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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.

The LeadBaseball's unexpected new danger has emerged in the form of a bat dog, leading to the suspension of the Tulsa Drillers' popular program after top Dodgers prospect Kendall George suffered a freak knee injury. The incident highlights the fine line between entertaining fans and ensuring player safety in minor league baseball.The Bat Dog IncidentDuring a home game against the Northwest Arkansas Naturals on Monday, George, known for his blazing speed, injured his knee when he jumped out of the way of a bat dog while coming home to score. The 21-year-old first-round pick from 2023 looked frustrated by the dog's commitment to its retrieval duties, according to reports. The Drillers, like many minor league teams, use dogs to retrieve discarded bats and entertain fans, a program they've utilized for the last five seasons.The Impact on a Rising StarGeorge was having an impressive season, batting .333 with 26 stolen bases in 43 games before the injury. ESPN reported that his initial MRI revealed no ligament damage, potentially allowing him to avoid surgery and return to action sooner rather than later. For a prospect considered one of the Dodgers' best, this setback comes at a crucial point in his development as he works his way toward the major leagues.Team Response and Fan ReactionsThe Drillers' decision to suspend the bat dog program indicates they are taking the incident seriously. Previously, players like first baseman Brandon Lewis had expressed enjoyment of the dogs, noting that they give the animals time to retrieve bats before players approach. This sudden shift in policy suggests the organization is prioritizing player safety over fan entertainment in this specific instance.Future OutlookAs George recovers, the Dodgers organization will be monitoring his progress closely. For the bat dog program, this incident may lead to revised protocols or permanent discontinuation, depending on how the team evaluates the risks versus rewards. Minor league teams often rely on unique attractions to draw fans, making this a challenging decision that could set a precedent for other organizations with similar programs.

The Lead Scotland's manager, Steve Clarke, has signed a four-year contract extension, meaning he will remain in place until the end of the country's 2030 World Cup campaign. Historic Contract Extension The fresh, improved terms are no surprise but the length of deal will raise eyebrows given Clarke has been in position since 2019. Should he complete the term, he will become Scotland men's longest-serving manager. Clarke's Transformation of Scottish Football Clarke had initially been publicly confident he would step away after this summer's World Cup. The 62-year-old has taken Scotland to three tournaments from a possible four, with this World Cup a first since 1998. More recently, Clarke spoke of remaining in post. Player and Leadership Support The Scottish Football Association has always been agreeable to Clarke as the manager, despite disappointing displays at the past two European Championships. Scotland's players, including Scott McTominay, have also backed Clarke to remain. Clarke's Vision for Scottish Football "I'm proud to continue as head coach," Clarke said. "I know the Scotland supporters appreciate the achievements of this group in qualifying for back-to-back Euros and equally sure the whole nation rejoiced in our qualification for World Cup 2026 after such a long time." Building for the Future "It's very important to look ahead and plan for the future and, while my squad will be doing everything in their power to compete and make the country proud in the America this summer, it also gives us certainty ahead of the tournament knowing that we can look to build on those foundations for the long-term and it is a privilege to continue in this role." Challenges Ahead Mulholland's task is not a straightforward one. With top clubs dominating the Scottish football scene and typically not giving regular game time to young players from the country, the future looks tricky. Scottish FA's Perspective Ian Maxwell, the Scottish FA's chief executive, said: "During our discussions about the future we were all agreed that we cannot rest on our achievements or ever take qualification for granted. The passion and enthusiasm with which he discussed that road map emphasises that this will not simply be a continuation but a renewed purpose and focus over the next four years." Upcoming Matches Scotland's World Cup preparations continue with the visit of Curaçao to Hampden Park on Saturday.

Unpacking America's Defining Speeches Ben Rhodes, a former speechwriter and deputy national security adviser to Barack Obama, has written a book titled 'All We Say: The Battle for American Identity: A History in 15 Speeches'. The book examines 15 significant speeches that have shaped American history and identity. The Event Details Rhodes' book starts with speeches from 250 years ago, including those by Benjamin Franklin and Sagoyewatha or Red Jacket. It covers great speeches by figures such as Frederick Douglass, Abraham Lincoln, Franklin D Roosevelt, Martin Luther King Jr, and John F Kennedy. The book also includes reactionary voices like Alexander H Stephens, Ronald Reagan, and Donald Trump. The Data Analysis Rhodes notes that it was challenging to find speeches by women, particularly before World War II. He highlights the speeches of lesser-known 19th-century campaigners like Maria Stewart and Anna Dickinson, as well as Dolores Huerta, the champion of Hispanic workers. The Impact Analysis The book aims to show how American identity has evolved over time. Rhodes discusses how Obama's speeches, such as 'A More Perfect Union', addressed issues of race and identity. He also analyzes speeches by other significant figures, including Frederick Douglass and his 'Composite Nation' speech, which advocated for mixed-race democracy. The Prediction Rhodes' work offers insights into the complexities of American identity and the power of speeches to shape the national conversation. His book provides a nuanced understanding of the country's history and the ongoing struggle to define what it means to be American.

