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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 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 LeadThe West Bank is grappling with a critical youth unemployment crisis that threatens economic stability and social cohesion in the region. With limited job opportunities and political uncertainties, young Palestinians face an increasingly challenging future.The Economic LandscapeYouth unemployment in the West Bank has reached alarming levels, with estimates suggesting that nearly 40% of young people aged 15-29 are without formal employment. This crisis is exacerbated by restricted movement, limited access to international markets, and an economy heavily dependent on foreign aid.The Social ImpactThe prolonged unemployment crisis has profound social consequences, including increased poverty rates, brain drain as educated youth seek opportunities abroad, and heightened social tensions. Young people report feelings of hopelessness and frustration about their future prospects.Policy ResponsesVarious international organizations and local authorities have attempted to address the crisis through vocational training programs, small business initiatives, and foreign investment projects. However, these efforts have been hampered by political instability and resource constraints.Future OutlookWithout significant intervention and political progress, the youth unemployment crisis in the West Bank is expected to worsen, potentially leading to increased social unrest and further economic decline. Addressing this challenge requires coordinated efforts to improve the business environment, create sustainable jobs, and resolve underlying political issues.

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.

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.

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.

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.

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.

The Rise of Heated Rivalry: From Canadian TV to NYC StageWalking into the Culture Club in West Chelsea, New York, for a performance of Heated Rivalry: The Unauthorized Musical Parody last week, I was met by three ghosts left over from when the space was called the McKittrick hotel and it hosted the immersive spookfest, Sleep No More. The first was the phantom of clever detail: cans of Athletic IPAs for sale, a cute, non-alcoholic nod to the mega-popular series' hockey setting. The second was of unnerving fright, as I realized there would be no booze at this singing satire. Would I be able to make it through 90 minutes of jokes about an overexposed Canadian gay sports romance, with zero quality guarantee and an even lower blood alcohol concentration? At least at the downtown premiere of the popular parody Titanique, long before it proved itself worthy of a handful of Tony nominations, you could stand up and order a bucket of White Claws.But then the third specter materialized, the ghost of immersion and surrender, as this very funny production completely won me over. (I've since learned that a liquor license is forthcoming.) Heated Rivalry, for the uninitiated, is a television show adapted from a series of gay romance novels by Rachel Reid, a straight woman who unwittingly launched a thousand discussions about who gets to be horny over whom, how and when. Fans of the books petitioned for a wider release of the show produced for the Canadian streamer Crave, last November and, some six months later, its formerly unknown stars Connor Storrie and Hudson Williams are in easy contention for the most photographed people alive. Heated Rivalry: The Unauthorized Musical Parody is the latest addition to New York City's musical parody cottage industry, which has led me to a theater lobby where a woman in a branded hockey jersey is telling the stranger next to her that she's seen the series "probably not as many times as you think, but still a lot".The Unauthorized Musical: A Masterclass in ParodyThere was a communal giddiness as everyone filed into the unassuming performance space, where less than 200 folding chairs were arranged around a small stage. Super-fans were giddy that their dreams were coming true, and the more reserved types, perhaps blushing at what they deemed beneath them, were still clearly enjoying themselves. I liked the TV show just fine, a bit underwhelmed at what was broadly discussed as "softcore smut" but felt more in line with the twee "naughtiness" of the romance world. I had worried a musical parody put together in a few months would be a cash-grab; plain fan service for those who can't get enough of those six novels or episodes, not jabbing at the culture so much as stroking its ego. Impressively, as written by Dylan MarcAurele and directed by Alan Kliffer, it satisfies all three camps.Framing is everything, and this romp begins with a faux earnest number, à la Waitress, where three suburban Susans detail their newfound pastime: putting their husbands to bed with some iPad time, knocking back an "Ambien margarita" and reveling in their favorite televised "boy aquarium". From there, "Main Susan" (Ryann Redmond, glorious) recaps the years-long flirtation between the feuding players, innocent Japanese-Canadian "Shane Hollander" (Jimin Moon) and brusque Russian "Ilya Rozanov" (Jay Armstrong Johnson).The obligatory double entendres (a song titled Shane Hollander, Slap that Stick! or a line, by Shane's mom, about the "heavy load" her obviously gay son carries) are expertly delivered right between earnestness and tongue-in-cheek, but it's MarcAurele's ability to mock the story's sillier elements that clinched it for me. Shane, whose thumb-twiddling submissiveness often grated me in the TV show, is played by Moon as a dopey bottom with a hopeless romantic complex. What the series plays out as a forbidden romance writ epic across timelines and borders, MarcAurele presents as Shane's borderline delusion in dealing with an uncaring dom for years on end. "I keep replaying things he said," Shane beams after a hookup, "like, 'Ass up, little whore.'" The score's best number, certainly the one best primed for cabaret nights anywhere, is Liza Minnelli's Maybe This Time send-up where Shane croons, "This fuck felt different from the last fuck. This fuck, he asked if I would stay."If reading that inspires eyerolls – totally – Moon (and the rest of the cast, which includes Cherry Torres and Ryan Duncan) are so winning in their deliveries, so in on the joke without reducing their project into one, that it's impossible to resist. As the icy-hot Ilya, Johnson has the less showy role and plays it mostly straight, which makes his song about an outcast childhood made tragic by his impossibly "big ass, cold heart" that much funnier. And, well, let's face it: Johnson and Moon are sexy as hell, and charming to boot. Kliffer's inventive staging, with choreography by Brooke and Tiffany Engen on a resourceful set by Sully Ross, goes long on bunny-hopping glee.The Off-Broadway Parody Boom: A New RenaissanceThe Canadian Kliffer, previously artistic director of famed improv spots like Second City and Asylum NYC, where he helped launch Titanique's improbable boom, later told me that these parodies rarely come together with such speed, let alone quality. He'd loved MarcAurele's Pop Off, Michelangelo! in London and M3gan spoof stateside, and had just bought into Heated Rivalry, courtesy of its amorously optimistic fifth episode, when the writer texted him with the idea. The resulting work fits attractively between the out-and-out bawdiness of the Titanic send-up and the relentless Millennial nostalgia of Ginger Twinsies, which parodied the 90s Parent Trap remake last summer, and Kliffer notes that this very queer, very funny moment downtown – which also includes Cole Escola's Oh, Mary! – points to "a little bit of an Off-Broadway renaissance."This particular renaissance seems to be defined by parodies that are loving but not saccharine, willing to mock their source material while still celebrating what made it appealing in the first place. The success of these shows suggests a hunger for theater that doesn't take itself too seriously but still delivers genuine theatrical craft. In a city where Broadway ticket prices can be prohibitive, these intimate, affordable productions offer a different kind of theatrical experience – one that feels more accessible and immediate.Cultural Impact: Beyond the ParodyHeated Rivalry exists at the intersection of several cultural conversations. The original series, based on novels by Rachel Reid, sparked discussions about who gets to tell LGBTQ+ stories and how those stories should be represented. The parody doesn't shy away from these questions but instead uses humor to explore them. By exaggerating certain elements of the original series, the musical actually highlights what made it compelling in the first place.The show also represents the growing visibility of LGBTQ+ stories in mainstream entertainment. What began as niche content has become a cultural phenomenon, with the original series gaining international attention and its stars becoming unlikely celebrities. The musical parody capitalizes on this popularity while simultaneously commenting on it, creating a meta-narrative that appeals to both fans and newcomers.Moreover, the success of Heated Rivalry reflects a broader trend in entertainment where audiences are increasingly drawn to content that acknowledges and plays with its own artificiality. In an era of heightened awareness about media consumption, audiences seem to appreciate works that don't pretend to be anything other than what they are – crafted, performed, and enjoyed.The Future of Parody Theater: What's Next?As the Off-Broadway scene continues to evolve with these clever parodies, we can expect to see more adaptations of popular TV shows and movies hitting the small stage. The success of Heated Rivalry, following in the footsteps of Titanique and other parody hits, suggests that there's a sustainable market for this type of entertainment.What's particularly interesting is how these parodies are pushing the boundaries of traditional musical theater. They're more immediate, more self-aware, and more willing to break the fourth wall than many conventional productions. This approach seems to resonate with younger audiences who are accustomed to interactive media and meta-commentary.Looking ahead, we might see parodies of other recent cultural phenomena – perhaps streaming hits, viral social media trends, or even political events. The key to success, as demonstrated by Heated Rivalry, will be balancing genuine affection for the source material with sharp, intelligent humor that offers something new to the conversation.