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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 Shift in Enterprise AI Enterprise organizations are not rejecting AI; they are rejecting operational instability. This is the shift many founders still misunderstand, and it's becoming a defining reality separating enterprise AI companies that scale from those that stall. The Event Details At TechCrunch Disrupt 2026, taking place October 13–15 at Moscone West in San Francisco, Arsalan Tavakoli-Shiraji, co-founder and SVP of field engineering at Databricks, will discuss this shift during his AI Stage session, “The Enterprise Isn’t Broken. Your Assumptions About It Are.” The Data Analysis 10,000+ founders, investors, and operators are expected to attend Disrupt 2026. 250+ sessions will be featured across six stages. Ticket savings of up to $410 end on May 29 at 11:59 p.m. PT. The Impact Analysis The enterprise AI market is full of successful pilots that never became real deployments, not because the technology failed, but because the organization couldn't absorb the operational consequences of adopting it. Startups need to understand how technical systems interact with organizational behavior, infrastructure realities, procurement processes, governance concerns, and operational risk. The Prediction The AI startups gaining traction inside large organizations increasingly share one thing in common: They reduce uncertainty. They integrate more cleanly into existing systems, create less workflow friction, and are easier to govern, explain internally, and trust over time. The market is maturing, and enterprise buyers are asking different questions now, prioritizing operational stability over technical performance.

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.

The Final Days of Early Bird Pricing Time is running out to secure discounted tickets to TechCrunch Disrupt 2026. Early Bird pricing ends tomorrow, May 29, at 11:59 p.m. PT. After that, prices for the highly anticipated tech conference will increase. Unlock Savings of Up to $410 By registering now, you can lock in savings of up to $410 on your pass or up to 30% on group passes of 4+. Why Attend TechCrunch Disrupt 2026? TechCrunch Disrupt 2026, taking place from October 13–15 at San Francisco’s Moscone West, is a premier event for startups, investors, and tech enthusiasts. Here’s what you’ll gain by attending: Founder Pass: Accelerate growth with the right insights, tools, and connections. Meet investors aligned with your startup. Investor Pass: Discover standout startups and expand your portfolio with curated access. Use matchmaking tools to make every conversation count. Don’t Miss Out The window to the lowest ticket rates of the year is closing at 11:59 p.m. PT tomorrow, May 29. Register now to secure your ticket with up to a $410 discount.

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.

The Lead-Up to the By-Election In a scenario few could have predicted, voters in a northern English market town near Manchester could determine the United Kingdom’s future political leadership. The surprise resignation of the Labour Party’s Ashton-in-Makerfield MP Josh Simons in late February left the supposedly safe seat open, paving the way for the popular mayor of Manchester, Andy Burnham, to step in. The Event Details If he wins the seat in a crucial by-election set for June 18, he could ultimately topple embattled Prime Minister Keir Starmer. Standing in his way are the voters, many of whom Burnham has yet to convince of his credentials for the job, and the right-wing insurgent Reform UK party, which has promised to “throw everything” at the election in a bid to block Burnham’s path to the UK Parliament. The Data Analysis Makerfield has been a safe Labour seat since its creation in 1983, but Starmer’s party lost all eight of its local council seats there to Reform in May during local elections. Recent local council elections in May 2026 saw a shift, with Reform UK winning 49.8% of the area's vote compared to Labour's 24.3%. The Impact Analysis The constituency is difficult to categorise, political scientists said. It neither fits the stereotype of the declining industrial towns of northern England nor carries much of the metropolitan optimism typified in the soaring glass tower blocks of the nearby Manchester city centre. Instead, it is best understood as “a place in-between”, political science Professor Rob Ford wrote in his blog last week. The Prediction Few observers have been brave enough to call the current contest. However, while political scientists are puzzled, 61-year-old resident Tracy Walker, who works in a charity shop, is resolute. “I want Andy Burnham. … I think we should give him a go. He’s from the north,” she said, contrasting Burnham with the long line of premiers from the country’s south.

