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NASA’s new dark energy space telescope can also detect killer asteroids

EXECUTIVE SUMMARY At the end of August, NASA is set to launch the Nancy Grace Roman Space Telescope from Kennedy Space Center in Florida. Its quest is to help us better understand how the universe works, from the glue-like dark matter that keeps galaxies together to the elusive dark energy that drives the expansion of the cosmos. But Roman could also serve another purpose: defending Earth from killer asteroids. In September, a multi-institutional team of planetary scientists and astronomers will outline how the space telescope is uniquely placed to scan asteroids, and provide information about their trajectories, sizes and compositions. Roman, named after NASA’s first chief astronomer, is equipped with a super-wide-angle, 300-megapixel infrared camera, allowing it to see a large patch of space at any one time—roughly 100 times larger than the Hubble Space Telescope. That will allow it to discover thousands of new planets, tens of thousands of exploding stars, and survey over one billion galaxies in remarkable detail. While doing so, it’ll be looking ‘through’ our solar system, and this is what makes it uniquely well-placed to spot asteroids.  A planetary defense pivot Roman was not built for this purpose, but last summer, it was (once again) threatened with significant funding cuts by the Trump administration. “My colleague Rick Cosentino [a planetary scientist at NASA] said to me in July 2025 that we need to show what Roman can do for planetary defense as a way to further increase the visibility of the mission with lawmakers and taxpayers,” says Bryan Holler, a researcher at the Space Telescope Science Institute in Baltimore, Maryland. Holler and his colleagues’ proposal, which will be presented at the Europlanet Science Congress at The Hague in The Netherlands, reveals that Roman’s epic field-of-view and infrared vision allows it to spot small asteroids up to 60 feet long. This is comparable to the asteroid that exploded above the Russian city of Chelyabinsk in 2013, unleashing the force of 500,000 tons of TNT and sending 1,500 people to the hospital.  Roman’s software will need some tweaking to spy space rocks. The telescope, as designed, will see through – and beyond – the solar system in order to gather the clearest possible pictures of the rest of the universe. “Streaks, whether caused by cosmic rays or glitches or asteroids, are caught by the software and discarded,” says Andy Rivkin, a planetary scientist and planetary defense researcher at Johns Hopkins Applied Physics Laboratory in Laurel, Maryland. But astronomers could go in, study those streaks and pick out those they identify as asteroids. Even with those potential adjustments, Roman won’t be an asteroid-finding wunderkind on its own. Its strength lies in complementing the James Webb Space Telescope (JWST), another observatory that’s built to peer at galaxies and stars at the far reaches of the universe. It can also intensely focus on a single asteroid, when needed—as it did last year, playing a key role in tracking 2024 YR4, which was briefly the most dangerous asteroid ever discovered. “But Roman’s field of view is much bigger,” says Rivkin.  That means it could look at multiple questionable asteroids very quickly. “Roman can provide infrared observations of more asteroids than JWST could hope to observe in a reasonable amount of observing time,” says Holler. If those asteroids are found to be benign travelers, we can relax. But if they might collide with Earth, other telescopes—including JWST—can follow up from Roman’s observations. Those observations could give experts the information they need to assess the likely damage of an upcoming asteroid strike—or to launch a mission to attempt to swat an asteroid away. “Roman will sample such a large volume of the cosmos that we’ve long known it will offer vast opportunities for a range of additional science,” says Alise Fisher, the astrophysics communications lead at NASA Headquarters in Washington D.C.  NASA’s Planetary Defense Coordination Office, and its partners across the world, are chiefly worried about asteroids 460 feet long and larger. Around 25,000 of those are estimated to have near-Earth orbits, and just over half have yet to be found. Should one hit a city, much of it would be destroyed or irreversibly damaged in a heartbeat. Astronomers estimate that there are also 230,000 or so 165-foot-long asteroids orbiting close to Earth, and less than 10 percent have been located. One of those striking a city may not annihilate it, but it would unleash a force comparable to a large atomic bomb, albeit without the radiation.  These sorts of asteroids could theoretically be deflected (by ramming a spacecraft into it) or vaporized (perhaps using a nuclear weapon). But planetary defenders need to know where they are first, which is why NASA funds a network of ground-based telescopes designed to seek them out. They work well, but there’s only so much of the night sky they can see, and Earth’s atmosphere peskily gets in their way. That’s why NASA’s launching the Near-Earth Object (NEO) Surveyor space telescope in 2027. By positioning itself between Earth and the Sun, it’ll find many elusive asteroids that ground based telescopes cannot see. And unlike many of its asteroid-seeking cousins, it’ll see in infrared, not visible light. Asteroids not only show up more clearly in infrared, but seeing them through this lens gives scientists a considerably better measure of their size. In a matter of years, it could find 90 percent of the city killer-size asteroids in near-Earth orbits. Telescope teamwork NEO Surveyor is explicitly a planetary defense observatory. But it’ll work with other telescopes with more science-minded missions, including Roman, JWST—both of which conveniently have infrared scopes too—and the Vera Rubin Observatory, which just began its 10-year survey of the entire night sky from atop a mountain in Chile. As part of its inventorying of the cosmos, it’s expected to discover 89,000 near-Earth asteroids.  Here’s how they might all work together. Say NEO Surveyor spies an asteroid that, based on a few observations, has a chance of impacting Earth. Then it finds five more just like it. There is a lot of uncertainty about their orbits based on those initial observations. Roman, with its huge field-of-view, could be commanded to look at the corner of the night sky that includes all those asteroids, and in a matter of days it could improve the precision of those orbits by several orders of magnitude. Roman also occupies a different part of space to both NEO Surveyor and the Rubin observatory. “Those slightly different viewing angles will also help narrow orbits down more quickly than if all objects were looking from the same place,” says Holler. Perhaps five of those potentially hazardous asteroids are found to stand no chance of colliding with Earth for the foreseeable future. One, however, might not be able to be ruled out—and that’s when other telescopes, including JWST, could be asked to track it down and study it further. “Telescope resources, whether in space or on the ground, are typically oversubscribed and will not be available to follow up on all [near-Earth asteroids] with a non-zero impact probability when they are first discovered,” says Holler. Roman, then, will help scientists “make sure we follow-up on the correct targets.” Roman’s infrared scope also allows it to offer a decent estimate of an asteroid’s size, and can even tell whether it’s a stony rock, a puffy and watery carbon-rich rock, or a metallic one. “This in turn provides strong clues to the composition and thereby the density and mass of the asteroid, which are important when estimating the impact damage or, less ghoulishly, the effort required to nudge it out of its current orbit,” says Holler. Roman won’t play the lead role in protecting Earth in the way NEO Surveyor will. But while it’s seeking out supernovas and planets scooting around other stars, it will also be doing its part to protect all eight billion of us from a cosmic catastrophe.

