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Oil Ends Day Higher After Drone Incident

Oil edged higher after US and Iranian forces appeared to square off in the sea and air, heightening concerns about an escalation in tensions. West Texas Intermediate rose to settle above $63 a barrel after an Iranian drone approached an American aircraft carrier in the Arabian Sea and was shot down. The episode restored some geopolitical risk premium that had ebbed in recent days amid signs Washington was softening its stance on Tehran. Futures pared some gains after White House Press Secretary Karoline Leavitt said US President Donald Trump wants to pursue diplomacy “first” with Iran. Prices advanced in post-settlement trading, rising as much as 3.3%. The development came hours after an oil tanker that is part of a US military fuel procurement program was hailed by Iranian ships in the Strait of Hormuz, evincing renewed risks to maritime traffic in the region. Tanker rates have soared in recent days over concerns about the Hormuz chokepoint through which about one-third of the world’s oil flows. The events underscore how recent US moves toward diplomacy with Iran reflect not a desire to deescalate but a calculation that Washington has sufficient leverage to strong-arm Tehran into a nuclear agreement, among other demands, according to Gregory Brew, geopolitical analyst at the Eurasia Group. He estimates that a $3 to $5 risk premium is currently baked into prices. Leavitt’s comments are likely an attempt “to brush off efforts by the Iranians to destabilize the environment, because the environment right now is favorable to the US,” Brew added. Still, Tuesday’s episode whipsawed investors who had been watching moves that suggested the US was steering clear of military strikes on the country over its nuclear program and handling of recent protests. Trump earlier said talks could begin within days after Tehran signaled it was ready to

Read More »

Energy Department Announces Members of the Office of Science Advisory Committee, Strengthening Gold Standard Science in America

WASHINGTON—The U.S. Department of Energy (DOE) today announced the chair and members of the newly established Office of Science Advisory Committee (SCAC), a unified advisory body that will provide independent advice on complex scientific and technical challenges across the Department’s Office of Science. Today’s announcement advances the Department’s implementation of President Trump’s Executive Order Restoring Gold Standard Science as the cornerstone of federal research—ensuring that the Department and its National Laboratory systems’ science is collaborative, transparent, and guided by evidence to rebuild public trust in science. As DOE modernizes and strengthens its scientific enterprise, SCAC will provide expert input to help inform priorities, improve coordination, and address cross-cutting research challenges across the Office of Science. “The establishment of SCAC underscores the Department’s commitment to scientific integrity and the power of partnership,” said DOE Under Secretary for Science Darío Gil. “By bringing together leading minds from diverse institutions, we’re forging a collaborative framework that will not only enhance our scientific endeavors but also accelerate the translation of fundamental research into tangible benefits for the American people. This committee exemplifies how shared vision and collective expertise are essential for navigating the complex scientific landscape of today and tomorrow.” Members of SCAC, appointed by Under Secretary Gil, represent the full breadth of Office of Science research, drawing expertise from leaders across academia, industry, science philanthropy, and the Department’s National Laboratories. The Committee will help the Office of Science adapt to a rapidly evolving research landscape and address interdisciplinary challenges in a streamlined and flexible manner. It will also provide advice on initiatives that are priorities for the entire Office, including the Genesis Mission, scientific discovery, fusion energy, and quantum science. SCAC will be chaired by Persis Drell, professor of materials science and engineering and physics at Stanford University, provost emerita of Stanford, and

Read More »

Transmission planning, development improved since 2023 in most US regions: report

Listen to the article 4 min This audio is auto-generated. Please let us know if you have feedback. Dive Brief: Transmission planning and development is improving in most parts of the United States, driven by new federal planning requirements, according to a report released Tuesday by Americans for a Clean Energy Grid. New England’s grade jumped to a “B” from the “D+” it received in the benchmark report ACEG issued in 2023. However, the grade for Texas slipped to a “D-” from a “D+” two years ago, and the grade for the Southeast remained unchanged at “F.” “In the Southeast, a key hurdle for regional transmission planning is the lack of access to information and transparency,” Grid Strategies, which wrote the report, said. “Beyond the projects under development in Georgia, there is resistance to building large, high-voltage transmission.” Dive Insight: Transmission planning and development grades by region. Permission granted by Americans for a Clean Energy Grid “Transmission planning works when it’s proactive, coordinated, and long-term,” Christina Hayes, ACEG executive director, said in a press release. “The challenge now is scaling those successes fast enough — across and between regions — to keep electricity affordable and reliable for all Americans as demand continues to grow.” Regional transmission planning reforms from Federal Energy Regulatory Commission’s Order No. 1920 are beginning to take hold, and early progress is visible in several regions, Grid Strategies said in the report. “However, many regions continue to fall well short of best practices, and progress remains uneven relative to the scale and urgency of today’s transmission needs,” Grid Strategies said. The report comes amid surging load growth forecasts, which could lead to short-term, inefficient transmission fixes, it says. The report’s authors call for the power sector to embrace long‑term regional and interregional planning. “Proactive, holistic long‑term planning that also

Read More »

USA Flagged Oil Tanker Hailed by Armed Ships in Hormuz

(Update) February 3, 2026, 4:42 PM GMT: Article updated with details of vessel involved. An oil tanker that’s part of a US-military fuel procurement program was hailed by small armed ships in the Strait of Hormuz off Iran’s coast on Tuesday, amid heightened tensions between the two countries.  The US-flagged Stena Imperative was hailed over radio while transiting the vital waterway, according to multiple maritime security companies, who declined to be named citing sensitive information. The tanker continued its planned route and didn’t divert, despite the requests, they said.  Iranian media said the country’s naval forces warned a vessel to leave Iranian territorial waters after failing to produce the necessary legal documents. The vessel departed immediately after the warning, Iran’s semi-official Fars News said. A spokesperson for Crowley, which manages the Stena Imperative, didn’t respond to multiple requests for comment. The vessel’s owner referred questions to Crowley. The incident, which was earlier reported by the UK’s naval liaison in the region, occurred in a part of the inbound maritime corridor into the Strait of Hormuz, the narrow chokepoint that allows ships to enter and exit the Persian Gulf and accounts for about a quarter of the world’s seaborne oil trade.  President Donald Trump last week threatened a fresh attack on Iran, heightening tensions between the two nations. He has since said talks between the two countries over a new nuclear deal could take place in the coming days. The ship is part of the US Tanker Security Program, which aims to ensure that the Department of Defense has access to a fleet of American-flagged fuel tankers at all times.  Iran has in the past both harassed and seized ships sailing near to its shores. Last year, it diverted a ship called the Talara to its waters, before unloading its cargo and releasing it. Late last week,

Read More »

Cisco: Infrastructure, trust, model development are key AI challenges

“The G200 chip was for the scale out, because what’s happening now is these models are getting bigger where they don’t just fit within a single data center. You don’t have enough power to just pull into a single data center,” Patel said. “So now you need to have data centers that might be hundreds of kilometers apart, that operate like an ultra-cluster that are coherent. And so that requires a completely different chip architecture to make sure that you have capabilities like deep buffering and so on and so forth… You need to make sure that these data centers can be scaled across physical boundaries.”  “In addition, we are reaching the physical limits of copper and optics, and coherent optics especially are going to be extremely important as we go start building out this data center infrastructure. So that’s an area that you’re starting to see a tremendous amount of progress being made,” Patel said. The second constraint is the AI trust deficit, Patel said. “We currently need to make sure that these systems are trusted by the people that are using them, because if you don’t trust these systems, you’ll never use them,” Patel said. “This is the first time that security is actually becoming a prerequisite for adoption. In the past, you always ask the question whether you want to be secure, or you want to be productive. And those were kind of needs that offset each other,” Patel said. “We need to make sure that we trust not just using AI for cyber defense, but we trust AI itself,” Patel said. The third constraint is the notion of a data gap. AI models get trained on human-generated data that’s publicly available on the Internet, but “we’re running out,” Patel said. “And what you’re starting to see happen

Read More »

Trump Cuts India Tariffs

President Donald Trump said he would roll back punitive tariffs on India in return for an agreement that Prime Minister Narendra Modi would stop buying Russian oil, easing months of tension between the two countries. Following a phone call with Modi, Trump said on social media that he would cut a US levy on Indian goods to 18% from 25%. The US president is also removing an extra punitive 25% duty applied in response to India’s purchases of crude from Russia, according to officials familiar with the matter. India would “move forward to reduce their Tariffs and Non Tariff Barriers against the United States, to ZERO”, Trump wrote, as well as purchase “over $500 BILLION DOLLARS of U.S. Energy, Technology, Agricultural, Coal, and many other products.”  Modi confirmed the pact, posting on social media that “Made in India products will now have a reduced tariff of 18%.” He did not provide further details on oil or on agricultural imports, a major sticking point for New Delhi. Wonderful to speak with my dear friend President Trump today. Delighted that Made in India products will now have a reduced tariff of 18%. Big thanks to President Trump on behalf of the 1.4 billion people of India for this wonderful announcement. When two large economies and the… — Narendra Modi (@narendramodi) February 2, 2026 India has not traditionally been an importer of Russian crude, but emerged as a key buyer in the aftermath of Moscow’s 2022 invasion of Ukraine, as trade flows were upended and discounts became attractive. The Trump administration’s efforts to choke off Russia’s flows to India have slowed shipments, but not halted them. In October, Trump also announced Modi had agreed to cease purchases of Russian oil. Without a firm trade deal in place, though, Indian refiners continued to buy cheap crude from Moscow. Later

