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EV nonprofit holds out hope for embattled IRA tax credits

Dive Brief: National nonprofits dedicated to promoting EVs have urged people in their networks to call their legislators and tell them they have benefited from federal tax credits for purchasing EVs, according to Stuart Gardner, executive director of Generation180. Despite President Donald Trump’s vocal opposition to EVs, his executive order rolling back nationwide EV targets left […]

Dive Brief:

  • National nonprofits dedicated to promoting EVs have urged people in their networks to call their legislators and tell them they have benefited from federal tax credits for purchasing EVs, according to Stuart Gardner, executive director of Generation180.

  • Despite President Donald Trump’s vocal opposition to EVs, his executive order rolling back nationwide EV targets left the EV tax credits created by the Inflation Reduction Act intact.

  • Tax credits for the purchase of EVs may be more difficult to roll back than incentives for EV charging infrastructure—and the loss of infrastructure incentives could have a greater impact on the EV industry than losing the tax credits, according to John Higham of the Electric Vehicle Association.

Dive Insight:

Generation180, the Electric Vehicle Association and other national nonprofits say EV enthusiasts should contact their legislators and talk to them about how they have personally benefited from tax credits for electric vehicles in an effort to head off cuts to incentives that so far remain untouched by the Trump administration.

Despite the executive order ending EV sales targets, the Trump administration has left the 30D tax credit for the purchase of electric vehicles untouched — and revising the tax credit may require an act of Congress that could be difficult to push through the House, Higham said. With new battery and EV plants set to create jobs in states like North Caolina and Georgia, representatives from those districts are likely to feel protective of those particular tax credits, Higham said.

On top of this, the Trump administration has not altered a Biden-era policy on incentives for leasing electric vehicles. Higham described this as a likely oversight on the administration’s part, given that President Donald Trump could easily overturn the policy, which was based on the Biden administration’s interpretation of existing law.

The Trump administration’s spending freeze, which has impacted loans and incentives for EV charging infrastructure, is more concerning to the EV industry, said Higham, citing a Harvard survey of Electric Vehicle Association members that concluded that incentives for EV charging infrastructure have a greater impact on EV adoption than incentives for the vehicles themselves.

“It’s easier to [overturn incentives for charging infrastructure] because the money spigot doesn’t go to thousands of places, only a few dozen,” Higham said. “And it’s not $7,500 checks, it’s $1 million checks. It’s a lot easier to shut off, and it will have more of an impact.”

Even so, Higham and Gardner said, ending incentives for electric vehicles would likely only slow EV adoption, not stop it altogether. Sales of EVs hit a record last year, representing 8% of all new cars, and the vast majority of consumers who make the switch ultimately find they prefer an electric drive train and do not go back to gasoline vehicles with subsequent purchases, Gardner said. Consumers prefer EVs for the convenience and savings of decreased fueling and maintenance, Higham said.

“There are reasons why I say the electrification of transportation is inevitable,” he said. “Being green or better for the environment is what I call a happy coincidence. And I am being a little facetious, but that is not the reason why people are going to start driving electric.”

U.S. automakers are aware of this trend and have invested heavily in new battery and assembly plants — deals they are not likely to abandon, Gardner said. Members of the Electric Drive Transportation Association, including General Motors and Toyota, also called on the U.S. Department of Transporation earlier this month to resume funding for EV charging infrastructure. But Higham said he has heard from automakers who say that if the Trump administration does not reinstate the funds, they will find a way to raise the funds for the chargers themselves.

But the loss of federal incentives for the vehicles could still impact lower-income Americans who will be priced out of the market without the tax credits, Gardner said. Fewer incentives for EVs and manufacturing could cause U.S. companies to fall behind their overseas competitors, he said.

“I think there will always be an interest there to attract the U.S. consumer, but those incentives inspired us to build those factories and develop the workforce and really plan for long-term competitiveness,” Gardner said. “It doesn’t have to be a social change conversation. It can be a topic of innovation and competitiveness, and that’s how I think we should be thinking about EVs.”

