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The Lead: Magnier's Historic Triple VictoryPaul Magnier of Soudal Quick-Step completed a hat-trick of victories in this Giro d'Italia by winning a bunch sprint on stage 18 in Pieve di Soligo. The 22-year-old French rider secured his third stage win of the race, adding to his victories in the first and third stages in Bulgaria.The Event Details: Perfectly Executed Sprint FinishThe undulating 171km stage from Fai della Paganella in Trentino concluded with a high-speed sprint finish. Magnier was perfectly set up by his teammate Jasper Stuyven in the final few turns, allowing him to power to the line with an impressive display of sprinting prowess. His victory demonstrates the strength and coordination of the Soudal Quick-Step team in sprint scenarios.The Classification Impact: Points Lead SecuredVictory for Magnier means he takes the lead in the points classification, a significant achievement in the race for the green jersey. The Frenchman's consistent performance across multiple sprint stages has established him as the premier sprinter in this year's Giro d'Italia. His three stage victories place him in elite company among the race's most successful sprinters.The Race Dynamics: Vingegaard's Calculated CautionJonas Vingegaard, the overall race leader, demonstrated strategic awareness by attacking on the day's short sharp final climb inside the final 10km. However, the Danish rider eventually settled for a place in the main bunch to preserve his substantial lead in the general classification. This approach indicates Vingegaard's focus remains on the overall victory rather than stage wins.The Future Outlook: Final Stages ApproachWith just a few stages remaining, Magnier will look to consolidate his position in the points classification while Vingegaard maintains his grip on the pink jersey. The race is entering its critical phase where tactical decisions will determine not only the stage outcomes but potentially the final podium positions. The remaining parcours features challenging stages that could see significant shifts in the general classification standings.

The Evolution Mandate: Arsenal's Post-Trophy StrategyDespite the immense pressure and excitement surrounding Arsenal's potential to secure a historic double against Paris Saint-Germain on Saturday, the club's ownership has signaled that success will not result in complacency. Josh Kroenke, speaking ahead of the final, emphasized that winning the Champions League would not alter the club's trajectory. He argued that in the high-stakes environment of modern football, standing still is equivalent to moving backward, and the club is committed to evolving to stay ahead of rivals.Financial Commitment: Beyond the £250m SummerThe Kroenke family has demonstrated a willingness to spend significantly to achieve their goals. Since Mikel Arteta's appointment, the club has invested almost £1bn in transfer fees. This summer alone saw a record-breaking outlay of more than £250m to secure the Premier League title after a 22-year drought. Kroenke noted that this spending was driven by the realization that teams around them are constantly improving, and Arsenal must match that intensity to remain competitive.Transfer History: Almost £1bn spent since Arteta's arrival.Summer 2026: Over £250m invested to win the Premier League.Ownership Transition: KSE took full control in 2018 after buying out Usmanov for £600m.The Arteta Factor: Securing the Managerial VisionA central pillar of Arsenal's future strategy is the retention of manager Mikel Arteta. With his contract expiring at the end of the next season, Kroenke explicitly stated that keeping Arteta is an “utmost priority.” He credited Arteta with “reinventing” the club’s culture since replacing Unai Emery, describing the manager as an “Arsenal man through and through.” The owners believe that the cultural shift initiated under Arteta is the foundation upon which their continued success will be built.Stadium Renaissance and Fan ExperienceInvestment is not limited to the playing squad. The owners have announced plans to renovate the Emirates Stadium, a project led by chief executive Richard Garlick. Kroenke expressed a desire to bring back the character of the ground while elevating the matchday experience for supporters. Drawing on the standards set by their sports empire in the United States, the Kroenkes aim to modernize the facilities to ensure the Emirates remains a world-class venue.Future Outlook: Sustaining Dominance in a Competitive LeagueThe message from the board is clear: the journey to the top is a marathon, not a sprint. Kroenke reflected on a pivotal moment in 2019—a 4-1 defeat to Chelsea in the Europa League final in Baku—which prompted a strategic pivot. As Arsenal prepares for life as a two-time major trophy winner, the prediction is that they will enter the next transfer window as one of the most dangerous teams in Europe, with the financial muscle and managerial stability to sustain their challenge for years to come.

The Controversial Stoppage Rico Verhoeven, the Dutch former kickboxer who has switched to boxing, wants an apology as well as a rematch, after being stopped one second before the end of the penultimate round in a WBC title bout with unified world heavyweight champion Oleksandr Usyk last Saturday. The Event Details The stoppage was controversial, with Verhoeven feeling he could have continued and some replays suggesting the bell may have rung before the referee signalled the end of the fight — only Verhoeven’s second since switching to boxing — at the Pyramids of Giza in Egypt. The Data Analysis Scorecards published by The Ring magazine afterwards showed two of the three judges had the fight tied 95-95 going into the 11th of 12 rounds and the other had Verhoeven ahead 96-94. The Impact Analysis “[I want] just an apology. What else can we do? I can’t demand anything else,” Verhoeven told the BBC on Thursday, adding that his team had lodged an appeal with the WBC. The Prediction Germany’s Agit Kabayel is the WBC’s mandatory challenger and Usyk could have to fight him first before any rematch with Verhoeven. “Let’s see what pops up next,” said Verhoeven. “But I have to be honest, it’s got to be big. I feel like I’m the uncrowned king.”