Read More »

Oil Ends Day Higher After Drone Incident

Oil edged higher after US and Iranian forces appeared to square off in the sea and air, heightening concerns about an escalation in tensions. West Texas Intermediate rose to settle above $63 a barrel after an Iranian drone approached an American aircraft carrier in the Arabian Sea and was shot down. The episode restored some geopolitical risk premium that had ebbed in recent days amid signs Washington was softening its stance on Tehran. Futures pared some gains after White House Press Secretary Karoline Leavitt said US President Donald Trump wants to pursue diplomacy “first” with Iran. Prices advanced in post-settlement trading, rising as much as 3.3%. The development came hours after an oil tanker that is part of a US military fuel procurement program was hailed by Iranian ships in the Strait of Hormuz, evincing renewed risks to maritime traffic in the region. Tanker rates have soared in recent days over concerns about the Hormuz chokepoint through which about one-third of the world’s oil flows. The events underscore how recent US moves toward diplomacy with Iran reflect not a desire to deescalate but a calculation that Washington has sufficient leverage to strong-arm Tehran into a nuclear agreement, among other demands, according to Gregory Brew, geopolitical analyst at the Eurasia Group. He estimates that a $3 to $5 risk premium is currently baked into prices. Leavitt’s comments are likely an attempt “to brush off efforts by the Iranians to destabilize the environment, because the environment right now is favorable to the US,” Brew added. Still, Tuesday’s episode whipsawed investors who had been watching moves that suggested the US was steering clear of military strikes on the country over its nuclear program and handling of recent protests. Trump earlier said talks could begin within days after Tehran signaled it was ready to

Read More »

Energy Department Announces Members of the Office of Science Advisory Committee, Strengthening Gold Standard Science in America

WASHINGTON—The U.S. Department of Energy (DOE) today announced the chair and members of the newly established Office of Science Advisory Committee (SCAC), a unified advisory body that will provide independent advice on complex scientific and technical challenges across the Department’s Office of Science. Today’s announcement advances the Department’s implementation of President Trump’s Executive Order Restoring Gold Standard Science as the cornerstone of federal research—ensuring that the Department and its National Laboratory systems’ science is collaborative, transparent, and guided by evidence to rebuild public trust in science. As DOE modernizes and strengthens its scientific enterprise, SCAC will provide expert input to help inform priorities, improve coordination, and address cross-cutting research challenges across the Office of Science. “The establishment of SCAC underscores the Department’s commitment to scientific integrity and the power of partnership,” said DOE Under Secretary for Science Darío Gil. “By bringing together leading minds from diverse institutions, we’re forging a collaborative framework that will not only enhance our scientific endeavors but also accelerate the translation of fundamental research into tangible benefits for the American people. This committee exemplifies how shared vision and collective expertise are essential for navigating the complex scientific landscape of today and tomorrow.” Members of SCAC, appointed by Under Secretary Gil, represent the full breadth of Office of Science research, drawing expertise from leaders across academia, industry, science philanthropy, and the Department’s National Laboratories. The Committee will help the Office of Science adapt to a rapidly evolving research landscape and address interdisciplinary challenges in a streamlined and flexible manner. It will also provide advice on initiatives that are priorities for the entire Office, including the Genesis Mission, scientific discovery, fusion energy, and quantum science. SCAC will be chaired by Persis Drell, professor of materials science and engineering and physics at Stanford University, provost emerita of Stanford, and

Read More »

Transmission planning, development improved since 2023 in most US regions: report

Listen to the article 4 min This audio is auto-generated. Please let us know if you have feedback. Dive Brief: Transmission planning and development is improving in most parts of the United States, driven by new federal planning requirements, according to a report released Tuesday by Americans for a Clean Energy Grid. New England’s grade jumped to a “B” from the “D+” it received in the benchmark report ACEG issued in 2023. However, the grade for Texas slipped to a “D-” from a “D+” two years ago, and the grade for the Southeast remained unchanged at “F.” “In the Southeast, a key hurdle for regional transmission planning is the lack of access to information and transparency,” Grid Strategies, which wrote the report, said. “Beyond the projects under development in Georgia, there is resistance to building large, high-voltage transmission.” Dive Insight: Transmission planning and development grades by region. Permission granted by Americans for a Clean Energy Grid “Transmission planning works when it’s proactive, coordinated, and long-term,” Christina Hayes, ACEG executive director, said in a press release. “The challenge now is scaling those successes fast enough — across and between regions — to keep electricity affordable and reliable for all Americans as demand continues to grow.” Regional transmission planning reforms from Federal Energy Regulatory Commission’s Order No. 1920 are beginning to take hold, and early progress is visible in several regions, Grid Strategies said in the report. “However, many regions continue to fall well short of best practices, and progress remains uneven relative to the scale and urgency of today’s transmission needs,” Grid Strategies said. The report comes amid surging load growth forecasts, which could lead to short-term, inefficient transmission fixes, it says. The report’s authors call for the power sector to embrace long‑term regional and interregional planning. “Proactive, holistic long‑term planning that also

Read More »

USA Flagged Oil Tanker Hailed by Armed Ships in Hormuz

(Update) February 3, 2026, 4:42 PM GMT: Article updated with details of vessel involved. An oil tanker that’s part of a US-military fuel procurement program was hailed by small armed ships in the Strait of Hormuz off Iran’s coast on Tuesday, amid heightened tensions between the two countries.  The US-flagged Stena Imperative was hailed over radio while transiting the vital waterway, according to multiple maritime security companies, who declined to be named citing sensitive information. The tanker continued its planned route and didn’t divert, despite the requests, they said.  Iranian media said the country’s naval forces warned a vessel to leave Iranian territorial waters after failing to produce the necessary legal documents. The vessel departed immediately after the warning, Iran’s semi-official Fars News said. A spokesperson for Crowley, which manages the Stena Imperative, didn’t respond to multiple requests for comment. The vessel’s owner referred questions to Crowley. The incident, which was earlier reported by the UK’s naval liaison in the region, occurred in a part of the inbound maritime corridor into the Strait of Hormuz, the narrow chokepoint that allows ships to enter and exit the Persian Gulf and accounts for about a quarter of the world’s seaborne oil trade.  President Donald Trump last week threatened a fresh attack on Iran, heightening tensions between the two nations. He has since said talks between the two countries over a new nuclear deal could take place in the coming days. The ship is part of the US Tanker Security Program, which aims to ensure that the Department of Defense has access to a fleet of American-flagged fuel tankers at all times.  Iran has in the past both harassed and seized ships sailing near to its shores. Last year, it diverted a ship called the Talara to its waters, before unloading its cargo and releasing it. Late last week,

Read More »

Cisco: Infrastructure, trust, model development are key AI challenges

“The G200 chip was for the scale out, because what’s happening now is these models are getting bigger where they don’t just fit within a single data center. You don’t have enough power to just pull into a single data center,” Patel said. “So now you need to have data centers that might be hundreds of kilometers apart, that operate like an ultra-cluster that are coherent. And so that requires a completely different chip architecture to make sure that you have capabilities like deep buffering and so on and so forth… You need to make sure that these data centers can be scaled across physical boundaries.”  “In addition, we are reaching the physical limits of copper and optics, and coherent optics especially are going to be extremely important as we go start building out this data center infrastructure. So that’s an area that you’re starting to see a tremendous amount of progress being made,” Patel said. The second constraint is the AI trust deficit, Patel said. “We currently need to make sure that these systems are trusted by the people that are using them, because if you don’t trust these systems, you’ll never use them,” Patel said. “This is the first time that security is actually becoming a prerequisite for adoption. In the past, you always ask the question whether you want to be secure, or you want to be productive. And those were kind of needs that offset each other,” Patel said. “We need to make sure that we trust not just using AI for cyber defense, but we trust AI itself,” Patel said. The third constraint is the notion of a data gap. AI models get trained on human-generated data that’s publicly available on the Internet, but “we’re running out,” Patel said. “And what you’re starting to see happen

Read More »

Trump Cuts India Tariffs

President Donald Trump said he would roll back punitive tariffs on India in return for an agreement that Prime Minister Narendra Modi would stop buying Russian oil, easing months of tension between the two countries. Following a phone call with Modi, Trump said on social media that he would cut a US levy on Indian goods to 18% from 25%. The US president is also removing an extra punitive 25% duty applied in response to India’s purchases of crude from Russia, according to officials familiar with the matter. India would “move forward to reduce their Tariffs and Non Tariff Barriers against the United States, to ZERO”, Trump wrote, as well as purchase “over $500 BILLION DOLLARS of U.S. Energy, Technology, Agricultural, Coal, and many other products.”  Modi confirmed the pact, posting on social media that “Made in India products will now have a reduced tariff of 18%.” He did not provide further details on oil or on agricultural imports, a major sticking point for New Delhi. Wonderful to speak with my dear friend President Trump today. Delighted that Made in India products will now have a reduced tariff of 18%. Big thanks to President Trump on behalf of the 1.4 billion people of India for this wonderful announcement. When two large economies and the… — Narendra Modi (@narendramodi) February 2, 2026 India has not traditionally been an importer of Russian crude, but emerged as a key buyer in the aftermath of Moscow’s 2022 invasion of Ukraine, as trade flows were upended and discounts became attractive. The Trump administration’s efforts to choke off Russia’s flows to India have slowed shipments, but not halted them. In October, Trump also announced Modi had agreed to cease purchases of Russian oil. Without a firm trade deal in place, though, Indian refiners continued to buy cheap crude from Moscow. Later