At the end of August, NASA is set to launch the Nancy Grace Roman Space Telescope from Kennedy Space Center in Florida. Its quest is to help us better understand how the universe works, from the glue-like dark matter that keeps galaxies together to the elusive dark energy that drives the expansion of the cosmos. But Roman could also serve another purpose: defending Earth from killer asteroids. In September, a multi-institutional team of planetary scientists and astronomers will outline how the space telescope is uniquely placed to scan asteroids, and provide information about their trajectories, sizes and compositions.

Roman, named after NASA’s first chief astronomer, is equipped with a super-wide-angle, 300-megapixel infrared camera, allowing it to see a large patch of space at any one time—roughly 100 times larger than the Hubble Space Telescope. That will allow it to discover thousands of new planets, tens of thousands of exploding stars, and survey over one billion galaxies in remarkable detail.

While doing so, it’ll be looking ‘through’ our solar system, and this is what makes it uniquely well-placed to spot asteroids. 

A planetary defense pivot

Roman was not built for this purpose, but last summer, it was (once again) threatened with significant funding cuts by the Trump administration. “My colleague Rick Cosentino [a planetary scientist at NASA] said to me in July 2025 that we need to show what Roman can do for planetary defense as a way to further increase the visibility of the mission with lawmakers and taxpayers,” says Bryan Holler, a researcher at the Space Telescope Science Institute in Baltimore, Maryland.

Holler and his colleagues’ proposal, which will be presented at the Europlanet Science Congress at The Hague in The Netherlands, reveals that Roman’s epic field-of-view and infrared vision allows it to spot small asteroids up to 60 feet long. This is comparable to the asteroid that exploded above the Russian city of Chelyabinsk in 2013, unleashing the force of 500,000 tons of TNT and sending 1,500 people to the hospital. 

