas alone make up 20 percent of the total. They’re followed by the U.S. states of Oregon and Iowa, Dublin, the U.S. state of Ohio, Dallas, and then Shanghai. Of the top 20 markets, 14 are in the U.S., five in APAC region, and only one is in Europe. This rapid shift is fueled by the explosive growth of cloud computing, artificial intelligence (AI), and especially generative AI (GenAI)—power-intensive technologies that demand the scale, efficiency, and specialized infrastructure only hyperscalers can deliver. What’s Coming for Capacity The capacity research shows on-premises data centers with 34 percent of the total capacity, a significant drop from the 56 percent capacity they accounted for just six years ago.  Synergy projects that by 2030, hyperscale operators such as Google Cloud, Amazon Web Services, and Microsoft Azure will claim 61 percent of all capacity, while on-premises share will drop to just 22 percent. So, it appears on-premises data centers are both increasing and decreasing. That’s one way to put it, but it’s about perspective. Synergy’s capacity study indicates they’re growing as the volume of enterprise GPU servers increases. The shrinkage refers to share of the market: Hyperscalers are growing

Read More »

In crowded observability market, Gartner calls out AI capabilities, cost optimization, DevOps integration

Support for OpenTelemetry and open standards is another differentiator for Gartner. Vendors that embrace these frameworks are better positioned to offer extensibility, avoid vendor lock-in, and enable broader ecosystem integration. This openness is paired with a growing focus on cost optimization—an increasingly important concern as telemetry data volumes increase. Leaders offer granular data retention controls, tiered storage, and usage-based pricing models to help customers Gartner also highlights the importance of the developer experience and DevOps integration. Observability leaders provide “integration with other operations, service management, and software development technologies, such as IT service management (ITSM), configuration management databases (CMDB), event and incident response management, orchestration and automation, and DevOps tools.” On the automation front, observability platforms should support initiating changes to application and infrastructure code to optimize cost, capacity or performance—or to take corrective action to mitigate failures, Gartner says. Leaders must also include application security functionality to identify known vulnerabilities and block attempts to exploit them. Gartner identifies observability leaders This year’s report highlights eight vendors in the leaders category, all of which have demonstrated strong product capabilities, solid technology execution, and innovative strategic vision. Read on to learn what Gartner thinks makes these eight vendors (listed in alphabetical order) stand out as leaders in observability: Chronosphere: Strengths include cost optimization capabilities with its control plane that closely manages the ingestion, storage, and retention of incoming telemetry using granular policy controls. The platform requires no agents and relies largely on open protocols such as OpenTelemetry and Prometheus. Gartner cautions that Chronosphere has not emphasized AI capabilities in its observability platform and currently offers digital experience monitoring via partnerships. Datadog: Strengths include extensive capabilities for managing service-level objectives across data types and providing deep visibility into system and application behavior without the need for instrumentation. Gartner notes the vendor’s licensing

Read More »

LiquidStack CEO Joe Capes on GigaModular, Direct-to-Chip Cooling, and AI’s Thermal Future

In this episode of the Data Center Frontier Show, Editor-in-Chief Matt Vincent speaks with LiquidStack CEO Joe Capes about the company’s breakthrough GigaModular platform — the industry’s first scalable, modular Coolant Distribution Unit (CDU) purpose-built for direct-to-chip liquid cooling. With rack densities accelerating beyond 120 kW and headed toward 600 kW, LiquidStack is targeting the real-world requirements of AI data centers while streamlining complexity and future-proofing thermal design. “AI will keep pushing thermal output to new extremes,” Capes tells DCF. “Data centers need cooling systems that can be easily deployed, managed, and scaled to match heat rejection demands as they rise.” LiquidStack’s new GigaModular CDU, unveiled at the 2025 Datacloud Global Congress in Cannes, delivers up to 10 MW of scalable cooling capacity. It’s designed to support single-phase direct-to-chip liquid cooling — a shift from the company’s earlier two-phase immersion roots — via a skidded modular design with a pay-as-you-grow approach. The platform’s flexibility enables deployments at N, N+1, or N+2 resiliency. “We designed it to be the only CDU our customers will ever need,” Capes says. From Immersion to Direct-to-Chip LiquidStack first built its reputation on two-phase immersion cooling, which Joe Capes describes as “the highest performing, most sustainable cooling technology on Earth.” But with the launch of GigaModular, the company is now expanding into high-density, direct-to-chip cooling, helping hyperscale and colocation providers upgrade their thermal strategies without overhauling entire facilities. “What we’re trying to do with GigaModular is simplify the deployment of liquid cooling at scale — especially for direct-to-chip,” Capes explains. “It’s not just about immersion anymore. The flexibility to support future AI workloads and grow from 2.5 MW to 10 MW of capacity in a modular way is absolutely critical.” GigaModular’s components — including IE5 pump modules, dual BPHx heat exchangers, and intelligent control systems —

