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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.

YouTube announced on May 28, 2026 that its Premium service will soon include an AI‑powered podcast recommendation tool, an “Auto speed” playback feature, and an on‑the‑go listening mode, aiming to deepen engagement with its growing podcast audience. AI‑Driven Podcast Recommendation Engine Launches The new recommendation tool leverages the same generative AI behind YouTube’s "Ask Music" to suggest podcasts based on genre, listener mood, or shows already enjoyed. Premium users will see personalized suggestions directly in the Podcasts tab, streamlining discovery without leaving the app. Auto Speed Playback and On‑the‑Go Mode Arrive on Android First Auto speed: Dynamically adjusts playback speed during slower speech or dense segments, preserving comprehension while reducing total listening time. On‑the‑go mode: Adds quick‑skip controls, episode‑jump shortcuts, and background‑play optimization for activities like running or commuting. Both features are live for Premium users on Android and will roll out to iOS in the coming months. Premium Podcast Consumption Metrics Highlight Growth Potential Premium users logged over 800 million hours of podcast playback in April 2026. YouTube Podcasts now boasts more than 1 billion monthly active users. The platform’s "Ask Music" already powers personalized radio stations, indicating a ready AI infrastructure for podcast recommendations. Strategic Play to Capture Audio‑First Audiences By enhancing discovery and hands‑free listening, YouTube is positioning itself against established audio platforms such as Spotify and Apple Podcasts, while also responding to Netflix's recent push into video podcasts. The focus on AI personalization and adaptive playback reflects a broader industry shift toward seamless, user‑centric audio experiences. What This Means for the Future of Podcast Platforms Analysts expect the AI recommendation engine to increase user retention, potentially driving Premium subscription growth by double‑digit percentages over the next year. If the Auto speed feature delivers measurable time‑saving benefits, it could set a new standard for intelligent playback, prompting competitors to develop similar adaptive technologies. The on‑the‑go mode further blurs the line between video and audio consumption, suggesting that YouTube will continue to integrate podcasting deeper into its core ecosystem.

A former senior CIA official, David Rush, was taken into custody on May 19 after a joint CIA‑FBI operation uncovered a cache of 303 gold bars valued at over $40 million, along with $2 million in cash and luxury watches. The alleged theft, spanning from 2009 to 2026, has ignited scrutiny of the agency’s internal oversight and the use of gold in covert government finance.Details of the Alleged Embezzlement and the Gold Bar CacheRush, a former senior executive‑service level employee with top‑secret clearance, is accused of misappropriating government assets for personal gain.The FBI affidavit states he claimed military leave and education credentials that were later proven false.From November 2025 to March 2026, he allegedly requested “significant quantity of foreign currency and tens of millions of dollars in gold bars for work‑related expenses.”Searches on May 18 revealed 303 gold bars (≈1 kg each), $2 million in U.S. currency, and 35 luxury watches, many Rolexes.Financial Scale: Valuation of Gold, Cash, and Luxury Watches303 gold bars – estimated market value > $40 million.$2 million in U.S. cash recovered.35 high‑end watches, primarily Rolex, estimated at several hundred thousand dollars.Potential additional undisclosed assets, given the “significant quantity” of foreign currency mentioned in the affidavit.Implications for CIA Oversight and Government Asset ControlsThe case highlights gaps in the CIA’s internal audit mechanisms, especially regarding high‑value commodity allocations for “work‑related expenses.” It also revives longstanding speculation about the agency’s use of gold as a covert funding tool, a practice documented in historical accounts such as Gold Warriors. If proven, the misuse could erode public trust and prompt congressional hearings on asset tracking and clearance protocols.What Comes Next: Legal Proceedings and Policy ReformsRush remains detained pending a detention hearing scheduled for Friday in Alexandria, Virginia.Federal prosecutors are likely to pursue charges of theft of government property, fraud, and false statements.Expect a review by the Office of the Director of National Intelligence (ODNI) to tighten controls on commodity disbursements.Congress may introduce legislation mandating stricter reporting and independent audits of any gold or foreign‑currency transactions within intelligence agencies.