The LeadUnited States President Donald Trump has threatened longtime ally Oman with military force if it gets involved in the dispute over shipping access to the Strait of Hormuz, as Washington's war on Iran once again risks engulfing the Middle East. Trump's threat to "blow up" Oman came as Muscat reportedly held talks with Iran about overseeing passage through the strategic waterway that handles more than 20 percent of the world's global oil traffic.Trump's Unprecedented Threat Against a Key Ally"Nobody is going to control it," Trump said of the strait during a cabinet meeting in Washington. "It's international waters, and Oman will behave just like everybody else, or we will have to blow them up." This direct threat against a country with which Washington has had relations for more than 200 years has sent shockwaves across the region and drawn international criticism.While Hormuz is an international strait, most of it is located solely in Iranian and Omani territorial waters – not international waters – with parts of its outlying areas reaching United Arab Emirates (UAE) territorial waters. This geographical reality complicates Trump's assertion that the waterway is purely international.The Strategic Importance of the Strait of HormuzAs the only route for Gulf oil producers to ship exports to the open ocean, the strait has served as a free international maritime route for decades. Following the US-Israeli joint attacks on Iran on February 28, however, Tehran closed the waterway and began to assert sovereignty over it, including charging tolls of as much as $2m per ship at times.Under international maritime law, countries are not permitted to charge tolls to shipping passing through natural straits such as Hormuz, even where they are not in international waters. Countries can, however, provide services to shippers, such as insurance, maintenance and docking assistance.Regional Implications of Trump's ThreatShortly before Trump's comment, Iran's state television reported that Iran and the United States were close to agreeing on a memorandum of understanding (MOU) under which Tehran and Muscat would jointly control the strait. The proposal designates payments for passing vessels, framed as "fees for services" rather than "tolls."While the Trump administration has called the claims of such an MoU "a complete fabrication," analysts say his threat suggests that an understanding between Iran and Oman is precisely what the US president is trying to avoid."What Washington wants to prevent is the normalisation of Iranian control over Hormuz, dressed in administrative and legal clothing and given Arab cover by a US ally," Muhanad Seloom, non-resident senior fellow at the Middle East Council on Global Affairs, told Al Jazeera.International Reaction and Legal ConcernsCritics called the threat reckless. Raed Jarrar, the advocacy director at the US-based rights group DAWN, likened the US president's comments to those of a "mafia boss.""The UN Charter prohibits the threat of force against any state, and that prohibition binds the United States exactly as it binds everyone else," Jarrar told Al Jazeera. "Threatening to 'blow up' an Arab country because its waters happen to sit along an oil route Washington wants reopened is the same lawless logic that produced this war in February."Samir Puri, a visiting lecturer in war studies at King's College in London, said Trump's threat to Oman was "really surprising" and warned that it would "send shockwaves across the region."Oman's Diplomatic Role in the US-Iran ConflictOman has played a unique role in the region as a mediator between the US and Iran. Omani Foreign Minister Badr Albusaidi was a key mediator in US-Iran nuclear talks before the war on Iran began. Just before the US-Israeli joint attack on Tehran in February, Albusaidi had been meeting US officials, including Vice President JD Vance, to facilitate negotiations about the future of Tehran's nuclear programme.Unlike other US allies in the Gulf, such as Qatar, Bahrain and the UAE, Oman does not host US forces. It was nevertheless dragged into the conflict when Iran launched attacks on US military assets and energy infrastructure across the Gulf region in the early days of the war.Future Outlook for the RegionSeloom, from the Middle East Council on Global Affairs, said Oman is "one Gulf state that is simultaneously a US security partner and Iran's most trusted Arab interlocutor.""In peacetime, that ambiguity is an asset. In wartime, it becomes a liability, which is precisely the inversion now playing out," he told Al Jazeera.The analyst argued that joint Iran-Oman control over Hormuz was "more posture than probability." "Oman's real interest is not co-owning Iran's blockade; it is brokering the strait's reopening," he said.Still, according to Seloom, the prospect of Iran and Oman jointly shaping the future of the Strait of Hormuz alarms the US president for three reasons: "It would turn Iran's grip on the chokepoint into a permanent post-war fact rather than a temporary act of war; it would set a precedent that littoral states can metre and monetise an international waterway, eroding the freedom-of-navigation principle the United States underwrites worldwide; and it would hand Tehran a strategic win that outlasts any ceasefire."

