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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.

Anti‑immigrant anger is reaching a new peak in South Africa as municipal officials ordered the removal of makeshift camps that housed thousands of migrants, leaving them exposed on public streets. The move has ignited protests, a surge in xenophobic incidents, and a heated debate over the nation’s immigration policy. Escalating Xenophobic Tensions After Forced Evictions City councils in Johannesburg and surrounding townships issued eviction notices this week, citing health and safety concerns. Residents of the cleared camps report being given less than 24 hours to vacate, with many forced to sleep on sidewalks or in overcrowded shelters. Evictions began on 2026-05-25 across three major informal settlements. Local NGOs estimate that over 5,000 migrants were displaced. Community leaders claim the actions were taken without adequate consultation. Limited Data Highlights a Growing Crisis Official statistics on the displacement are scarce, but available reports point to a sharp rise in xenophobic activity: The South African Police Service logged a noticeable uptick in hate‑crime complaints in the past month. Human‑rights groups note an increase in verbal and physical attacks targeting foreign nationals. Economic analysts warn that prolonged unrest could deter foreign investment. Political Fallout and Social Cohesion at Risk The government’s response has split opinion. While some politicians defend the evictions as necessary for public order, opposition parties and civil‑society groups accuse the administration of stoking xenophobia. President Cyril Ramaphosa called for “orderly migration management” but avoided direct criticism of local authorities. Opposition leader John Steenhuisen demanded an immediate halt to evictions and a review of immigration policy. International bodies, including the UN, have urged South Africa to uphold the rights of migrants. Potential Policy Shifts and International Scrutiny Analysts predict that sustained pressure could force the government to adopt a more coordinated approach: Implementation of a national framework for temporary housing of displaced migrants. Increased funding for community‑integration programs to mitigate xenophobic sentiment. Possible sanctions or aid reductions from foreign partners if human‑rights violations continue. Until concrete measures are taken, the risk of further unrest remains high, and South Africa’s reputation as a regional hub for trade and tourism could suffer.

The Red Carpet Incident Wicked star Cynthia Erivo has said that reactions to the incident at the Singapore premiere of Wicked: For Good, in which she stepped in to fend off a red-carpet invader who grabbed co-star Ariana Grande, revealed “the insidious nature of how we view Black women” and put her off campaigning for Oscars. Erivo's Account of the Incident In an interview with Variety, Erivo said that she and Grande were “terrified” when Johnson Wen jumped a barrier at Universal Studios Singapore and rushed towards them. “Nobody moved. Nobody moved. So I moved because my brain went, ‘Get him away! Get him out of here!’ … And what people couldn’t see is that he wouldn’t let go [of Grande]. He wouldn’t let go. So I just kept pushing at him to get him off.” The Data Analysis: Public Reaction The incident triggered a huge response on social media, including suggestions that Erivo was Grande’s “bodyguard” – something to which Erivo objects. Erivo added that she believes people made assumptions about her role in the incident based on her appearance, saying “it was my physique; it was my shape; it was the fact that I was bald; it was about what I looked like.” The Impact Analysis: Racism in the Spotlight Erivo said that she felt her humanity had been “bastardised” by the reactions to the incident, and that it had made her reluctant to campaign for Oscars for Wicked: For Good. “I just felt like my humanity had been bastardised,” she said. “I didn’t want to put myself through it. I didn’t feel like I deserved it.” The Prediction: Moving Forward Erivo's comments highlight the ongoing issue of racism in the entertainment industry and the need for greater understanding and empathy. As the industry continues to evolve, it remains to be seen how stars like Erivo will be perceived and treated in the future.

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.

The Escalation of Violence in Southern Lebanon At least 16 people have been killed and 58 wounded in Israeli attacks in southern Lebanon, according to Lebanese health authorities, as Israel intensifies its assault and issues mass displacement orders across the region. Details of the Attacks Lebanon’s state-run National News Agency reported on Thursday that six of the victims belonged to the same family. They were killed in an Israeli drone strike while trying to flee at dawn along the Adloun Highway, a key route linking Sidon and Tyre, it said. 6 victims belonged to the same family Killed in an Israeli drone strike Incident occurred along the Adloun Highway The Humanitarian Crisis The attack came as Israel expanded its bombardment across southern Lebanon, hitting residential areas, roads and civilian infrastructure. The Lebanese army said one of its soldiers was killed in an Israeli strike in the Nabatieh area, the latest in a string of attacks targeting military personnel. Displacement Orders Israel has also issued sweeping displacement orders covering large parts of the south, including Tyre and surrounding areas. Residents were told to evacuate immediately and move north of the Zahrani River, roughly 40km (25 miles) from the Lebanon-Israel border. The Impact on Civilians The International Committee of the Red Cross has warned that Israel’s large-scale forced displacements and continued strikes on urban centres are placing civilians at severe risk and deepening a humanitarian crisis. The Future Outlook The escalation came as United States-mediated talks between Israel and Lebanon are due to resume on Thursday, beginning with technical discussions before moving to broader negotiations in early June. However, Israel has significantly intensified its military operations in the past two days, casting doubt over the prospects for diplomacy.

