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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.

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.

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.

Ring 5 Redefines the Smart Ring Form FactorOura introduced the Ring 5, a 40% smaller iteration of its flagship device, measuring just 2.28 mm in thickness. The ring packs the health‑tracking capabilities of a smartwatch—sleep, stress, readiness and heart health—into a jewellery‑like profile while extending battery life. It will ship on 4 June with a retail price of £399 (€399/$399) and a mandatory $5.99 monthly subscription.40% reduction in size versus Ring 4Battery life increased (exact hours not disclosed)Subscription‑based model adds recurring revenueFinancial Outlook: $1 bn Revenue Target and $11 bn ValuationOura reports roughly 5 million paying subscribers and a four‑fold revenue growth over the past two years, projecting $1 bn in revenue for 2025. The company is currently valued at about $11 bn ahead of an IPO slated for later this year.Market Implications: Accelerating Smart‑Ring Adoption and Competitive LandscapeAnalyst firm FDM CCS Insight estimates 4 million smart rings shipped in 2025, a figure that has more than doubled each year for the past two. While still dwarfed by the 175 million smartwatches shipped in the same period, rings are gaining traction among both traditional smartwatch users and those who prefer a less conspicuous device. Oura’s focus on sleep‑first tracking and a “female‑first” design philosophy differentiates it from larger players such as Apple.What’s Next: IPO Timing and Expansion of Proactive Health ServicesWith a global footprint that now includes offices in Helsinki, London, Los Angeles, San Diego and dual headquarters in San Francisco and Oulu, Oura is positioning the Ring 5 as a gateway to broader health‑care services. Upcoming software features—such as a health radar for early detection of blood‑pressure spikes and GLP‑1 weight‑loss monitoring—signal a shift toward proactive health management. Investors will be watching the IPO filing later in 2026 for clues on how the company plans to monetize these new services and sustain its growth trajectory.

Executive Summary of the Emmy TriumphAn Al Jazeera journalist received an International Emmy for outstanding reporting and delivered an emotional acceptance speech that captured the attention of viewers worldwide. The speech highlighted personal dedication, the challenges of modern journalism, and the broader relevance of the award.Details of the Award and the SpeechThe International Emmy ceremony, held on May 28, 2026, recognized the journalist’s investigative series that exposed critical issues in the Middle East. In the live broadcast, the reporter thanked colleagues, family, and the audience, describing the honor as a testament to perseverance in a turbulent media landscape.Qualitative Impact on Al Jazeera’s Brand EquityThe accolade adds to Al Jazeera’s growing portfolio of international recognitions, reinforcing its reputation for high‑quality, independent reporting. Industry analysts note that such awards enhance credibility with audiences and can attract new partnerships and funding opportunities.Broader Implications for Global JournalismThe emotional moment resonated beyond the network, signaling a renewed appreciation for courageous reporting in an era of misinformation. Media outlets worldwide cited the speech as an example of the personal sacrifices journalists make to deliver truth.Future Outlook for Award‑Winning JournalismExperts anticipate that the visibility from the Emmy win will encourage further investment in investigative projects at Al Jazeera and inspire other newsrooms to prioritize in‑depth reporting. The ceremony’s global reach suggests continued audience appetite for substantive journalism, potentially shaping editorial strategies across the industry.

Universal €1 Meal Initiative Expands Across French UniversitiesIn response to a survey showing that nearly half of France’s 3 million higher‑education students skip meals, the government announced this month that the previously means‑tested €1 meal will be available to every student.Government Extends €1 Meal to All Higher‑Education StudentsThe policy, previously limited to scholarship recipients, now covers all students at the 950 CNOUS‑run restaurants and cafeterias, including university sites such as Université Paris Dauphine and the Sorbonne’s Mabillon campus.Meal price: €1 for a three‑course balanced plate (starter, main, dessert).Optional extras: €0.55 per additional dish, coffee €0.60.Capacity: up to 2,400 students per sitting at Dauphine.Cost Implications: €120 million Funding and Pricing StructureThe state has earmarked €120 million for the programme in the next fiscal year, covering subsidies for the €1 price point while the regular tariff remains €3.30.Social and Health Impact on French Student PopulationOfficials argue the measure tackles food insecurity, public‑health concerns such as obesity, and promotes social cohesion by having all students share the same balanced meals.Student unions reported a rise in meal‑skipping from 45 % to 50 % before the policy.Positive feedback from students like Farid Rouba (chef) and Jérémy Reyes highlights satisfaction with quality and variety.Future Outlook: Sustainability and Potential AdjustmentsWhile the programme enjoys broad support, some students question the allocation of funds, suggesting resources could be redirected to cheaper accommodation. CNOUS plans to hire 200 extra staff and upgrade equipment to meet rising demand, but long‑term viability will depend on budgetary pressures and continued political backing.

