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.

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 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.

Executive Summary: The U.S. Department of Justice has charged Michele Spagnuolo, a 36‑year‑old Google software engineer, with insider trading on the prediction market Polymarket. Using confidential data about Google’s most‑searched‑person list, he allegedly earned $1.2 million in profit.Google Engineer Accused of Insider Trading on PolymarketThe complaint, unsealed on 28 May 2026, alleges that Spagnuolo, operating under the alias “AlphaRaccoon,” placed bets on long‑shot candidates such as indie musician D4vd and rapper Kendrick Lamar after accessing internal Google search‑trend data.Bet on D4vd placed on 27 Nov 2025, when internal data showed a surge toward the top of the list.Bet on Kendrick Lamar placed in Oct 2025, based on similar insider insight.Charges filed in the U.S. District Court for the Southern District of New York.Profit Figures and Betting MechanicsThe prosecution claims the bets generated roughly $1.2 million in net profit, exploiting the market’s “near‑zero probability” pricing for the unlikely outcomes.Profit derived primarily from the D4vd bet, which paid out at odds exceeding 100 to 1.Other bets contributed additional, undisclosed gains.Regulatory and Market ImplicationsU.S. Attorney Jay Clayton emphasized that the case signals a broader crackdown on corporate insiders leveraging confidential information in prediction markets. Polymarket cooperated with investigators, becoming the first platform to see insider‑trading charges linked to its service.Potential for increased scrutiny of prediction‑market operators.Google reiterated its policy against misuse of confidential data and placed the employee on leave.Future Enforcement and Platform Cooperation OutlookLegal experts anticipate tighter reporting requirements for prediction‑market participants and more aggressive prosecution of similar schemes. The cooperation of Polymarket may set a precedent for future collaborations between regulators and betting platforms.

Executive Summary of the Emmy TriumphAn Al Jazeera journalist received an International Emmy for outstanding reporting and delivered an emotional acceptance speech that captured the attention of viewers worldwide. The speech highlighted personal dedication, the challenges of modern journalism, and the broader relevance of the award.Details of the Award and the SpeechThe International Emmy ceremony, held on May 28, 2026, recognized the journalist’s investigative series that exposed critical issues in the Middle East. In the live broadcast, the reporter thanked colleagues, family, and the audience, describing the honor as a testament to perseverance in a turbulent media landscape.Qualitative Impact on Al Jazeera’s Brand EquityThe accolade adds to Al Jazeera’s growing portfolio of international recognitions, reinforcing its reputation for high‑quality, independent reporting. Industry analysts note that such awards enhance credibility with audiences and can attract new partnerships and funding opportunities.Broader Implications for Global JournalismThe emotional moment resonated beyond the network, signaling a renewed appreciation for courageous reporting in an era of misinformation. Media outlets worldwide cited the speech as an example of the personal sacrifices journalists make to deliver truth.Future Outlook for Award‑Winning JournalismExperts anticipate that the visibility from the Emmy win will encourage further investment in investigative projects at Al Jazeera and inspire other newsrooms to prioritize in‑depth reporting. The ceremony’s global reach suggests continued audience appetite for substantive journalism, potentially shaping editorial strategies across the industry.

Court Hands Assistant Over Three‑Year Prison TermOn Wednesday, a Los Angeles judge sentenced Kenneth Iwamasa, 61, to three years and five months in federal prison for distributing ketamine that led to the death of Matthew Perry. The punishment aligns with prosecutors’ request and caps the criminal probe into the five individuals linked to Perry’s 2023 overdose.Assistant’s Direct Role in Administering KetamineFrom 2022 to 2023 Iwamasa served as Perry’s live‑in personal assistant. In the three days before the actor was found dead in a hot tub, Iwamasa injected him with six to eight ketamine shots per day, according to court documents. Prosecutors say Iwamasa paid former doctor Salvador Plasencia at least $55,000 to obtain the drug, and also coordinated with drug dealer Jasveen Sangha and addiction counselor Erik Fleming.Sentencing Numbers and Comparative PenaltiesKenneth Iwamasa: 3 years 5 months prisonJasveen Sangha (ketamine supplier): 15 years prisonErik Fleming (middleman): 2 years prisonSalvador Plasencia (doctor who supplied Iwamasa): 30 months prisonMark Chavez (doctor who sold ketamine to Perry): 8 months home detention + 3 years supervised releaseThe court’s decisions reflect the varying degrees of culpability, from direct administration to supply chain facilitation.Broader Implications for Celebrity Assistance and Drug RegulationThe case underscores the power imbalance between high‑profile clients and personal staff, a dynamic that can enable illicit drug access. Hollywood insiders noted that assistants often lack the authority to refuse dangerous requests, raising questions about workplace protections and the need for stricter oversight of non‑medical personnel handling controlled substances.Looking Ahead: Tighter Enforcement and Preventive MeasuresLegal experts predict increased federal scrutiny of unlicensed drug distribution networks, especially when they intersect with celebrity circles. Expect more rigorous background checks for personal assistants, heightened monitoring of ketamine prescriptions, and potential legislative proposals to criminalize the facilitation of controlled‑substance use without medical credentials.

