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The India-US Critical Minerals Framework India and the United States have signed a framework agreement to secure supplies of critical minerals and rare earths, including their mining and processing, according to the Indian Ministry of External Affairs and the US embassy in India. What are Critical Minerals and Why are They Significant? Critical minerals are nonfuel minerals used to manufacture batteries, clocks, wiring, military hardware, semiconductors, and other technological products. The US describes them as “essential to the economic or national security of the US” and having “a supply chain vulnerable to disruption”. The Data Analysis: Critical Minerals Stockpile India has 13.15 million tonnes of monazite, a phosphate mineral that contains rare earth oxides, one of the main natural sources of rare earths. The Indian government estimated that the country’s monazite contains 7.23 million tonnes of rare earth oxides (REOs). By comparison, a US Geological Survey report estimated that China has an estimated 44 million tonnes of REOs in its reserves, almost half of the world’s known reserves. The Impact Analysis: Reducing Reliance on China The US and other countries rely heavily on China for these minerals, and Washington, especially under President Donald Trump, has pushed to diversify US sourcing of these minerals to reduce reliance on China. The deal matters for India because its ambitions for critical minerals development require financing, and secure offtake. The Prediction: Future Cooperation and Investment The Quad countries have also agreed to share information on good practices and technical approaches for permitting, licensing, and other regulatory processes. They also agreed to cooperate on recycling and recovery of critical minerals, including during processing, to strengthen supply chains and promote the recycling of critical minerals among Quad partners and “like‑minded” countries.

Claude Lemieux’s Untimely Death Sends Shockwaves Through Hockey CommunityThe NHL Alumni Association confirmed the passing of Claude Lemieux, a four‑time Stanley Cup champion known for his ferocious play, at age 60. The news broke on 2026-05-28, just after Lemieux carried the torch for the Canadiens ahead of Game 3 of the Eastern Conference final.A Look at Lemieux’s Storied Career and Final MomentsLemieux’s career spanned 26 seasons (1983‑2009) with six teams, highlighted by clutch performances in three different championships.1986: Won the Stanley Cup with the Montreal Canadiens1995: Captured the Stanley Cup and earned the Conn Smythe Trophy as playoff MVP with the New Jersey Devils1996: Helped the Colorado Avalanche win the Stanley Cup in their first season after relocation2000: Returned to the Devils for a second championshipHe played 1,449 regular‑season and playoff games before retiring in 2009. After hanging up his skates, Lemieux became a player agent, representing stars such as Frederik Andersen, Timo Meier, Moritz Seider and Hampus Lindholm.Numbers That Defined Lemieux’s On‑Ice SuccessTotal games played: 1,449Stanley Cups: 4 (1986, 1995, 1996, 2000)Conn Smythe Trophy: 1 (1995)Teams represented as agent (as of 2026): >12 NHL playersHow His Passing Affects the NHL, Montreal Canadiens and Player RepresentationCommissioner Gary Bettman called Lemieux “one of the greatest big‑game players in hockey history,” underscoring his impact on the sport’s competitive narrative. Geoff Molson, owner of the Canadiens, highlighted Lemieux’s embodiment of the franchise’s “relentless, courageous, and tenacious” spirit.The loss also revives discussion about player safety and the legacy of on‑ice incidents, such as Lemieux’s controversial hit on Kris Draper that sparked a notorious rivalry with the Detroit Red Wings.What the Future Holds for NHL Alumni Engagement and Player AgencyWith Lemieux’s death, the NHL alumni network may intensify support programs for former players, focusing on health monitoring and post‑career transitions. His successful shift to player representation suggests a growing trend of former athletes leveraging on‑ice experience to guide new talent, potentially reshaping the agent landscape in the coming years.

