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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.

The Flavor Crisis in American FoodThe article examines the phenomenon of declining flavor in American food products, noting that taste has been increasingly sacrificed for other factors in modern food production.Industrial Food ProductionOne key factor discussed is the impact of industrial food production methods on flavor quality, with large-scale operations often prioritizing efficiency and shelf life over taste.Processed Foods and Artificial FlavorsThe rise of processed foods and reliance on artificial flavors is identified as another significant contributor to the flavor decline in American cuisine.Cultural ImplicationsThe article explores how this flavor loss has affected American food culture and the relationship between consumers and their food.Looking ForwardDespite the challenges, the article suggests that there may be growing awareness and efforts to address the flavor crisis in American food.

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 Charges and Investigation Australia has charged a woman with alleged links to the ISIL (ISIS) group after she returned from Syria, as authorities intensify investigations into nationals repatriated from detention camps. Police said the 34-year-old arrived in the country in September alongside another woman and is due to appear in a Melbourne court on Thursday. She faces charges of being a member of a “terrorist” organisation and entering a declared conflict zone. Federal police Assistant Commissioner Hilda Sirec said both offences carry potential sentences of up to 10 years in prison. The Woman's Background and Detention Sirec said the woman travelled to Syria in 2013 or 2014 and was later detained by Kurdish forces in 2019 before being held in al-Hol camp along with her family. Authorities announced the charges as more women and children returned to Australia this month after years in Roj camp in northeast Syria, where families of ISIL fighters have been held since 2019 without a formal legal process. Additional Charges and Investigations Among the latest arrivals, three women face additional charges, including crimes against humanity. Police have also charged Kawsar Ahmad and Zeinab Ahmad, a mother and daughter who arrived earlier this month, with enslavement-related offences. Another returnee, Janai Safar, has been charged with entering a declared conflict zone and joining ISIL. The Repatriation Debate The repatriations have caused political debate, with Prime Minister Anthony Albanese saying the government did not assist their return and warning, “If you make your bed, you lie in it.” Advocacy groups argue Australia must uphold the right of its citizens to return, particularly for children who, they say, should not bear responsibility for their parents’ actions.

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 Escalation in Southern LebanonIsrael has significantly increased its military activities in Lebanon, particularly in the southern regions, despite ongoing ceasefire agreements with Hezbollah. This escalation marks a notable shift in the security dynamics of the border area, with Israeli forces conducting more frequent airstrikes and artillery shelling in recent weeks.Strategic Objectives Behind the OffensiveAccording to military analysts, Israel's intensified campaign appears aimed at degrading Hezbollah's capabilities and infrastructure. The Israeli government has stated that these operations are necessary to prevent what it describes as "imminent threats" from the Lebanese militant group, which has been rebuilding its arsenal since the last major conflict in 2024.International Response and Diplomatic FalloutThe escalation has drawn condemnation from several international bodies, with the United Nations expressing concern over the potential for wider regional conflict. Diplomatic efforts to restore calm have intensified, though both sides appear entrenched in their positions. The United States has called for restraint while maintaining its support for Israel's right to defend itself.Humanitarian Impact on Lebanese CiviliansThe increased hostilities have had severe consequences for civilian populations in southern Lebanon. Reports indicate dozens of civilian casualties and the displacement of thousands as residential areas come under fire. Humanitarian organizations warn of a developing crisis as access to basic necessities becomes increasingly difficult in affected regions.Regional Implications and Future OutlookThis escalation risks destabilizing an already fragile region, potentially drawing in other actors and reigniting broader conflicts. Military experts suggest that unless diplomatic intervention succeeds in de-escalating tensions, the situation could deteriorate further, potentially leading to another full-scale conflict between Israel and Hezbollah with unpredictable regional consequences.

The Controversial Congressional Map Republicans in Alabama have asked the US Supreme Court to approve a congressional election map that was previously ruled to be racially discriminatory. The state's Republican leadership is seeking to use this map for the 2026 midterm elections, despite concerns about its impact on Black voters. Background of the Dispute In 2023, a three-judge panel found that Alabama's Republican leadership had intentionally diminished the political strength of Black voters, who tend to lean Democratic. The panel ruled that the state should have two Black-majority districts: one that includes the city of Birmingham, and another that includes the state capital, Montgomery. The Impact of the Supreme Court's Recent Decision The US Supreme Court recently weakened how the Voting Rights Act could be applied to redistricting cases in the Louisiana v Callais decision. Alabama Republicans argue that this change makes their previously rejected map valid, while critics see it as an attempt to undermine the Voting Rights Act. Consequences for the Midterm Elections If the rejected map is restored, Governor Kay Ivey has indicated that new primaries will be held in four of the state's seven congressional districts. This could lead to voters in those districts having to recast their ballots, potentially affecting the outcome of the midterm elections. A Nationwide Redistricting Battle The dispute over Alabama's congressional districts reflects a broader battle over control of the US House of Representatives. With Republicans holding a slim majority, the outcome of a handful of elections could significantly impact the balance of power in Congress.

The Sound of Summer and the Cost of SilenceThe 'lawnmower hum' is a defining auditory backdrop of the season, yet it has evolved from a mere annoyance into a significant source of legal liability. While some view the rip, chug, and whine of garden machinery as the 'music of May,' it frequently pits neighbours against one another, turning weekend relaxation into a battleground of noise complaints.The Legal Threshold: From Annoyance to FelonyThe conflict between maintaining a pristine lawn and respecting community peace has escalated to serious criminal levels. A recent case in Wiltshire highlights the extreme end of this spectrum, where a woman faces up to a year in jail for deliberately leaving her lawnmower running during a neighbour's dinner party. This incident was not spontaneous but the culmination of a 15-year feud and a violation of a restraining order.Weekday Hours: Generally 8am to 8pm are considered acceptable.Saturday Hours: Some councils recommend restrictions between 9am to 7pm.Sunday Hours: Stricter limits often apply, typically 10am to 7pm.The Financial Impact of Noise ViolationsLocal authorities possess the power to impose strict penalties on those who disregard these quiet hours. The financial cost of a single noise violation can be substantial, with fines reaching up to £5,000. This financial burden applies not only to the operator of the machinery but also to those using other noisy tools such as hedge trimmers, edge strimmers, and pressure washers that disturb the peace.The Social Shift in Suburban EtiquetteThe core of the issue lies in a clash of lifestyles: the hard-working individual who must mow on weekends versus the neighbour seeking relaxation. The irritation is compounded by the antisocial use of tools during sensitive times, creating a breakdown in mutual consideration. As urban density increases and gardens become smaller, the margin for error in noise management is shrinking.Future Outlook: Enforcing the PeaceAs legal frameworks tighten and community standards evolve, the expectation for 'quiet enjoyment' of a property is likely to become more rigid. Future disputes may see a rise in litigation rather than informal compromise, as the financial and legal risks of ignoring noise restrictions continue to mount.