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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.

Iceage’s sixth studio outing, For Love of Grace & the Hereafter (2026), arrives as a deliberate back‑to‑basics statement after years of genre‑spanning experiments. Frontman Elias Rønnenfelt describes the record as “immediate, urgent, raw and fast,” and the music delivers a lean, punchy experience that both honors and redefines their punk roots. The Album’s Core Vision: Stripping Back to Punk Essentials The new record is billed as a return to “punky first principles.” Songs like the opening blast “Ember” and the melodic “Star” showcase a disciplined songwriting approach, with tempo shifts and dynamic changes handled deftly. While hints of 50s rock‑’n‑roll, baggy‑era British alt‑rock, and even shoegaze surface, they are corralled into a cohesive, fast‑moving whole rather than a sprawling collage. Metrics of a Sixth Studio Effort Sixth full‑length album in the band’s discography. Released in 2026, following 2021’s Seek Shelter. Tracks such as “Holy Water” and “Mother‑of‑Pearl” blend lyrical bleakness with melodic hooks. Repercussions for the Danish and Global Punk Landscape By shedding the “unnecessary weight” of previous releases, Iceage sets a precedent for bands that have drifted into eclecticism. Their ability to stay “very good at what they do” while constantly shifting styles reinforces the notion that punk can evolve without losing its core aggression. The album’s streamlined sound may inspire a new wave of European punk acts to prioritize immediacy over genre‑blending excess. What Lies Ahead for Iceage and the Post‑Punk Frontier Given the band’s history of reinvention, the stripped‑down direction of For Love of Grace & the Hereafter could be a springboard for future explorations into even harsher, more minimalist territory. Listeners can expect Iceage to continue oscillating between raw punk fury and occasional genre flirtations, keeping the group in a perpetual state of creative flux.

Britain faces a looming fiscal shock of roughly £125 bn each year if the surge in youth worklessness is not tackled, according to a landmark review led by former Labour minister Alan Milburn.The Milburn Review Highlights a £125bn Fiscal DrainThe report, commissioned by the government, labels the growing cohort of young people outside school, work or training as a “lost generation”. It argues that the current trajectory is no longer affordable and may become unsustainable for public finances.Numbers Behind the Crisis: Over 1 Million NEETs and £8.1bn Benefits SpendNEET count in the three months to March 2026: 1,012,000 (first breach of 1 m since 2013).Average lifetime earnings loss per NEET (age 18‑24): £52,000 per year.Annual benefits cost for young people: £8.1 bn, with £4.4 bn directly linked to NEETs.Potential GDP boost if all NEETs were employed: £38 bn extra output.Estimated lifetime public‑finance impact per NEET: £29,000.Why the Growing NEET Population Undermines the UK EconomyThe surge coincides with the highest overall unemployment levels since the Covid pandemic and comes amid broader economic pressures from tax hikes and the fallout of the Iran war. The report warns that the longer a young person remains out of work or study, the costlier the intervention becomes, creating a multibillion‑pound “financial black hole”.Policy Paths and the Likelihood of ReformMilburn calls for a “fundamental reset” of policies across schools, the NHS and the welfare state, arguing that simply expanding work programmes will not address deep‑rooted issues. He estimates that £3.2 bn could be saved if NEETs were in work and earning above benefit thresholds. However, any new welfare reforms may face political resistance after recent controversial benefit changes.

