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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.

Seizure of $232 Million Targets Cosa Nostra’s Financial EmpireOn Thursday, 2026‑05‑28, Italy’s financial police, the Guardia di Finanza, announced the confiscation of assets worth over $232 million that were tied to the late Mafia boss Matteo Messina Denaro. The operation traced funds through a web of companies, luxury properties, and offshore accounts that had been built since the 1980s.Scale of the Asset Freeze Across Europe and Offshore HavensCountries involved: Spain, Switzerland, Luxembourg, Monaco, LebanonOffshore jurisdictions: Cayman Islands, GibraltarKey asset types: luxury villas on Spain’s Costa del Sol, diversified financial portfolios, corporate holdings in various sectorsThe investigation also led to the arrest of three individuals who were suspected of managing the concealed wealth.Implications for Mafia Money Laundering and Regional SecurityChief anti‑Mafia prosecutor Giovanni Melillo described the seizure as a “major step in dismantling the group’s financial base.” By striking at the money‑laundering channels, authorities aim to cripple the Cosa Nostra’s ability to reinvest illicit proceeds into legitimate businesses, thereby reducing its influence over the Sicilian economy and beyond.Future of Anti‑Mafia Operations in Italy and EuropeThe use of advanced surveillance tools—drones, aircraft, and thermal scanners—demonstrates a shift toward high‑tech policing in organized‑crime cases. Analysts expect that the success of this operation will encourage further cross‑border cooperation, tighter monitoring of offshore flows, and more aggressive asset‑freezing measures throughout the EU.

The LeadUnited States President Donald Trump has threatened longtime ally Oman with military force if it gets involved in the dispute over shipping access to the Strait of Hormuz, as Washington's war on Iran once again risks engulfing the Middle East. Trump's threat to "blow up" Oman came as Muscat reportedly held talks with Iran about overseeing passage through the strategic waterway that handles more than 20 percent of the world's global oil traffic.Trump's Unprecedented Threat Against a Key Ally"Nobody is going to control it," Trump said of the strait during a cabinet meeting in Washington. "It's international waters, and Oman will behave just like everybody else, or we will have to blow them up." This direct threat against a country with which Washington has had relations for more than 200 years has sent shockwaves across the region and drawn international criticism.While Hormuz is an international strait, most of it is located solely in Iranian and Omani territorial waters – not international waters – with parts of its outlying areas reaching United Arab Emirates (UAE) territorial waters. This geographical reality complicates Trump's assertion that the waterway is purely international.The Strategic Importance of the Strait of HormuzAs the only route for Gulf oil producers to ship exports to the open ocean, the strait has served as a free international maritime route for decades. Following the US-Israeli joint attacks on Iran on February 28, however, Tehran closed the waterway and began to assert sovereignty over it, including charging tolls of as much as $2m per ship at times.Under international maritime law, countries are not permitted to charge tolls to shipping passing through natural straits such as Hormuz, even where they are not in international waters. Countries can, however, provide services to shippers, such as insurance, maintenance and docking assistance.Regional Implications of Trump's ThreatShortly before Trump's comment, Iran's state television reported that Iran and the United States were close to agreeing on a memorandum of understanding (MOU) under which Tehran and Muscat would jointly control the strait. The proposal designates payments for passing vessels, framed as "fees for services" rather than "tolls."While the Trump administration has called the claims of such an MoU "a complete fabrication," analysts say his threat suggests that an understanding between Iran and Oman is precisely what the US president is trying to avoid."What Washington wants to prevent is the normalisation of Iranian control over Hormuz, dressed in administrative and legal clothing and given Arab cover by a US ally," Muhanad Seloom, non-resident senior fellow at the Middle East Council on Global Affairs, told Al Jazeera.International Reaction and Legal ConcernsCritics called the threat reckless. Raed Jarrar, the advocacy director at the US-based rights group DAWN, likened the US president's comments to those of a "mafia boss.""The UN Charter prohibits the threat of force against any state, and that prohibition binds the United States exactly as it binds everyone else," Jarrar told Al Jazeera. "Threatening to 'blow up' an Arab country because its waters happen to sit along an oil route Washington wants reopened is the same lawless logic that produced this war in February."Samir Puri, a visiting lecturer in war studies at King's College in London, said Trump's threat to Oman was "really surprising" and warned that it would "send shockwaves across the region."Oman's Diplomatic Role in the US-Iran ConflictOman has played a unique role in the region as a mediator between the US and Iran. Omani Foreign Minister Badr Albusaidi was a key mediator in US-Iran nuclear talks before the war on Iran began. Just before the US-Israeli joint attack on Tehran in February, Albusaidi had been meeting US officials, including Vice President JD Vance, to facilitate negotiations about the future of Tehran's nuclear programme.Unlike other US allies in the Gulf, such as Qatar, Bahrain and the UAE, Oman does not host US forces. It was nevertheless dragged into the conflict when Iran launched attacks on US military assets and energy infrastructure across the Gulf region in the early days of the war.Future Outlook for the RegionSeloom, from the Middle East Council on Global Affairs, said Oman is "one Gulf state that is simultaneously a US security partner and Iran's most trusted Arab interlocutor.""In peacetime, that ambiguity is an asset. In wartime, it becomes a liability, which is precisely the inversion now playing out," he told Al Jazeera.The analyst argued that joint Iran-Oman control over Hormuz was "more posture than probability." "Oman's real interest is not co-owning Iran's blockade; it is brokering the strait's reopening," he said.Still, according to Seloom, the prospect of Iran and Oman jointly shaping the future of the Strait of Hormuz alarms the US president for three reasons: "It would turn Iran's grip on the chokepoint into a permanent post-war fact rather than a temporary act of war; it would set a precedent that littoral states can metre and monetise an international waterway, eroding the freedom-of-navigation principle the United States underwrites worldwide; and it would hand Tehran a strategic win that outlasts any ceasefire."

