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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 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.

YouTube announced on May 28, 2026 that its Premium service will soon include an AI‑powered podcast recommendation tool, an “Auto speed” playback feature, and an on‑the‑go listening mode, aiming to deepen engagement with its growing podcast audience. AI‑Driven Podcast Recommendation Engine Launches The new recommendation tool leverages the same generative AI behind YouTube’s "Ask Music" to suggest podcasts based on genre, listener mood, or shows already enjoyed. Premium users will see personalized suggestions directly in the Podcasts tab, streamlining discovery without leaving the app. Auto Speed Playback and On‑the‑Go Mode Arrive on Android First Auto speed: Dynamically adjusts playback speed during slower speech or dense segments, preserving comprehension while reducing total listening time. On‑the‑go mode: Adds quick‑skip controls, episode‑jump shortcuts, and background‑play optimization for activities like running or commuting. Both features are live for Premium users on Android and will roll out to iOS in the coming months. Premium Podcast Consumption Metrics Highlight Growth Potential Premium users logged over 800 million hours of podcast playback in April 2026. YouTube Podcasts now boasts more than 1 billion monthly active users. The platform’s "Ask Music" already powers personalized radio stations, indicating a ready AI infrastructure for podcast recommendations. Strategic Play to Capture Audio‑First Audiences By enhancing discovery and hands‑free listening, YouTube is positioning itself against established audio platforms such as Spotify and Apple Podcasts, while also responding to Netflix's recent push into video podcasts. The focus on AI personalization and adaptive playback reflects a broader industry shift toward seamless, user‑centric audio experiences. What This Means for the Future of Podcast Platforms Analysts expect the AI recommendation engine to increase user retention, potentially driving Premium subscription growth by double‑digit percentages over the next year. If the Auto speed feature delivers measurable time‑saving benefits, it could set a new standard for intelligent playback, prompting competitors to develop similar adaptive technologies. The on‑the‑go mode further blurs the line between video and audio consumption, suggesting that YouTube will continue to integrate podcasting deeper into its core ecosystem.

Serena Williams, 44, is contemplating a return to the professional circuit at the upcoming Queen’s Club WTA 500 tournament, targeting a doubles wildcard alongside Canadian rising star Victoria Mboko. The plan, confirmed by The Served Podcast, comes after six months in the drug‑testing pool and could reignite global interest in women’s tennis.Williams Targets a Grass‑Court Return with a Doubles WildcardThe former world No. 1 will aim for a wildcard entry in the doubles draw of the second edition of the Queen’s Club event, scheduled to start on 8 June 2026, a day after the French Open concludes. Partnering with Mboko, ranked No. 9 in singles, would give Williams a low‑key re‑entry while still delivering marquee appeal.Key Numbers: Age, Rankings, and Tournament TimelineAge: 44 years oldGrand Slam titles: 23 singles titlesDrug‑testing pool: 6 months completedVictoria Mboko: 19 years old, world No. 9 in singlesEvent start date: 8 June 2026Potential Ripple Effects on Women’s Tennis and Global AudiencesPeers such as Naomi Osaka and Madison Keys have voiced excitement, noting that Williams’ presence historically drives TV ratings and ticket sales. A successful comeback could attract new sponsors, increase WTA 500 event visibility, and inspire younger players worldwide.What a Successful Return Could Mean for the WTA CalendarIf Williams competes and performs well, the WTA may consider more high‑profile wildcard entries for veteran stars, potentially reshaping tournament marketing strategies ahead of the grass‑court season. Conversely, a modest showing would still reinforce her status as a draw‑card, encouraging broadcasters to allocate premium slots for women's matches.

