Breaking AI & Tech News Analyzed

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 Enterprise AI Market's Critical ShiftEnterprise organizations are not rejecting AI technology itself—they are rejecting operational instability. This fundamental misunderstanding is separating successful AI companies from those that stall after initial momentum, according to Databricks co-founder Arsalan Tavakoli-Shiraji.For years, AI startups benefited from a market driven by experimentation where impressive demos and powerful visions were sufficient to generate interest. Now, enterprises have moved beyond evaluating whether AI is exciting—they're assessing whether it's safe to deploy broadly.Tavakoli-Shiraji's Disrupt 2026 SessionAt TechCrunch Disrupt 2026, taking place October 13-15 at Moscone West in San Francisco, Tavakoli-Shiraji will unpack this critical shift during his AI Stage session, "The Enterprise Isn't Broken. Your Assumptions About It Are."The event will bring together 10,000+ founders, investors, and operators to explore technologies and operational pressures changing how companies are built and scaled, featuring 250+ sessions across six stages led by tech leaders.The Operational Reality of Enterprise AIThe enterprise AI market is filled with successful pilots that never became real deployments—not because the technology failed, but because organizations couldn't absorb the operational consequences of adoption.Startup AI deals rarely die because models underperform. They fail because enterprises lose confidence in what deployment would require. This distinction is crucial as many AI startups continue optimizing for initial excitement rather than long-term operational adoption.The New Enterprise AI Success FactorsAI startups gaining traction in large organizations increasingly share one common trait: they reduce uncertainty. They integrate cleanly into existing systems, create less workflow friction, and are easier to govern, explain internally, and trust over time.Enterprise buyers are now asking different questions:How will this affect our existing workflows?What happens when something goes wrong?How do we control and explain the outputs?What does deployment actually require from our teams?The Future of Enterprise AI AdoptionThe startups that succeed in enterprise AI over the next several years may not necessarily have the most advanced models. They will likely be the ones that best understand how enterprises actually absorb change.Tavakoli-Shiraji brings valuable perspective to this conversation, with a background spanning both enterprise strategy and technical systems architecture. Before joining Databricks, he was an associate principal at McKinsey & Company, advising enterprises on cloud computing and transformation strategy, and earned a PhD in computer science from UC Berkeley.

Anti‑immigrant anger is reaching a new peak in South Africa as municipal officials ordered the removal of makeshift camps that housed thousands of migrants, leaving them exposed on public streets. The move has ignited protests, a surge in xenophobic incidents, and a heated debate over the nation’s immigration policy. Escalating Xenophobic Tensions After Forced Evictions City councils in Johannesburg and surrounding townships issued eviction notices this week, citing health and safety concerns. Residents of the cleared camps report being given less than 24 hours to vacate, with many forced to sleep on sidewalks or in overcrowded shelters. Evictions began on 2026-05-25 across three major informal settlements. Local NGOs estimate that over 5,000 migrants were displaced. Community leaders claim the actions were taken without adequate consultation. Limited Data Highlights a Growing Crisis Official statistics on the displacement are scarce, but available reports point to a sharp rise in xenophobic activity: The South African Police Service logged a noticeable uptick in hate‑crime complaints in the past month. Human‑rights groups note an increase in verbal and physical attacks targeting foreign nationals. Economic analysts warn that prolonged unrest could deter foreign investment. Political Fallout and Social Cohesion at Risk The government’s response has split opinion. While some politicians defend the evictions as necessary for public order, opposition parties and civil‑society groups accuse the administration of stoking xenophobia. President Cyril Ramaphosa called for “orderly migration management” but avoided direct criticism of local authorities. Opposition leader John Steenhuisen demanded an immediate halt to evictions and a review of immigration policy. International bodies, including the UN, have urged South Africa to uphold the rights of migrants. Potential Policy Shifts and International Scrutiny Analysts predict that sustained pressure could force the government to adopt a more coordinated approach: Implementation of a national framework for temporary housing of displaced migrants. Increased funding for community‑integration programs to mitigate xenophobic sentiment. Possible sanctions or aid reductions from foreign partners if human‑rights violations continue. Until concrete measures are taken, the risk of further unrest remains high, and South Africa’s reputation as a regional hub for trade and tourism could suffer.