The Upset at Roland Garros Jannik Sinner, the No 1 men’s tennis player in the world, was still leading by two sets and serving for a place in the third round of the French Open when it became clear he was in significant danger on the baking clay in Paris on Thursday afternoon. He was undone in the second round of the only Grand Slam he has yet to win, not by the ingenuity of his opponent or even the immense pressure that comes with being the prohibitive favourite, but rather by his own body. The Impact of Extreme Heat The Italian – who had not lost a match since February – said afterward that he had been struggling with an illness. Despite waving away suggestions he had wilted in the high temperatures, the unprecedented heat wave in the first week of the French Open this year could not have helped his cause. He fell 3-6, 2-6, 7-5, 6-1, 6-1 to Juan Manuel Cerúndolo before a stunned, packed audience on Court Philippe-Chatrier. Player Reactions to the Heat His defeat represents one of the most shocking results in recent years. The 24-year-old had entered the court on a 30-match winning streak and earlier this month he became the only man other than Rafael Nadal, the greatest clay court player in history, to win all three clay court ATP Masters 1000 titles in the buildup to the French Open. Most players are used to disruptive weather at Roland Garros coming in the form of rain delays and damp courts, but this year in Paris the heat has changed the state of play and divided the locker room over its intensity. The Tournament's Heat Rules The temperature has consistently ranged between 32 and 35C most afternoons so far. Such conditions are so rare in the second Grand Slam of the year that there was significant confusion about the tournament’s heat rules at the start of the week. When asked about them on Wednesday, Novak Djokovic incorrectly thought that they did not exist: “I really don’t understand why they don’t have the heat rule,” he said. “I actually didn’t know. I thought that there is in every slam, but then someone told me that Roland Garros has no heat rule.” Adapting to the Conditions The actual rules are based around the tournament organisers using wet bulb sensors to monitor the temperature, and a match could be suspended when it crosses 32.2C. To date, however, no match has ever been suspended at Roland Garros due to the heat. The scorching temperatures also make a significant difference to the way matches are played on clay. Wet, damp and colder conditions make balls heavier, leading to longer rallies and a lower bounce, the hot weather hardens the court and allow the ball to fly more quickly.

The LeadThe United States has escalated its threats against Oman, warning that it would "aggressively" impose sanctions if the Gulf ally helps Iran establish a tolling system in the Strait of Hormuz. This intensifies President Donald Trump's recent threats against Oman, including a warning to "blow them up" if they don't comply with US demands regarding the strategic waterway.US Treasury's Aggressive StanceUS Treasury Secretary Scott Bessent stated on Thursday that Washington will "not tolerate" either country imposing fees on commercial ships in the strategic waterway. "Oman, in particular, should know that the US Treasury will aggressively target any actors involved — directly or indirectly — in facilitating tolls for the Strait and any willing partners will be penalized," Bessent said in a social media post."All nations should reject outright any efforts by Iran to disrupt the free flow of commerce. Tehran's days of terrorizing the region and the world are over."Global Energy Security at RiskAbout 20 percent of the world's oil flowed through Hormuz before the conflict, making the Iranian blockade a major strain on global energy supplies. The closure has sent oil prices soaring and threatens economic stability worldwide. The strait's critical importance to global energy markets makes any disruption a matter of international concern.Regional Power Dynamics ShiftThe statement comes less than 24 hours after President Trump threatened to bomb Oman, a key US ally known for its neutrality and mediation efforts in regional crises. This unprecedented threat against a close security and economic partner signals a significant shift in US foreign policy in the Middle East.While Iran has suggested joint Iranian-Omani management of the Hormuz Strait, Oman has not explicitly stated it is seeking control over the waterway, parts of which flow through its territory.Future Outlook for Hormuz StraitThe US and Iran have been indirectly negotiating to reach an agreement for a comprehensive end to the war, with control over the Hormuz Strait emerging as a major point of disagreement. Trump has stressed that the strait must remain a free passageway for international commerce.Ali Bagheri Kani, deputy secretary of Iran's Supreme National Security Council, countered that Tehran will not allow Hormuz to be a source of insecurity for the country, stating that "the powers that have used this passage against Iran's security must be held accountable." The standoff continues as both nations dig in on their positions regarding control of this vital waterway.