A fire ripped through the dormitory of Utumishi Girls School in Gilgil, Nakuru County, central Kenya, killing at least 16 students and injuring 79 others, officials said on Thursday.Fire Breaks Out in Gilgil Dormitory, Leaving 79 InjuredThe blaze started overnight in the girls’ boarding facility. Police and education authorities responded quickly, deploying roughly 50 officers to search the surrounding area for students who may have fled the flames. The cause of the fire has not been immediately identified.Casualty Figures and Response ResourcesDeaths: 16 studentsInjured: 79 (including several serious cases)Police personnel on scene: ~50 officersLocation: Utumishi Girls School, Gilgil, about 120 km northwest of NairobiFootage from Citizen Television showed shattered windows and smoke‑stained walls, confirming the intensity of the fire.Recurring School Fires Highlight Systemic Safety GapsKenya has a documented history of school fires. Government data recorded more than 60 arson cases in public secondary schools in 2018 alone, often linked to student protests over harsh discipline and poor living conditions. Notable past incidents include:2024 – A fire at a primary boarding school in Nyeri County killed 21 students.2017 – Ten students died in a Nairobi school fire, leading to a murder charge against a student.These patterns suggest deeper issues related to infrastructure, fire safety standards, and student‑staff relations.What Policy Changes Could Prevent Future Tragedies?Education Minister Julius Ogamba and senior police commander Masoud Mwinyi are likely to face pressure to strengthen safety protocols. Potential measures include:Mandatory fire‑safety audits for all boarding schools.Installation of functional smoke detectors and fire‑extinguishing equipment.Improved emergency evacuation training for students and staff.Addressing underlying grievances that may lead to arson, such as discipline policies and dormitory conditions.How quickly these steps are implemented will determine whether Kenya can break the cycle of deadly school fires.

The LeadAs temperatures soar to unprecedented levels in May, a concerning pattern emerges among swallow populations across the UK. Young chicks, unable to withstand the extreme heat, are prematurely abandoning their nests, resulting in high mortality rates and threatening the survival of this year's broods.The Event DetailsUnder the scorching tin roofs where swallow nests are typically built, temperatures have become unbearable for the young chicks. With no sweat glands to regulate body temperature, the chicks are forced to the edge of their nests, eventually making the fatal decision to leap—often before they've developed the ability to fly. The author describes finding chicks huddled on the ground, vulnerable to predators and environmental hazards, while parent birds continue to bring insects that provide both nutrition and moisture in a desperate attempt to sustain their young.The Data AnalysisThis phenomenon occurs during a record-breaking week of May heat in the UK, with temperatures reaching unprecedented levels for this time of year. The heatwave represents a significant deviation from the normal climate patterns that migratory birds like swallows have evolved to rely on. These birds typically leave South Africa for the UK's plentiful insect supply and temperate spring and summer, only to encounter conditions far exceeding their evolutionary adaptations.The Impact AnalysisThe premature nest abandonment represents a broader environmental crisis as extreme weather events disrupt natural ecosystems. The heatwave is dehydrating animals, drying up soil and ponds, disrupting food chains, stressing trees, and scorching plants. For migratory species like swallows, these changes create a mismatch between their biological rhythms and environmental conditions, potentially leading to population declines and ecosystem imbalances. The situation highlights how climate change is affecting wildlife at the most vulnerable life stages.The PredictionAs climate patterns continue to shift, such extreme weather events may become more frequent, posing increasing challenges for wildlife populations. Conservation efforts may need to adapt to provide additional support for vulnerable species during extreme weather conditions. For swallows and other migratory birds, the changing climate could alter migration patterns, breeding seasons, and survival rates, potentially leading to long-term ecological consequences if adaptation doesn't occur quickly enough.

The conflict between the US and Iran has entered a critical phase, with a fragile ceasefire shattering into direct military exchanges near the Strait of Hormuz. The exchange of fire highlights the deepening strategic deadlock and the high stakes involved in the ongoing negotiations.Escalation Near the Strait of HormuzThe Islamic Revolutionary Guard Corps (IRGC) launched a counterattack at 4:50 am local time, targeting an American air base in response to a US strike on a location near Bandar Abbas Airport. The US military confirmed shooting down four Iranian attack drones and striking a ground control station preparing to launch a fifth drone. This marks the third direct engagement since the ceasefire was announced, raising serious questions about the durability of the truce.Market Volatility and Oil Price ReboundGeopolitical tensions have directly impacted global markets. Following a 5% drop in oil prices on Wednesday, US crude futures rebounded by more than 3% on Thursday. Concurrently, US stocks fell and the dollar rose, signaling investor anxiety regarding the stability of energy supplies and trade routes.Trump's Diplomatic Deadlock and ThreatsPresident Donald Trump rejected a report suggesting a compromise deal with Tehran, specifically denying claims that the US would lift sanctions or allow joint management of the Strait of Hormuz by Iran and Oman. Trump characterized the waterway as international waters and issued a stark warning to Oman, stating, "They understand that, they’ll be fine," implying military consequences if they do not comply.The Inevitability of a DealExperts suggest that despite the rhetoric, a resolution is becoming increasingly likely. Doug Bandow of the Cato Institute argues that Trump has inadvertently empowered Iran by closing the strait and is unwilling to risk US ships to reopen it. Consequently, analysts believe Trump is in a "very difficult position" where he will likely be forced to negotiate a settlement to Iran's satisfaction to avoid further escalation.