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

The United Nations' weather agency has warned that the planet is on track to experience its hottest year on record by the end of the decade, with climate risks intensifying across the globe.WMO Forecast Signals 86% Likelihood of New Hottest Year Within Five YearsIn a report released on Thursday, the World Meteorological Organization (WMO) stated there is an 86% chance that one of the next five years will surpass 2024 as the warmest year since records began. The agency also highlighted a 75% probability that the five‑year average temperature from 2026 to 2030 will exceed the 1.5 °C increase above pre‑industrial levels.Statistical Outlook: Probabilities, Temperature Gaps, and Regional Shifts86% chance of a new record year within the next five years.75% chance that the 2026‑2030 average exceeds 1.5 °C (2.7 °F) above pre‑industrial levels.Arctic winter temperatures projected to be 2.8 °C (5 °F) above the 1991‑2020 average, more than three‑and‑a‑half times the global rate.Rainfall expected to rise in the Sahel, Northern Europe, Alaska and Siberia, while the Amazon is forecast to become drier.Implications for the Paris Agreement and Global Climate PolicyAlmost 200 countries signed the Paris Agreement in 2016, pledging to limit warming to 1.5 °C. The WMO’s findings suggest the target is becoming increasingly unattainable unless emissions are cut dramatically. Michael Jacobs, professor of political economy at the University of Sheffield, warned that nations must accelerate renewable‑energy deployment and electrification. Simon Stiell, the UN climate chief, called recent European heatwaves a “brutal reminder” of the stakes.Looking Ahead: What 2030 Could Mean for Extreme Weather and Mitigation EffortsIf the projected trends materialise, the world can expect more frequent and intense heatwaves, stronger storms, and heightened stress on water resources. Policymakers will face pressure to tighten emissions‑reduction commitments, expand climate‑resilient infrastructure, and secure financing for adaptation in vulnerable regions. The next five years will be a decisive window for translating climate pledges into concrete action before the 2030 temperature threshold is crossed.

The Proposed Suspension of Carbon Tax Ministers are in discussions about suspending a carbon tax on fertilisers, due to come into effect early next year, in an effort to curb food inflation. The move would be part of a package of measures, including the suspension of import tariffs on a range of foods including bread, biscuits and bananas. Impact on Farmers and Food Inflation Government sources said they were looking at suspending tariffs on a range of fertilisers in order to discourage farmers from leaving fields fallow. Farmers have been considering leaving their fields fallow because rising costs mean they risk selling their 2027 crop at a loss. This would increase food inflation, which is already expected to rise sharply as the conflict in Iran raises fuel and fertiliser prices. Fertiliser Costs and Global Supply Chain Fertiliser costs have soared since the beginning of the Iran conflict, during which the strait of Hormuz has been closed. About 35% of the world’s fertiliser passes through the waterway and, since the conflict broke out in late January, about 1m tonnes of fertiliser have been stranded in the Gulf. Fertiliser producers said they expected the new tariffs, which were being put in place to match an existing EU scheme, could add £100 per tonne to costs. The Future Outlook Ministers are also cutting fuel taxes for farmers. The rate for red diesel and rebated biodiesel has been cut by more than a third, which the Treasury said made it the lowest in more than two decades. According to analysis from the Central Association for Agricultural Valuers, a 500-acre wheat farm could make a loss of £70,000 in 2027 because of higher costs caused by the Iran war. With farmers making decisions about 2027 cropping now, the economic outlook means they could be making difficult decisions such as leaving fields fallow.