Former Prime Minister Tony Blair has called for the UK to scrap its 2050 net‑zero goal and ramp up North Sea oil and gas drilling, prompting a swift backlash from climate experts who label the suggestion “bizarre” amid a historic heatwave and rising energy costs. Blair’s Call to Re‑Open North Sea Oil and Gas E3G programme director Ed Matthew warned that abandoning net zero during the “worst May heatwave on record” would be a “massive setback” for the UK, emphasizing that clean energy is cheaper and has near‑zero operating costs. Economic Stakes: £200 million Heatwave Losses and Fossil‑Fuel Costs Heat stress on livestock and crops is projected to cost the UK economy over £200 million this year. The International Energy Agency’s Fatih Birol notes that new oil fields would have “little impact” on domestic fuel prices. Renewable‑energy growth, especially record‑breaking solar generation, is already reducing household energy bills. Why Renewables Outperform Fossil Fuel Revival in the UK Analysts such as Jess Ralston (Energy and Climate Intelligence Unit) argue that expanding solar and other clean‑power technologies shields consumers from volatile fossil‑fuel markets and supports energy security as the North Sea declines. Comparisons to Spain’s renewable‑driven price stability reinforce the case for electrification as the “obvious route” to lower bills. What the Next Steps Mean for UK Energy Policy Government spokespersons confirm that no new exploration licences will be granted, focusing instead on managing existing fields for the remainder of their lifespan while accelerating the clean‑power mission championed by Energy Secretary Ed Miliband. If the current trajectory holds, the UK is likely to cement its position as a leader in renewable deployment, rendering calls to revive North Sea drilling increasingly marginal in policy debates.

The LeadIn the midst of ongoing conflict and hardship, Palestinians in Gaza are finding ways to celebrate Eid, transforming what should be a joyous occasion into a powerful form of resistance. This cultural resilience demonstrates the strength of the human spirit even in the face of extreme adversity.Celebrating Amidst AdversityEid, one of the most important religious holidays in Islam, traditionally marks the end of Ramadan, the holy month of fasting. For Gazans, this year's celebrations have taken on added significance as they continue to navigate the challenges of daily life under blockade and conflict. Despite limited resources and security concerns, families are making efforts to maintain traditions, prepare special foods, and gather for prayers, turning these acts into statements of defiance against their circumstances.The Symbolism of JoyIn a region marked by suffering and loss, the decision to celebrate carries profound political meaning. Each smile, each shared meal, and each moment of togetherness becomes an act of resistance against those who seek to diminish Palestinian dignity and culture. Community leaders note that maintaining cultural practices is essential to preserving identity and hope for future generations.International ResponseThe celebrations in Gaza have drawn attention from international observers and human rights organizations. Many have highlighted the contrast between the resilience shown by Palestinians and the ongoing challenges they face. Some international aid organizations have made special efforts to ensure that Gazans have access to basic necessities during the holiday, though access remains limited due to the blockade.Looking ForwardAs Eid concludes, Gazans face an uncertain future, with ongoing political tensions and humanitarian concerns. However, the spirit of resistance demonstrated through celebration serves as a reminder of the enduring strength of Palestinian culture and community. The ability to find joy in difficult circumstances continues to be a powerful form of resistance that transcends the immediate challenges of the present moment.

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.

