Stay Ahead, Stay ONMINE

A collaborative approach for meeting data center power needs and protecting ratepayers

Chris Crosby is CEO of Compass Datacenters, a Dallas-based data center developer. We at Compass Datacenters have closely followed the discussion around the increasing power demands of data centers and read with interest the Harvard Law study recently released asserting that demand is being serviced on the backs of consumers. The study draws a compelling […]

Chris Crosby is CEO of Compass Datacenters, a Dallas-based data center developer.

We at Compass Datacenters have closely followed the discussion around the increasing power demands of data centers and read with interest the Harvard Law study recently released asserting that demand is being serviced on the backs of consumers.

The study draws a compelling picture, and we acknowledge the challenges presented by existing regulatory frameworks. However, Compass Datacenters believes that there’s one key shortcoming of the paper, in that it lumps all data center developers into one category when, in reality, not all developers are created equal.

There’s a gold rush or dot-com mentality in our space right now. Speculative developers are coming out of the woodwork to flip a piece of powered land for profit. These aren’t real projects, complete with solid financing and tenants waiting in the wings. I’ve been in the business of data center development for decades and I’ve never seen anything quite like it.

Because of the will-serve model that utilities currently work under, these spec developers can come to a utility and say they are building a hyperscale data center that’s going to need as much energy as a small power plant and the utility has to put the request in the queue which creates potentially false demand. Speculative requests for service put enormous pressure on the utilities’ resource planning and capital projections. Further, speculation increases risk to the utility investing in infrastructure to serve loads for projects that may never materialize.

Put in place during a simpler time, the will-serve model is not suited for an era where the needs of certain customers are growing exponentially compared to others. Responding to requests from speculative investors is tying up power without an actual project and true demand behind it. Indeed, building out infrastructure and generation capacity to respond to these requests could take years, with costs shared among all ratepayers. If the hypothetical data center project falls through, investors and customers are left holding the bag.

The important thing to note is, this is the exception, not the norm. Utility providers need to be equipped to distinguish between demand requests and empowered to serve real demand.

My company takes a different approach, one built on active partnership and a commitment to equitable solutions. It’s what we call a co-serve model, in contrast to the outdated will-serve model under which utilities have historically functioned and some developers rely. We partner with utility providers and work closely with them to prevent costs stemming from our power request being passed on to ratepayers in the communities where we build. We ask a lot, so we give a lot. We don’t do what “fly-by-night” developers tend to do and “demand dump” we’re partners in planning, risk sharing and capital costs.

For example, in north Texas, we helped secure the right of way for transmission lines at a cost of nearly $20 million. We invested private capital in substation development to the tune of $52.5 million. We paid private dollars to avoid passing those costs on to ratepayers. And while that infrastructure supports our South Dallas data center campus, it also supports grid reliability and service to the local community. As a private company, we have greater flexibility with our capital and can make infrastructure investments that would take years for a public utility to make. These projects serve the greater good.

The Harvard Law paper really hinges on the notion that large industrial users pay individualized rates that are negotiated with the utility and often require state utility commission approval. That is true and it has been my company’s experience with the utilities we work with that they go to great lengths to ensure we, as commercial and industrial users, pay a rate commensurate with the volume of take and bear the burden of cost to upgrade infrastructure and expand capacity. Creative tariffs, which ensure C&I customers pay a larger share, can help alleviate any burden to household ratepayers, while maintaining the benefits of grid improvements made by data centers, without bearing the cost of capacity expansion.

The study acknowledges that the growing national market for electricity service driven by data centers is not just inevitable but necessary. I would add, a slowdown in digital infrastructure development could exacerbate cybersecurity risks and threaten global competitiveness. Cloud computing is central to all of our lives today. AI brings huge advantages to the way we work, our economy and domestic security, and represents an opportunity to modernize the grid with massive private investments in transmission and generation. We need it to flourish and believe that it can be done responsibly, with large users bearing responsibility so that consumers do not carry that burden.