Roman’s software will need some tweaking to spy space rocks. The telescope, as designed, will see through – and beyond – the solar system in order to gather the clearest possible pictures of the rest of the universe. “Streaks, whether caused by cosmic rays or glitches or asteroids, are caught by the software and discarded,” says Andy Rivkin, a planetary scientist and planetary defense researcher at Johns Hopkins Applied Physics Laboratory in Laurel, Maryland. But astronomers could go in, study those streaks and pick out those they identify as asteroids.

Even with those potential adjustments, Roman won’t be an asteroid-finding wunderkind on its own. Its strength lies in complementing the James Webb Space Telescope (JWST), another observatory that’s built to peer at galaxies and stars at the far reaches of the universe. It can also intensely focus on a single asteroid, when needed—as it did last year, playing a key role in tracking 2024 YR4, which was briefly the most dangerous asteroid ever discovered. “But Roman’s field of view is much bigger,” says Rivkin. 

That means it could look at multiple questionable asteroids very quickly. “Roman can provide infrared observations of more asteroids than JWST could hope to observe in a reasonable amount of observing time,” says Holler.

If those asteroids are found to be benign travelers, we can relax. But if they might collide with Earth, other telescopes—including JWST—can follow up from Roman’s observations. Those observations could give experts the information they need to assess the likely damage of an upcoming asteroid strike—or to launch a mission to attempt to swat an asteroid away.

“Roman will sample such a large volume of the cosmos that we’ve long known it will offer vast opportunities for a range of additional science,” says Alise Fisher, the astrophysics communications lead at NASA Headquarters in Washington D.C. 

NASA’s Planetary Defense Coordination Office, and its partners across the world, are chiefly worried about asteroids 460 feet long and larger. Around 25,000 of those are estimated to have near-Earth orbits, and just over half have yet to be found. Should one hit a city, much of it would be destroyed or irreversibly damaged in a heartbeat. Astronomers estimate that there are also 230,000 or so 165-foot-long asteroids orbiting close to Earth, and less than 10 percent have been located. One of those striking a city may not annihilate it, but it would unleash a force comparable to a large atomic bomb, albeit without the radiation. 

These sorts of asteroids could theoretically be deflected (by ramming a spacecraft into it) or vaporized (perhaps using a nuclear weapon). But planetary defenders need to know where they are first, which is why NASA funds a network of ground-based telescopes designed to seek them out. They work well, but there’s only so much of the night sky they can see, and Earth’s atmosphere peskily gets in their way.

That’s why NASA’s launching the Near-Earth Object (NEO) Surveyor space telescope in 2027. By positioning itself between Earth and the Sun, it’ll find many elusive asteroids that ground based telescopes cannot see. And unlike many of its asteroid-seeking cousins, it’ll see in infrared, not visible light. Asteroids not only show up more clearly in infrared, but seeing them through this lens gives scientists a considerably better measure of their size. In a matter of years, it could find 90 percent of the city killer-size asteroids in near-Earth orbits.

Telescope teamwork

NEO Surveyor is explicitly a planetary defense observatory. But it’ll work with other telescopes with more science-minded missions, including Roman, JWST—both of which conveniently have infrared scopes too—and the Vera Rubin Observatory, which just began its 10-year survey of the entire night sky from atop a mountain in Chile. As part of its inventorying of the cosmos, it’s expected to discover 89,000 near-Earth asteroids

Here’s how they might all work together. Say NEO Surveyor spies an asteroid that, based on a few observations, has a chance of impacting Earth. Then it finds five more just like it. There is a lot of uncertainty about their orbits based on those initial observations. Roman, with its huge field-of-view, could be commanded to look at the corner of the night sky that includes all those asteroids, and in a matter of days it could improve the precision of those orbits by several orders of magnitude.

Roman also occupies a different part of space to both NEO Surveyor and the Rubin observatory. “Those slightly different viewing angles will also help narrow orbits down more quickly than if all objects were looking from the same place,” says Holler.

Perhaps five of those potentially hazardous asteroids are found to stand no chance of colliding with Earth for the foreseeable future. One, however, might not be able to be ruled out—and that’s when other telescopes, including JWST, could be asked to track it down and study it further.