Read More »

Oil Ends Day Higher After Drone Incident

Oil edged higher after US and Iranian forces appeared to square off in the sea and air, heightening concerns about an escalation in tensions. West Texas Intermediate rose to settle above $63 a barrel after an Iranian drone approached an American aircraft carrier in the Arabian Sea and was shot down. The episode restored some geopolitical risk premium that had ebbed in recent days amid signs Washington was softening its stance on Tehran. Futures pared some gains after White House Press Secretary Karoline Leavitt said US President Donald Trump wants to pursue diplomacy “first” with Iran. Prices advanced in post-settlement trading, rising as much as 3.3%. The development came hours after an oil tanker that is part of a US military fuel procurement program was hailed by Iranian ships in the Strait of Hormuz, evincing renewed risks to maritime traffic in the region. Tanker rates have soared in recent days over concerns about the Hormuz chokepoint through which about one-third of the world’s oil flows. The events underscore how recent US moves toward diplomacy with Iran reflect not a desire to deescalate but a calculation that Washington has sufficient leverage to strong-arm Tehran into a nuclear agreement, among other demands, according to Gregory Brew, geopolitical analyst at the Eurasia Group. He estimates that a $3 to $5 risk premium is currently baked into prices. Leavitt’s comments are likely an attempt “to brush off efforts by the Iranians to destabilize the environment, because the environment right now is favorable to the US,” Brew added. Still, Tuesday’s episode whipsawed investors who had been watching moves that suggested the US was steering clear of military strikes on the country over its nuclear program and handling of recent protests. Trump earlier said talks could begin within days after Tehran signaled it was ready to

Read More »

Energy Department Announces Members of the Office of Science Advisory Committee, Strengthening Gold Standard Science in America

WASHINGTON—The U.S. Department of Energy (DOE) today announced the chair and members of the newly established Office of Science Advisory Committee (SCAC), a unified advisory body that will provide independent advice on complex scientific and technical challenges across the Department’s Office of Science. Today’s announcement advances the Department’s implementation of President Trump’s Executive Order Restoring Gold Standard Science as the cornerstone of federal research—ensuring that the Department and its National Laboratory systems’ science is collaborative, transparent, and guided by evidence to rebuild public trust in science. As DOE modernizes and strengthens its scientific enterprise, SCAC will provide expert input to help inform priorities, improve coordination, and address cross-cutting research challenges across the Office of Science. “The establishment of SCAC underscores the Department’s commitment to scientific integrity and the power of partnership,” said DOE Under Secretary for Science Darío Gil. “By bringing together leading minds from diverse institutions, we’re forging a collaborative framework that will not only enhance our scientific endeavors but also accelerate the translation of fundamental research into tangible benefits for the American people. This committee exemplifies how shared vision and collective expertise are essential for navigating the complex scientific landscape of today and tomorrow.” Members of SCAC, appointed by Under Secretary Gil, represent the full breadth of Office of Science research, drawing expertise from leaders across academia, industry, science philanthropy, and the Department’s National Laboratories. The Committee will help the Office of Science adapt to a rapidly evolving research landscape and address interdisciplinary challenges in a streamlined and flexible manner. It will also provide advice on initiatives that are priorities for the entire Office, including the Genesis Mission, scientific discovery, fusion energy, and quantum science. SCAC will be chaired by Persis Drell, professor of materials science and engineering and physics at Stanford University, provost emerita of Stanford, and

Read More »

Transmission planning, development improved since 2023 in most US regions: report

Listen to the article 4 min This audio is auto-generated. Please let us know if you have feedback. Dive Brief: Transmission planning and development is improving in most parts of the United States, driven by new federal planning requirements, according to a report released Tuesday by Americans for a Clean Energy Grid. New England’s grade jumped to a “B” from the “D+” it received in the benchmark report ACEG issued in 2023. However, the grade for Texas slipped to a “D-” from a “D+” two years ago, and the grade for the Southeast remained unchanged at “F.” “In the Southeast, a key hurdle for regional transmission planning is the lack of access to information and transparency,” Grid Strategies, which wrote the report, said. “Beyond the projects under development in Georgia, there is resistance to building large, high-voltage transmission.” Dive Insight: Transmission planning and development grades by region. Permission granted by Americans for a Clean Energy Grid “Transmission planning works when it’s proactive, coordinated, and long-term,” Christina Hayes, ACEG executive director, said in a press release. “The challenge now is scaling those successes fast enough — across and between regions — to keep electricity affordable and reliable for all Americans as demand continues to grow.” Regional transmission planning reforms from Federal Energy Regulatory Commission’s Order No. 1920 are beginning to take hold, and early progress is visible in several regions, Grid Strategies said in the report. “However, many regions continue to fall well short of best practices, and progress remains uneven relative to the scale and urgency of today’s transmission needs,” Grid Strategies said. The report comes amid surging load growth forecasts, which could lead to short-term, inefficient transmission fixes, it says. The report’s authors call for the power sector to embrace long‑term regional and interregional planning. “Proactive, holistic long‑term planning that also

Read More »

USA Flagged Oil Tanker Hailed by Armed Ships in Hormuz

(Update) February 3, 2026, 4:42 PM GMT: Article updated with details of vessel involved. An oil tanker that’s part of a US-military fuel procurement program was hailed by small armed ships in the Strait of Hormuz off Iran’s coast on Tuesday, amid heightened tensions between the two countries.  The US-flagged Stena Imperative was hailed over radio while transiting the vital waterway, according to multiple maritime security companies, who declined to be named citing sensitive information. The tanker continued its planned route and didn’t divert, despite the requests, they said.  Iranian media said the country’s naval forces warned a vessel to leave Iranian territorial waters after failing to produce the necessary legal documents. The vessel departed immediately after the warning, Iran’s semi-official Fars News said. A spokesperson for Crowley, which manages the Stena Imperative, didn’t respond to multiple requests for comment. The vessel’s owner referred questions to Crowley. The incident, which was earlier reported by the UK’s naval liaison in the region, occurred in a part of the inbound maritime corridor into the Strait of Hormuz, the narrow chokepoint that allows ships to enter and exit the Persian Gulf and accounts for about a quarter of the world’s seaborne oil trade.  President Donald Trump last week threatened a fresh attack on Iran, heightening tensions between the two nations. He has since said talks between the two countries over a new nuclear deal could take place in the coming days. The ship is part of the US Tanker Security Program, which aims to ensure that the Department of Defense has access to a fleet of American-flagged fuel tankers at all times.  Iran has in the past both harassed and seized ships sailing near to its shores. Last year, it diverted a ship called the Talara to its waters, before unloading its cargo and releasing it. Late last week,

Read More »

UK Navy Says Ship Hailed by Armed Vessels in Hormuz

(Update) February 3, 2026, 4:42 PM GMT: Article updated with details of vessel involved. An oil tanker that’s part of a US-military fuel procurement program was hailed by small armed ships in the Strait of Hormuz off Iran’s coast on Tuesday, amid heightened tensions between the two countries.  The US-flagged Stena Imperative was hailed over radio while transiting the vital waterway, according to multiple maritime security companies, who declined to be named citing sensitive information. The tanker continued its planned route and didn’t divert, despite the requests, they said.  Iranian media said the country’s naval forces warned a vessel to leave Iranian territorial waters after failing to produce the necessary legal documents. The vessel departed immediately after the warning, Iran’s semi-official Fars News said. A spokesperson for Crowley, which manages the Stena Imperative, didn’t respond to multiple requests for comment. The vessel’s owner referred questions to Crowley. The incident, which was earlier reported by the UK’s naval liaison in the region, occurred in a part of the inbound maritime corridor into the Strait of Hormuz, the narrow chokepoint that allows ships to enter and exit the Persian Gulf and accounts for about a quarter of the world’s seaborne oil trade.  President Donald Trump last week threatened a fresh attack on Iran, heightening tensions between the two nations. He has since said talks between the two countries over a new nuclear deal could take place in the coming days. The ship is part of the US Tanker Security Program, which aims to ensure that the Department of Defense has access to a fleet of American-flagged fuel tankers at all times.  Iran has in the past both harassed and seized ships sailing near to its shores. Last year, it diverted a ship called the Talara to its waters, before unloading its cargo and releasing it. Late last week,

Read More »