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Venture Global moves up first LNG date for CP2

The leaders of Venture Global Inc., Arlington, Va., have moved up to July the date at which they expect to produce the company’s first LNG from its CP2 complex in Louisiana. Chief executive officer Mike Sabel had previously told investors that Venture Global were targeting the second half of 2027

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Oracle cancels $7 billion Tencent AI chip deal

U.S. export controls restrict Chinese companies’ access to some of the most advanced AI accelerators, such as high-performance processors from Nvidia. Leasing computing capacity outside China offers another route to obtaining access to such hardware, although overseas arrangements can still attract scrutiny from U.S. authorities. After all, what’s the performance

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North America rig numbers dip

Total drilling activity in North America decreased slightly the week ended Nov. 6 with a total of 827 rigs working, reported Baker Hughes. A 1-rig increase in the US helped offset a 3-rig loss in Canada. The total North American rig count is down 2 units from this time last

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Energy Department Closes $480 Million Loan to Expand American Energy Production and Strengthen Offshore Infrastructure in the Gulf of America

The U.S. Department of Energy’s (DOE) Office of Energy Dominance Financing (EDF) today announced the financial close of a $480 million loan for Arena Energy’s Project Elkhorn to increase oil and natural gas production across the Gulf of America shelf. The project will modernize 22 offshore platforms off the coast of Louisiana and, at peak production, is expected to add up to 38,600 barrels of oil per day and up to 77 million cubic feet of natural gas per day to U.S. energy production. Today’s announcement is made possible by President Trump’s Working Families Tax Cut and marks the Energy Department’s first closed loan supporting domestic oil and natural gas production, underscoring DOE’s commitment to advancing American energy dominance and delivering affordable, reliable, and secure energy for American families and businesses. “The United States is the world’s largest producer and exporter of oil and natural gas, and thanks to President Trump, American energy production will continue to grow,” said U.S. Secretary of Energy Chris Wright. “Project Elkhorn will increase oil production by up to 38,600 barrels per day and create thousands of jobs. By providing financing for projects like Project Elkhorn, the Energy Department is expanding domestic production and strengthening our energy security to power American prosperity for decades to come.” Arena Energy currently produces approximately 30,000 barrels of oil per day offshore in the Gulf of America. Project Elkhorn will modernize existing offshore infrastructure and expand production capacity—adding approximately 125 million barrels of oil and 250 billion cubic feet of natural gas to U.S. energy production over the life of the project. The project will create 2,400 construction-related jobs and 400 operations jobs in one of the nation’s most important offshore energy corridors. “Thanks to President Trump and Secretary Wright’s leadership, EDF is putting existing energy infrastructure back to work for the American people,” said EDF Director Gregory A. Beard. “Project Elkhorn will expand domestic oil and natural gas production, create good-paying

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Oil falls below $90 amid easing US-Iran tensions

Oil prices extended their decline on Tuesday, Nov. 10, as recovering Middle Eastern production and expectations of a global supply surplus added pressure to a market already retreating on signs of easing US-Iran tensions. Brent crude fell below $90/bbl for the first time since late August. The international benchmark has now retreated nearly 24% from its Oct. 30 intraday high of $118/bbl, while US West Texas Intermediate (WTI) futures also recorded losses. The selloff reflects a reassessment of supply risks as Middle Eastern oil production recovers despite continuing disruptions to regional shipping. OPEC crude production increased by 1.38 million b/d in October to 22.87 million b/d, according to a Reuters survey. Gains were led by Saudi Arabia, Kuwait, and Iraq, bringing output among the 11 producers surveyed to about 90% of February’s prewar level. The recovery in exports has been less consistent. Preliminary Kpler data showed crude and condensate shipments through the Strait of Hormuz, Red Sea, and Gulf of Oman averaging about 16.1 million b/d in October, down from 17.09 million b/d in September. Kpler cautioned that the October figure could be revised upward as additional shipment information becomes available. Meanwhile, the broader global supply-demand balance has weakened. JPMorgan estimated that the oil market shifted into a surplus of 1.1 million b/d in September, widening to 1.4 million b/d in October. The bank attributed the change to recovering Middle Eastern exports, additional supply from other producing regions, and weaker consumption following months of elevated energy prices. Easing geopolitical concerns have added to the downward pressure. US President Donald Trump said Monday that further military strikes against Iran were unlikely in the near-term following appeals from regional leaders. After meeting Qatar’s prime minister at the White House, Trump suggested that the conflict could end “fairly soon,” although he indicated that

