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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.

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 U.S. Supreme Court’s February ruling that former President Donald Trump overstepped his authority on sweeping tariffs has activated a massive refund program, with importers slated to receive a total of $85 bn—$20 bn already paid and $65 bn still pending, according to US Customs and Border Protection (CBP). Supreme Court Ruling Triggers Massive Refund Process The high court’s decision nullified a baseline 10% tariff on all imports, marking the first time it directly overruled a Trump‑era trade policy in his second term. CBP has opened a dedicated portal for businesses to claim refunds, and major retailers and trade groups have pledged to pursue the full $133 bn of tariffs covered by the ruling. $85 bn Refund Pipeline: $20 bn Already Paid, $65 bn Pending $20 bn refunded to importers as of the latest court filings. $65 bn expected to be disbursed in the coming months. Overall refund pool: $85 bn for U.S. importers. Households faced an average tariff‑related cost increase of $1,000 in 2025 and $700 in 2026 (Tax Foundation). Business and Consumer Relief Amidst Tariff Turmoil Companies that had been hit by the tariffs—ranging from Walmart to General Motors—have begun filing refund requests. FedEx sued the government immediately after the ruling, while Walmart indicated it would likely channel its refund toward lower consumer prices, citing pressure on lower‑income shoppers. Industry groups such as the US National Retail Federation and the US Chamber of Commerce view the refunds as a critical step toward stabilizing supply‑chain costs after a year of volatility that forced distilleries like Jim Beam to pause operations and prompted price hikes across major retailers. Future of US Trade Policy After the Court’s Decision Despite the refunds, the administration has attempted to introduce a new 10% tariff under a different statutory authority, which a US trade court rejected in May. The outcome suggests that any further tariff initiatives will likely encounter legal challenges, and businesses may continue to monitor the regulatory landscape for additional relief or new constraints.

The Strategic Shift Toward Custom Silicon Snowflake's decision to deepen its reliance on AWS is driven by the explosive demand for AI processing power. The deal specifically targets AWS's proprietary Graviton ARM-based CPUs, which are increasingly vital for the inference and agent phases of AI workflows that GPUs cannot handle alone. By integrating Snowflake's Cortex AI tool, the partnership aims to streamline data operations, allowing enterprises to query databases using natural language and generate automated reports more efficiently. Financial Implications of the AI Boom This contract represents a massive financial milestone. While AWS has generated $7 billion from Snowflake since 2012, this new deal brings the total value to nearly the same level in a single contract. Furthermore, Snowflake reports that AWS spending has doubled in 2025 to $2 billion annually, highlighting the rapid monetization of AI tools. This data confirms that enterprises are aggressively accelerating their cloud spending to stay competitive in the generative AI era. Disruption in the AI Chip Market The move signals a broader trend where cloud providers are weaponizing their own hardware to undercut Nvidia. By offering "better price-performance," AWS aims to capture market share from Nvidia, a strategy already seen with Meta. This creates a bifurcated market where companies can choose between Nvidia's training dominance and AWS's cost-effective inference capabilities. The reliance on Graviton chips offers a more affordable option for cloud providers, allowing them to pass savings directly to customers. The Future of the AI Compute War As AI agents become more prevalent, the demand for high-performance CPUs will skyrocket. We can expect more multibillion-dollar contracts like this one, forcing Nvidia to innovate aggressively with its own Vera chip. The cloud giants are effectively building their own ecosystems, making it harder for third-party hardware vendors to maintain a monopoly. The winners in this space will be the companies that can optimize their data infrastructure for the specific chips they are using.

The Final Showdown: Teams and TacticsCrystal Palace and Rayo Vallecano meet in Leipzig for the 2026 Conference League final. For Palace, this is the curtain call for manager Oliver Glasner, who aims to secure his first piece of European silverware and finish his tenure with two trophies in south London.Crystal Palace: Henderson; Muñoz, Riad, Lacroix, Canvot, Mitchell; Wharton, Kamada; Pino, Sarr, Mateta.Rayo Vallecano: Batalla; Ratju, Lejeune, Ciss, Chavarría; López, Valentin, Palazón; Garcia, Alemao, De Frutos.The Stakes: A Guaranteed Europa League SpotThe winner secures an automatic berth in next season's Europa League. This is a massive prize for both teams: Rayo finished 8th in La Liga, while Palace finished 15th in the Premier League. Without this victory, neither club would have qualified for European competition next season.A Historic Opportunity for UnderdogsThis final represents a rarity in European football: a clash between two clubs not named Real Madrid, Atlético Madrid, Manchester City, or Arsenal. Palace's journey was unexpected, having been demoted from the Europa League due to multi-club ownership rulings, a decision that ultimately proved to be a "blessing in disguise."The Prediction: Palace's Edge in DepthDespite Rayo's impressive run through the semi-finals against RC Strasbourg, Crystal Palace enters as the slight favorites. Palace boasts a more experienced squad capable of handling the pressure of a final, particularly with their creative midfield options. Glasner's tactical discipline should see the Eagles edge out the Spanish side in a tight encounter.