A Surrealist Masterpiece Emerges from the Depths of Psychiatric ConfinementA recently discovered painting by the surrealist artist Leonora Carrington, made during her confinement in a Spanish psychiatric hospital during the second world war, will go on public display for the first time in London this summer. Known as Villa Pilar, the work was painted in 1940 while Carrington was a patient at sanatorium Morales in Santander, after fleeing Nazi-occupied France following the arrest of her partner, the German artist Max Ernst.The Unveiling of a Hidden Masterpiece from a Turbulent PeriodCarrington suffered a psychological breakdown in Madrid and was admitted to the institution, where she underwent traumatic psychiatric treatments that she later described in her memoir Down Below. But encouraged by her psychiatrist, Dr Luis Morales, Carrington sketched each day, and created two paintings, Down Below and Villa Pilar, which depict the psychiatric hospital as a symbolic underworld. Carrington described her "down below" period as an experience akin to "being dead."A Life Marked by Rebellion and Artistic InnovationBorn into a wealthy Lancashire family in 1917, Carrington rebelled early against the expectations placed on upper-class women. She studied at the Chelsea School of Art before meeting Ernst at a dinner party in London in 1937, when she was 20 and he was 46. The two began a relationship that scandalised their respective social circles and moved together to Saint-Martin-d'Ardèche in the south of France, where they lived and worked until the German invasion.She found kindred artistic spirits in renowned surrealists like André Breton, Salvador Dalí, and Man Ray, who, like her, were fascinated by dreams, the subconscious and the occult. When she eventually settled in Mexico in the 1940s, she became one of the country's most celebrated artists and part of an influential community of women creatives working outside the male-dominated European surrealist movement – alongside figures including the Spanish painter Remedios Varo and the photographer Kati Horna.Carrington was later embraced as a feminist icon, and she always resisted attempts to reduce her to her gender, once remarking: "I didn't have time to be anyone's muse ... I was too busy rebelling against my family and learning to be an artist." She died in Mexico City in 2011, aged 94.The Rediscovery and Symbolic Meaning of Villa PilarCarrington gave Villa Pilar to Dr Morales when she left the sanatorium, and it remained in his family for decades. It was only rediscovered during research for the exhibition by the Faro Santander team, who persuaded the Morales family to loan it publicly for the first time.Vanessa Boni, curator of the exhibition, said Carrington created the work as "a parting gift" to thank Morales for helping her recovery, despite the "brutal" treatments she endured, including cardiazol injections. "As we know from her memoir, it was really traumatic," she said. "Dr Morales kept the painting his entire life, and when he passed away, it was handed down to his daughter."The work depicts the hospital as being populated by hybrid human-animal figures moving through vivid green gardens – imagery that would become central to Carrington's later practice. "It speaks to ideas of inner transformation, metamorphosis and otherness," Boni said. "Both paintings are set in a verdant green landscape, including a green sky, which was a symbolic colour for her."A Transatlantic Exhibition JourneyVilla Pilar will join the exhibition Leonora Carrington – the Symptomatic Surreal at the Freud museum, where Sigmund Freud spent the final year of his life after escaping Nazi-occupied Vienna. To mark the unveiling, the exhibition has been extended until 10 August before travelling to Faro Santander, a new arts centre in the northern Spanish city, in September.Daniel Vega Pérez de Arlucea, director of Faro Santander, said: "This is not simply a matter of showcasing the work of one of the most important surrealist artists, but of recognising and revisiting a chapter of her life deeply rooted in this city."After leaving Santander, Carrington travelled through Lisbon and New York before settling in Mexico, where she became one of the leading figures of surrealism. In 2024, one of her paintings was auctioned for £22.5m, a record for a UK-born female artist.While in New York, Carrington gave her Santander sketchbooks to the surrealist collector Julien Levy, whose collection was sold at auction and dispersed into private collections in 2004. This exhibition marks the first attempts since then to bring the contents together for a major public display.