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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 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.

General Compute, a new inference neocloud, raised a $15 million seed round at a $60 million post‑money valuation and booked a $300 million order for SambaNova’s upcoming SN50 chips. The company promises 600‑700 tokens per second per chip and a deployment model that fits into existing, air‑cooled data‑center infrastructure. General Compute’s Funding and Strategic Partnerships Seed round led by FUSE VC with participation from Carya Venture Partners and Village Global Ventures. Co‑founders Finn Puklowski (CEO) and Jason Goodison (CTO) partnered with SambaNova, an Intel‑backed chipmaker focused on inference. General Compute will be the first neocloud to deploy SambaNova’s SN50 chips, ordering $300 million worth of hardware. Colocation strategy includes traditional data‑center providers and repurposed crypto‑miner facilities. Financial Snapshot: $15 Million Seed and $300 Million Chip Order Seed funding: $15 million raised, valuing the company at $60 million post‑money. Chip commitment: $300 million of SN50 chips on order, enough to power a large inference fleet. Comparable market moves: Nvidia’s $20 billion acquisition of Groq (Dec 2025) and Cerebras’ $57 billion IPO (May 2026) illustrate the scale of inference‑focused investments. Implications for the AI Inference Landscape The shift from GPU‑centric training to specialized inference hardware is accelerating. SambaNova’s memory‑rich, flexible architecture claims to outperform GPUs, Groq, and Cerebras on token‑throughput, delivering 600‑700 tokens/sec versus ~250 tokens/sec for GPUs. Air‑cooled, low‑power chips lower the barrier to entry for colocation, enabling rapid deployment in existing facilities and even in repurposed crypto‑mining sites. This could democratize high‑speed inference, pressure pricing, and spur a wave of niche cloud providers focused on agent‑to‑agent workloads. What the Next Year May Hold for Inference‑First Cloud Providers When SambaNova releases its next‑gen chips later in 2026, General Compute’s early access positions it to capture a sizable share of the fast‑inference market. Expect: Increased competition among inference‑only clouds (e.g., CoreWeave, OpenRouter) to offer multi‑model routing and token‑cost optimization. More venture capital flowing into inference‑focused startups, mirroring the recent $113 million Series B for OpenRouter. Potential consolidation as larger players (Nvidia, Intel) seek partnerships or acquisitions to secure the most efficient inference stacks. Speed and cost efficiency will become the primary differentiators, shaping the architecture choices that dominate the AI 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.

Rudi Voeller, Germany’s sporting director, told the national team at their pre‑World Cup camp in northern Bavaria that players should keep sport and politics "somewhat separate" during the upcoming 2026 tournament. While no gag order exists, Voeller warned against new political displays that could distract from on‑field performance. Voeller’s Call for Political Neutrality Ahead of World Cup 2026 Speaking on Wednesday, 28 May 2026, Voeller emphasized that the German side will not receive specialist media training unlike the preparation before Qatar 2022. He clarified that any political expression should have occurred in the lead‑up to the tournament, not during the competition itself. Squad Composition and Historical Context: Numbers Behind the Debate 66‑year‑old Voeller draws on his experience as a former World Cup‑winning striker (1990). Germany will travel with a 26‑man squad to the United States, Canada and Mexico. In Qatar 2022, German players covered their mouths in a pre‑match photo to protest FIFA’s ban on "OneLove" armbands, a controversy that many believe affected their performance. Veteran goalkeeper Manuel Neuer is expected to miss the final friendly against Finland but will be available for the World Cup. Potential Ripple Effects on FIFA’s Political Policy and Team Dynamics The directive could influence how other national associations approach political expression, especially as FIFA continues to tighten rules on symbols and statements. By keeping the issue internal, Germany may avoid media scrutiny that previously amplified the Qatar incident, allowing the coaching staff to focus on tactical preparation. What to Expect from Germany and FIFA as the Tournament Approaches Analysts anticipate a disciplined German side that prioritises attractive football over activism, aligning with Voeller’s view that sport offers a distraction from everyday worries. Should any player break the informal guideline, FIFA may intervene, potentially leading to sanctions similar to those threatened in 2022. Germany’s final pre‑tournament friendly against Finland in Mainz will serve as a litmus test for squad cohesion under the new non‑political stance, while coach Julian Nagelsmann prepares to integrate Neuer once he regains fitness.