The prosecution: MelanieI want to live a healthier life too, but removing all plastics is unrealistic and unaffordableMy girlfriend, Amy, has become increasingly concerned about microplastics and environmental toxins, and it is starting to feel a little too much. It all began after she watched online content about how plastics affect fertility, and has escalated into a broader effort to remove anything she considers “toxic” from our home.We have thrown out hundreds of pounds’ worth of cleaning products and replaced toothbrushes and dental floss. I came home from work to find all our plastic food containers had been binned, and now she wants to discuss replacing furniture, like swapping our white plastic dining table for an oak one.In principle, I understand it will be better for us. I share her desire to live a healthier lifestyle, especially as we are trying for a baby using a donor and I will be the one carrying the pregnancy. However, the pace and the intensity of the change feels a bit unmanageable.If I pick up a plastic bottle of water, Amy will snatch it from my hands and say it’s poisonousWe can’t realistically eliminate all plastics and find alternatives overnight. Unfortunately, the world is full of plastic and so is our home: we have polyester cushions, plastic shoes and appliances that I’m not prepared to chuck out. Attempting a total removal feels financially and emotionally unsustainable. Buying a new dining table won’t be easy on our wallets.We are both self‑employed and saving for a baby, so we need to be frugal. Plastic‑free products are often deemed as specialist and it’s hard to get cheap alternatives. When I found Amy had splurged on all these organic cleaning products I was shocked, because they cost about £200.At the moment, it feels as if any “normal” behaviour is deemed to be unsafe by her. If I pick up a plastic bottle of water, Amy will snatch it from my hands and say it’s poisonous.I support her decision to live with fewer toxins, but her level of vigilance is harming our wellbeing. I want us to make healthier choices, but to do so gradually and realistically, rather than through sweeping changes that leave us feeling anxious and restricted.The defence: AmyI’m conscious of what we’re exposed to as we’re trying for a baby and I want the best for themPlastics and chemicals are everywhere. I’m not pretending we can eliminate them all, but I’d like to make some changes. I don’t think the only rational response when presented with all the information about toxins and plastics is to shrug and accept it without question.It’s not that hard to make some changes. Mel says: “Microplastics are everywhere, so where does it end?” But she should be saying: “What can we do to start?”Small changes help improve our health. I watched a documentary and it really scared me: I learned that just brushing my teeth with my normal toothbrush was releasing hundreds of thousands of microplastics into my mouth every day. These are linked to illness and altered brain functionality.Mel hasn’t heard all of the facts. If she watched the same documentary, she would feel the sameI didn’t start looking into endocrine disruptors and microplastics because I wanted to overhaul our home overnight. It was because we’re trying for a baby and that makes me more conscious of what we’re exposed to. If we have a child, I want them to have the best start in life and be as healthy as possible.Sometimes Mel acts as if I’m trying to dismantle our entire life, but I’m just trying to make things better. Switching cleaning products and replacing plastic food storage with glass will benefit us for years. When I threw our cleaning products away, it was because I had done the research and knew how much better nontoxic ones would be for us. That wasn’t a gradual adjustment, but I don’t regret it.I feel overwhelmed sometimes, but being told to “calm down” or “take it slow” doesn’t help. I don’t want to make our lives miserable. I want us to make informed choices together.Not drinking from plastic bottles is an easy change we can make, as is using better cleaning products. Mel and I need to work together on this, and active participation is important to me. If my decisions seem rash, it’s only because Mel hasn’t heard all of the facts. If she watched the same documentary she would feel the same. I don’t want to scare her, but making our home safer for our unborn child is a priority.The jury of Guardian readersGetting rid of plastic won’t make Amy and Melanie’s home healthier if they replace it with pressure and resentment. Amy’s pursuit is noble, but her cold‑turkey approach risks alienating Melanie from the cause.Estelle, 27They both want to live with fewer toxins, but Amy shouldn’t decide the pace at which they do this without agreement from Melanie. Amy throwing out all plastic containers and cleaning products without any discussion contradicts her claim that she wants “to make informed choices together”.Val, 68Life’s too short to make it hard for yourself. Carrying containers everywhere and only going to specialist retailers? No one’s got time for that when there’s work and chores to be done. Changing your life after one documentary is extreme, and Amy should consider the benefits of plastic.Ivan, 29We can’t live perfect lives, but that doesn’t mean we shouldn’t try to make better choices. I think they plan together what can change now and what can wait, Melanie might feel part of it instead of feeling it is something being done to her.Michael, 39Amy is valiant in trying to live a healthier lifestyle, but not making it a joint decision with Melanie seems to be detrimental to their relationship, and they need to be working together when they have a child. I wonder if Amy’s obsession might be masking a deeper issue.Jon, 50Now you be the judgeIn our online poll, tell us: should Amy bin her hatred of plastics?The poll closes on Wednesday 3 June at 9am BSTLast week’s resultsWe asked, should Martin stop telling his wife how to mop the floor?98% of you said yes – Martin is guilty2% of you said no – Martin is innocent