Through close collaboration, risk sharing and embracing innovative solutions like the co-serve model, we can address the power challenges of the digital age in a way that fosters long-term growth, strengthens the energy grid and ensures a more equitable distribution of costs and benefits for all. The “AI train has left the station,” and by working together, we can ensure it stays on the rails, reaping the rewards for our economy and national security without unfairly burdening the public.

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

At Cisco Live, it’s all about AI for networking and security

Key features of the Cisco Deep Network Model include: Purpose-built for networking: 20% more precise reasoning for troubleshooting, configuration, and automation. Trusted training: Fine-tuned on 40+ years of expertise and expert-vetted for accuracy. Continuous learning: Evolves with live telemetry and real-world Cisco TAC and CX services insights. Another new Agentic

Read More »

Kyndryl, AWS unwrap AI-driven mainframe migration service

Kyndryl is tapping into agentic AI technology from AWS to offer enterprise customers another way to integrate with or move mainframe applications to the AWS Cloud platform. Specifically, Kyndryl will offer an implementation service based on the recently announced AWS Transform package, which analyzes mainframe code bases, decomposes them into

Read More »

IBM claims to have ‘only realistic path’ to quantum computing

Error correction is the biggest obstacle to practical quantum computing. Quantum computing companies typically address error correction with redundant qubits, but with previous approaches the number of these redundant qubits would grow much faster than the number of total usable qubits, keeping the computers from reading any useful size. Earlier

Read More »

Secretaries Wright, Burgum Join JERA and U.S. LNG Producers to Finalize Agreements Expected to Add over $200 Billion to U.S. GDP

WASHINGTON— U.S. Secretary of Energy Chris Wright and Secretary of the Interior Doug Burgum, vice-chair and chair of the National Energy Dominance Council (NEDC) respectively, today joined Yukio Kani, global CEO and chairman of JERA Co., Inc. and representatives from several U.S. LNG producers to announce the finalization of four 20-year agreements between JERA and U.S. companies to purchase up to 5.5 million tons per year of American LNG. The agreements, which are projected to support more than 50,000 U.S. jobs and add more than $200 billion to U.S. GDP according to S&P Global analysis, underscore President Trump’s efforts to unleash American LNG production and the significant role the U.S. LNG industry plays in strengthening the U.S. economy and bolstering global energy security. The agreements include sales and purchase agreements with NextDecade Corporation and Commonwealth LNG, and heads of agreements with Sempra Infrastructure and Cheniere Marketing LLC, to purchase LNG from America’s Gulf Coast. The announcement is yet another major milestone for President Trump’s commitment to increase investment in the U.S. and unleash American dominance. “Today’s announcement of investments in American energy that will unlock nearly a quarter trillion dollars in U.S. GDP is a massive milestone and a bold demonstration of President Trump’s leadership,” said Secretary Wright. “More than 50,000 jobs, tens of billions of dollars in new LNG export infrastructure, and a more secure energy future is just around the corner because we have a President who prioritizes our nation’s prosperity and energy security. This is another powerful example of the growth of the U.S. LNG export industry over the past decade, which is a boon to our allies around the world who seek to expand trade with the U.S. while supporting their own energy security.” “This investment is a message to the world that American LNG is

Read More »