Lead: Bournemouth’s Summer Retention MissionBournemouth have made it clear they will resist any summer bids for Eli Junior Kroupi, Rayan and Alex Scott. With the club set to play in Europe for the first time, securing these key players is seen as essential to building on a record sixth‑place finish.Bournemouth’s Summer Retention Strategy for Its Young StarsThe Cherries are confident that Scott will sign a new long‑term contract despite interest from Premier League rivals. Kroupi, the 19‑year‑old who netted 13 goals in his debut Premier League season, remains a £12 m investment the club expects to keep for at least another season. Rayan, also 19, arrived from Vasco da Gama in January and carries a €100 m (£87 m) release clause that only activates in the summer of 2027.Scott: £25 m purchase from Bristol City (2023)Kroupi: £12 m fee, 13‑goal debut seasonRayan: €100 m release clause, Brazil World Cup squad memberFinancial Stakes: Contracts, Release Clauses and Transfer ValuesRecent departures highlight Bournemouth’s willingness to sell: Dean Huijsen left after one season when Real Madrid triggered a £50 m release clause. The club generated over £250 m in sales during the 2025‑26 season, yet still faces significant valuation questions around its remaining talent.£25 m spent on Scott (2023)£12 m spent on Kroupi (2025)€100 m (£87 m) release clause for Rayan (effective 2027)£50 m release clause activated for Huijsen (2025)£250 m+ total sales in 2025‑26 seasonWhat Retaining the Trio Means for Bournemouth’s European AmbitionsAndoni Iraola’s side qualified for the Europa League, a historic first for the club. Keeping the trio preserves the attacking core that propelled Bournemouth to a sixth‑place finish, while also providing stability as the club navigates the demands of European competition.Europa League qualification – first everRecord league finish (6th)Potential coaching interest: Milan, Crystal Palace, Bayer Leverkusen eye IraolaLooking Ahead: Contract Extensions and Potential Transfer ScenariosAnalysts expect Bournemouth to offer Scott a contract extension through 2029, while Kroupi will likely receive a new deal with a higher release clause to deter suitors. Rayan’s situation remains delicate; the €100 m clause is a deterrent until 2027, but strong performances could reignite interest from top clubs.Should any of the players depart, Bournemouth will need to reinforce a centre‑back (replacing Marcos Senesi) and add a striker to partner Evanilson, indicating a busy transfer window ahead.

The Chancellor’s Directives to Prioritise British SuppliersIn a letter seen by The Guardian, Chancellor Rachel Reeves instructed every cabinet minister responsible for spending to "buy British" wherever possible. She expressed disappointment that many departments continue to award contracts to foreign firms despite the availability of capable UK suppliers.Targeted Sectors and the Scope of New OversightThe Treasury and Cabinet Office will now monitor contracts worth billions of pounds in four identified sectors that are deemed critical to national security:ShipbuildingSteel‑makingEnergy infrastructureArtificial intelligenceOfficials have been given authority to intervene or "call in" contracts that do not meet the new nationality criteria.Financial Scale of the Contracts Under ScrutinyRecent high‑profile deals illustrate the monetary stakes:£200 million contract for navy support vessels awarded to Dutch shipbuilder Damen.£9 million refit of the research ship David Attenborough awarded to Danish yard Orskov.Potential £1.9 billion upgrade of the Faslane nuclear‑submarine shipyard that could be opened to foreign bidders.Collectively, the four sectors involve multiple billions of pounds of annual government procurement.Political and Economic Implications for UK IndustryThe move arrives amid internal Labour Party tensions over the chancellor’s future and broader concerns about the UK’s economic exposure to the Iran war. Union leaders, such as GMB Scotland’s Louise Gilmour, have welcomed the push, arguing that foreign award‑outs undermine British jobs and security.Critics within government warn that prioritising nationality over cost could raise taxpayer expenses and limit competition, especially in high‑tech fields like AI where global expertise is crucial.What Comes Next: Guidance, Enforcement and Potential BacklashReeves plans to issue detailed guidance this summer, directing accounting officers to factor contractor nationality alongside price. The Cabinet Office will review departmental decisions and, where necessary, override them.Potential outcomes include:Increased market share for UK firms in shipbuilding, steel and AI.Heightened scrutiny of foreign involvement in critical energy projects.Possible legal challenges under the 2023 Procurement Act if contracts are blocked.The policy’s success will hinge on balancing national‑security objectives with fiscal prudence, and on whether the Labour leadership can maintain cohesion as the party navigates upcoming leadership debates.