The Final Days of Early Bird Pricing Time is running out to secure discounted tickets to TechCrunch Disrupt 2026. Early Bird pricing ends tomorrow, May 29, at 11:59 p.m. PT. After that, prices for the highly anticipated tech conference will increase. Unlock Savings of Up to $410 By registering now, you can lock in savings of up to $410 on your pass or up to 30% on group passes of 4+. Why Attend TechCrunch Disrupt 2026? TechCrunch Disrupt 2026, taking place from October 13–15 at San Francisco’s Moscone West, is a premier event for startups, investors, and tech enthusiasts. Here’s what you’ll gain by attending: Founder Pass: Accelerate growth with the right insights, tools, and connections. Meet investors aligned with your startup. Investor Pass: Discover standout startups and expand your portfolio with curated access. Use matchmaking tools to make every conversation count. Don’t Miss Out The window to the lowest ticket rates of the year is closing at 11:59 p.m. PT tomorrow, May 29. Register now to secure your ticket with up to a $410 discount.

The Tactical Chess Match of Champions League FinalIt would be easy to look at Saturday's Champions League final between Paris Saint-Germain and Arsenal and see it as a battle of attack versus defence, of beauty against pragmatism, of French elan against English doughtiness, as some sort of tussle for the soul of football. But it would not entirely be true. And where, after all, was the honour at Agincourt? In the vainglorious charges of the dashing French cavalry or the stoic defiance of the British archers arrayed, naked from the waist down, behind their defensive stakes?The final promises to be a fascinating tactical contest between two teams with contrasting approaches but complementary strengths. PSG's devastating wings, featuring players like Desiré Doué and Khvicha Kvaratskhelia, will test Arsenal's defensive resolve, while Arsenal's set-piece prowess could provide their route to goal.PSG's Dominant Possession vs Arsenal's Defensive ResilienceThe statistical comparison between the two teams reveals contrasting strengths. In the Champions League this season, Paris Saint-Germain have averaged 63.4% possession, higher than anybody apart from Barcelona; Arsenal's figure is 52.6%, the 11th-highest of the 36 sides who made the league stage. PSG's pass completion has been 89.3% to Arsenal's 85.7% (third-highest to 14th-highest). PSG have scored 44 goals to Arsenal's 29. But on the flip side, Arsenal have conceded six goals to PSG's 22 and won 13.4 aerial duels per game to PSG's 9.4 (sixth-highest to 29th-highest).These figures suggest that PSG will dominate possession, while Arsenal will likely sit deep and look to counter-attack. However, that was not how either leg of the semi-final between the teams last season played out: PSG shaded possession at the Emirates and Arsenal at the Parc des Princes as they chased the game.The Full-Back Dilemma for ArsenalThe biggest danger to Arsenal is probably a counterattack. Most opponents sit deep against PSG, especially in Ligue 1, but the evidence of PSG's wins over Chelsea, Liverpool and Bayern Munich is that they are lethal in transition. Arsenal cannot let Desiré Doué or Khvicha Kvaratskhelia get a run on whoever they have at full-back. Both are rapid, supreme dribblers and terrifyingly direct.Full-back is an issue for Arsenal, especially on the right. Ben White is out with a knee injury and Jurriën Timber is doubtful with a groin problem sustained against Everton in mid-March. Martín Zubimendi started at right-back against Crystal Palace but it would seem more likely that Cristhian Mosquera operates there if Timber has not recovered, if only because he is a more natural defender.Riccardo Calafiori has seemed Mikel Arteta's preferred option on the left. His role will be twofold: to stop Doué and to invert into midfield, particularly out of possession, to try to prevent the counter. It may be that Myles Lewis-Skelly is used ahead of Zubimendi alongside Rice, in part because he is familiar with playing at left-back and so could help double up on Doué, or would be comfortable covering for Calafiori were he caught upfield.Midfield Strategies to Counter PSG's WingsAlthough PSG have scored more goals from non-penalty set plays than Arsenal in the Champions League this season (eight to five), it probably is reasonable to assume that corners and free-kicks offer Arsenal's best chance of a goal. But to counter PSG's midfield dominance, Arsenal may need to embrace a more aggressive approach.The first leg of PSG's semi-final against Bayern was remarkably open, almost basketball-like in its end-to-end attacking. But that should not necessarily be regarded as characteristic. PSG can at times seem a little sloppy, too reliant on their attacking prowess, but their performance away to Bayern, when Fabián Ruiz returned, showed how effective PSG's midfield can be. And that means either that Arsenal have to sit deep and accept PSG will dominate the ball or that they need to ensure their midfield has a destructive edge.Lessons from Previous EncountersChelsea's success against PSG in the Club World Cup final perhaps offers, if not a template, then at least inspiration for how Arsenal can hurt the defending European Champions. Enzo Maresca's approach was asymmetric, using Cole Palmer almost as an inside-right, haunting the channel between Nuno Mendes and the left-sided centre-back while getting in behind the left-back wherever possible.On the left, Marc Cucurella regularly tucked into midfield, just as Calafiori surely will, with Pedro Neto tracking back almost as a wing-back to check Achraf Hakimi's thrusts in support of Doué. If Arteta sees things similarly, that is probably more of a job for Leandro Trossard than Eberechi Eze, who may end up on the bench if Arteta, as he surely must, prefers 4-3-3 to 4-2-3-1.Keys to Victory in Saturday's FinalThere is an irony in this. The stereotype of Arsenal this season has been of a defensive side reliant on set plays, but that is not entirely accurate; rather they are a side whose defensive qualities have been highlighted because of deficiencies of creativity and attacking quality. But to beat PSG, it may be that they have to embrace the narrative and be the side critics say they are.Arsenal's right-back situation remains critical. White links better with Bukayo Saka than any of Arsenal's other full-backs, and Timber is as tactically astute as any player in the squad. Unless Timber is fit, the right-back issue is likely to diminish them from a defensive and an attacking point of view.The final will come down to which team can impose their tactical approach most effectively. Can Arsenal's defense contain PSG's devastating wings, or will PSG's midfield dominance prove too much for Arsenal to handle? The answer will determine who lifts the Champions League trophy on Saturday.