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Diamondback, KKR to jointly own entirety of Midland basin water network Deep Blue

Diamondback Energy Inc., Midland, Tex., and investment firm KKR agreed to jointly acquire Five Point Infrastructure LLC’s 70% stake in Deep Blue Midland Basin LLC, a full-cycle water infrastructure platform in the Permian’s Midland basin. Financial details were not disclosed. Upon closing, which is expected in this year’s fourth quarter subject to regulatory approvals and closing conditions, Diamondback and KKR will jointly own 100% of Deep Blue, building on Diamondback’s existing 30% ownership interest. Deep Blue, which was formed in 2023 as a joint venture between Diamondback and private equity and infrastructure investor Five Point, operates an integrated water infrastructure network that provides water services including sourcing, transportation, storage, recycling, and disposal. “The Deep Blue system is critical for Diamondback’s core operations, which require reliable transportation of nearly 2 million barrels of water per day,” said Kaes Van’t Hof, Diamondback’s chief executive officer. The acquisition is aimed at supporting Deep Blue’s continued investment traditional full-cycle water infrastructure across West Texas, and, said Van’t Hof, “establishes a strategic partnership that is well positioned for traditional growth with additional opportunities to expand outside of oil and gas through advancements in new technology and potential industrial use cases in the Permian basin.” In addition to robust Permian oil and gas activity, the rapid expansion of AI data centers in West Texas is creating a water-demand challenge, prompting industry interest in treating and reusing the Permian’s vast volumes of produced water as a potential cooling-water source.

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Are data centers really paying their share? AES Indiana’s Google deal highlights a thorny question

Listen to the article 9 min This audio is auto-generated. Please let us know if you have feedback. The Indiana Utility Regulatory Commission recently approved AES Indiana’s plan to serve a Google data center in a contested case that highlights the complex challenges regulators and utilities face in allocating system costs for large computational loads. According to the Oct. 7 order, AES will acquire or build new generation, storage and grid infrastructure for a 390-MW data center planned for Monrovia, a town Southwest of Indianapolis, at an estimated project cost of about $737 million.  The new generation, storage and transmission assets included in the Monrovia Project will go into the utility’s rate base.  AES says its electric service agreement with Google is designed to ensure the revenues will be sufficient to “reimburse at least 100%” of the project’s incremental direct costs. But the contract itself is heavily redacted, and an estimated $74 million in network upgrades has been explicitly allocated to all customers as a reliability need, prompting criticism from consumer advocates that the arrangement is shifting costs onto other ratepayers. What are ‘reasonably allocable’ costs?  Indiana state law requires large load customers to reimburse at least 80% of project costs “reasonably allocable” to them.  Claire Wayner, a senior associate at the clean energy nonprofit RMI, said in an interview that while local projects are fairly easy to trace back to a specific data center, broader regional system upgrades raise more complex questions about who benefits and how costs are allocated across jurisdictions. “Maybe they’re upgrading a part of the grid that they were going to have to upgrade anyway because it’s aging infrastructure,” Wayner said. “If that’s the case, they should have to demonstrate that, and then maybe cross socialization makes sense.” But, she continued, “If that upgrade was

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Market Focus: Balancing AI opportunities and risks in upstream operations

Robert Plumb is an executive vice-president at CAC, part of The Baldwin Group. Robert co-founded the Energy Practice of CAC Specialty in July 2016 with Josh Kirklin. Prior to joining CAC, Robert began his career as an oil and gas underwriter, working for both Travelers and the boutique energy wholesaler & MGA outfit, J.H. Blades & Co. Through these positions, he has drafted insurance policies and written thousands of General Liability, Umbrella, Well Control, Builders Risk, Loss of Production Income, Pollution, Property, Workers Compensation, and auto policies. In his underwriting career he was responsible for an aggregate portfolio of more than $500 million in gross written premium on behalf of various carriers including domestic and international markets, specifically Lloyd’s of London securities. Robert brings unique market perspective on how carriers analyze energy risks, and he specializes in property and casualty lines for on energy accounts worldwide. Robert has a bachelor’s degree in Corporate Communications and a Minor in Business Foundation from the University of Texas at Austin.  