The LeadOnline child safety campaigners, including bestselling author Jonathan Haidt, have formally requested that the Trump administration investigate Roblox, the popular gaming and chat platform used by 150 million people daily. The groups accuse Roblox of unfair trade practices that prioritize profit over children's safety and healthy development.The Complaint Against Roblox's DesignThe coalition, which includes Haidt's Anxious Generation Movement, Fairplay, and the National Center on Sexual Exploitation, filed a detailed dossier with the Federal Trade Commission (FTC) criticizing Roblox's business model and platform features. They specifically allege that the platform's "engagement-maximizing design features" and voice/text chat capabilities repeatedly expose children to sexual content and harmful adults, leading to exploitation and abuse.The complaint also targets Roblox's virtual currency, Robux, claiming it monetizes children's "lack of impulse control." The groups argue that Roblox's age-inappropriate chat settings—allowing nine-year-olds to interact with 15-year-olds and 13-year-olds with 17-year-olds—create significant safety risks.Roblox's Growth and Business ModelRoblox, based in San Mateo, California, has experienced substantial growth, with revenue jumping 36% to $4.9 billion last year. This growth is primarily driven by sales of Robux, the platform's virtual currency used to purchase digital items. While the company notes that only 1.4% of users were payers in the first quarter of 2026, game creators collectively earned $1.5 billion from the platform.The platform hosts 7 million user-created games, with Brookhaven being the most popular. Despite claims of implementing safety measures like facial age estimation and a "Sentinel" system for detecting child endangerment, campaigners argue these measures are insufficient.Industry-Wide Backlash Against Tech PlatformsThis complaint represents part of a growing consumer and political backlash against online platforms that have gained massive popularity while raising concerns about child safety. The movement follows a California jury ruling that Meta and YouTube designed addictive products that harmed young people, and ongoing efforts in Washington for stronger online child protection legislation.Andrew Ferguson, the chair of the FTC, has been vocal about child safety online, having previously hosted a seminar titled "The attention economy: how big tech firms exploit children and hurt families." This context suggests the complaint may gain traction within the current regulatory environment.Roblox's Response and Future OutlookRoblox has disputed the campaigners' claims, asserting that its platform is "designed to provide a positive, healthy and enjoyable experience" and that they build for "fun and connection, not short-term engagement." The company highlights safety measures including default restrictions on direct chat for players under nine and voice-chat features limited to age-verified users aged 13 or older.As the FTC considers this complaint, the outcome could set a significant precedent for how gaming platforms design their features and interact with younger users. With over 30 million children reportedly under 13 using Roblox daily, the potential regulatory intervention could force substantial changes to the platform's business model and safety protocols, potentially affecting the broader online gaming industry.

The Urban Pompeii of Los AngelesThe La Brea Tar Pits and Museum, a cornerstone of Los Angeles' cultural landscape, is preparing to close its doors in July 2026 for a comprehensive overhaul. This $240 million renovation aims to reimagine the visitor experience while preserving the site's status as the world's only urban, active ice age excavation site.A $240M Transformation of the Ice AgeThe project, led by the Natural History Museums of Los Angeles County and designed by the New York firm Weiss/Manfredi, will transform the interior exhibition spaces and the surrounding 13-acre park. New walkways and bridges are planned to create a dynamic environment, though the existing structure will remain largely intact.Project Timeline: Closing in July 2026, reopening in 2028.Design Firm: Weiss/Manfredi (known for Brooklyn Botanic Garden and Olympic Sculpture Park).Scope: Interior updates, landscape features, and new bridges.Preserving the Past: The Value of the CollectionThe site holds over 2 million fossils, including mastodons and saber-toothed cats. The preservation quality is exceptional, retaining collagen for accurate carbon dating, which provides invaluable data on the past ecosystem. The site is often described as "Pompeii, but in the middle of a massive city."Bridging the Gap Between Science and SocietyEmily Lindsey, the museum's associate curator, emphasizes the site's critical role in scientific literacy. It offers a unique opportunity to showcase the scientific process publicly, countering current mistrust of science by making it accessible and understandable to the public.The Future of Urban PaleontologyThe reopening in 2028 is expected to set a new standard for urban natural history museums, potentially increasing attendance and serving as a model for integrating scientific research directly into public spaces.