The Lead-Up to the By-Election In a scenario few could have predicted, voters in a northern English market town near Manchester could determine the United Kingdom’s future political leadership. The surprise resignation of the Labour Party’s Ashton-in-Makerfield MP Josh Simons in late February left the supposedly safe seat open, paving the way for the popular mayor of Manchester, Andy Burnham, to step in. The Event Details If he wins the seat in a crucial by-election set for June 18, he could ultimately topple embattled Prime Minister Keir Starmer. Standing in his way are the voters, many of whom Burnham has yet to convince of his credentials for the job, and the right-wing insurgent Reform UK party, which has promised to “throw everything” at the election in a bid to block Burnham’s path to the UK Parliament. The Data Analysis Makerfield has been a safe Labour seat since its creation in 1983, but Starmer’s party lost all eight of its local council seats there to Reform in May during local elections. Recent local council elections in May 2026 saw a shift, with Reform UK winning 49.8% of the area's vote compared to Labour's 24.3%. The Impact Analysis The constituency is difficult to categorise, political scientists said. It neither fits the stereotype of the declining industrial towns of northern England nor carries much of the metropolitan optimism typified in the soaring glass tower blocks of the nearby Manchester city centre. Instead, it is best understood as “a place in-between”, political science Professor Rob Ford wrote in his blog last week. The Prediction Few observers have been brave enough to call the current contest. However, while political scientists are puzzled, 61-year-old resident Tracy Walker, who works in a charity shop, is resolute. “I want Andy Burnham. … I think we should give him a go. He’s from the north,” she said, contrasting Burnham with the long line of premiers from the country’s south.