The Lead: Embracing Chaos for European Glory "Every year I have less and less control," Luis Enrique admitted last week. It may be a surprising remark from a manager whose success with Paris Saint-Germain has earned him unprecedented sway, but it is a good description of his team's uninhibited performances on the European stage. "We need to be constantly changing," he went on. "In modern football you need to have a bit less control in order to surprise your opponents." The Tactical Approach: PSG's Unique Preparation Strategy Off the pitch, though, PSG run a tight operation. Last Wednesday's Uefa-mandated media day offered a glimpse at the club's preparations before the Champions League final, including a rare chance to witness a full training session. Such was the domestic and international interest that dozens of journalists were left watching a stream of Luis Enrique's press conference from a room upstairs. PSG will have gone two weeks without a game before facing Arsenal in Budapest. A schedule of intrasquad friendlies and tactical breakdowns was put in place, rather than an intensive boot camp. "I think we do things a bit differently to the majority of teams," Luis Enrique said. "Rest is very important to me, to have those moments where you can decide where you want to be. I want the players to be happy to come to training." The Squad Management: Balancing Domestic and European Priorities One of the areas in which Luis Enrique does exert control is in his meticulous squad management. Given the team's lack of time off last summer owing to the Club World Cup and a spate of injuries this season, this aspect of the Spaniard's management has been increasingly important. Ousmane Dembélé is one of several senior players to have missed a large part of PSG's 14th Ligue 1 title campaign in 2025-26. A couple of weeks ago, the France international was voted by his peers as Ligue 1's player of the season despite starting only nine games until then (11, by the end of the season). His scarce playing time was not entirely down to rotation, however, given that he struggled with hamstring and calf injuries at separate stages. Marquinhos, meanwhile, was mostly spared from Ligue 1 duties from mid-February. Conveniently, the captain's absence from domestic matches coincided with Illia Zabarnyi finding form after a shaky start to his first season in Paris. None of the Champions League starters played more than 2,000 minutes in the league apart from Warren Zaïre-Emery and Vitinha (for context, Declan Rice played 3,099 league minutes for Arsenal and is one of six starters against Burnley this month north of the 2,000 mark). Only Zaïre-Emery, by virtue of his tireless versatility, made more than 30 league appearances. The 20-year-old, in his fourth season in the first team, filled in impressively at right-back at the start before reverting to a more familiar midfield role while Fabián Ruiz was injured. The Controversy: Schedule Adjustments and Fan Backlash Opposition fans have lamented what they regard as preferential treatment for PSG, the team having benefited from schedule readjustments on their way to a fifth consecutive title. In order to accommodate their European title defence, the Ligue de Football Professionnel (LFP) agreed to push back two matches, against Nantes and Lens, which would have been sandwiched between knockout European ties. Whereas Nantes agreed to postpone their match, Lens made a public show of going against their title rivals' request. The eventual runners-up argued that postponing the match meant "adapting to the demands of the most powerful, in the name of interests which seemingly go beyond the domestic scope". PSG pointed to an imperative of helping Ligue 1's Uefa coefficient and the precedent set in previous seasons when other clubs' continental campaigns were accommodated. When both matches were eventually played in midweek slots, opposition fans were loud and clear in expressing their discontent. "Qatar is killing French football" read one banner in Lens, where fans also criticised the LFP. A similar message unfurled by Nantes fans at the Parc des Princes a few weeks back led to clashes with stewards. The League Dominance: PSG's Path to Another Title By the time the top-of-the-table clash was played, PSG had a six-point lead with two games remaining. Luis Enrique's second XI, featuring academy graduates and bench players, had managed more often than not to grind out wins against defensive opponents, with the help of late cameos from the usual starters. It left the leading lights in Khvicha Kvaratskhelia, Désiré Doué, and Dembélé to focus on shining in Europe. PSG were troubled in individual matches, with Monaco achieving the league double over them, but no challengers other than Lens managed to offer any resistance in the second half of the season. This is in part down to the poor state of French teams' finances, a situation exacerbated by successive broadcast deals collapsing and a lack of long-term planning by the league authorities. The Final Showdown: Preparing for Arsenal in Budapest As PSG prepares to face Arsenal in the Champions League final, Luis Enrique's philosophy of controlled chaos will be put to the ultimate test. Having secured another domestic title with relative ease, the focus now shifts to European glory. The Spaniard's approach of prioritizing rest and managing his squad meticulously has positioned PSG as favorites, but Arsenal's own domestic success presents a formidable challenge. The final will be a clash of contrasting styles and philosophies, with Luis Enrique's unpredictable approach facing off against Mikel Arteta's structured system. For PSG, it represents the opportunity to complete a remarkable season by adding European success to their domestic dominance.

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.

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.