“Telescope resources, whether in space or on the ground, are typically oversubscribed and will not be available to follow up on all [near-Earth asteroids] with a non-zero impact probability when they are first discovered,” says Holler. Roman, then, will help scientists “make sure we follow-up on the correct targets.”

Roman’s infrared scope also allows it to offer a decent estimate of an asteroid’s size, and can even tell whether it’s a stony rock, a puffy and watery carbon-rich rock, or a metallic one. “This in turn provides strong clues to the composition and thereby the density and mass of the asteroid, which are important when estimating the impact damage or, less ghoulishly, the effort required to nudge it out of its current orbit,” says Holler.

Roman won’t play the lead role in protecting Earth in the way NEO Surveyor will. But while it’s seeking out supernovas and planets scooting around other stars, it will also be doing its part to protect all eight billion of us from a cosmic catastrophe.

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@import url(‘https://fonts.googleapis.com/css2?family=Inter:wght@100..900&display=swap’); .ebm-page__main h1, .ebm-page__main h2, .ebm-page__main h3, .ebm-page__main h4, .ebm-page__main h5, .ebm-page__main h6 { font-family: Inter; } body { line-height: 150%; letter-spacing: 0.025em; } button, .ebm-button-wrapper { font-family: Inter; } .label-style { text-transform: uppercase; color: var(–color-grey); font-weight: 600; font-size: 0.75rem; } .caption-style { font-size: 0.75rem; opacity: .6; } #onetrust-pc-sdk [id*=btn-handler], #onetrust-pc-sdk [class*=btn-handler] { background-color: #c19a06 !important; border-color: #c19a06 !important; } #onetrust-policy a, #onetrust-pc-sdk a, #ot-pc-content a { color: #c19a06 !important; } #onetrust-consent-sdk #onetrust-pc-sdk .ot-active-menu { border-color: #c19a06 !important; } #onetrust-consent-sdk #onetrust-accept-btn-handler, #onetrust-banner-sdk #onetrust-reject-all-handler, #onetrust-consent-sdk #onetrust-pc-btn-handler.cookie-setting-link { background-color: #c19a06 !important; border-color: #c19a06 !important; } #onetrust-consent-sdk .onetrust-pc-btn-handler { color: #c19a06 !important; border-color: #c19a06 !important; } Global oil prices rallied sharply July 29 as renewed military escalation in the Middle East ended several days of relative calm and revived concerns over crude flows from the region. Brent crude surged 7% to above $90/bbl, while US WTI climbed above $84/bbl. The rally followed joint US-Saudi airstrikes on Iran-backed militias in Iraq—which killed at least 20 fighters, according to Iraq’s Popular Mobilization Forces—and a retaliatory Iranian missile barrage targeting US forces in the region. Stay updated on oil price volatility, shipping disruptions, LNG market analysis, and production output through OGJ’s Iran war content hub. This operation marks the first time Saudi Arabia has publicly acknowledged a combat role in the conflict. Washington and Riyadh stated that the strikes were launched in response to drone attacks on oil facilities in Saudi Arabia’s Eastern Province—attacks that originated from within Iraq. The sudden escalation across multiple fronts has raised concerns that the 5-month-old conflict could expand further, threatening critical shipping lanes—the Strait of Hormuz and, following the Houthis’ declared blockade of Saudi shipping, the Bab el-Mandeb strait. Adding support to prices, US commercial crude inventories fell by 7.2 million bbl in the week ended July 24, according

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AI Clusters and the New Economics of Data Center Optics: A Conversation with Cisco’s Bill Gartner