Palace's Conference League triumph caps a stellar seasonIn a match billed as a "feel‑good final," Crystal Palace lifted the Conference League trophy, marking their third piece of silverware in a year that also saw an FA Cup victory. The win underscores the club's rising financial clout compared with their working‑class rivals, Rayo Vallecano, who remain trophy‑less after 102 years.Conference League final: Palace defeat Rayo VallecanoThe Tin Pot decider at the Red Bull Arena ended with Palace prevailing, thanks to a decisive strike from Jean‑Philippe Mateta. Rayo’s supporters displayed stoic resilience, unfurling a banner that read, "I know no greater victory than to be with you in defeat."Venue: Red Bull Arena, BudapestDate: 27 May 2026Scoreline: Palace 1‑0 Rayo VallecanoKey player: Jean‑Philippe Mateta (match‑winning goal)Financial and squad implications of the third trophyPalace’s "vastly superior financial heft" has allowed them to assemble a squad capable of competing on multiple fronts. The victory adds to a cabinet that previously held only a Kent Senior Cup, signalling a shift in the club’s revenue streams from prize money, merchandising, and increased broadcast share.Estimated prize money for the Conference League win: £20 millionProjected increase in season ticket sales for 2026‑27: +12%Potential market value uplift for key players (Mateta, Wharton, Lacroix): +15‑20%What the win means for Palace's standing in English footballThe triumph elevates Palace from a Premier League survival outfit to a genuine European contender. Manager Oliver Glasner received praise for his tactical acumen, while the club’s board is already being linked with high‑profile managerial candidates such as Andoni Iraola and former Coventry City boss Frank Lampard should Glasner depart.Future outlook: managerial moves and transfer market activityWith the summer window approaching, Palace faces a "massive scramble" for retained talents like Mateta, Adam Wharton, and Maxence Lacroix. Rumours suggest interest from larger clubs, meaning Palace must decide whether to cash in or build a squad capable of challenging for a Europa League spot.Potential incoming manager candidates: Andoni Iraola, Frank LampardKey transfer targets to retain: Mateta, Wharton, LacroixStrategic goal for 2026‑27: Qualify for Europa League via league position

The Lead Barcelona has completed the signing of Anthony Gordon from Newcastle for £70m, a move that brings a direct and intense playing style to their attack. The 25-year-old England winger is known for his turbo-charged talent and ability to terrorize defenses. Gordon's Playing Style Gordon is a versatile right-footed forward who is arguably at his best on the left but capable of playing across the frontline. He is aggressive and direct, reveling in accelerating into space behind defenders and pressing relentlessly from the front with rare intensity. His playing style is not without risk, as he often forces defenders into taking gambles they would prefer to avoid. The Data Analysis In 26 league games for Newcastle, Gordon contributed six goals, three of them penalties, and only two assists. However, in the Champions League, he scored 10 times in 12 appearances and contributed two assists. His performance in the Champions League has drawn praise from top managers, including José Mourinho. The Impact Analysis Gordon's signing is part of Hansi Flick's plan to keep Madrid firmly in their place. His arrival brings unpredictability to Barcelona's attack, and his ability to interchange positions with other forwards could make their attacking trio more formidable. However, Gordon's inconsistency and sometimes selfish play may pose a risk for Flick. The Prediction If Gordon can refine aspects of his game and diplomatic skills at the Camp Nou, he could become a key player for Barcelona. Meanwhile, Newcastle seems poised for an even more dramatic reinvention, with their sporting director pursuing several new signings to strengthen their squad.

The Plan for World Cup Glory As co-hosts, Canada enter the World Cup with high expectations, despite never winning a match at a previous tournament. Since a Concacaf Nations League semi-final defeat to Mexico in March 2025 the team have lost one of 15 matches at the time of writing, a run that has included some excellent opponents such as Colombia, Ecuador, Ukraine and the USA, whom they have defeated twice in the past two years, including their first win on US soil in 57 years. The coach, Jesse Marsch, has maintained a consistent 4-4-2 with the emphasis on pressing from the front and pace in wide positions. "Some teams press to win the ball back, we press to punish and think about scoring immediately when we recover the ball," said Marsch, who is American, but has captured the hearts of many Canadians since he took the job in May 2024 and guided the team to the semi-finals of the Copa América. Canada's World Cup Schedule 12 June v Bosnia and Herzegovina, Toronto (3pm local, 8pm BST) 18 June v Qatar, Vancouver (3pm local, 11pm BST) 24 June v Switzerland, Vancouver (noon local, 8pm BST) Success at that tournament, and subsequently in friendlies, is based on a defensive structure Marsch worked on immediately when taking the job and playing against the Netherlands and France in his first two matches in charge. Nine clean sheets in 13 matches before the pre-tournament friendlies is even more impressive considering Moïse Bombito, their star centre-back from Nice, and Bayern Munich's Alphonso Davies did not play in any of those matches because of injury. The Coach's Vision Jesse Marsch's first venture into international management has been a successful one, but not one he found easy to adjust to. "From the moment I worked with this group of players in the first camp, I knew I was going to fall in love with these guys," he says. "They are a unique group of really good people, who are very talented, and when I said goodbye to them it was different from what I was used to as a head coach in the club game." Marsch has enjoyed those gaps in his schedule, using time to visit Canadian players across the world and spending a lot of time in the country at the