ADNOC Is Evaluating Possibility of Buying Some BP Assets

Abu Dhabi’s main oil company is evaluating whether it can buy some of BP Plc’s key assets should the embattled British firm decide to break itself up or come under pressure to divest more units, according to people with knowledge of the matter. Abu Dhabi National Oil Co. has been internally studying the prospects for acquiring some BP assets and has held initial consultations with bankers, the people said, asking not to be identified because the discussions are private. It is also considering partnering with another bidder to split some of the assets, they said. ADNOC is most interested in BP’s LNG and gas fields, rather than taking over the entire company, though it has also considered that option, the people said. ADNOC, one of the most active dealmakers in recent months, recently started an international unit called XRG PJSC, which is on the hunt for gas and chemicals deals as it targets an $80 billion enterprise value.  Any deal is likely to be pursued through XRG, some of the people said. ADNOC or XRG could also look at BP’s fuel retailing business, according to the people.  Adnoc referred questions to XRG, which declined to comment. The company’s plans are still under consideration and it may also decide not to bid for any assets at all, the people familiar with the situation said. BP also declined to comment. BP has been battling a prolonged underperformance stemming in large part from its previous focus on a net zero strategy. Chief Executive Officer Murray Auchincloss is trying to reset that with a pivot back to oil and gas, and promises to sell assets. Other oil companies have been running the numbers on BP, whose market value has slid by a third in just over a year to below $80 billion. Adnoc isn’t interested in

Read More »

Anaergia Tapped to Build Biogas Plant in South Korea

Anaergia Inc. has secured a contract from New Jeju Bio Co. Ltd. to design and build the Jeju Bio Energy Biogas plant in Jeju Island, South Korea. The company said in a media release it secured the contract through its unit, Anaergia Singapore Pte. Ltd. “New Jeju Bio chose Anaergia for this project due to its proven ability to deliver integrated, complex solutions”, Sae Hyun Cho, CEO of New Jeju Bio, said. “Throughout the design process, we expanded our use of Anaergia’s technologies to address the diverse organic waste streams generated on Jeju Island and optimally transform them into valuable resources”. According to Anaergia, the contract consists of a main agreement worth approximately CAD 30 million ($21.9 million) plus a supplemental agreement valued at approximately CAD 10 million ($7.3 million). The company expects the project to be completed in mid- to late-2027. The contract is subject to a number of routine conditions, including that the client arrange the financial close of this project, Anaergia said. “Finalizing the contract with New Jeju Bio marks an even more significant achievement than we had previously envisioned”, Assaf Onn, CEO of Anaergia, said. “Not only is this a very significant project in a key new market, but it also clearly demonstrates how our industry-leading, integrated suite of technologies provides a proven, comprehensive solution for project developers seeking reliable, innovative organic waste-to-energy systems”. The facility is designed to process approximately 54,000 tons of organic waste annually, including materials from slaughterhouses and undigested sludge from nearby sewage treatment facilities, converting these into around two megawatts of renewable energy. The biogas that is generated will be utilized to fuel a combined heat and power system, offering electricity and heat for various operations such as digestion, pasteurization, evaporation, and digestate drying, Anaergia said. The wastewater produced will be treated

Read More »

ScottishPower Shows Charging Windfarm Service Vessels Offshore Is Feasible

Two studies commissioned by ScottishPower Renewable Energy Limited, an Iberdrola company, say that offshore charging for battery-powered crew transfer and service operation vessels is on the horizon for future wind farms. The studies – conducted by MJR Power & Automation and Oasis Marine – are the last of three commissioned by ScottishPower Renewables to investigate methods for lowering greenhouse gas (GHG) emissions from offshore wind farm operations. The studies reinforced initial conclusions that utilizing battery-powered Service Operation Vessels (E-SOVs) for offshore operations is technically viable, allowing them to remain at sea for prolonged durations, ScottishPower Renewables said in a media release. The two studies also looked at the potential of decarbonizing offshore operations using electric crew transfer vessels (CTVs). Studies found that this option is technically and operationally feasible for windfarms close to shore. “These latest studies have the potential to help the industry take a step closer to a new era for offshore windfarm operations – not just here in the UK, but right across the globe”, Ross Ovens, ScottishPower Renewables’ Managing Director for Offshore, said. “The valuable depth and insight this research offers – regardless of whether you’re considering an SOV or CTV operating model – could help inform future windfarm operations as the country continues to build the green generation we need to meet the expected doubling of electricity demand”. In both scenarios, windfarms would also benefit environmentally and economically, with a significant reduction in both GHG emissions as well as fuel costs. The MJR study found that electrical solutions are well-suited for offshore windfarm operations, allowing for regular charging at production sites and shore-based quays. It also noted that O&M electric vessels will soon be cheaper than Marine Gas Oil (MGO) alternatives, with operating expenses already competitive for SOVs and fully competitive for CTVs in a few years. The Oasis Marine study