Climate Threat to Czech Beer HeritageCzechia, the world's beer-drinking champion with the highest per capita consumption, faces an existential threat to its iconic Saaz hops due to increasing droughts and heatwaves. These climate conditions are reducing water availability, affecting plant cooling, and diminishing both the quantity and quality of the hops that give Czech beer its distinctive character. With only about 25% of Czech hop farms irrigated, the industry is highly vulnerable to these changing conditions.Breeding Resilient Hop VarietiesAt the Hop Research Institute, scientists led by Dr. Vladimir Nesvadba have developed new hop varieties specifically designed to withstand higher temperatures and reduced rainfall. The new cultivars—Saaz Shine, Saaz Comfort, and others—maintain the desirable characteristics of traditional Saaz hops while demonstrating improved resilience in challenging conditions. These innovations represent a scientific breakthrough that balances tradition with adaptation.Economic Impact on Global Beer ProductionThe economic implications extend beyond Czech borders, with approximately 80% of Czech Saaz hops exported to international breweries. US-based BarrieHaus Beer Co, which uses Saaz hops for its award-winning Czech-style pilsner, has experienced significant challenges due to climate-related variations in hop quality. After particularly brutal drought conditions in 2022, imports of Czech hops to the US dropped by roughly half, demonstrating the global economic consequences of this agricultural challenge.Changing Agricultural LandscapesThe climate crisis is forcing agricultural innovation in unexpected places. Sardinian agronomist Federico Puddu, working with Nesvadba, aims to develop hop varieties suitable for traditionally inhospitable regions like Sardinia. This expansion of hop cultivation into new areas represents a fundamental shift in agricultural possibilities, potentially creating new industries while adapting to changing climate conditions. The traditional boundaries of where certain crops can thrive are being redrawn.Future of Traditional Crops in a Warming WorldAs Czechia enters what may be its driest spring on record since 1961, the importance of these resilient hop varieties becomes increasingly critical. While Nesvadba emphasizes that the original Saaz variety will never be completely replaced—calling it 'our gold'—the new varieties offer a pathway to preserve Czech beer traditions in the face of climate change. This scientific approach to agricultural adaptation may serve as a model for other traditional crops and industries facing similar climate challenges worldwide.

The Economic Dilemma Facing Jamaica's Energy Future Jamaica stands at a critical juncture in its energy policy, with preliminary tests off the south coast suggesting the presence of crude oil in the Walton-Morant basin. This potential discovery comes at a time when the island is grappling with the dual pressures of post-pandemic recovery and the escalating costs of climate adaptation. Testing the Waters in the Walton-Morant Basin United Oil & Gas, a UK-based company, holds the exclusive exploration license for the 22,400sq km block. Recent seabed sampling has identified hydrocarbons, a development that energy minister Daryl Vaz has described as "very positive." However, experts caution that even with confirmation, commercial production is unlikely until the mid-2030s. Balancing the Books: Fuel Imports vs. Climate Costs The financial calculus behind this potential shift is stark. Jamaica currently imports all its fuel, a cost that fluctuates between $1.5bn and $2bn annually. While the island generated $4.3bn from tourism in 2024, the economic strain is compounded by the $12bn bill for damage caused by Hurricane Melissa. This financial vulnerability is driving the government's cautious optimism toward oil exploration. The Regional Race for Fossil Fuels Jamaica is not alone in this pursuit. The Caribbean and Latin America are witnessing a resurgence in fossil fuel interest, following Brazil's deep-water discoveries in the 2000s. The region is now joined by Suriname and Guyana as emerging producers, creating a competitive landscape where nations are weighing immediate economic relief against long-term environmental stability. A Green Pledge at Odds with Survival? The environmental implications are significant. Theresa Rodriguez-Moodie of the Jamaica Environment Trust argues that pursuing oil exploration contradicts the island's moral standing to demand climate assistance. "If we want to have any kind of moral high ground... we cannot be considering expanding the fossil fuel industry," she stated. As Jamaica navigates this complex path, it faces the challenge of reconciling its Paris Agreement commitments with the immediate economic survival of its population.