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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 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.

Interviewing Mouse on Mars: A Conversation Like No Other Interviewing Mouse on Mars is no easy feat. Not because the duo are hard to find, even though their current studio is hidden in a courtyard deep in Berlin’s Kreuzberg district. Nor because they continue to be notoriously busy, particularly since one half of the band, Jan St Werner (born Jan Stephan Werner), is now a professor in pop music, at the Folkwang University of the Arts in the western German city of Essen. The Collaboration with Lee 'Scratch' Perry After a five-year silence, they are about to release Spatial, No Problem, a collaboration with Lee “Scratch” Perry recorded during the late dub and reggae legend’s whirlwind visit to their former Berlin studio in 2019, two years before his death aged 85. The meeting had been set up by mutual friends, though it was not clear whether it would really happen until Perry arrived at Berlin’s airport – the former Bob Marley producer had a reputation for unpredictability, and dates kept shifting. The Making of Spatial, No Problem The result is a collage-esque fever dream of a record, marrying Perry’s signature free-flowing vocals with a strange, yet warm mix of countless instruments played by friends, all held together by glitchy electronics. They had the idea to record the session as spatial audio, a technology used to mimic a more “natural” hearing experience in 3D. Asking about his familiarity with the technique, Perry answered with a wide grin, and the sentence “Spatial? No problem”. The title to the album was born, which includes recordings that are said to be some of Perry’s last. The Impact of the Collaboration Their reverence for Perry is obvious, every attempt to steer the conversation towards other topics brings the trio back to their time with him. They paint a picture of a creative frenzy: technicians installing microphones whichever corner Perry ended up standing and performing in, friends popping in and out of the sessions, NKishi being proclaimed “God” by Perry in a graffito on the studio’s walls, a general sense of a meeting of minds between artists with a similarly anarchic approach to life and craft. The Future of Mouse on Mars At a moment when the music industry is becoming ever more algorithmic, more optimised, more relentlessly targeting fickle attention-spans on social media, Mouse on Mars remain a genuinely anomalous proposition: a band whose greatest asset is their refusal to be legible. And they have been doing this for 30 years, ending up somewhere entirely different than originally planned – and making it sound, against all odds, exactly where they meant to be.

The Urban Pompeii of Los AngelesThe La Brea Tar Pits and Museum, a cornerstone of Los Angeles' cultural landscape, is preparing to close its doors in July 2026 for a comprehensive overhaul. This $240 million renovation aims to reimagine the visitor experience while preserving the site's status as the world's only urban, active ice age excavation site.A $240M Transformation of the Ice AgeThe project, led by the Natural History Museums of Los Angeles County and designed by the New York firm Weiss/Manfredi, will transform the interior exhibition spaces and the surrounding 13-acre park. New walkways and bridges are planned to create a dynamic environment, though the existing structure will remain largely intact.Project Timeline: Closing in July 2026, reopening in 2028.Design Firm: Weiss/Manfredi (known for Brooklyn Botanic Garden and Olympic Sculpture Park).Scope: Interior updates, landscape features, and new bridges.Preserving the Past: The Value of the CollectionThe site holds over 2 million fossils, including mastodons and saber-toothed cats. The preservation quality is exceptional, retaining collagen for accurate carbon dating, which provides invaluable data on the past ecosystem. The site is often described as "Pompeii, but in the middle of a massive city."Bridging the Gap Between Science and SocietyEmily Lindsey, the museum's associate curator, emphasizes the site's critical role in scientific literacy. It offers a unique opportunity to showcase the scientific process publicly, countering current mistrust of science by making it accessible and understandable to the public.The Future of Urban PaleontologyThe reopening in 2028 is expected to set a new standard for urban natural history museums, potentially increasing attendance and serving as a model for integrating scientific research directly into public spaces.

The Shift in BHP's Climate Strategy BHP, the world's largest miner, has been a significant player in the global mining industry. However, recent internal documents leaked to the Guardian and the ABC's Four Corners program have revealed that the company is backtracking on its climate action plans. The Leaked Documents The leaked documents, dubbed the BHP files, show that the company has halted or delayed several key projects aimed at reducing emissions. These projects include: A 50-megawatt solar farm and 20MW battery at its Jimblebar mine, which was effectively shelved soon after being approved and funded by the board in mid-2023. A huge system of almost 500MW solar, wind and battery that could power a small city, which has been significantly delayed and will not progress in its current form until 2031 at the earliest. An iron ore processing plant that could have prevented 1.7m tonnes of emissions a year, which was dumped despite being described as 'well-aligned' with its climate transition action plan. The Impact on Climate Goals BHP's decision to backtrack on its climate action plans has raised concerns among experts and environmental groups. The company's failure to urgently decarbonize could put national climate targets, including a 43% cut below 2005 levels by 2030, in doubt. The Future Outlook BHP has stated that it is still focused on its emissions reductions goals and has reduced emissions by 36% on 2020 levels. However, experts argue that the company's actions are not in line with its public commitments, and it needs to take more drastic measures to achieve its climate goals.