Iran Risk Hands Oil Algos Early Test

Algorithmic traders have racked up a third straight year of losses in oil, the longest slump on record, with hopes for a turnaround in 2026 facing an early test amid geopolitical volatility.   Price swings sparked by tariffs and wider upheaval from Iran to Ukraine last year starved market players known as commodity-trading advisers, or CTAs, of the clear directional signals they need to profit. The algorithmic traders suffered their longest annual losing streak last year in data going back to 2000, according to analytics firm Kpler. CTAs, which seize on trends, are notorious for amplifying price moves in either direction. For a brief period, conditions appeared to be tilting in their favor. Growing consensus that the oil market will be oversupplied gave CTAs a clear signal late last year, allowing them to eke out a rare positive quarter, according to analysts. That’s compared to much of the rest of 2025, as they struggled to grasp onto a trend amid the Trump administration’s unpredictable trade policy and conflicts in the Middle East.  The positive late-year momentum spurred CTAs to increase their presence in WTI’s front-month contract, according to Kpler, amplifying volatility and complicating market conditions for participants with physical exposure. The shift could be particularly consequential as geopolitical risks, like the threat of US strikes against Iran, trigger sharp price swings. “Choppy ranges, fake breakouts against the underlying fundamentals, signals that worked for about two days before reversing,” Cayler Capital, an oil-focused commodity trading adviser run by Brent Belote, wrote of last year’s trading environment in a letter to investors seen by Bloomberg. “This is the kind of market that exists solely to humble quants and annoy traders.” The turmoil led CTAs to change their position in US oil in roughly 80% of the weeks in 2025, according to data from Kpler. The

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.

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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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Three Aberdeen oil company headquarters sell for £45m

Three Aberdeen oil company headquarters have been sold in a deal worth £45 million. The CNOOC, Apache and Taqa buildings at the Prime Four business park in Kingswells have been acquired by EEH Ventures. The trio of buildings, totalling 275,000 sq ft, were previously owned by Canadian firm BMO. The financial services powerhouse first bought the buildings in 2014 but took the decision to sell the buildings as part of a “long-standing strategy to reduce their office exposure across the UK”. The deal was the largest to take place throughout Scotland during the last quarter of 2024. Trio of buildings snapped up London headquartered EEH Ventures was founded in 2013 and owns a number of residential, offices, shopping centres and hotels throughout the UK. All three Kingswells-based buildings were pre-let, designed and constructed by Aberdeen property developer Drum in 2012 on a 15-year lease. © Supplied by CBREThe Aberdeen headquarters of Taqa. Image: CBRE The North Sea headquarters of Middle-East oil firm Taqa has previously been described as “an amazing success story in the Granite City”. Taqa announced in 2023 that it intends to cease production from all of its UK North Sea platforms by the end of 2027. Meanwhile, Apache revealed at the end of last year it is planning to exit the North Sea by the end of 2029 blaming the windfall tax. The US firm first entered the North Sea in 2003 but will wrap up all of its UK operations by 2030. Aberdeen big deals The Prime Four acquisition wasn’t the biggest Granite City commercial property sale of 2024. American private equity firm Lone Star bought Union Square shopping centre from Hammerson for £111m. © ShutterstockAberdeen city centre. Hammerson, who also built the property, had originally been seeking £150m. BP’s North Sea headquarters in Stoneywood, Aberdeen, was also sold. Manchester-based

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2025 ransomware predictions, trends, and how to prepare

Zscaler ThreatLabz research team has revealed critical insights and predictions on ransomware trends for 2025. The latest Ransomware Report uncovered a surge in sophisticated tactics and extortion attacks. As ransomware remains a key concern for CISOs and CIOs, the report sheds light on actionable strategies to mitigate risks. Top Ransomware Predictions for 2025: ● AI-Powered Social Engineering: In 2025, GenAI will fuel voice phishing (vishing) attacks. With the proliferation of GenAI-based tooling, initial access broker groups will increasingly leverage AI-generated voices; which sound more and more realistic by adopting local accents and dialects to enhance credibility and success rates. ● The Trifecta of Social Engineering Attacks: Vishing, Ransomware and Data Exfiltration. Additionally, sophisticated ransomware groups, like the Dark Angels, will continue the trend of low-volume, high-impact attacks; preferring to focus on an individual company, stealing vast amounts of data without encrypting files, and evading media and law enforcement scrutiny. ● Targeted Industries Under Siege: Manufacturing, healthcare, education, energy will remain primary targets, with no slowdown in attacks expected. ● New SEC Regulations Drive Increased Transparency: 2025 will see an uptick in reported ransomware attacks and payouts due to new, tighter SEC requirements mandating that public companies report material incidents within four business days. ● Ransomware Payouts Are on the Rise: In 2025 ransom demands will most likely increase due to an evolving ecosystem of cybercrime groups, specializing in designated attack tactics, and collaboration by these groups that have entered a sophisticated profit sharing model using Ransomware-as-a-Service. To combat damaging ransomware attacks, Zscaler ThreatLabz recommends the following strategies. ● Fighting AI with AI: As threat actors use AI to identify vulnerabilities, organizations must counter with AI-powered zero trust security systems that detect and mitigate new threats. ● Advantages of adopting a Zero Trust architecture: A Zero Trust cloud security platform stops

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The Download: squeezing more metal out of aging mines, and AI’s truth crisis

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. Microbes could extract the metal needed for cleantech In a pine forest on Michigan’s Upper Peninsula, the only active nickel mine in the US is nearing the end of its life. At a time when carmakers want the metal for electric-vehicle batteries, nickel concentration at Eagle Mine is falling and could soon drop too low to warrant digging.Demand for nickel, copper, and rare earth elements is rapidly increasing amid the explosive growth of metal-intensive data centers, electric cars, and renewable energy projects. But producing these metals is becoming harder and more expensive because miners have already exploited the best resources. Here’s how biotechnology could help.—Matt Blois
What we’ve been getting wrong about AI’s truth crisis —James O’DonnellWhat would it take to convince you that the era of truth decay we were long warned about—where AI content dupes us, shapes our beliefs even when we catch the lie, and erodes societal trust in the process—is now here?A story I published last week pushed me over the edge. And it also made me realize that the tools we were sold as a cure for this crisis are failing miserably. Read the full story.This story originally appeared in The Algorithm, our weekly newsletter on AI. To get stories like this in your inbox first, sign up here.
TR10: Hyperscale AI data centers In sprawling stretches of farmland and industrial parks, supersized buildings packed with racks of computers are springing up to fuel the AI race.These engineering marvels are a new species of infrastructure: supercomputers designed to train and run large language models at mind-­bending scale, complete with their own specialized chips, cooling systems, and even energy supplies. But all that impressive computing power comes at a cost. Read why we’ve named hyperscale AI data centers as of our 10 Breakthrough Technologies this year, and check out the rest of the list. The must-reads I’ve combed the internet to find you today’s most fun/important/scary/fascinating stories about technology. 1 Elon Musk’s SpaceX has acquired xAIThe deal values the combined companies at a cool $1.25 trillion. (WSJ $)+ It also paves the way for SpaceX to offer an IPO later this year. (WP $)+ Meanwhile, OpenAI has accused xAI of destroying legal evidence. (Bloomberg $)

2 NASA has delayed the launch of Artemis IIIt’s been pushed back to March due to the discovery of a hydrogen leak. (Ars Technica)+ The rocket’s predecessor was also plagued by fuel leaks. (Scientific American) 3 Russia is hiring a guerilla youth army onlineThey’re committing arson and spying on targets across Europe. (New Yorker $)4 Grok is still generating undressed images of menWeeks after the backlash over it doing the same to women. (The Verge)+ How Grok descended into becoming a porn generator. (WP $)+ Inside the marketplace powering bespoke AI deepfakes of real women. (MIT Technology Review)5 OpenAI is searching for alternatives to Nvidia’s chipsIt’s reported to be unhappy about the speed at which it powers ChatGPT. (Reuters) 6 The latest attempt to study a notoriously unstable glacier has failedScientists lost their equipment within Antarctica’s Thwaites Glacier over the weekend. (NYT $)+ Inside a new quest to save the “doomsday glacier” (MIT Technology Review) 7 The world is trying to wean itself off American technologyGovernments are growing increasingly uneasy about their reliance on the US. (Rest of World) 8 AI’s sloppy writing is driving demand for real human writersLong may it continue. (Insider $) 9 This female-dominated fitness community hates Mark ZuckerbergHis decision to shut down three VR studios means their days of playing their favorite workout game are numbered. (The Verge)+ Welcome to the AI gym staffed by virtual trainers. (MIT Technology Review)10 This cemetery has an eco-friendly solution for its overcrowding problemIf you’re okay with your loved one becoming gardening soil, that is. (WSJ $)+ Why America is embracing the right to die now. (Economist $)+ What happens when you donate your body to science. (MIT Technology Review) Quote of the day
“In the long term, space-based AI is obviously the only way to scale…I mean, space is called ‘space’ for a reason.” —Elon Musk explains his rationale for combining SpaceX with xAI in a blog post.
One more thing On the ground in Ukraine’s largest Starlink repair shopStarlink is absolutely critical to Ukraine’s ability to continue in the fight against Russia. It’s how troops in battle zones stay connected with faraway HQs; it’s how many of the drones essential to Ukraine’s survival hit their targets; it’s even how soldiers stay in touch with spouses and children back home.However, Donald Trump’s fickle foreign policy and reports suggesting Elon Musk might remove Ukraine’s access to the services have cast the technology’s future in the country into doubt.For now Starlink access largely comes down to the unofficial community of users and engineers, including the expert “Dr. Starlink”—famous for his creative ways of customizing the systems—who have kept Ukraine in the fight, both on and off the front line. He gave MIT Technology Review exclusive access to his unofficial Starlink repair workshop in the city of Lviv. Read the full story. —Charlie Metcalfe We can still have nice things A place for comfort, fun and distraction to brighten up your day. (Got any ideas? Drop me a line or skeet ’em at me.) + The Norwegian countryside sure looks beautiful.+ Quick—it’s time to visit these food destinations before the TikTok hordes descend.+ Rest in power Catherine O’Hara, our favorite comedy queen.+ Take some time out of your busy day to read a potted history of boats 🚣