Immediate Fallout: Children Killed as Eid Joy Turns to FearOn the day of Eid al-Fitr, Israeli military operations in the Gaza Strip led to the deaths of several children, according to local reports. The strikes, which coincided with the Muslim holiday, have transformed what should have been a time of celebration into a period of collective grief and heightened anxiety for families across the enclave.Details of the Recent Gaza StrikesThe attacks were part of a broader Israeli campaign aimed at targeting militant infrastructure. While the official Israeli statement emphasized the pursuit of security objectives, eyewitness accounts from Gaza describe residential areas being hit, resulting in civilian casualties, including minors.Available Data on Casualties and DamageCurrent public information confirms the loss of child lives but does not provide a comprehensive casualty count for the day's operations. Health officials in Gaza have called for independent verification of the figures, highlighting the difficulty of obtaining accurate data amid ongoing hostilities.Broader Implications for the Gaza Humanitarian SituationThe incident underscores the fragile humanitarian environment in Gaza, where civilian populations already face severe shortages of water, electricity, and medical supplies. The timing of the strikes during a major religious holiday amplifies the psychological trauma and may influence international diplomatic pressure on the parties involved.Potential Trajectory: International Response and Future Ceasefire ProspectsIn the wake of the child fatalities, calls for an immediate de‑escalation have intensified from United Nations bodies, regional actors, and human‑rights organizations. The incident could serve as a catalyst for renewed ceasefire negotiations, though the path forward remains uncertain given the entrenched positions on both sides.

Unpacking America's Defining Speeches Ben Rhodes, a former speechwriter and deputy national security adviser to Barack Obama, has written a book titled 'All We Say: The Battle for American Identity: A History in 15 Speeches'. The book examines 15 significant speeches that have shaped American history and identity. The Event Details Rhodes' book starts with speeches from 250 years ago, including those by Benjamin Franklin and Sagoyewatha or Red Jacket. It covers great speeches by figures such as Frederick Douglass, Abraham Lincoln, Franklin D Roosevelt, Martin Luther King Jr, and John F Kennedy. The book also includes reactionary voices like Alexander H Stephens, Ronald Reagan, and Donald Trump. The Data Analysis Rhodes notes that it was challenging to find speeches by women, particularly before World War II. He highlights the speeches of lesser-known 19th-century campaigners like Maria Stewart and Anna Dickinson, as well as Dolores Huerta, the champion of Hispanic workers. The Impact Analysis The book aims to show how American identity has evolved over time. Rhodes discusses how Obama's speeches, such as 'A More Perfect Union', addressed issues of race and identity. He also analyzes speeches by other significant figures, including Frederick Douglass and his 'Composite Nation' speech, which advocated for mixed-race democracy. The Prediction Rhodes' work offers insights into the complexities of American identity and the power of speeches to shape the national conversation. His book provides a nuanced understanding of the country's history and the ongoing struggle to define what it means to be American.

The Scope of the UK’s Youth Exclusion CrisisAlan Milburn, the Blair-era cabinet minister turned social mobility adviser, has delivered the first part of his government-commissioned report on why increasing numbers of people aged 16 to 24 are not in education, employment or training (Neet). The 217-page document paints a damning picture of a 'record of failure' that is letting down a generation.The report highlights that about 1 million young people across the UK are not in jobs, training or education—roughly one in eight. It notes that the UK’s Neet rate is now worse than all but one EU nation, with only Romania ranking lower. The issue is also becoming more entrenched, with six in 10 Neet young people having never held a single job.Economic Cost and Regional DisparitiesMilburn warns of a 'lost generation' with severe economic consequences. The cumulative cost of this issue is estimated at £125bn. The report also reveals stark geographical divides; for example, 1% of 16- and 17-year-olds in Barnet, north London, are Neet, compared to 21.5% in Dudley, West Midlands. Of the top 10 local authorities with the highest Neet rates, eight are in the north or Midlands.Structural Inequality and the Health CrisisThe analysis identifies structural inequality as a primary driver, linking Neet status to background, geography, and ethnicity. Health issues, particularly mental health, are described as central to the problem. Young people in this state are now more likely to be economically inactive (53%) than unemployed (47%). The report criticizes the NHS for categorizing young people as unable to work rather than helping them return to it, singling out the 'fit note' system as a failure.Systemic Reforms Needed to Break the CycleThe report suggests that the social security system is failing to support reintegration, noting that for every £25 spent on benefits, only £1 goes toward helping young people back into work. Furthermore, the labour market is becoming hostile to young entrants due to AI recruitment filters and a lack of entry-level roles. To prevent a permanent underclass, the government must address the fragmented support system and housing instability.