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.

The Lead: Milburn's Stark Warning on UK Youth EmploymentA landmark review led by former Labour cabinet minister Alan Milburn has issued a stark warning regarding the future of the British workforce. The report projects that the number of young people not in work or education could surge to 1.25 million by the early 2030s without immediate intervention. This projection signals a potential deepening of the economic inactivity crisis that has been plaguing the UK for several years.The Event Details: The 'Generational Fault Line' ReportMilburn, leading the review into why so many young people are economically inactive, argues that the UK risks opening up a 'generational fault line' between young and old. He contends that systemic failures are preventing young people from entering the workforce, citing disconnects in schools, the NHS, the welfare system, and the jobs market. The review serves as a call to action for policymakers to address the root causes of youth economic stagnation.The Data Analysis: Projecting the 1.25 Million NEET CrisisProjected Figure: The report warns that the number of NEETs (Not in Education, Employment, or Training) could reach 1.25 million by the early 2030s.Current Context: This figure represents a significant demographic shift, indicating a potential loss of human capital and future economic productivity.Key Driver: The analysis points to a widening gap between the skills young people acquire and the demands of the modern labor market.The Impact Analysis: Economic Inactivity and Social CohesionThe rise in youth inactivity poses a severe threat to social cohesion and economic stability. A large inactive youth population places a heavier burden on the working-age population and the state, potentially leading to reduced economic dynamism and increased social stratification. The report suggests that without addressing the barriers to entry for young people, the UK could face long-term stagnation in its growth potential.The Prediction: Urgent Overhaul of UK Support SystemsTo avert this crisis, the report calls for a comprehensive overhaul of the support systems designed for young people. Future policy must focus on aligning educational outcomes with labor market demands and ensuring that health and welfare systems are accessible and relevant to the youth demographic. The Guardian is now seeking input from young people to better understand their personal experiences and challenges in the job market.

The Plight of Children with Down Syndrome in Gaza The war in Gaza has brought immense suffering to its residents, particularly vulnerable groups such as children with Down syndrome. These children face significant challenges in their daily lives, and the ongoing conflict has only worsened their situation. Compounding Challenges Children with Down syndrome in Gaza often require specialized care and support. However, the destruction of infrastructure, including healthcare facilities, has severely limited access to these essential services. The psychological impact of living in a war zone, coupled with the lack of resources, has created a dire situation for these children and their families. The Humanitarian Crisis The war has resulted in widespread devastation, with many families displaced and struggling to access basic necessities like food, water, and shelter. For children with Down syndrome, this humanitarian crisis has compounded their existing challenges, making it even more difficult for them to receive the care and support they need. Call for Support International community urged to provide aid Need for specialized care and services highlighted Importance of protecting vulnerable populations stressed The situation in Gaza highlights the need for immediate and sustained support for children with Down syndrome and their families. The international community is called upon to provide humanitarian aid and ensure that these vulnerable children receive the care and protection they deserve.

Deadly Airstrike in Northern Gaza City Claims Ten LivesAn Israeli air raid on a residential building in northern Gaza City on Wednesday night killed at least 10 people, among them four children, and left more than 20 injured. The attack unfolded despite a nominal cease‑fire that has been in place since October.Casualty and Injury Toll from the StrikeDeaths: 10 (including 4 children)Injured: 20+Location: Residential building, northern Gaza CityAl Jazeera reporter Hind Khoudary noted that children were playing nearby when the strike hit, and parents hesitated to leave their homes or tents for fear of further attacks.Ceasefire Breaches and Humanitarian Aid ShortfallTotal cease‑fire violations reported by Gaza’s Government Media Office: 3,005 over 227 daysAid trucks allowed into Gaza: 49,973 out of the agreed 135,600 (≈36% compliance)The figures underscore a widening gap between the cease‑fire terms and on‑the‑ground realities, with Israel accused of repeatedly breaching the agreement.Broader Implications for Gaza’s Humanitarian CrisisThe latest strike follows the funeral of Mohammad Odeh, head of Hamas’s armed wing, whose death a day earlier intensified tensions. Prime Minister Benjamin Netanyahu described Odeh as Hamas’s head of intelligence during the Oct. 7 attacks and highlighted Israel’s ongoing campaign against senior Hamas leaders.Relatives of Odeh, including Abu al‑Abd Odeh, warned that “the war has not stopped,” reflecting the dire conditions reported by residents.Potential Trajectory of the ConflictWith both sides accusing each other of violating the cease‑fire, the risk of a return to full‑scale war is growing. Continued restrictions on aid and the high number of violations suggest that humanitarian conditions will deteriorate unless a substantive de‑escalation occurs.