Three Networks Inside the AI Factory Understanding the optical challenge begins with recognizing that an AI cluster contains several distinct networking environments. Gartner divided AI infrastructure into three broad tiers: scale-up, scale-out and scale-across. Each operates over a different distance, carries a different level of traffic and creates a different set of requirements for the interconnect. Scale-up describes the connections within a rack, where operators place as many GPUs as possible inside servers and then pack those servers into the available rack footprint. Gartner estimated that the bandwidth within this environment can be approximately 500 times that of a traditional wide-area network application. Scale-up connections still rely heavily on electrical interfaces because electrical interconnects remain relatively inexpensive and power efficient over short distances. Once the compute capacity of a rack has been exhausted, the cluster must expand into additional racks. This is the scale-out network, where 400G and 800G pluggable optics connect large numbers of GPU systems operating in parallel. Gartner characterized scale-out bandwidth as roughly 50 times the capacity associated with a conventional WAN environment. The third tier, scale-across, emerges when a data center reaches its practical power limit and the AI infrastructure must extend into another facility. Those data centers may be separated by tens or hundreds of kilometers, requiring coherent optical technology capable of carrying extremely high-capacity signals over longer distances. Scale-across networks can represent approximately 14 times traditional WAN bandwidth, according to Gartner. Taken together, the three tiers illustrate why optics has become inseparable from the AI infrastructure discussion. Network capacity must expand inside the rack, across rows of racks and increasingly between separate data centers—all without consuming an untenable share of the power budget or introducing failures that leave GPUs idle. When One Link Slows the Whole Cluster The reliability requirement for AI networks differs

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Meta’s Canadian AI Data Center: A New Model for Infrastructure and Energy Integration

Canada’s expansion as an artificial intelligence infrastructure market received its strongest endorsement yet on July 8, when Meta broke ground on a data center campus representing an investment of more than C$13 billion. The project, located in Sturgeon County north of Edmonton, will be Meta’s first data center in Canada and the 33rd facility in its global portfolio. Planned initially at 1 GW of power capacity, the AI-optimized campus could eventually scale to 1.8 GW, placing it among the largest data center developments under construction anywhere outside the United States. The announcement follows the Canadian federal government’s May launch of consultations on a forthcoming National Electricity Strategy, which identifies AI data centers as a major source of future electricity demand.  Approximately 3,000 construction workers are expected to be on the site at peak activity, while more than 300 permanent employees will operate the campus after completion. Meta is also committing approximately C$60 million to improvements involving local roads, water systems and other community infrastructure. The Meta announcement illustrates a fundamental change in Canadian data center construction. Rather than selecting a building site and applying for an ordinary utility connection, Meta and its partners have spent years coordinating the data center with a purpose-built 932 MW generating station, grid upgrades and long-term natural-gas transportation agreements. The project effectively combines a data center, a power plant and an infrastructure development program into a single construction ecosystem. Construction Has Begun on the Canadian Campus Meta describes the Sturgeon County project as an AI-optimized facility intended to support the computing demands of its core platforms, AI services and connected devices. The company said the buildout will occur in phases rather than delivering the entire gigawatt at once. Alberta’s major-project registry estimates a roughly three-year construction period. That timeline will require a sustained deployment of

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Nuclear Momentum Meets the Megawatt Test

Valar then supplied the most visible connection between the criticality program and data center technology. After reaching criticality, Valar advanced Ward 250 to approximately 10 kilowatts of thermal output and conducted a separate demonstration in which power from the reactor was used to run Nvidia Blackwell-based computing hardware. On July 1, Valar and Nvidia also announced that they were exploring a small Utah data center using closed-loop cooling and behind-the-meter advanced nuclear generation. The demonstration load was microscopic beside a hyperscale campus that may require hundreds of megawatts. Nvidia described the work as an exploration of how behind-the-meter advanced nuclear systems could support future AI factories, not as an agreement to purchase a specified quantity of electricity. Deployable Energy became the third developer to achieve zero-power criticality when its Unity reactor completed its experiment at Idaho National Laboratory on June 30. DOE announced the result July 1, noting that the three companies had satisfied the administration’s objective of achieving three advanced reactor criticality milestones by July 4. The commercial follow-up came quickly. On July 7, Deployable Energy and energy-infrastructure facilitator GridMarket announced a partnership aimed at data centers, hyperscalers and industrial customers. The agreement includes a committed pilot project and priority access to future Unity capacity. The companies said they were targeting 500 megawatts of annual deployments from 2030 through 2035 and more than 3 gigawatts cumulatively. The companies have not publicly named the pilot host or end customers. Even so, the committed pilot and access provisions put the arrangement ahead of a conventional memorandum of understanding. GridMarket is attempting to assemble sites, customers, technology and capital before commercial Unity units become available. Aalo Atomics completed the fourth criticality experiment on July 4, with DOE announcing the achievement July 6. Aalo-X went from groundbreaking to a sustained chain reaction in

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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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