The Legal Challenge to FIFA's Ticketing SystemThe attorneys general of New York and New Jersey have launched a significant investigation into FIFA's ticketing practices for the 2026 World Cup, specifically focusing on matches at MetLife Stadium in East Rutherford, New Jersey. This legal action represents one of the most serious challenges yet to soccer's world governing body over its controversial approach to ticket distribution and pricing.Investigation Focuses on Seat Location and Pricing PracticesThe probe, announced by New York's Letitia James and New Jersey's Jennifer Davenport, centers on two main issues: fans who say they were misled about the location of their seats, and claims that FIFA's public messaging has contributed to inflated prices throughout the tournament. The investigation specifically targets matches at MetLife Stadium, which will host eight games including the July 19 final.Both officials made strong statements against FIFA. James emphasized that "no one should be manipulated into paying sky-high prices for seats," while Davenport accused FIFA of practicing "fake scarcity" by withholding blocks of tickets to drive up prices for remaining seats.The Economics of World Cup TicketingFIFA has faced widespread criticism for its implementation of dynamic pricing for the first time in World Cup history. This practice, which sees ticket prices fluctuate based on demand, has resulted in average ticket prices hovering above $1,000 throughout the tournament, despite an official price floor of approximately $60 per ticket.A Guardian analysis found that the cheapest World Cup tickets experienced the most significant price increases, a trend that has continued in recent months. In response to backlash, FIFA has made limited allocations of lower-priced tickets, including a "Supporter Entry Tier" with prices capped at $60 (representing just 1.6% of all tickets) and a special $50 ticket offer for New York City residents to MetLife Stadium games (excluding the final).Category Confusion and Seat Placement IssuesThe investigation also comes amid confusion over FIFA's ticket category system. Initially, FIFA officials announced they would abandon traditional category classifications (where Category 1 typically represented sideline seats, Category 2 endline seats, and Category 3 corner seats) in favor of a system based entirely on distance from the pitch.However, when tickets went on sale, a system much closer to FIFA's traditional categories was used, creating discrepancies between what was promised and what was delivered. In April, FIFA introduced a new category comprising the first several rows next to the field, further complicating the ticketing landscape.Legal and Consumer Protection ImplicationsThe investigation marks the first time that a law enforcement authority with jurisdiction has formally accused FIFA of "fake scarcity" in ticketing practices. The state officials were joined by Samuel A. A. Levine, commissioner of the New York City Department of Consumer and Worker Protection, who stated that FIFA's reported conduct would violate the city's consumer protection law.This legal action could set a significant precedent for how international sporting events are ticketed in the United States and potentially beyond. It also comes amid growing scrutiny of FIFA's business practices, which have long been criticized by fans, journalists, and even some national football associations.Future of World Cup Ticketing in QuestionAs the investigation unfolds, several outcomes are possible. FIFA may be required to modify its ticketing practices for the 2026 World Cup and potentially future tournaments. The investigation could also lead to greater transparency in how tickets are allocated and priced, potentially benefiting fans who have historically faced challenges in securing affordable tickets to major sporting events.Additionally, this case may prompt other jurisdictions to examine FIFA's ticketing practices more closely, potentially leading to a broader reevaluation of how international sporting bodies approach ticket distribution and pricing in the future.