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 LeadBaseball's unexpected new danger has emerged in the form of a bat dog, leading to the suspension of the Tulsa Drillers' popular program after top Dodgers prospect Kendall George suffered a freak knee injury. The incident highlights the fine line between entertaining fans and ensuring player safety in minor league baseball.The Bat Dog IncidentDuring a home game against the Northwest Arkansas Naturals on Monday, George, known for his blazing speed, injured his knee when he jumped out of the way of a bat dog while coming home to score. The 21-year-old first-round pick from 2023 looked frustrated by the dog's commitment to its retrieval duties, according to reports. The Drillers, like many minor league teams, use dogs to retrieve discarded bats and entertain fans, a program they've utilized for the last five seasons.The Impact on a Rising StarGeorge was having an impressive season, batting .333 with 26 stolen bases in 43 games before the injury. ESPN reported that his initial MRI revealed no ligament damage, potentially allowing him to avoid surgery and return to action sooner rather than later. For a prospect considered one of the Dodgers' best, this setback comes at a crucial point in his development as he works his way toward the major leagues.Team Response and Fan ReactionsThe Drillers' decision to suspend the bat dog program indicates they are taking the incident seriously. Previously, players like first baseman Brandon Lewis had expressed enjoyment of the dogs, noting that they give the animals time to retrieve bats before players approach. This sudden shift in policy suggests the organization is prioritizing player safety over fan entertainment in this specific instance.Future OutlookAs George recovers, the Dodgers organization will be monitoring his progress closely. For the bat dog program, this incident may lead to revised protocols or permanent discontinuation, depending on how the team evaluates the risks versus rewards. Minor league teams often rely on unique attractions to draw fans, making this a challenging decision that could set a precedent for other organizations with similar programs.

The LeadIn the midst of ongoing conflict and hardship, Palestinians in Gaza are finding ways to celebrate Eid, transforming what should be a joyous occasion into a powerful form of resistance. This cultural resilience demonstrates the strength of the human spirit even in the face of extreme adversity.Celebrating Amidst AdversityEid, one of the most important religious holidays in Islam, traditionally marks the end of Ramadan, the holy month of fasting. For Gazans, this year's celebrations have taken on added significance as they continue to navigate the challenges of daily life under blockade and conflict. Despite limited resources and security concerns, families are making efforts to maintain traditions, prepare special foods, and gather for prayers, turning these acts into statements of defiance against their circumstances.The Symbolism of JoyIn a region marked by suffering and loss, the decision to celebrate carries profound political meaning. Each smile, each shared meal, and each moment of togetherness becomes an act of resistance against those who seek to diminish Palestinian dignity and culture. Community leaders note that maintaining cultural practices is essential to preserving identity and hope for future generations.International ResponseThe celebrations in Gaza have drawn attention from international observers and human rights organizations. Many have highlighted the contrast between the resilience shown by Palestinians and the ongoing challenges they face. Some international aid organizations have made special efforts to ensure that Gazans have access to basic necessities during the holiday, though access remains limited due to the blockade.Looking ForwardAs Eid concludes, Gazans face an uncertain future, with ongoing political tensions and humanitarian concerns. However, the spirit of resistance demonstrated through celebration serves as a reminder of the enduring strength of Palestinian culture and community. The ability to find joy in difficult circumstances continues to be a powerful form of resistance that transcends the immediate challenges of the present moment.

The Champions Final in Budapest As the Champions League final approaches in Budapest, the tournament's format comes under scrutiny. While the host city provides an ideal setting for European football's premier club competition, the event highlights a concerning trend: the Champions League has become a closed shop dominated by clubs from just five nations. Coaching Excellence in the Final The final features two teams whose success is built on exceptional coaching. Luis Enrique has transformed PSG from a collection of individual stars into a cohesive unit, while Mikel Arteta has methodically rebuilt Arsenal into an organized force. Both coaches employ sophisticated tactical systems—ball-oriented zonal marking and defensive choreography that represents the cutting edge of modern football philosophy. Defensive Prowess and Tactical Contrasts Arsenal's remarkable defensive record in this Champions League campaign—conceding only six goals in 14 matches without a single loss—contrasts sharply with Bayern Munich's 20 goals conceded. This defensive solidity, achieved through organization rather than individual brilliance, has been key to Arsenal's resurgence. Meanwhile, PSG's evolution under Enrique demonstrates how tactical discipline can elevate even the most star-studded squads. Budapest: Symbol of Change Budapest serves as more than just a neutral venue for the final; it represents a symbolic shift in European politics and society. Recent events in Hungary have signaled a return to European solidarity and rules-based cooperation. The city's football heritage, including the legendary 7-1 victory over Bayern Munich in 1919, adds historical weight to its role in hosting this prestigious event. The European Football Monopoly Since Porto's triumph in 2004, the Champions League trophy has been monopolized by clubs from Spain, Italy, Germany, France, and England. This five-nation dominance persists despite the global nature of modern football and the existence of talented clubs across the continent. The financial disparity between these top leagues and others creates an insurmountable barrier for clubs from smaller nations. Historical Context and Hungarian Legacy Hungary possesses a rich football tradition that has often been overlooked. The nation reached two World Cup finals (1938 and 1954) and produced legendary coaches who influenced football globally. The Golden Team featuring Ferenc Puskás remains one of football's most celebrated sides, while Hungarian coaches like Béla Guttmann and Pál Csernai introduced tactical innovations that shaped the modern game. The Future of European Competition The Champions League's current structure threatens the diversity that makes football compelling. While financial realities make complete parity unrealistic, measures to increase competitiveness across European football are needed. The tournament should reflect the continent's rich footballing heritage rather than serving as an exclusive club for the wealthiest nations. As Hungary demonstrates, passion and tradition can coexist with modern football—provided the opportunity exists.

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.