The Lead: Neymar's World Cup Dreams DashedBrazilian football superstar Neymar has been ruled out of the national team's upcoming friendlies and their crucial World Cup opener after scans revealed a grade-two calf injury, the Brazilian Football Confederation (CBF) has confirmed. The setback is a significant blow to Brazil's hopes in the upcoming tournament, as the 34-year-old forward faces two to three weeks on the sidelines.The Injury Details: Diagnosis and Recovery TimelineCBF doctor Rodrigo Lasmar delivered the news on Thursday, revealing that Neymar underwent medical tests including an MRI scan which showed a grade-two calf strain—more severe than initially thought. This moderate injury involves a partial tear of the muscle fibers that requires rest and rehabilitation. The diagnosis differs from that presented by Santos prior to the squad announcement, with the club's doctor stating the problem was merely swelling. Neymar will miss Sunday's friendly against Panama at the Maracana and the subsequent match against Egypt in Cleveland.The Team Impact Analysis: Brazil Adjusts Without Key PlayersThe absence of Neymar compounds Brazil's existing injury concerns. Manager Carlo Ancelotti is already without defenders Gabriel Magalhaes and Marquinhos, as well as forward Gabriel Martinelli for Sunday's fixture due to their involvement in this weekend's Champions League final between Arsenal and Paris Saint-Germain. Neymar's recall had generated widespread excitement after not featuring in Ancelotti's plans during the Italian's year in charge. The forward, who has scored 79 goals in 128 international appearances, has endured years of injury troubles and an underwhelming return to Santos.The Tournament Outlook: Brazil's Path ForwardWith Neymar all but ruled out of Brazil's World Cup opener against African champions Morocco on June 13 in New Jersey, the five-time world champions must quickly regroup. Brazil are in Group C alongside Haiti and Scotland. Ancelotti had previously stated that Neymar would receive no special treatment, and that his place in the squad would be strictly based on fitness and form, not sentiment. For now, Brazil must plan without their star player as they prepare for their World Cup campaign.

The Launch of Sesame's Conversational AI On Thursday, the AI startup Sesame, co-founded by Oculus' founders and others from the VR company that sold to Meta, released a public preview of the conversational AI agents it's been developing for over a year. With its new iOS app, Sesame is rethinking the traditional AI chatbot experience popularized by apps like ChatGPT, creating one where conversation flows, even if the AI needs time to think. Reimagining AI Conversation Flow As the company explains in its launch announcement, "There's an inherent tension between replying quickly and taking the time to compose thoughtful responses. A slower response is usually more correct, but it can also feel unnatural if it takes too long." To address this challenge, Sesame claims to have built fast search and retrieval systems, so the AI can have up-to-date information, as well as technology that allows it to run multiple parallel searches while speaking, weaving those results into its responses as it talks. That means the AI will talk more like a human, even pivoting mid-sentence if need be, as it taps into newer information — as a human might when remembering another key fact or point they want to add. User Growth and Development Milestones The app offers four distinct AI agents called Maya, Miles, Simone, and Charlie, each of which have their own distinct voice, personality, point of view, and memory. Maya and Miles were previously available in Sesame's Research Preview of its technology, where they were soon accessed by over one million people within the first few weeks, said Sesame investor Sequoia at the time. (The company had then just raised its $250 million Series B from Sequoia and others and was opening up a beta.) During the beta, Sesame learned from user feedback and rolled out features such as search cards with image results for visualizing concepts, notes for capturing takeaways, a texting mode for those times when speaking aloud is not an option, and support for deep dives where you can get more in-depth results. There's also a new incognito mode for private conversations, which allows the agents access to prior context but saves nothing to memory. Transforming the AI Landscape The app, however, is only the first step toward Sesame's bigger plans for AI involving intelligent eyewear, which the team expects to launch in 2027. Before that, the agents will also learn to do more than just think with you, Sesame hints, suggesting they'll later be able to take action on your behalf — hence why they're called "agents" in the first place, instead of just chatbots. That is potentially even more interesting, as working with agentic tools or apps today requires being able to prompt for what you need and have a specific idea of what you want to happen, and sometimes, even how it should happen. A conversational agent that you could talk to naturally could help you take the next steps, without you having to perfect the command you're giving it. The Road to AI-Powered Eyewear The iOS app is out today in 39 countries, and the full experience is free for the time being. However, there still may be a short waitlist at sign-up. An Android preview is coming in the future, the company says.

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 Road to Wembley Wigan Warriors are gearing up for a big presence at Wembley as they compete in the Challenge Cup finals on Saturday. The club has selected two players, Liam Farrell and Jenna Foubister, to represent them at a Wembley photoshoot, showcasing the team's strong squad and dedication to the sport. Wigan's Successful History Wigan have a remarkable record in finals, rarely losing two on the bounce. With 21 Challenge Cups under their belt, the team is driven by a strong mentality and a rich history of success. According to Farrell, 'There's a bit of outside pressure, an expectation from fans in the town to win. There's also a strong mentality at the club of Wigan lads, who have grown up watching us win finals, wanting to reproduce that themselves.' The Next Generation The club's academy graduates account for 20% of all Super League players, demonstrating Wigan's commitment to developing young talent. Foubister, a 19-year-old player, has already made her England debut and won the quadruple, highlighting the club's ability to nurture and support its players. 'The club put a lot into the youth system,' she says. 'They are very supportive in the way they shape players for the future.' A New Era for Women's Rugby Wigan have taken a proactive approach to providing for their female players, with the women's team having sole use of the revamped Edge Hall Road site. This move has helped to increase the team's fanbase and provide a platform for players like Foubister to develop their skills. 'It is a privilege having our own ground,' she says. 'We can go up whenever we want and have the freedom to train, whereas at Robin Park you got slotted in at a certain time.' Building a Legacy As Farrell's career enters its final phase, Foubister aims to become a hero in her hometown and build a legacy for the women's team. 'The men have a lot of history behind them, but the women's team has to build a history of our own now,' she says. With the support of the town and the club, Foubister and her teammates are well on their way to achieving their goals.

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.