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Microbes could extract the metal needed for cleantech

In a pine forest on Michigan’s Upper Peninsula, the only active nickel mine in the US is nearing the end of its life. At a time when carmakers want the metal for electric-vehicle batteries, nickel concentration at Eagle Mine is falling and could soon drop too low to warrant digging. But earlier this year, the mine’s owner started testing a new process that could eke out a bit more nickel. In a pair of shipping containers recently installed at the mine’s mill, a fermentation-derived broth developed by the startup Allonnia is mixed with concentrated ore to capture and remove impurities. The process allows nickel production from lower-quality ore.  Kent Sorenson, Allonnia’s chief technology officer, says this approach could help companies continue operating sites that, like Eagle Mine, have burned through their best ore. “The low-hanging fruit is to keep mining the mines that we have,” he says.  Demand for nickel, copper, and rare earth elements is rapidly increasing amid the explosive growth of metal-intensive data centers, electric cars, and renewable energy projects. But producing these metals is becoming harder and more expensive because miners have already exploited the best resources. Like the age-old technique of rolling up the end of a toothpaste tube, Allonnia’s broth is one of a number of ways that biotechnology could help miners squeeze more metal out of aging mines, mediocre ore, or piles of waste.
The mining industry has intentionally seeded copper ore with microbes for decades. At current copper bioleaching sites, miners pile crushed copper ore into heaps and add sulfuric acid. Acid-loving bacteria like Acidithiobacillus ferrooxidans colonize the mound. A chemical the organisms produce breaks the bond between sulfur and copper molecules to liberate the metal. Until now, beyond maintaining the acidity and blowing air into the heap, there wasn’t much more miners could do to encourage microbial growth. But Elizabeth Dennett, CEO of the startup Endolith, says the decreasing cost of genetic tools is making it possible to manage the communities of microbes in a heap more actively. “The technology we’re using now didn’t exist a few years ago,” she says.
Endolith analyzes bits of DNA and RNA in the copper-rich liquid that flows out of an ore heap to characterize the microbes living inside. Combined with a suite of chemical analyses, the information helps the company determine which microbes to sprinkle on a heap to optimize extraction.  Endolith scientists use columns filled with copper ore to test the firm’s method of actively managing microbes in the ore to increase metal extraction. In lab tests on ore from the mining firm BHP, Endolith’s active techniques outperformed passive bioleaching approaches. In November, the company raised $16.5 million to move from its Denver lab to heaps in active mines. Despite these promising early results, Corale Brierley, an engineer who has worked on metal bioleaching systems since the 1970s, questions whether companies like Endolith that add additional microbes to ore will successfully translate their processes to commercial scales. “What guarantees are you going to give the company that those organisms will actually grow?” Brierley asks. Big mining firms that have already optimized every hose, nut, and bolt in their process won’t be easy to convince either, says Diana Rasner, an analyst covering mining technology for the research firm Cleantech Group.  “They are acutely aware of what it takes to scale these technologies because they know the industry,” she says. “They’ll be your biggest supporters, but they’re going to be your biggest critics.” In addition to technical challenges, Rasner points out that venture-capital-backed biotechnology startups will struggle to deliver the quick returns their investors seek. Mining companies want lots of data before adopting a new process, which could take years of testing to compile. “This is not software,” Rasner says.   Nuton, a subsidiary of the mining giant Rio Tinto, is a good example. The company has been working for decades on a copper bioleaching process that uses a blend of archaea and bacteria strains, plus some chemical additives. But it started demonstrating the technology only late last year, at a mine in Arizona.  Nuton is testing an improved bioleaching process at Gunnison Copper’s Johnson Camp mine in Arizona. While Endolith and Nuton use naturally occurring microbes, the startup 1849 is hoping to achieve a bigger performance boost by genetically engineering microbes.

“You can do what mining companies have traditionally done,” says CEO Jai Padmakumar. “Or you can try to take the moonshot bet and engineer them. If you get that, you have a huge win.” Genetic engineering would allow 1849 to tailor its microbes to the specific challenges facing a customer. But engineering organisms can also make them harder to grow, warns Buz Barstow, a Cornell University microbiologist who studies applications for biotechnology in mining. Other companies are trying to avoid that trade-off by applying the products of microbial fermentation, rather than live organisms. Alta Resource Technologies, which closed a $28 million investment round in December, is engineering microbes that make proteins capable of extracting and separating rare earth elements. Similarly, the startup REEgen, based in Ithaca, New York, relies on the organic acids produced by an engineered strain of Gluconobacter oxydans to extract rare earth elements from ore and from waste materials like metal recycling slag, coal ash, or old electronics. “The microbes are the manufacturing,” says CEO Alexa Schmitz, an alumna of Barstow’s lab. To make a dent in the growing demand for metal, this new wave of biotechnologies will have to go beyond copper and gold, says Barstow. In 2024, he started a project to map out genes that could be useful for extracting and separating a wider range of metals. Even with the challenges ahead, he says, biotechnology has the potential to transform mining the way fracking changed natural gas. “Biomining is one of these areas where the need … is big enough,” he says.  The challenge will be moving fast enough to keep up with growing demand.

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What we’ve been getting wrong about AI’s truth crisis

This story originally appeared in The Algorithm, our weekly newsletter on AI. To get stories like this in your inbox first, sign up here. What would it take to convince you that the era of truth decay we were long warned about—where AI content dupes us, shapes our beliefs even when we catch the lie, and erodes societal trust in the process—is now here? A story I published last week pushed me over the edge. It also made me realize that the tools we were sold as a cure for this crisis are failing miserably.  On Thursday, I reported the first confirmation that the US Department of Homeland Security, which houses immigration agencies, is using AI video generators from Google and Adobe to make content that it shares with the public. The news comes as immigration agencies have flooded social media with content to support President Trump’s mass deportation agenda—some of which appears to be made with AI (like a video about “Christmas after mass deportations”). But I received two types of reactions from readers that may explain just as much about the epistemic crisis we’re in. 
One was from people who weren’t surprised, because on January 22 the White House had posted a digitally altered photo of a woman arrested at an ICE protest, one that made her appear hysterical and in tears. Kaelan Dorr, the White House’s deputy communications director, did not respond to questions about whether the White House altered the photo but wrote, “The memes will continue.” The second was from readers who saw no point in reporting that DHS was using AI to edit content shared with the public, because news outlets were apparently doing the same. They pointed to the fact that the news network MS Now (formerly MSNBC) shared an image of Alex Pretti that was AI-edited and appeared to make him look more handsome, a fact that led to many viral clips this week, including one from Joe Rogan’s podcast. Fight fire with fire, in other words? A spokesperson for MS Now told Snopes that the news outlet aired the image without knowing it was edited.
There is no reason to collapse these two cases of altered content into the same category, or to read them as evidence that truth no longer matters. One involved the US government sharing a clearly altered photo with the public and declining to answer whether it was intentionally manipulated; the other involved a news outlet airing a photo it should have known was altered but taking some steps to disclose the mistake. What these reactions reveal instead is a flaw in how we were collectively preparing for this moment. Warnings about the AI truth crisis revolved around a core thesis: that not being able to tell what is real will destroy us, so we need tools to independently verify the truth. My two grim takeaways are that these tools are failing, and that while vetting the truth remains essential, it is no longer capable on its own of producing the societal trust we were promised. For example, there was plenty of hype in 2024 about the Content Authenticity Initiative, cofounded by Adobe and adopted by major tech companies, which would attach labels to content disclosing when it was made, by whom, and whether AI was involved. But even Adobe itself applies these labels only when the content is entirely AI generated rather than partially so.  And platforms like X, where the altered arrest photo was posted, can strip content of such labels anyway (a note that the photo was altered was added by users). Platforms can also simply not choose to show the label; indeed, when Adobe launched the initiative, it noted that the Pentagon’s website for sharing official images, DVIDS, would display the labels to prove authenticity, but a review of the website today shows no such labels. Noticing how much traction the White House’s photo got even after it was shown to be AI-altered, I was struck by the findings of a very relevant new paper published in the journal Communications Psychology. In the study, participants watched a deepfake “confession” to a crime, and the researchers found that even when they were told explicitly that the evidence was fake, participants relied on it when judging an individual’s guilt. In other words, even when people learn that the content they’re looking at is entirely fake, they remain emotionally swayed by it.  “Transparency helps, but it isn’t enough on its own,” the disinformation expert Christopher Nehring wrote recently about the study’s findings. “We have to develop a new masterplan of what to do about deepfakes.” AI tools to generate and edit content are getting more advanced, easier to operate, and cheaper to run—all reasons why the US government is increasingly paying to use them. We were well warned of this, but we responded by preparing for a world in which the main danger was confusion. What we’re entering instead is a world in which influence survives exposure, doubt is easily weaponized, and establishing the truth does not serve as a reset button. And the defenders of truth are already trailing way behind.