Read More »

Oil Surges as USA Orders Partial Evacuation of Iraqi Embassy

Oil surged as the US government ordered a partial evacuation of its embassy in Iraq amid rising security risks.  West Texas Intermediate futures jumped 4.9% to settle above $68 a barrel, the largest gain since October, as the Trump administration reduced embassy staff in Iraq and permitted military service-members’ families to leave the region in response to ongoing security concerns. The UK Navy also issued a rare warning to mariners that higher tensions in the Middle East could affect shipping. The developments compounded speculation about possible supply disruptions in the Middle East after AFP reported that Iran threatened to target US military bases in the region if conflict breaks out. “Iranian rhetoric has turned notably more hostile, and these threats are being substantiated by real-world developments,” said Rebecca Babin, a senior energy trader at CIBC Private Wealth Group. “While geopolitical rallies are often seen as selling opportunities, this situation carries the added complexity of potential Israeli military action if negotiations break down, which is keeping traders more cautious about selling into the rally.” Elsewhere, President Donald Trump told the New York Post he’s “less confident” about whether he can convince Tehran to agree on shutting down its nuclear program. He also posted on social media that a trade deal with China was “done,” subject to the approval of President Xi Jinping.  Oil had been weighed down by expectations that a trade war between the world’s two largest economies would hurt demand and that a deal with Iran would bring back sanctioned barrels, adding to rising OPEC+ supplies. Prices have recovered in recent sessions, supported by easing trade tensions and the outlook for summer demand.  A monthly report from the US Energy Information Administration underscored the oil market’s current uncertainties. While the agency expects supply to eclipse demand by 800,000 barrels a day this year, the most

Read More »

New York demand response capacity up 16% this summer: ISO

Demand response is a growing resource in New York, and that system flexibility will be even more important to meet rising demand going forward, the state’s Independent System Operator said in a June 2 report. “The grid is undergoing rapid and instrumental change,” New York ISO President and CEO Rich Dewey said in a statement. “We continue to observe declining reliability margins while forecasting a dramatic increase in load. It’s imperative during this period of transition that we maintain adequate supply to meet growing consumer demand for electricity.” In its most recent Reliability Needs Assessment published last year, the ISO said total generation resource capability in New York for the summer of 2024 was projected to be 40,461 MW, including 37,595 MW of generating capability, 1,281 MW of demand response and 1,585 MW of net long-term purchases and sales with neighboring control areas.  This summer, the ISO said it expects 1,487 MW of demand response to be available, about a 16% increase over last year. In-state generation will be about 37,699 MW and import capabilities have grown to 1,769 MW.  Longer-term reliability needs “may be resolved by new capacity resources coming into service, construction of additional transmission facilities, increased energy efficiency integration of distributed energy resources and/or growth in demand response participation,” NYISO said in its Power Trends 2025 report. Electric vehicles, HVAC systems and other grid-connected distributed energy resources could provide New York with 8.5 GW of cost-effective grid flexibility by 2040, Brattle Group said in a January report prepared for the New York Department of Public Service and the New York State Energy Research and Development Authority. Grid flexibility could address approximately 25% of New York’s expected peak load “that is not served by renewable generation,” approaching the scale of other, utility-scale flexible resources, Brattle said. Among other key

Read More »

Micron joins HBM4 race with 36GB 12-high stack, eyes AI and data center dominance