The Guardian's View on Tony Blair's Labour Advice Tony Blair's recent intervention in Labour party politics has sparked criticism from The Guardian, which argues that his advice is out of touch with the current political landscape. Blair's 5,700-word essay, published on the website of his Institute for Global Change, emphasizes the need for Labour to adopt a 'radical centre' approach, but The Guardian contends that this approach is based on outdated assumptions from the 1990s. Blair's Outdated Policy Prescriptions The Guardian argues that Blair's advice ignores the significant changes in the economic and social landscape since the 1990s, including the rise of AI, populism, and increased inequality. The article criticizes Blair for attacking Labour politicians who advocate for progressive policies, such as increasing capital gains tax or strengthening workers' rights. The Economic Context Has Changed The Guardian highlights the failure of the New Labour governments led by Blair to address issues like inequality and the financial deregulation that contributed to the 2008 financial crisis. The article argues that the current economic context is more challenging, with flatlining growth, wages, and productivity, and a crisis of affordability. Labour's Path to Revival The Guardian suggests that Labour's revival will depend on its ability to convince voters that it is committed to a more just economic settlement. The article argues that Blair's advice is tone-deaf to this reality and that Labour should look elsewhere for inspiration. A Call for a New Approach The article concludes that Labour needs to adopt a new approach that addresses the current challenges and concerns of voters, rather than relying on outdated policy prescriptions. The Guardian argues that this will require a more nuanced understanding of the economic and social context and a willingness to challenge the status quo.

The Seismic Shift in Search Google's recent I/O event has officially marked a new era in search technology, with AI-generated answers now taking precedence. This fundamental change renders traditional SEO strategies, built around the '10 blue links' model, largely obsolete. Implications for Brands and Marketers The new AI-driven search paradigm significantly reduces brand visibility. Most brands currently have limited insight into how AI systems describe them to users. This development calls for an urgent reevaluation of SEO and digital marketing strategies. Scrunch's Strategic Positioning Scrunch, a startup, is positioning itself at the forefront of this AI search shift. Matt Thompson, VP of partnerships at Scrunch, discusses the implications of Google's changes. Adapting to the New Landscape Marketers and founders must adapt quickly to these changes. Key considerations include: Understanding how AI describes their brand. Revising SEO strategies to align with AI-driven search results. Staying Informed For deeper insights, listeners can tune into the full episode of TechCrunch's Equity podcast, available on YouTube, Apple Podcasts, Overcast, Spotify, X, and Threads.