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Vaalco advances to second exploration phase in block offshore Côte D’Ivoire

Vaalco Energy Inc., Houston, has been granted government approval to begin the second exploration phase at Block CI-705, offshore Côte d’Ivoire. News comes following encouraging results following completion of the first exploration phase work commitments, which included the evaluation and interpretation of existing seismic and well data, the company said in a release Nov. 9. Work on the second exploration phase includes additional seismic reprocessing, relinquishing 25% of the exploration block to the government, and commitment to drill an exploration well by yearend-2028. In March 2025, Vaalco farmed into and became operator of the exploration license with a 70% working interest. The block lies in the Ivoirien basin about 70 km to the west of Vaalco’s CI-40 Block, which hold Baobab and Kossipo oil fields. “We see encouraging prospectivity on the block in the play types proven throughout the Ivoirien Basin including both structural and stratigraphic traps in the Upper Cretaceous and Albian sections,” said George Maxwell, Vaalco’s chief executive officer. “Recent nearby discoveries are on trend with CI-705 and provide additional validation of our play concepts and our view of the block’s prospectivity,” he continued.

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Data center champions lose badly as ballot initiatives target AI infrastructure

In other locales, data centers lost badly. In Joliet Township, Illinois, a restriction on new data centers passed with 80% of the vote. In Hubbard, Ohio, more than three-quarters of voters gave data centers a thumbs down. Ohio emerged as the main battleground, accounting for 21 of the 50 measures tracked by Ballotpedia. The votes covered several different approaches to controlling development: outright bans, power-consumption thresholds, temporary permitting moratoriums, mandatory public votes and requirements for developers seeking tax incentives. California and Florida saw outright bans. California voters in the cities of Alhambra and Monterey Park, where voters approved a measure prohibiting data centers. In Florida, Edgewater voters approved a charter amendment opposing new data centers and expansions of existing facilities.

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Land & Expand: Texas’ AI Boom Meets a New Political Reality

Hut 8 Advances a Gigawatt-Scale Campus Near Corpus Christi Another significant development came November 4, when Hut 8 reported continued progress on its Beacon Point AI data center campus in the Corpus Christi region. The company said that its previously announced second 352 MW IT-capacity lease had fully commercialized the campus, bringing the total contracted IT capacity associated with the two phases to 704 MW. The campus is designed around approximately 1 GW of utility capacity, a separate measure from the critical IT load under lease. Hut 8 estimates approximately $19.6 billion in base-term contract value across the two phases. In its third-quarter results, the company said construction of the campus substation had begun, alongside foundation and underground utility work for the first phase. Initial data hall delivery is targeted for the third quarter of 2027, with the second phase targeted for the second quarter of 2028. The company also disclosed agreements to acquire two energized sites in West Texas, with up to 230 MW of utility capacity at full energization, subject to outstanding approvals and infrastructure development. Those acquisitions point to another important trend: the increasing value of existing electrical infrastructure and sites that can potentially be adapted to serve advanced computing. As new greenfield projects face lengthy power studies and regulatory requirements, already energized locations may offer an alternative route to capacity. The distinction is especially important in markets such as Dallas-Fort Worth, where DCF’s analysis of CBRE’s first-half 2026 data found that approximately 95% of the region’s 765 MW under construction had already been preleased. PowerHouse and Big Watt Win Approval for Taylor Technology Campus Not every large new project is meeting resistance at the municipal level. On October 8, the City of Taylor approved a development agreement with PowerHouse Data Centers and Big Watt Digital for

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Google targets AI’s next infrastructure bottlenecks with two new TPUs