EU Imposes Record €200 Million Fine on Temu The European Commission announced a €200 million (≈£173 million) sanction against the Chinese shopping site Temu for repeatedly failing to block illegal and dangerous products from its marketplace. Regulatory Findings: Illegal and Dangerous Goods on Temu’s Platform A 19‑month investigation, including an unpublished mystery‑shopping exercise, uncovered a “high percentage” of unsafe baby toys, “very high percentage” of hazardous chargers, and unsafe clothing and jewellery. Consumer groups across Europe had already reported choking hazards, lead‑laden jewellery, and fire‑risk chargers on the site. Unsafe baby products with loose parts and long dummy chains Chargers capable of burns, electric shocks or fire Clothes containing banned chemicals Jewellery laced with lead The Commission also criticised Temu’s recommender systems and influencer‑driven promotions for amplifying the risk of illegal product dissemination. Financial Scale: Fine Relative to Temu’s Revenue and DSA Limits The €200 million penalty is the second and highest ever imposed under the EU’s Digital Services Act (DSA). For context: Temu’s parent, PDD Holdings, reported global revenue of $54 billion in 2024. The DSA allows fines up to 6 % of global turnover, meaning Temu could theoretically face a fine of up to €3.2 billion. The previous record was a €120 million fine on Elon Musk’s X platform. Implications for the EU E‑commerce Landscape and DSA Enforcement The sanction sends a clear signal that the EU will enforce the DSA rigorously, even against fast‑growing non‑European platforms. It underscores the need for robust risk‑assessment processes, transparent product‑listing controls, and cooperation with regulators. Failure to comply could trigger additional penalties, including investigations into addictive design and data‑access provisions. What’s Next: Appeals, Compliance Plans, and Future EU Scrutiny Temu has until 28 August 2026 to submit an action plan outlining remedial steps. The company has announced it is “reviewing the decision carefully” and may appeal the fine. The Commission’s ongoing probe could lead to further financial penalties if systemic shortcomings persist. Industry observers expect tighter oversight of other large marketplace operators, as the EU seeks to protect consumers from unsafe products and reinforce the DSA’s broader ambition to curb online harms.

The Lead: Iran's World Cup Visa DilemmaIran's football federation has demanded multiple-entry US visas for its World Cup squad, which will play matches across the United States. The team has relocated its base camp from the US to Mexico due to ongoing visa complications and heightened geopolitical tensions between the two nations.The Event Details: Visa Requirements and Base Camp RelocationFFIRI president Mehdi Taj stated that the US should issue multiple-entry visas for all players and support staff, as they would need to leave and re-enter the US multiple times during the tournament. The Iranian squad has not yet been issued US visas, with several members attending visa appointments in Turkiye where they have been training.The team has also applied for Canadian visas as a contingency plan in case they proceed to the knockout stages, which are allocated to venues in Canada. This preparation comes amid the ongoing regional conflict between the US and Iran that began in February.FIFA confirmed on Monday that Iran's World Cup training base camp had been relocated from the US to Mexico upon the team's request. Iran had originally selected a sports complex in Tucson, Arizona, but later sought a change. The team is now allocated Centro Xoloitzcuintle in Tijuana, Mexico, which is directly across the US-Mexico border from San Diego.The Impact Analysis: Geopolitics Meets International SportsThe visa complications highlight the intersection of sports and international relations. The US and Iran have been engaged in a regional conflict since February, with recent attacks occurring just days before the World Cup is set to begin. Despite a ceasefire being in place, the US carried out strikes on Iranian military sites, prompting the Islamic Revolutionary Guard Corps to launch an attack on what they described as an "American airbase" in the region.The relocation of Iran's base camp to Mexico demonstrates how geopolitical tensions can impact international sporting events. The proximity of Tijuana to the US border is expected to help with visa issues when the team needs to enter the country for their matches.The Prediction: Navigating World Cup Amid Regional TensionsAs the World Cup approaches, Iran's ability to participate fully will depend on the resolution of these visa issues. The team's preparation has been complicated by the need to apply for multiple visas and relocate their base camp at short notice. The situation underscores the challenges of hosting international sporting events in regions with geopolitical tensions.The World Cup, co-hosted by the US, Canada, and Mexico, runs from June 11 through July 19. Iran will open their campaign on June 15 against New Zealand in Los Angeles, face Belgium six days later, and conclude their Group G games against Egypt in Seattle on June 21.