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The crucial first step for designing a successful enterprise AI system

Provided byMistral AIMany organizations rushed into generative AI, only to see pilots fail to deliver value. Now, companies want measurable outcomes—but how do you design for success? At Mistral AI, we partner with global industry leaders to co-design tailored AI solutions that solve their most difficult problems. Whether it’s increasing CX productivity with Cisco, building a more intelligent car with Stellantis, or accelerating product innovation with ASML, we start with open frontier models and customize AI systems to deliver impact for each company’s unique challenges and goals. Our methodology starts by identifying an iconic use case, the foundation for AI transformation that sets the blueprint for future AI solutions. Choosing the right use case can mean the difference between true transformation and endless tinkering and testing. Identifying an iconic use case Mistral AI has four criteria that we look for in a use case: strategic, urgent, impactful, and feasible.
First, the use case must be strategically valuable, addressing a core business process or a transformative new capability. It needs to be more than an optimization; it needs to be a gamechanger. The use case needs to be strategic enough to excite an organization’s C-suite and board of directors. For example, use cases like an internal-facing HR chatbot are nice to have, but they are easy to solve and are not enabling any new innovation or opportunities. On the other end of the spectrum, imagine an externally facing banking assistant that can not only answer questions, but also help take actions like blocking a card, placing trades, and suggesting upsell/cross-sell opportunities. This is how a customer-support chatbot is turned into a strategic revenue-generating asset.
Second, the best use case to move forward with should be highly urgent and solve a business-critical problem that people care about right now. This project will take time out of people’s days—it needs to be important enough to justify that time investment. And it needs to help business users solve immediate pain points. Third, the use case should be pragmatic and impactful. From day one, our shared goal with our customers is to deploy into a real-world production environment to enable testing the solution with real users and gather feedback. Many AI prototypes end up in the graveyard of fancy demos that are not good enough to put in front of customers, and without any scaffolding to evaluate and improve. We work with customers to ensure prototypes are stable enough to release, and that they have the necessary support and governance frameworks. Finally, the best use case is feasible. There may be several urgent projects, but choosing one that can deliver a quick return on investment helps to maintain the momentum needed to continue and scale. This means looking for a project that can be in production within three months—and a prototype can be live within a few weeks. It’s important to get a prototype in front of end users as fast as possible to get feedback to make sure the project is on track, and pivot as needed. Where use cases fall short Enterprises are complex, and the path forward is not usually obvious. To weed through all the possibilities and uncover the right first use case, Mistral AI will run workshops with our customers, hand-in-hand with subject-matter experts and end users. Representatives from different functions will demo their processes and discuss business cases that could be candidates for a first use case—and together we agree on a winner. Here are some examples of types of projects that don’t qualify. Moonshots: Ambitious bets that excite leadership but lack a path to quick ROI. While these projects can be strategic and urgent, they rarely meet the feasibility and impact requirements. Future investments: Long-term plays that can wait. While these projects can be strategic and feasible, they rarely meet the urgency and impact requirements.

Tactical fixes: Firefighting projects that solve immediate pain but don’t move the needle. While these cases can be urgent and feasible, they rarely meet the strategy and impact requirements. Quick wins: Useful for building momentum, but not transformative. While they can be impactful and feasible, they rarely meet the strategy and urgency requirements. Blue sky ideas: These projects are gamechangers, but they need maturity to be viable. While they can be strategic and impactful, they rarely meet the urgency and feasibility requirements. Hero projects: These are high-pressure initiatives that lack executive sponsorship or realistic timelines. While they can be urgent and impactful, they rarely meet the strategy and feasibility requirements. Moving from use case to deployment Once a clearly defined and strategic use case ready for development is identified, it’s time to move into the validation phase. This means doing an initial data exploration and data mapping, identifying a pilot infrastructure, and choosing a target deployment environment. This step also involves agreeing on a draft pilot scope, identifying who will participate in the proof of concept, and setting up a governance process. Once this is complete, it’s time to move into the building phase. Companies that partner with Mistral work with our in-house applied AI scientists who build our frontier models. We work together to design, build, and deploy the first solution. During this phase, we focus on co-creation, so we can transfer knowledge and skills to the organizations we’re partnering with. That way, they can be self-sufficient far into the future. The output of this phase is a deployed AI solution with empowered teams capable of independent operation and innovation.
The first step is everything After the first win, it’s imperative to use the momentum and learnings from the iconic use case to identify more high-value AI solutions to roll out. Success is when we have a scalable AI transformation blueprint with multiple high-value solutions across the organization. But none of this could happen without successfully identifying that first iconic use case. This first step is not just about selecting a project—it’s about setting the foundation for your entire AI transformation.
It’s the difference between scattered experiments and a strategic, scalable journey toward impact. At Mistral AI, we’ve seen how this approach unlocks measurable value, aligns stakeholders, and builds momentum for what comes next. The path to AI success starts with a single, well-chosen use case: one that is bold enough to inspire, urgent enough to demand action, and pragmatic enough to deliver. This content was produced by Mistral AI. It was not written by MIT Technology Review’s editorial staff.

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The Download: inside a deepfake marketplace, and EV batteries’ future

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. Inside the marketplace powering bespoke AI deepfakes of real women Civitai—an online marketplace for buying and selling AI-generated content, backed by the venture capital firm Andreessen Horowitz—is letting users buy custom instruction files for generating celebrity deepfakes. Some of these files were specifically designed to make pornographic images banned by the site, a new analysis has found. The study, from researchers at Stanford and Indiana University, looked at people’s requests for content on the site, called “bounties.” The researchers found that between mid-2023 and the end of 2024, most bounties asked for animated content—but a significant portion were for deepfakes of real people, and 90% of these deepfake requests targeted women. Read the full story.
—James O’Donnell
What’s next for EV batteries in 2026 Demand for electric vehicles and the batteries that power them has never been hotter. In 2025, EVs made up over a quarter of new vehicle sales globally, up from less than 5% in 2020. Some regions are seeing even higher uptake: In China, more than 50% of new vehicle sales last year were battery electric or plug-in hybrids. In Europe, more purely electric vehicles hit the roads in December than gas-powered ones. (The US is the notable exception here, dragging down the global average with a small sales decline from 2024.) As EVs become increasingly common on the roads, the battery world is growing too. Here’s what’s coming next for EV batteries in 2026 and beyond. —Casey Crownhart This story is part of MIT Technology Review’s What’s Next series, which examines industries, trends, and technologies to give you a first look at the future. You can read the rest of them here. TR10: Base-edited baby