The Mischief Theatre Company's Thespians Review The Mischief theatre company has been making fun of actors' foibles for years, especially in their deliriously amusing Goes Wrong series. Their first musical, Thespians, asks if the rampaging egos, heated rivalries, creative differences, and hammy activities of actors can be dated back to the world's very first acting troupe. The World of Thespians Little is known about the real Thespis, father of tragedy in the sixth century BC. Co-writers and lyricists Jonathan Sayer and Ed Zanders introduce him on the drought-plighted island of Ikaria and chart his odyssey to Athens, where he competes in a Eurovision-style prayer competition at the whim of a merciless tyrant and ends up founding the art of acting with his pals. The Musical Elements The musical elements of Thespians are a highlight, with songs that grow stronger over the evening. The show includes a Kander and Ebb spoofing Old Man Tango, with a geriatric chorus line prone to back pain. The sound, from Ben Smith's band, is more Sondheim than Rydell High in a show subtitled Greece the Musical (But Not That One). The Performances The cast, including James Spence as Thespis, Luke Latchman as Atlas, and Marc Pickering as Adonis, deliver strong performances. The show is directed by Robyn Grant and features a panto-esque adventure with a mix of physical comedy and witty wordplay. The Verdict While the show could benefit from zippier physical set pieces and a faster-paced ending, it distinguishes itself with an abundance of heart and soul. Thespians is a sweetly affecting paean to keeping good company – in life as much as in theatre.

The Final Showdown: Teams and TacticsCrystal Palace and Rayo Vallecano meet in Leipzig for the 2026 Conference League final. For Palace, this is the curtain call for manager Oliver Glasner, who aims to secure his first piece of European silverware and finish his tenure with two trophies in south London.Crystal Palace: Henderson; Muñoz, Riad, Lacroix, Canvot, Mitchell; Wharton, Kamada; Pino, Sarr, Mateta.Rayo Vallecano: Batalla; Ratju, Lejeune, Ciss, Chavarría; López, Valentin, Palazón; Garcia, Alemao, De Frutos.The Stakes: A Guaranteed Europa League SpotThe winner secures an automatic berth in next season's Europa League. This is a massive prize for both teams: Rayo finished 8th in La Liga, while Palace finished 15th in the Premier League. Without this victory, neither club would have qualified for European competition next season.A Historic Opportunity for UnderdogsThis final represents a rarity in European football: a clash between two clubs not named Real Madrid, Atlético Madrid, Manchester City, or Arsenal. Palace's journey was unexpected, having been demoted from the Europa League due to multi-club ownership rulings, a decision that ultimately proved to be a "blessing in disguise."The Prediction: Palace's Edge in DepthDespite Rayo's impressive run through the semi-finals against RC Strasbourg, Crystal Palace enters as the slight favorites. Palace boasts a more experienced squad capable of handling the pressure of a final, particularly with their creative midfield options. Glasner's tactical discipline should see the Eagles edge out the Spanish side in a tight encounter.