The Red Carpet Incident Wicked star Cynthia Erivo has said that reactions to the incident at the Singapore premiere of Wicked: For Good, in which she stepped in to fend off a red-carpet invader who grabbed co-star Ariana Grande, revealed “the insidious nature of how we view Black women” and put her off campaigning for Oscars. Erivo's Account of the Incident In an interview with Variety, Erivo said that she and Grande were “terrified” when Johnson Wen jumped a barrier at Universal Studios Singapore and rushed towards them. “Nobody moved. Nobody moved. So I moved because my brain went, ‘Get him away! Get him out of here!’ … And what people couldn’t see is that he wouldn’t let go [of Grande]. He wouldn’t let go. So I just kept pushing at him to get him off.” The Data Analysis: Public Reaction The incident triggered a huge response on social media, including suggestions that Erivo was Grande’s “bodyguard” – something to which Erivo objects. Erivo added that she believes people made assumptions about her role in the incident based on her appearance, saying “it was my physique; it was my shape; it was the fact that I was bald; it was about what I looked like.” The Impact Analysis: Racism in the Spotlight Erivo said that she felt her humanity had been “bastardised” by the reactions to the incident, and that it had made her reluctant to campaign for Oscars for Wicked: For Good. “I just felt like my humanity had been bastardised,” she said. “I didn’t want to put myself through it. I didn’t feel like I deserved it.” The Prediction: Moving Forward Erivo's comments highlight the ongoing issue of racism in the entertainment industry and the need for greater understanding and empathy. As the industry continues to evolve, it remains to be seen how stars like Erivo will be perceived and treated in the future.

The Champions Final in Budapest As the Champions League final approaches in Budapest, the tournament's format comes under scrutiny. While the host city provides an ideal setting for European football's premier club competition, the event highlights a concerning trend: the Champions League has become a closed shop dominated by clubs from just five nations. Coaching Excellence in the Final The final features two teams whose success is built on exceptional coaching. Luis Enrique has transformed PSG from a collection of individual stars into a cohesive unit, while Mikel Arteta has methodically rebuilt Arsenal into an organized force. Both coaches employ sophisticated tactical systems—ball-oriented zonal marking and defensive choreography that represents the cutting edge of modern football philosophy. Defensive Prowess and Tactical Contrasts Arsenal's remarkable defensive record in this Champions League campaign—conceding only six goals in 14 matches without a single loss—contrasts sharply with Bayern Munich's 20 goals conceded. This defensive solidity, achieved through organization rather than individual brilliance, has been key to Arsenal's resurgence. Meanwhile, PSG's evolution under Enrique demonstrates how tactical discipline can elevate even the most star-studded squads. Budapest: Symbol of Change Budapest serves as more than just a neutral venue for the final; it represents a symbolic shift in European politics and society. Recent events in Hungary have signaled a return to European solidarity and rules-based cooperation. The city's football heritage, including the legendary 7-1 victory over Bayern Munich in 1919, adds historical weight to its role in hosting this prestigious event. The European Football Monopoly Since Porto's triumph in 2004, the Champions League trophy has been monopolized by clubs from Spain, Italy, Germany, France, and England. This five-nation dominance persists despite the global nature of modern football and the existence of talented clubs across the continent. The financial disparity between these top leagues and others creates an insurmountable barrier for clubs from smaller nations. Historical Context and Hungarian Legacy Hungary possesses a rich football tradition that has often been overlooked. The nation reached two World Cup finals (1938 and 1954) and produced legendary coaches who influenced football globally. The Golden Team featuring Ferenc Puskás remains one of football's most celebrated sides, while Hungarian coaches like Béla Guttmann and Pál Csernai introduced tactical innovations that shaped the modern game. The Future of European Competition The Champions League's current structure threatens the diversity that makes football compelling. While financial realities make complete parity unrealistic, measures to increase competitiveness across European football are needed. The tournament should reflect the continent's rich footballing heritage rather than serving as an exclusive club for the wealthiest nations. As Hungary demonstrates, passion and tradition can coexist with modern football—provided the opportunity exists.