Read More »

Oracle’s Global AI Infrastructure Strategy Takes Shape with Bloom Energy and Digital Realty

Bloom Energy: A Leading Force in On-Site Power As of mid‑2025, Bloom Energy has deployed over 400 MW of capacity at data centers worldwide, working with partners including Equinix, American Electric Power (AEP), and Quanta Computing. In total, Bloom has delivered more than 1.5 GW of power across 1,200+ global installations, a tripling of its customer base in recent years. Several key partnerships have driven this rapid adoption. A decade-long collaboration with Equinix, for instance, began with a 1 MW pilot in 2015 and has since expanded to more than 100 MW deployed across 19 IBX data centers in six U.S. states, providing supplemental power at scale. Even public utilities are leaning in: in late 2024, AEP signed a deal to procure up to 1 GW of Bloom’s solid oxide fuel cell (SOFC) systems for fast-track deployments aimed at large data centers and commercial users facing grid connection delays. More recently, on July 24, 2025, Bloom and Oracle Cloud Infrastructure (OCI) announced a strategic partnership to deploy SOFC systems at select U.S. Oracle data centers. The deployments are designed to support OCI’s gigawatt-scale AI infrastructure, delivering clean, uninterrupted electricity for high-density compute workloads. Bloom has committed to providing sufficient on-site power to fully support an entire data center within 90 days of contract signing. With scalable, modular, and low-emissions energy solutions, Bloom Energy has emerged as a key enabler of next-generation data center growth. Through its strategic partnerships with Oracle, Equinix, and AEP, and backed by a rapidly expanding global footprint, Bloom is well-positioned to meet the escalating demand for multi-gigawatt on-site generation as the AI era accelerates. Oracle and Digital Realty: Accelerating the AI Stack Oracle, which continues to trail hyperscale cloud providers like Google, AWS, and Microsoft in overall market share, is clearly betting big on AI to drive its next phase of infrastructure growth.

Read More »

From Brownfield to Breakthrough: Aligned Data Centers Extends Its AI-First Infrastructure Vision from Ohio to the Edge of Innovation

In an AI-driven world of exponential compute demand, Aligned Data Centers is meeting the moment not just with scale, but with intent. The company’s recent blitz of strategic announcements, led by plans for a transformative new campus on legacy industrial land in Ohio, offers a composite image of what it means to build data center infrastructure for the AI era: rapid, resilient, regionally targeted, and relentlessly sustainable. From converting a former coal power plant site into a hub for digital progress in Coshocton County, to achieving new heights of energy efficiency in Phoenix, to enabling liquid-cooled, NVIDIA-accelerated AI deployments with Lambda in Dallas, Aligned is assembling a modular, AI-optimized framework designed to meet both today’s and tomorrow’s computational extremes. Ohio Expansion: A New Chapter for Conesville, and for Aligned Announced July 24, Aligned’s newest mega-scale data center campus in Central Ohio will rise on a 197-acre parcel adjacent to the retired AEP Conesville coal-fired power plant, a brownfield site that once symbolized legacy energy and is now poised to power the future of digital infrastructure. As noted by Andrew Schaap, CEO of Aligned Data Centers: “Through this strategic expansion, Aligned not only reinforces its commitment to providing future-ready digital infrastructure in vital growth markets but also directly catalyzes billions of dollars in investment for the state of Ohio and the Coshocton County community.” It’s a project with deep regional implications. The phased, multi-billion dollar development is expected to create thousands of construction jobs and hundreds of high-quality, long-term operational roles, while generating significant tax revenues that will support local services and infrastructure improvements. The campus has already secured a foundational customer, with the first facility targeting initial capacity delivery in mid-2026. This marks Aligned’s third campus in Ohio, a clear indication that the company sees the Buckeye State, with its

Read More »

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.

Read More »

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

Read More »

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

Read More »

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

Read More »

GPT-5 is here. Now what?

At long last, OpenAI has released GPT-5. The new system abandons the distinction between OpenAI’s flagship models and its o series of reasoning models, automatically

Read More »