The conflict between the US and Iran has entered a critical phase, with a fragile ceasefire shattering into direct military exchanges near the Strait of Hormuz. The exchange of fire highlights the deepening strategic deadlock and the high stakes involved in the ongoing negotiations.Escalation Near the Strait of HormuzThe Islamic Revolutionary Guard Corps (IRGC) launched a counterattack at 4:50 am local time, targeting an American air base in response to a US strike on a location near Bandar Abbas Airport. The US military confirmed shooting down four Iranian attack drones and striking a ground control station preparing to launch a fifth drone. This marks the third direct engagement since the ceasefire was announced, raising serious questions about the durability of the truce.Market Volatility and Oil Price ReboundGeopolitical tensions have directly impacted global markets. Following a 5% drop in oil prices on Wednesday, US crude futures rebounded by more than 3% on Thursday. Concurrently, US stocks fell and the dollar rose, signaling investor anxiety regarding the stability of energy supplies and trade routes.Trump's Diplomatic Deadlock and ThreatsPresident Donald Trump rejected a report suggesting a compromise deal with Tehran, specifically denying claims that the US would lift sanctions or allow joint management of the Strait of Hormuz by Iran and Oman. Trump characterized the waterway as international waters and issued a stark warning to Oman, stating, "They understand that, they’ll be fine," implying military consequences if they do not comply.The Inevitability of a DealExperts suggest that despite the rhetoric, a resolution is becoming increasingly likely. Doug Bandow of the Cato Institute argues that Trump has inadvertently empowered Iran by closing the strait and is unwilling to risk US ships to reopen it. Consequently, analysts believe Trump is in a "very difficult position" where he will likely be forced to negotiate a settlement to Iran's satisfaction to avoid further escalation.

The Australian Government Files Record-Breaking $2 bn Lawsuit Against 3MAustralia announced on 28 May 2026 that it has launched legal action against 3M and its subsidiary 3M Australia, seeking damages exceeding $2 bn (US$1.4 bn) over PFAS contamination at defence sites.Details of the PFAS Contamination ClaimAttorney‑General Michelle Rowland said the use of per‑ and polyfluoroalkyl substances (PFAS) in aqueous film‑forming foam (AFFF) caused “major environmental and economic harm”. The claim targets 28 defence bases across the country where the foam was used for decades.More than 200,000 tonnes of contaminated soil must be removed and treated.Over 13 bn litres of water have been used in the multi‑year decontamination effort.Defence began phasing out PFAS‑containing foams in 2004.Financial Scale of the Claim and Related CostsThe government’s lawsuit is the largest ever brought by the federal government, with the following monetary figures cited:Claimed damages: $2 bn (US$1.4 bn).Costs already incurred by defence and taxpayers: > $1 bn for investigation, remediation and mitigation.In the United States, 3M agreed to a US$10.3 bn settlement in 2023 for PFAS water‑system clean‑ups.Environmental and Economic Implications for Defence SitesPFAS are “forever chemicals” that do not break down naturally, leading to long‑term soil and water contamination. Health risks identified include liver damage, lower birth weight and testicular cancer. Greens spokesperson Peter Whish‑Wilson warned that Australia risks becoming a global dumping ground for PFAS products if corporate responsibility is not enforced.Remediation requires expensive, specialised treatment facilities.The defence estate faces ongoing liability for future contamination monitoring.Previous class‑action settlements in Australia totalled $133 m for seven sites in 2023.What the Lawsuit Means for Future PFAS Regulation in AustraliaLegal experts expect the case to accelerate stricter regulation of PFAS, including tighter controls on import, use and disposal. The government’s stance signals a willingness to hold multinational corporations accountable, potentially prompting other industries to reassess PFAS usage.Potential for new federal legislation mandating full disclosure of PFAS risks.Increased scrutiny of defence procurement practices.Possible further litigation against other manufacturers of PFAS‑containing products.

Experts Sound Alarm Over Looming Food CrisisLeading food policy specialists have warned that the UK is "sleepwalking" into a food emergency. A letter signed by nine experts—including former Marks & Spencer sustainability director Mike Barry, Food Foundation director Anna Taylor and Lea Valley Growers’ Association secretary Lee Stiles—calls for an immediate overhaul of the national food strategy to address rising temperatures, supply‑chain shocks and affordability. Escalating Costs and Climate‑Driven LossesFood prices are on track to be 50% higher this November than they were five years ago.Heatwaves and a dry spring have already reduced crop yields; economists estimate economic losses in the hundreds of millions of pounds.The Climate Change Committee warns that domestic food production must stay above 60% of national needs, or the UK could face damages exceeding £2 bn per year in the 2030s (up from ~£200 m today). National‑Security Implications and Political PushbackRetired General Richard Nugee argues that food security is now a national‑security issue, linking potential supply shortfalls to civil unrest and geopolitical instability. Despite this, Chancellor Rachel Reeves’s proposal for voluntary price caps on staple foods was rejected by supermarkets and opposition parties. What Policy Makers Must Do NextUpdate the UK Food Strategy to embed climate‑resilience measures and diversify domestic production.Consider mandatory price‑cap mechanisms or targeted subsidies to curb the 50% price surge.Integrate food security into national‑security planning, as urged by the UK’s spy chiefs and the Climate Change Committee.