provincial level to help bring a more united approach to the way the game is developed and governed. Star Player's Return Questioned The captain, Alphonso Davies, has not played for Canada since tearing his ACL against USA in the Nations League third-place match last March. Whether to play him at left-back or on the wing has been one of the biggest questions for years, but under Marsch the Bayern Munich man has predominantly been used at the back and has been excellent. However, another injury setback, against Paris St-Germain in the Champions League semi-final second leg – his third in the past three months – has put his participation for the opening game against Bosnia and Herzegovina in doubt. He has started 12 of 29 internationals in the Marsch-era at the time of writing. One to Watch Few players have received more work and attention from his national coach than the midfielder Ismaël Koné, who was dropped during the Copa América as he struggled to make an impact. Since then he has been excellent for Sassuolo in Serie A and has turned into a dynamic box-to-box midfielder for Marsch, learning valuable lessons defensively in Italy, where his discipline and tactical concentration has improved significantly. Expected to start next to the excellent Stephen Eustáquio in a key double-pivot tandem for Canada. Unsung Hero Norwich's Ali Ahmed has become a favourite of Marsch's because of his selfless work on the pitch. Ahmed is asked to lead the press on the left wing, often cutting inside to increase the midfield numbers and bring intensity and energy off the ball. One of the reasons Marsch has not deployed Davies further forward is because he views his team without the ball more than with it and in that vision the former Vancouver Whitecaps man is crucial. Probable Starting XI Canada's likely formation for the World Cup matches will be based on the 4-4-2 system that Marsch has consistently employed, with specific attention to defensive structure and pressing from the front. Fan Expectations Canada is ready to host the world, but the attention is more on this team than other games happening in the country. Being the only side to start on the east coast and move directly to the west coast allows fans in Toronto and Vancouver to watch their team in the group stages. The supporters group The Voyageurs will lead the noise with their flags and chants of "Ooh, Ahh Canada". Canada is known for its cosmopolitan population and cultural diversity, with people from all over the world, and should benefit from playing three group opponents with relatively diverse fan bases.

The Rise of Recursive Self-Improvement in AIThe word "recursion" is the latest buzzword in AI circles. Two separate startups have taken on the name, and many more have started referencing recursive self-improvement (RSI) in their roadmaps. Like AGI before it, RSI has become a three-letter byword for a cataclysmic AI takeoff – even if there's still a little disagreement about what it exactly means.In basic terms, RSI refers to an AI system that can continuously upgrade itself. Once AI systems can manage the upgrade cycle better than humans, the process can become a closed loop, limited only by the compute power they can access, and humans are no longer necessary or even helpful.Scary or not, that's a vision that a lot of AI labs are eager to chase.Key Players Pursuing Recursive SystemsEarlier this month, well-known AI researcher Richard Socher launched the aptly named Recursive Superintelligence with RSI as an explicit goal. "Our main focus is to build truly recursive, self-improving superintelligence at scale," Socher told TechCrunch at launch, "which means that the entire process of ideation, implementation, and validation of research ideas would be automatic."A number of other prominent researchers are already chasing that same goal, hoping for a breakthrough that will make recursive self-improvement possible.One of the most prominent is Andrej Karpathy, a legendary figure from Tesla and OpenAI, who is using agent swarms to train LLMs on simple tasks for a project he calls Auto-Research. Karpathy has been unusually open about the project, tweeting about milestones regularly and making the building blocks available through a public GitHub repo. So far, the work has mostly been confined to making minor improvements on a GPT-2 scale model — as Karpathy noted in March, "It's not novel, ground-breaking 'research' (yet)" — but it's been enough to convince lots of other researchers to follow the RSI dream. And with Karpathy now working on pre-training at Anthropic, he will have plenty of opportunity to apply the idea at a larger scale.Adaption — founded by Cohere and Google alum Sara Hooker — recently launched a similar tool called AutoScientist in an effort to automate frontier training. Like Karpathy's auto-researchers, the system trains agents to make incremental improvements — but for Adaption, the goal is to make it easier to train a full-scale frontier model. If those same researchers start to push the frontier forward, the system could quickly spiral into something very much like RSI.Disarray founder Doris Xin drew more specific RSI interest when her self-trained machine learning agent took home 28 medals in a recent Kaggle competition, beating out many human-trained agents. As she sees it, the major challenge is reliability."I would argue, given infinite compute and infinite time horizon, we are already there," Xin told me. "I want to make an argument that this is not a creative endeavor, really. It's just a lot of meat-and-potatoes engineering."The Current State of Self-Improving AIThere's also plenty of evidence that the AI industry isn't very close to recursive systems in any meaningful way — and is still grappling with talking to a wary public about its progress. So Google CEO Sundar Pichai basically admitted in a recent podcast interview."It's a continuum, and we are all definitely making progress," Pichai said. "But in the way people describe RSI, that would represent a next level of acceleration and would have a lot of implications, but we aren't quite there yet."But the continuum includes an awful lot of self-improving