Race to power the next generation of AI By shipping samples of the HMB4 to the key customers, Micron has joined SK hynix in the HBM4 race. In March this year, SK hynix shipped the 12-Layer HBM4 samples to customers. SK hynix’s HBM4 has implemented bandwidth capable of processing more than 2TB of data per second, processing data equivalent to more than 400 full-HD movies (5GB each) in a second, said the company. “HBM competitive landscape, SK hynix has already sampled and secured approval of HBM4 12-high stack memory early Q1’2025 to NVIDIA for its next generation Rubin product line and plans to mass produce HBM4 in 2H 2025,” said Danish Faruqui, CEO, Fab Economics. “Closely following, Micron is pending Nvidia’s tests for its latest HBM4 samples, and Micron plans to mass produce HBM4 in 1H 2026. On the other hand, the last contender, Samsung is struggling with Yield Ramp on HBM4 Technology Development stage, and so has to delay the customer samples milestones to Nvidia and other players while it earlier shared an end of 2025 milestone for mass producing HBM4.” Faruqui noted another key differentiator among SK hynix, Micron, and Samsung: the base die that anchors the 12-high DRAM stack. For the first time, both SK hynix and Samsung have introduced a logic-enabled base die on 3nm and 4nm process technology to enable HBM4 product for efficient and faster product performance via base logic-driven memory management. Both Samsung and SK hynix rely on TSMC for the production of their logic-enabled base die. However, it remains unclear whether Micron is using a logic base die, as the company lacks in-house capability to fabricate at 3nm.

Read More »

Cisco reinvigorates data center, campus, branch networking with AI demands in mind

“We have a number of … enterprise data center customers that have been using bi-directional optics for many generations, and this is the next generation of that feature,” said Bill Gartner, senior vice president and general manager of Cisco’s optical systems and optics business. “The 400G lets customer use their existing fiber infrastructure and reduces fiber count for them so they can use one fiber instead of two, for example,” Gartner said. “What’s really changed in the last year or so is that with AI buildouts, there’s much, much more optics that are part of 400G and 800G, too. For AI infrastructure, the 400G and 800G optics are really the dominant optics going forward,” Gartner said. New AI Pods Taking aim at next-generation interconnected compute infrastructures, Cisco expanded its AI Pod offering with the Nvidia RTX 6000 Pro and Cisco UCS C845A M8 server package. Cisco AI Pods are preconfigured, validated, and optimized infrastructure packages that customers can plug into their data center or edge environments as needed. The Pods include Nvidia AI Enterprise, which features pretrained models and development tools for production-ready AI, and are managed through Cisco Intersight. The Pods are based on Cisco Validated Design principals, which offer customers pre-tested and validated network designs that provide a blueprint for building reliable, scalable, and secure network infrastructures, according to Cisco. Building out the kind of full-scale AI infrastructure compute systems that hyperscalers and enterprises will utilize is a huge opportunity for Cisco, said Daniel Newman, CEO of The Futurum Group. “These are full-scale, full-stack systems that could land in a variety of enterprise and enterprise service application scenarios, which will be a big story for Cisco,” Newman said. Campus networking For the campus, Cisco has added two new programable SiliconOne-based Smart Switches: the C9350 Fixed Access Smart Switches and C9610

Read More »