Kyle “KJ” Muldoon Jr. was born with a rare, potentially fatal genetic disorder that left his body unable to remove toxic ammonia from his blood. The University of Pennsylvania offered his parents an alternative to a liver transplant: gene-editing therapies. The team set to work developing a tailored treatment using base editing—a form of CRISPR that can correct genetic “misspellings” by changing single bases, the basic units of DNA. KJ received an initial low dose when he was seven months old, and later received two higher doses. Today, KJ is doing well. At an event in October last year, his happy parents described how he was meeting all his developmental milestones. Others have received gene-editing therapies intended to treat conditions including sickle cell disease and a predisposition to high cholesterol. But KJ was the first to receive a personalized treatment—one that was designed just for him and will probably never be used again. Read why we made it one of our 10 Breakthrough Technologies this year, and check out the rest of the list. The must-reads I’ve combed the internet to find you today’s most fun/important/scary/fascinating stories about technology. 1 A social network for AI agents is vulnerable to abuseA misconfiguration meant anyone could take control of any agent. (404 Media)+ Moltbook is loosely modeled on Reddit, but humans are unable to post. (FT $)2 Google breached its own ethics rules to help an Israeli contractorIt helped a military worker to analyze drone footage, a whistleblower has claimed. (WP $) 3 Capgemini is selling its unit linked to ICEAfter the French government asked it to clarify its work for the agency. (Bloomberg $) + The company has signed $12.2mn in contracts under the Trump administration. (FT $)+ Here’s how to film ICE activities as safely as possible. (Wired $)4 China has a plan to prime its next generation of AI experts Thanks to its elite genius class system. (FT $)+ The country is going all-in on AI healthcare. (Rest of World)+ The State of AI: Is China about to win the race? (MIT Technology Review)
5 Indonesia has reversed its ban on xAI’s GrokAfter it announced plans to improve its compliance with the country’s laws. (Reuters)+ Indonesia maintains a strict stance against pornographic content. (NYT $)+ Malaysia and the Philippines have also lifted bans on the chatbot. (TechCrunch)6 Don’t expect to hitch a ride on a Blue Origin rocket anytime soonJeff Bezos’ venture won’t be taking tourists into space for at least two years. (NYT $)+ Artemis II astronauts are due to set off for the moon soon. (IEEE Spectrum)+ Commercial space stations are on our list of 10 Breakthrough Technologies for 2026. (MIT Technology Review)7 America’s push for high-speed internet is under threatThere aren’t enough skilled workers to meet record demand. (WSJ $) 8 Can AI help us grieve better?A growing cluster of companies are trying to find out. (The Atlantic $)+ Technology that lets us “speak” to our dead relatives has arrived. Are we ready? (MIT Technology Review)
9 How to fight future insect infestations 🍄A certain species of fungus could play a key role. (Ars Technica)+ How do fungi communicate? (MIT Technology Review)10 What a robot-made latte tastes like, according to a former baristaDamn fine, apparently. (The Verge) Quote of the day  “It feels like a wild bison rampaging around in my computer.” —A user who signed up to AI agent Moltbot remarks on the bot’s unpredictable behavior, Rest of World reports.
One more thing How Wi-Fi sensing became usable techWi-Fi sensing is a tantalizing concept: that the same routers bringing you the internet could also detect your movements. But, as a way to monitor health, it’s mostly been eclipsed by other technologies, like ultra-wideband radar.  Despite that, Wi-Fi sensing hasn’t gone away. Instead, it has quietly become available in millions of homes, supported by leading internet service providers, smart-home companies, and chip manufacturers.Soon it could be invisibly monitoring our day-to-day movements for all sorts of surprising—and sometimes alarming—purposes. Read the full story.  —Meg Duff
We can still have nice things A place for comfort, fun and distraction to brighten up your day. (Got any ideas? Drop me a line or skeet ’em at me.) + These intrepid Scottish bakers created the largest ever Empire biscuit (a classic shortbread cookie covered in icing) 🍪+ My, what big tentacles you have!+ If you’ve been feeling like you’re stuck in a rut lately, this advice could be exactly what you need to overcome it.+ These works of psychedelic horror are guaranteed to send a shiver down your spine.

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What’s next for EV batteries in 2026

MIT Technology Review’s What’s Next series looks across industries, trends, and technologies to give you a first look at the future. You can read the rest of them here. Demand for electric vehicles and the batteries that power them has never been hotter. In 2025, EVs made up over a quarter of new vehicle sales globally, up from less than 5% in 2020. Some regions are seeing even higher uptake: In China, more than 50% of new vehicle sales last year were battery electric or plug-in hybrids. In Europe, more purely electric vehicles hit the roads in December than gas-powered ones. (The US is the notable exception here, dragging down the global average with a small sales decline from 2024.) As EVs become increasingly common on the roads, the battery world is growing too. Looking ahead, we could soon see wider adoption of new chemistries, including some that deliver lower costs or higher performance. Meanwhile, the geopolitics of batteries are shifting, and so is the policy landscape. Here’s what’s coming next for EV batteries in 2026 and beyond.
A big opportunity for sodium-ion batteries Lithium-ion batteries are the default chemistry used in EVs, personal devices, and even stationary storage systems on the grid today. But in a tough environment in some markets like the US, there’s a growing interest in cheaper alternatives. Automakers right now largely care just about batteries’ cost, regardless of performance improvements, says Kara Rodby, a technical principal at Volta Energy Technologies, a venture capital firm that focuses on energy storage technology. Sodium-ion cells have long been held up as a potentially less expensive alternative to lithium. The batteries are limited in their energy density, so they deliver a shorter range than lithium-ion. But sodium is also more abundant, so they could be cheaper.
Sodium’s growth has been cursed, however, by the very success of lithium-based batteries, says Shirley Meng, a professor of molecular engineering at the University of Chicago. A lithium-ion battery cell cost $568 per kilowatt-hour in 2013, but that cost had fallen to just $74 per kilowatt-hour by 2025—quite the moving target for cheaper alternatives to chase. Sodium-ion batteries currently cost about $59 per kilowatt-hour on average. That’s less expensive than the average lithium-ion battery. But if you consider only lithium iron phosphate (LFP) cells, a lower-end type of lithium-ion battery that averages $52 per kilowatt-hour, sodium is still more expensive today.  We could soon see an opening for sodium-batteries, though. Lithium prices have been ticking up in recent months, a shift that could soon slow or reverse the steady downward march of prices for lithium-based batteries.  Sodium-ion batteries are already being used commercially, largely for stationary storage on the grid. But we’re starting to see sodium-ion cells incorporated into vehicles, too. The Chinese companies Yadea, JMEV, and HiNa Battery have all started producing sodium-ion batteries in limited numbers for EVs, including small, short-range cars and electric scooters that don’t require a battery with high energy density. CATL, a Chinese battery company that’s the world’s largest, says it recently began producing sodium-ion cells. The company plans to launch its first EV using the chemistry by the middle of this year.  Ask AIWhy it matters to you?BETAHere’s why this story might matter to you, according to AI. This is a beta feature and AI hallucinates—it might get weirdTell me why it matters Today, both production and demand for sodium-ion batteries are heavily centered in China. That’s likely to continue, especially after a cutback in tax credits and other financial support for the battery and EV industries in the US. One of the biggest sodium-battery companies in the US, Natron, ceased operations last year after running into funding issues. We could also see progress in sodium-ion research: Companies and researchers are developing new materials for components including the electrolyte and electrodes, so the cells could get more comparable to lower-end lithium-ion cells in terms of energy density, Meng says.  Major tests for solid-state batteries As we enter the second half of this decade, many eyes in the battery world are on big promises and claims about solid-state batteries. These batteries could pack more energy into a smaller package by removing the liquid electrolyte, the material that ions move through when a battery is charging and discharging. With a higher energy density, they could unlock longer-range EVs.

Companies have been promising solid-state batteries for years. Toyota, for example, once planned to have them in vehicles by 2020. That timeline has been delayed several times, though the company says it’s now on track to launch the new cells in cars in 2027 or 2028. Historically, battery makers have struggled to produce solid-state batteries at the scale needed to deliver a commercially relevant supply for EVs. There’s been progress in manufacturing techniques, though, and companies could soon actually make good on their promises, Meng says.  Factorial Energy, a US-based company making solid-state batteries, provided cells for a Mercedes test vehicle that drove over 745 miles on a single charge in a real-world test in September. The company says it plans to bring its tech to market as soon as 2027. Quantumscape, another major solid-state player in the US, is testing its cells with automotive partners and plans to have its batteries in commercial production later this decade.   Before we see true solid-state batteries, we could see hybrid technologies, often referred to as semi-solid-state batteries. These commonly use materials like gel electrolytes, reducing the liquid inside cells without removing it entirely. Many Chinese companies are looking to build semi-solid-state batteries before transitioning to entirely solid-state ones, says Evelina Stoikou, head of battery technologies and supply chains at BloombergNEF, an energy consultancy. A global patchwork The picture for the near future of the EV industry looks drastically different depending on where you’re standing. Last year, China overtook Japan as the country with the most global auto sales. And more than one in three EVs made in 2025 had a CATL battery in it. Simply put, China is dominating the global battery industry, and that doesn’t seem likely to change anytime soon. China’s influence outside its domestic market is growing especially quickly. CATL is expected to begin production this year at its second European site; the factory, located in Hungary, is an $8.2 billion project that will supply automakers including BMW and the Mercedes-Benz group. Canada recently signed a deal that will lower the import tax on Chinese EVs from 100% to roughly 6%, effectively opening the Canadian market for Chinese EVs. Some countries that haven’t historically been major EV markets could become bigger players in the second half of the decade. Annual EV sales in Thailand and Vietnam, where the market was virtually nonexistent just a few years ago, broke 100,000 in 2025. Brazil, in particular, could see its new EV sales more than double in 2026 as major automakers including Volkswagen and BYD set up or ramp up production in the country. 
On the flip side, EVs are facing a real test in 2026 in the US, as this will be the first calendar year after the sunset of federal tax credits that were designed to push more drivers to purchase the vehicles. With those credits gone, growth in sales is expected to continue lagging.  One bright spot for batteries in the US is outside the EV market altogether. Battery manufacturers are starting to produce low-cost LFP batteries in the US, largely for energy storage applications. LG opened a massive factory to make LFP batteries in mid-2025 in Michigan, and the Korean battery company SK On plans to start making LFP batteries at its facility in Georgia later this year. Those plants could help battery companies cash in on investments as the US EV market faces major headwinds.  Even as the US lags behind, the world is electrifying transportation. By 2030, 40% of new vehicles sold around the world are projected to be electric. As we approach that milestone, expect to see more global players, a wider selection of EVs, and an even wider menu of batteries to power them. 