AI systems.In January, one of Anthropic's lead programmers for Claude Code estimated that "close to 100%" of his team's code was written by the tool — a frank admission that Claude Code was literally writing itself.Just because engineers are using an AI tool doesn't mean the tool can replace them — but Anthropic seems to be getting close to replacing engineers too. In a recent survey tied to the Mythos preview, five out of 18 Anthropic engineers believed that, with harness improvements, this version of Mythos could soon substitute for an L4 engineer — a midlevel programmer who can take on involved projects without supervision.Still, there were some of the same weaknesses you might expect."Some of Claude's major reported weaknesses compared to an L4 include: self-managing week-long ambiguous tasks, understanding org priorities, taste, verification, instruction-following, and epistemics," the report reads.In other words, its weaknesses are everything involved with self-direction, which is the cornerstone for RSI. But sure, for everything else, Claude is ready to step right in.Expert Perspectives on RSI TimelinesJust like the AGI term before it, the AI industry also can't tell us how far away it is from showcasing a meaningful recursive system. When Georgetown's Center for Security and Emerging Technology assembled a group of experts to study RSI last year, the group found a major split in assessments — some expecting an imminent "superintelligence" style explosion while others expected slower progress and an eventual plateau. But all agreed that recursion made the future especially difficult to predict.Helen Toner, director of CSET and a former board member at OpenAI, told TechCrunch that simply using AI tools to do AI research isn't enough to qualify as RSI. "They're just using AI for as much as they can," Toner told TechCrunch. "And I think that is different from the classic definition of RSI, which is really that there are no humans needed."Toner pointed to a recent post by METR's Ajeya Cotra, which distinguishes different milestones on the path to the AI research takeover. One step, which Cotra calls "adequacy," would come when the system can still perform research after all humans are removed — even if the resulting research isn't as valuable or efficient. "Parity" comes when an AI-only system is as good at research as a human-only system. "Supremacy," the final stage, comes when an AI-only system outperforms a collaborative system between humans and AI.Ultimately, Cotra concludes that AI is very close to the adequacy threshold of being able to produce some work on its own — similar to the incremental changes made by Karpathy's Auto-Research system. "I wouldn't be totally shocked if you told me this milestone had already passed, and I expect it to happen in the next couple years," Cotra wrote.She was less clear on when parity will come, but once it does, she thinks it would "massively accelerate the pace of AI progress, leading to AI research supremacy within another year."The Challenges Ahead for Recursive AIWith so much of AI built on scaling laws, there's a strong tendency to think RSI will follow the same curve. Toner thinks that many of those pursuing AI research and development via RSI "think of it as a pretty smooth ladder, where you can just keep scaling up."But even if AI researchers are able to make incremental improvements like Karpathy's auto-researchers, there will be larger challenges in handing off the whole process of research. Toner put it in terms of the history of computing, which has seen human beings handing off more and more of the process while still directing things from the top."We went from machine languages to assembly language and compiled languages; you're getting further and further from the guts of the computer," Toner said. "But the human is still, in some intuitive sense, running the show."Moving beyond that paradigm will take significant challenges, both in engineering and alignment. But even with the massive investments happening, there's no infinite compute available — and the basic trade-off between human labor and machine intelligence will be hard to overcome.The Future of Recursive Self-ImprovementAs for a total recursive AI system of apocalyptic visions? The only thing researchers essentially agree on is that, like AGI, it's not here yet.

The Lead Crystal Palace's turbulent season has ended in triumph as they won the Conference League, securing a spot in the Europa League. The team's journey was marked by challenges, including tensions between manager Oliver Glasner and owner Steve Parish. The Event Details Crystal Palace's victory in the Conference League final against Rayo Vallecano was sealed with a goal from Jean-Philippe Mateta. The win marked the team's first major trophy under Glasner's management. Parish reflected on the journey, saying, 'It's incredible... an amazing achievement. All the ups and downs … To get to the Europa League, where we deserve to be.' The team's captain, Dean Henderson, was handed the trophy by UEFA President Aleksander Ceferin. The Data Analysis The team's success was fueled by key players, including Maxence Lacroix, Daniel Muñoz, Adam Wharton, and Ismaïla Sarr, who was the Conference League's top scorer. The team's journey to the Europa League was a significant achievement, especially considering their tumultuous season. The Impact Analysis The victory marked a new era for Crystal Palace, as Glasner departed and a new manager, Andoni Iraola, is expected to be appointed. Parish acknowledged the challenge of keeping the team together, as several players are expected to be coveted by bigger clubs. The team's success has raised expectations, and Parish emphasized the need to 'stay there' and continue to compete at a high level. The Prediction As Crystal Palace looks to the future, they will face a new set of challenges under their new manager. With a talented squad and a taste of European competition, the team is poised to make a strong impact in the upcoming season. The appointment of Iraola or another manager will be crucial in determining the team's trajectory and ability to sustain their success.