“It’s like adding more lanes to the highway,” he observed. “We’re not necessarily making each car travel faster, we’re creating more capacity so more traffic can move through the system at the same time.” Handling bursts, idling However, an agentic workload doesn’t behave exactly like a traditional inference workload. “It is bursty, long running, but often idle,” Lohmeyer noted. While it might generate outputs and call tools, it still has to wait for a response, maybe from a human, “literally for days.” During that time, it doesn’t need to do anything; it just needs to preserve context. But if resources are tied up for that entire multi-day period, they’re being wasted “90% plus of the time,” he said. Google Cloud’s open source TPU Sync is designed to address these issues by unifying memory, storage, and networking in software. The model-state layer for TPUs turns chip high bandwidth memory (HBM), host DRAM, shared storage, and the data center network into a “single, co-designed memory hierarchy,” the company said. It automatically tiers KV caches off the chip in milliseconds, streams context across nodes, and synchronizes RL weights to cut transfer latency and Time to First Token (TTFT) by more than 90%.

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DCF Global: Britain’s New Bargain With the AI Data Center Industry

The Global Perspective: A New Bargain for the AI Economy? Britain’s new Data Centre Covenant may ultimately prove important well beyond the United Kingdom. Governments across the world are attempting to reconcile the economic promise of AI infrastructure with the extraordinary physical requirements of building it. Electricity networks must accommodate loads measured in hundreds of megawatts. Utilities must plan transmission and generation investments years in advance. Communities are being asked to host facilities whose construction costs can run into billions, but whose permanent employment footprints may be relatively modest. At the same time, national governments increasingly view domestic computing capacity as a strategic asset. Britain is attempting to connect those issues within a single policy framework. Its approach differs in important respects from the fragmented regulatory environment in the United States, where utility commissions, state governments, local authorities, and regional grid operators exercise separate—and sometimes competing—powers over development. Nevertheless, the underlying questions are increasingly similar. In DCF’s October examination of Virginia’s changing data center policies, the industry’s largest established market was confronting new expectations concerning infrastructure costs, utility commitments, community impacts, and the conditions under which large facilities should receive development approval. Britain’s Covenant addresses comparable pressures through a more coordinated national initiative. It effectively proposes that preferential treatment for strategically important data center development should be accompanied by demonstrable public value. That is a meaningful evolution in the relationship between government and the industry. For years, data center investment announcements have emphasized capital expenditure, construction employment, technological leadership, and economic development. Those considerations remain important. But Britain’s emerging framework asks a more demanding set of questions: Can the project obtain real electricity capacity? Will it pay its fair share of infrastructure costs? Does it contribute to domestic capability? What obligations does it have to its host community? And can

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Don’t mention the data center: OpenAI calls them ‘compute campuses’ instead

Data centers’ increasing power consumption is straining the grid, with AI servers accounting for an ever larger share of that consumption, with further increases forecast. These demands are leading to a growing number of protests against the development of data centers, which could lead to construction delays. OpenAI claims that its Grid Protectors Program will meet some of those issues head-on by taking into account future capacity needs and working to make power flexibility a key element in data center, sorry, compute campus, design. The company said that the approach would differ, region by region. It has yet to finalize all the details of the scheme, but it hopes to head off some of the protests. It remains to be seen whether it has this effect. Google recently took the opposite approach to the peak consumption problem, proposing to pay people to turn off their appliances at times of high demand so that it can continue to power its data centers.

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Agentic AI boom expected to reshape CPU market

These activities include planning tasks, scheduling subtasks, calling external tools, managing interactions between multiple agents and evaluating results. Agents also rely on conventional computing resources to execute Python code, search databases, crawl websites and process information, according to TrendForce. As a result, the CPU is enjoying a new lease on life and becoming a more significant component of AI infrastructure rather than simply serving as a supporting processor for GPUs, according to TrendForce. TrendForce notes that traditional AI data centers have typically deployed approximately one CPU for every four to eight GPUs, reflecting the industry’s emphasis on accelerating computationally intensive AI workloads.

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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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