The Lead: Embracing Chaos for European Glory "Every year I have less and less control," Luis Enrique admitted last week. It may be a surprising remark from a manager whose success with Paris Saint-Germain has earned him unprecedented sway, but it is a good description of his team's uninhibited performances on the European stage. "We need to be constantly changing," he went on. "In modern football you need to have a bit less control in order to surprise your opponents." The Tactical Approach: PSG's Unique Preparation Strategy Off the pitch, though, PSG run a tight operation. Last Wednesday's Uefa-mandated media day offered a glimpse at the club's preparations before the Champions League final, including a rare chance to witness a full training session. Such was the domestic and international interest that dozens of journalists were left watching a stream of Luis Enrique's press conference from a room upstairs. PSG will have gone two weeks without a game before facing Arsenal in Budapest. A schedule of intrasquad friendlies and tactical breakdowns was put in place, rather than an intensive boot camp. "I think we do things a bit differently to the majority of teams," Luis Enrique said. "Rest is very important to me, to have those moments where you can decide where you want to be. I want the players to be happy to come to training." The Squad Management: Balancing Domestic and European Priorities One of the areas in which Luis Enrique does exert control is in his meticulous squad management. Given the team's lack of time off last summer owing to the Club World Cup and a spate of injuries this season, this aspect of the Spaniard's management has been increasingly important. Ousmane Dembélé is one of several senior players to have missed a large part of PSG's 14th Ligue 1 title campaign in 2025-26. A couple of weeks ago, the France international was voted by his peers as Ligue 1's player of the season despite starting only nine games until then (11, by the end of the season). His scarce playing time was not entirely down to rotation, however, given that he struggled with hamstring and calf injuries at separate stages. Marquinhos, meanwhile, was mostly spared from Ligue 1 duties from mid-February. Conveniently, the captain's absence from domestic matches coincided with Illia Zabarnyi finding form after a shaky start to his first season in Paris. None of the Champions League starters played more than 2,000 minutes in the league apart from Warren Zaïre-Emery and Vitinha (for context, Declan Rice played 3,099 league minutes for Arsenal and is one of six starters against Burnley this month north of the 2,000 mark). Only Zaïre-Emery, by virtue of his tireless versatility, made more than 30 league appearances. The 20-year-old, in his fourth season in the first team, filled in impressively at right-back at the start before reverting to a more familiar midfield role while Fabián Ruiz was injured. The Controversy: Schedule Adjustments and Fan Backlash Opposition fans have lamented what they regard as preferential treatment for PSG, the team having benefited from schedule readjustments on their way to a fifth consecutive title. In order to accommodate their European title defence, the Ligue de Football Professionnel (LFP) agreed to push back two matches, against Nantes and Lens, which would have been sandwiched between knockout European ties. Whereas Nantes agreed to postpone their match, Lens made a public show of going against their title rivals' request. The eventual runners-up argued that postponing the match meant "adapting to the demands of the most powerful, in the name of interests which seemingly go beyond the domestic scope". PSG pointed to an imperative of helping Ligue 1's Uefa coefficient and the precedent set in previous seasons when other clubs' continental campaigns were accommodated. When both matches were eventually played in midweek slots, opposition fans were loud and clear in expressing their discontent. "Qatar is killing French football" read one banner in Lens, where fans also criticised the LFP. A similar message unfurled by Nantes fans at the Parc des Princes a few weeks back led to clashes with stewards. The League Dominance: PSG's Path to Another Title By the time the top-of-the-table clash was played, PSG had a six-point lead with two games remaining. Luis Enrique's second XI, featuring academy graduates and bench players, had managed more often than not to grind out wins against defensive opponents, with the help of late cameos from the usual starters. It left the leading lights in Khvicha Kvaratskhelia, Désiré Doué, and Dembélé to focus on shining in Europe. PSG were troubled in individual matches, with Monaco achieving the league double over them, but no challengers other than Lens managed to offer any resistance in the second half of the season. This is in part down to the poor state of French teams' finances, a situation exacerbated by successive broadcast deals collapsing and a lack of long-term planning by the league authorities. The Final Showdown: Preparing for Arsenal in Budapest As PSG prepares to face Arsenal in the Champions League final, Luis Enrique's philosophy of controlled chaos will be put to the ultimate test. Having secured another domestic title with relative ease, the focus now shifts to European glory. The Spaniard's approach of prioritizing rest and managing his squad meticulously has positioned PSG as favorites, but Arsenal's own domestic success presents a formidable challenge. The final will be a clash of contrasting styles and philosophies, with Luis Enrique's unpredictable approach facing off against Mikel Arteta's structured system. For PSG, it represents the opportunity to complete a remarkable season by adding European success to their domestic dominance.