The 2025‑26 Premier League season saw a blend of defensive solidity, attacking creativity and tactical versatility that propelled Arsenal to the title and forced rivals to adapt. This review isolates the players whose individual brilliance not only earned them a place in the Team of the Season but also shifted the strategic landscape of English football.The Defensive Backbone: Arsenal’s Clean Sheet HeroesDavid Raya kept 19 clean sheets, clinching his third consecutive Golden Glove and coming within one of the all‑time record. His game‑changing saves against Brighton, Chelsea and a crucial stop from Mateus Fernandes at West Ham underpinned Arsenal’s defensive resilience.Gabriel Magalhães anchored the back line with 32 appearances and contributed to the league‑best 17 clean sheets. His aerial threat added a league‑high 24 dead‑ball goals, including a record 18 from corners.William Saliba demonstrated composure, being dribbled past only seven times and completing 92.9% of his passes, the third‑fewest dribbles conceded in the division.Statistical Standouts: Record‑Breaking Assists and Clean SheetsBruno Fernandes set a new Premier League assists record with 21 assists, surpassing Thierry Henry and Kevin De Bruyne.Fernandes also created 136 chances, 58 more than any other player.Declan Rice generated 63 chances, the highest in his squad, and covered the most ground among midfielders.Nico O’Reilly contributed 9 goals and 6 assists across all competitions, earning an England World Cup call‑up.Strategic Shifts: How Versatile Players Reshaped Club TacticsManagers leaned on adaptability. Matheus Nunes transformed from a dismissed midfielder into a premier right‑back, offering Guardiola a dynamic outlet. Nico O’Reilly provided Manchester City with a left‑back capable of midfield overloads, while Bruno Fernandes thrived in a deeper role under Ruben Amorim, proving that positional fluidity can amplify creative output.Looking Ahead: What These Performances Signal for 2026‑27Arsenal’s defensive core suggests they will remain a benchmark for solidity, prompting rivals to invest in goalkeeping and centre‑back depth. The emergence of multi‑position players like Nunes and O’Reilly indicates a league trend toward hybrid roles, likely influencing transfer strategies ahead of the 2026‑27 window. Meanwhile, Fernandes’ assist record sets a new performance bar for midfield creators, raising expectations for the next season’s playmakers.

The Lead-Up to the 2026 World Cup Kits The 2026 World Cup is just around the corner, and with it comes the unveiling of the kits that will represent each team on the global stage. The Guardian has taken a closer look at the designs and identified the top contenders for the best kits. The Top Contenders for 2026 World Cup Kits Several teams have unveiled their kits for the 2026 World Cup, each with its own unique design and style. Some of the top contenders include: Argentina: Known for their classic blue and white stripes, Argentina's kit is a timeless design that is sure to be a hit with fans. Brazil: Brazil's kit features a bold yellow and green design, complete with a sleek and modern aesthetic. Spain: Spain's kit is a stylish and sophisticated design that features a bold red and yellow color scheme. The Impact of Kit Design on Team Identity The design of a team's kit can have a significant impact on their identity and how they are perceived by fans and opponents alike. A well-designed kit can boost team morale and create a sense of unity among players and fans. The Prediction: Who Will Win the World Cup of Kits? While it's impossible to predict with certainty which kit will be the most popular, some teams are certainly standing out from the crowd. Argentina's classic design, Brazil's bold colors, and Spain's stylish aesthetic are all top contenders for the best kit of the 2026 World Cup.

The Rise of Catnomics Japan's love affair with cats has reached unprecedented levels, with felines generating an expected ¥3tn ($18.8bn) in value to the Japanese economy this year. This phenomenon, dubbed 'catnomics,' is driven by a culture of cat appreciation, tourism, and consumer spending on cat-related products and services. The Economic Impact of Cats Katsuhiro Miyamoto, professor emeritus at Kansai University, estimates that cats will add just under ¥3tn ($18.8bn) in value to the Japanese economy in 2026. This estimate combines consumer spending at cat cafes and on items such as photo books with sales and salaries among cat food manufacturers and related companies. Cat Tourism and Culture The influence of cats is evident across every corner of Japanese society, with cat-themed shops, restaurants, and souvenirs popping up in popular tourist areas. Yanaka Ginza, a neighbourhood in north-east Tokyo, is seeing a tourism boom fuelled by its historical association with cats, Japan's most popular pet. The History of Cats in Japan Cats are believed to have been introduced into Japan during the Nara period (710-794) via Japanese envoys returning from Tang Dynasty China. Many were taken in by temples, where they protected religious scriptures from hungry rodents – a role that imbued them with a special, even mystic, status among their human counterparts. The Future of Catnomics As Japan's cat population continues to grow, with 8.8 million cats kept in Japanese households, the economic impact of catnomics is likely to increase. With high-profile cat owners, including the emperor and empress, and the prime minister, Sanae Takaichi, expressing a preference for cats over dogs, it's clear that Japan's feline fixation is here to stay.