Qualcomm’s $2.4B Alphawave deal signals bold data center ambitions

Qualcomm says its Oryon CPU and Hexagon NPU processors are “well positioned” to meet growing demand for high-performance, low-power compute as AI inferencing accelerates and more enterprises move to custom CPUs housed in data centers. “Qualcomm’s advanced custom processors are a natural fit for data center workloads,” Qualcomm president and CEO Cristiano Amon said in the press release. Alphawave’s connectivity and compute technologies can work well with the company’s CPU and NPU cores, he noted. The deal is expected to close in the first quarter of 2026. Complementing the ‘great CPU architecture’ Qualcomm has been amassing Client CPUs have been a “big play” for Qualcomm, Moor’s Kimball noted; the company acquired chip design company Nuvia in 2021 for $1.4 billion and has also announced that it will be designing data center CPUs with Saudi AI company Humain. “But there was a lot of data center IP that was equally valuable,” he said. This acquisition of Alphawave will help Qualcomm complement the “great CPU architecture” it acquired from Nuvia with the latest in connectivity tools that link a compute complex with other devices, as well as with chip-to-chip communications, and all of the “very low level architectural goodness” that allows compute cores to deliver “absolute best performance.” “When trying to move data from, say, high bandwidth memory to the CPU, Alphawave provides the IP that helps chip companies like Qualcomm,” Kimball explained. “So you can see why this is such a good complement.”

Read More »

LiquidStack launches cooling system for high density, high-powered data centers

The CDU is serviceable from the front of the unit, with no rear or end access required, allowing the system to be placed against the wall. The skid-mounted system can come with rail and overhead piping pre-installed or shipped as separate cabinets for on-site assembly. The single-phase system has high-efficiency dual pumps designed to protect critical components from leaks and a centralized design with separate pump and control modules reduce both the number of components and complexity. “AI will keep pushing thermal output to new extremes, and data centers need cooling systems that can be easily deployed, managed, and scaled to match heat rejection demands as they rise,” said Joe Capes, CEO of LiquidStack in a statement. “With up to 10MW of cooling capacity at N, N+1, or N+2, the GigaModular is a platform like no other—we designed it to be the only CDU our customers will ever need. It future-proofs design selections for direct-to-chip liquid cooling without traditional limits or boundaries.”

Read More »

Enterprises face data center power design challenges

” Now, with AI, GPUs need data to do a lot of compute and send that back to another GPU. That connection needs to be close together, and that is what’s pushing the density, the chips are more powerful and so on, but the necessity of everything being close together is what’s driving this big revolution,” he said. That revolution in new architecture is new data center designs. Cordovil said that instead of putting the power shelves within the rack, system administrators are putting a sidecar next to those racks and loading the sidecar with the power system, which serves two to four racks. This allows for more compute per rack and lower latency since the data doesn’t have to travel as far. The problem is that 1 mW racks are uncharted territory and no one knows how to manage the power, which is considerable now. ”There’s no user manual that says, hey, just follow this and everything’s going to be all right. You really need to push the boundaries of understanding how to work. You need to start designing something somehow, so that is a challenge to data center designers,” he said. And this brings up another issue: many corporate data centers have power plugs that are like the ones that you have at home, more or less, so they didn’t need to have an advanced electrician certification. “We’re not playing with that power anymore. You need to be very aware of how to connect something. Some of the technicians are going to need to be certified electricians, which is a skills gap in the market that we see in most markets out there,” said Cordovil. A CompTIA A+ certification will teach you the basics of power, but not the advanced skills needed for these increasingly dense racks. Cordovil

Read More »

HPE Nonstop servers target data center, high-throughput applications

HPE has bumped up the size and speed of its fault-tolerant Nonstop Compute servers. There are two new servers – the 8TB, Intel Xeon-based Nonstop Compute NS9 X5 and Nonstop Compute NS5 X5 – aimed at enterprise customers looking to upgrade their transaction processing network infrastructure or support larger application workloads. Like other HPE Nonstop systems, the two new boxes include compute, software, storage, networking and database resources as well as full-system clustering and HPE’s specialized Nonstop operating system. The flagship NS9 X5 features support for dual-fabric HDR200 InfiniBand interconnect, which effectively doubles the interconnect bandwidth between it and other servers compared to the current NS8 X4, according to an HPE blog detailing the new servers. It supports up to 270 networking ports per NS9 X system, can be clustered with up to 16 other NS9 X5s, and can support 25 GbE network connectivity for modern data center integration and high-throughput applications, according to HPE.

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 »