The Misguided 'Green Datacentres' Policy A Scottish government policy aimed at attracting datacentres to build in Scotland has been criticized for ignoring the emissions impact of AI developments. The policy, which encourages 'green datacentres', lacks a clear definition of what constitutes a 'green datacentre', potentially allowing developers to claim their projects are environmentally friendly despite significant emissions. The Problem with Unclear Definitions The Scottish charity Action to Protect Rural Scotland (APRS) has raised concerns that the policy's lack of clarity could lead to developers receiving favourable treatment from local authorities, even if their projects have substantial emissions. APRS found that a datacentre in Edinburgh was able to argue it was a 'green datacentre' despite including 200 diesel backup generators, equivalent to 100,000 idling cars. The Data Analysis More than a dozen datacentres in Scotland are in the process of getting planning permission, including an AI growth zone in Lanarkshire, near Glasgow, which claims to be backed by £8.2bn in private investment. Collectively, they stand to use roughly 6.2GW of power – one-and-a-half times more than the peak power use of all of Scotland in the winter. The Impact Analysis The APRS has criticized the Scottish government's approach, saying that the underlying analysis used to support the policy was done in 2022, before the release of ChatGPT, and has not been updated since. This analysis concluded that any increase in emissions caused by datacentre use would be counterbalanced by a decrease in emissions as people travelled less, but it does not take into account the development of AI or its potentially massive energy consumption. The Prediction As the demand for datacentres continues to grow, driven in part by the development of AI, Scotland's policy on 'green datacentres' is likely to face increasing scrutiny. With more than 100 datacentre projects requesting gas connections, indicating they plan to burn gas to power themselves, the UK's climate goals may be at risk. The Scottish government will need to revisit its policy and provide clearer definitions and guidelines for what constitutes a 'green datacentre' to ensure that its ambitions for economic growth align with its net zero ambitions.

The Lead: NAACP's Strategic Boycott CallSix years after the nation underwent a so-called "racial reckoning", Black America is under comprehensive assault from the country's highest elected, judicial, and legislative branches. In response, the National Association for the Advancement of Colored People (NAACP) has turned to sports, calling for Black athletes to boycott public universities in the Southeastern Conference (SEC), arguably the most powerful football conference in the country and certainly its greatest incubator of Black athletic talent.The Political Landscape: Assault on Black AmericaThe assault comes from multiple fronts: the president has codified into policy the belief that white people are the true victims of racial discrimination; the supreme court has gutted the Voting Rights Act of 1965; and state and federal legislative branches are implementing massive southern redistricting efforts that threaten to erase much of the Black political representation won over the past 60 years. These moves mirror historical patterns of segregation and disenfranchisement.The Athletic Response: Leveraging Cultural InfluenceThe NAACP is betting that Black Americans will recognize the urgency of the moment and realize their power. Black people represent 14% of the population but are more than 14% of American culture, with Black athletes being the most successful, influential, and visible Black employees in the country. A sustained, coordinated movement of Black athletes against hostile states could have profound effects on both sports and politics.The Historical Context: Athletes as Change AgentsBlack athletes have a history of effecting change. In 2015, University of Missouri football players' boycott threat led to the resignation of the school's president and system chancellor. In the 1960s, the exodus of Black high school talent from the south forced southern universities to integrate. Today's athletes have even more power through NIL (name, image, and likeness) deals and the transfer portal, which allows them to change schools without sitting out a year.The Media Silence: Suppressing Black VoicesOver the last half-decade, sports media has willingly eliminated the Black political voice, reducing athletes to "neutered laborers" who entertain predominantly white audiences. While there are Black faces on sports television addressing "representation," they often lack depth and reportage on major national stories. ESPN's minimal coverage of the NAACP boycott exemplifies this pattern of silencing Black perspectives.The Power Dynamics: Economic Influence and ResponsibilityThe NAACP action reminds Black athletes of their power and their connection to the future of Black America. As an economic bloc, they can shift the fortunes of institutions they inhabit. After largely being silent politically since the 2020 Floyd protests, a new generation is being asked to recognize their place in the Black athletic and civil rights heritage that "laid down its life for the comforts that are now being erased." The question remains whether they will choose to use their influence beyond the playing field.