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Oil Ends Day Higher After Drone Incident

Oil edged higher after US and Iranian forces appeared to square off in the sea and air, heightening concerns about an escalation in tensions. West Texas Intermediate rose to settle above $63 a barrel after an Iranian drone approached an American aircraft carrier in the Arabian Sea and was shot down. The episode restored some geopolitical risk premium that had ebbed in recent days amid signs Washington was softening its stance on Tehran. Futures pared some gains after White House Press Secretary Karoline Leavitt said US President Donald Trump wants to pursue diplomacy “first” with Iran. Prices advanced in post-settlement trading, rising as much as 3.3%. The development came hours after an oil tanker that is part of a US military fuel procurement program was hailed by Iranian ships in the Strait of Hormuz, evincing renewed risks to maritime traffic in the region. Tanker rates have soared in recent days over concerns about the Hormuz chokepoint through which about one-third of the world’s oil flows. The events underscore how recent US moves toward diplomacy with Iran reflect not a desire to deescalate but a calculation that Washington has sufficient leverage to strong-arm Tehran into a nuclear agreement, among other demands, according to Gregory Brew, geopolitical analyst at the Eurasia Group. He estimates that a $3 to $5 risk premium is currently baked into prices. Leavitt’s comments are likely an attempt “to brush off efforts by the Iranians to destabilize the environment, because the environment right now is favorable to the US,” Brew added. Still, Tuesday’s episode whipsawed investors who had been watching moves that suggested the US was steering clear of military strikes on the country over its nuclear program and handling of recent protests. Trump earlier said talks could begin within days after Tehran signaled it was ready to

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Energy Department Announces Members of the Office of Science Advisory Committee, Strengthening Gold Standard Science in America

WASHINGTON—The U.S. Department of Energy (DOE) today announced the chair and members of the newly established Office of Science Advisory Committee (SCAC), a unified advisory body that will provide independent advice on complex scientific and technical challenges across the Department’s Office of Science. Today’s announcement advances the Department’s implementation of President Trump’s Executive Order Restoring Gold Standard Science as the cornerstone of federal research—ensuring that the Department and its National Laboratory systems’ science is collaborative, transparent, and guided by evidence to rebuild public trust in science. As DOE modernizes and strengthens its scientific enterprise, SCAC will provide expert input to help inform priorities, improve coordination, and address cross-cutting research challenges across the Office of Science. “The establishment of SCAC underscores the Department’s commitment to scientific integrity and the power of partnership,” said DOE Under Secretary for Science Darío Gil. “By bringing together leading minds from diverse institutions, we’re forging a collaborative framework that will not only enhance our scientific endeavors but also accelerate the translation of fundamental research into tangible benefits for the American people. This committee exemplifies how shared vision and collective expertise are essential for navigating the complex scientific landscape of today and tomorrow.” Members of SCAC, appointed by Under Secretary Gil, represent the full breadth of Office of Science research, drawing expertise from leaders across academia, industry, science philanthropy, and the Department’s National Laboratories. The Committee will help the Office of Science adapt to a rapidly evolving research landscape and address interdisciplinary challenges in a streamlined and flexible manner. It will also provide advice on initiatives that are priorities for the entire Office, including the Genesis Mission, scientific discovery, fusion energy, and quantum science. SCAC will be chaired by Persis Drell, professor of materials science and engineering and physics at Stanford University, provost emerita of Stanford, and

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Transmission planning, development improved since 2023 in most US regions: report

Listen to the article 4 min This audio is auto-generated. Please let us know if you have feedback. Dive Brief: Transmission planning and development is improving in most parts of the United States, driven by new federal planning requirements, according to a report released Tuesday by Americans for a Clean Energy Grid. New England’s grade jumped to a “B” from the “D+” it received in the benchmark report ACEG issued in 2023. However, the grade for Texas slipped to a “D-” from a “D+” two years ago, and the grade for the Southeast remained unchanged at “F.” “In the Southeast, a key hurdle for regional transmission planning is the lack of access to information and transparency,” Grid Strategies, which wrote the report, said. “Beyond the projects under development in Georgia, there is resistance to building large, high-voltage transmission.” Dive Insight: Transmission planning and development grades by region. Permission granted by Americans for a Clean Energy Grid “Transmission planning works when it’s proactive, coordinated, and long-term,” Christina Hayes, ACEG executive director, said in a press release. “The challenge now is scaling those successes fast enough — across and between regions — to keep electricity affordable and reliable for all Americans as demand continues to grow.” Regional transmission planning reforms from Federal Energy Regulatory Commission’s Order No. 1920 are beginning to take hold, and early progress is visible in several regions, Grid Strategies said in the report. “However, many regions continue to fall well short of best practices, and progress remains uneven relative to the scale and urgency of today’s transmission needs,” Grid Strategies said. The report comes amid surging load growth forecasts, which could lead to short-term, inefficient transmission fixes, it says. The report’s authors call for the power sector to embrace long‑term regional and interregional planning. “Proactive, holistic long‑term planning that also

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USA Flagged Oil Tanker Hailed by Armed Ships in Hormuz

(Update) February 3, 2026, 4:42 PM GMT: Article updated with details of vessel involved. An oil tanker that’s part of a US-military fuel procurement program was hailed by small armed ships in the Strait of Hormuz off Iran’s coast on Tuesday, amid heightened tensions between the two countries.  The US-flagged Stena Imperative was hailed over radio while transiting the vital waterway, according to multiple maritime security companies, who declined to be named citing sensitive information. The tanker continued its planned route and didn’t divert, despite the requests, they said.  Iranian media said the country’s naval forces warned a vessel to leave Iranian territorial waters after failing to produce the necessary legal documents. The vessel departed immediately after the warning, Iran’s semi-official Fars News said. A spokesperson for Crowley, which manages the Stena Imperative, didn’t respond to multiple requests for comment. The vessel’s owner referred questions to Crowley. The incident, which was earlier reported by the UK’s naval liaison in the region, occurred in a part of the inbound maritime corridor into the Strait of Hormuz, the narrow chokepoint that allows ships to enter and exit the Persian Gulf and accounts for about a quarter of the world’s seaborne oil trade.  President Donald Trump last week threatened a fresh attack on Iran, heightening tensions between the two nations. He has since said talks between the two countries over a new nuclear deal could take place in the coming days. The ship is part of the US Tanker Security Program, which aims to ensure that the Department of Defense has access to a fleet of American-flagged fuel tankers at all times.  Iran has in the past both harassed and seized ships sailing near to its shores. Last year, it diverted a ship called the Talara to its waters, before unloading its cargo and releasing it. Late last week,

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Cisco: Infrastructure, trust, model development are key AI challenges

“The G200 chip was for the scale out, because what’s happening now is these models are getting bigger where they don’t just fit within a single data center. You don’t have enough power to just pull into a single data center,” Patel said. “So now you need to have data centers that might be hundreds of kilometers apart, that operate like an ultra-cluster that are coherent. And so that requires a completely different chip architecture to make sure that you have capabilities like deep buffering and so on and so forth… You need to make sure that these data centers can be scaled across physical boundaries.”  “In addition, we are reaching the physical limits of copper and optics, and coherent optics especially are going to be extremely important as we go start building out this data center infrastructure. So that’s an area that you’re starting to see a tremendous amount of progress being made,” Patel said. The second constraint is the AI trust deficit, Patel said. “We currently need to make sure that these systems are trusted by the people that are using them, because if you don’t trust these systems, you’ll never use them,” Patel said. “This is the first time that security is actually becoming a prerequisite for adoption. In the past, you always ask the question whether you want to be secure, or you want to be productive. And those were kind of needs that offset each other,” Patel said. “We need to make sure that we trust not just using AI for cyber defense, but we trust AI itself,” Patel said. The third constraint is the notion of a data gap. AI models get trained on human-generated data that’s publicly available on the Internet, but “we’re running out,” Patel said. “And what you’re starting to see happen

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Trump Cuts India Tariffs

President Donald Trump said he would roll back punitive tariffs on India in return for an agreement that Prime Minister Narendra Modi would stop buying Russian oil, easing months of tension between the two countries. Following a phone call with Modi, Trump said on social media that he would cut a US levy on Indian goods to 18% from 25%. The US president is also removing an extra punitive 25% duty applied in response to India’s purchases of crude from Russia, according to officials familiar with the matter. India would “move forward to reduce their Tariffs and Non Tariff Barriers against the United States, to ZERO”, Trump wrote, as well as purchase “over $500 BILLION DOLLARS of U.S. Energy, Technology, Agricultural, Coal, and many other products.”  Modi confirmed the pact, posting on social media that “Made in India products will now have a reduced tariff of 18%.” He did not provide further details on oil or on agricultural imports, a major sticking point for New Delhi. Wonderful to speak with my dear friend President Trump today. Delighted that Made in India products will now have a reduced tariff of 18%. Big thanks to President Trump on behalf of the 1.4 billion people of India for this wonderful announcement. When two large economies and the… — Narendra Modi (@narendramodi) February 2, 2026 India has not traditionally been an importer of Russian crude, but emerged as a key buyer in the aftermath of Moscow’s 2022 invasion of Ukraine, as trade flows were upended and discounts became attractive. The Trump administration’s efforts to choke off Russia’s flows to India have slowed shipments, but not halted them. In October, Trump also announced Modi had agreed to cease purchases of Russian oil. Without a firm trade deal in place, though, Indian refiners continued to buy cheap crude from Moscow. Later

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