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World Wide May 30, 2026

Lula slams US 'terror' designation for Brazil gangs

Brazilian President Luiz Inacio Lula da Silva has denounced the US decision to designate two Brazil…
The Lead Brazilian President Luiz Inacio Lula da Silva has denounced the US decision to designate two Brazilian criminal networks as 'terrorists', warning that the label could hinder local law enforcement efforts. Pushback against 'terrorist' label The condemnation came in a message posted to Lula's social media platforms on Friday, in response to an announcement by the administration of US President Donald Trump. On Thursday, US Secretary of State Marco Rubio revealed that he had designated Brazil's two largest criminal groups — the Primeiro Comando da Capital (PCC) and the Comando Vermelho (CV) — 'specially designated global terrorists'. He also outlined plans to add the two groups to the list of 'foreign terrorist organisations', effective June 5. The Data Analysis The 'terrorist' designations freeze all US-based assets connected to the targeted groups, but they can also be used to penalise anyone who offers 'material support or resources' to them. Experts warn that such restrictions could potentially affect financial institutions and even the victims of such groups, including businesses and individuals who might be forced to pay extortion. The Impact Analysis Lula has also expressed concern that the 'terrorist' label could pave the way for US military intervention, a fear he reiterated in Friday's statement. 'We remain fully prepared to develop joint solutions that yield mutual benefits for all nations involved,' Lula wrote. 'However, we will not tolerate the imposition of arbitrary measures from abroad, nor will we accept their use as a pretext to undermine our sovereignty or our economy. Unilateral, non-negotiated measures can undermine the fight against criminals and trigger actions that endanger the lives of people who have absolutely no connection to crime.' The Prediction Security is expected to be a dominant issue in October's presidential race, and this week's 'terrorist' designations are likely to put Lula in an awkward position, forcing him to condemn the label without downplaying the extent of the violence. Lula has attempted to brush off right-wing criticism that he has been lax on crime, pointing to his government's recent $11bn investment in the 'Brazil Against Organized Crime' programme.
#Brazil #Lula da Silva #US
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Music May 30, 2026

The Mekons on Creating Their Iconic Song 'Where Were You?'

The Mekons' members Tom Greenhalgh and Jon Langford share the story of creating their iconic song '…
The Birth of a Classic The Mekons and Gang of Four emerged from the same fine art course at Leeds University. After being inspired by the Clash and the Sex Pistols, the Mekons formed and recorded their first single, 'Never Been in a Riot', on a two-track tape recorder in a living room. The Making of 'Where Were You?' For their song 'Where Were You?', Bob Last from the Fast Product label helped them record at Spaceward in Cambridge. The song came together quickly with Kevin Lycett strumming two chords, Tom playing a choppy counter-melody, and Jon on drums. Mark White wrote the lyrics, and Andy Corrigan sang them. The Impact of 'Where Were You?' 'Where Were You?' became a huge success, selling over 27,000 copies and receiving significant airplay from John Peel. The song gained even more popularity when David Bowie compared the Mekons to T. Rex on a Radio 1 programme. The Legacy of 'Where Were You?' The song has remained a classic, with the Mekons still playing it live almost 50 years later. The song's lyrics, influenced by Buzzcocks' Pete Shelley, deal with themes of loneliness and feminism. The Mekons' decision to include women in the band and their anti-macho approach to music set them apart from other rock bands at the time. The Song's Enduring Influence 'Where Were You?' continues to have an impact, with the song being used in an advert for Honda's Acura cars and generating a substantial amount of money for the band. The Mekons' story serves as a testament to the power of creativity and perseverance in the music industry.
#Mekons #Where Were You? #Post-Punk
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Sports May 29, 2026

French Open Court Layouts Under Scrutiny After Player Injuries

World number one Iga Swiatek has called for changes to French Open court layouts after multiple pla…
The LeadIga Swiatek has called for the French Open to make changes to the layout of their courts after multiple players were forced to withdraw this week having been injured when tripping over obstacles at the back of the Roland Garros courts. The world number one player expressed concern that the current setup is not safe for competitors.The Court Safety CrisisThe most recent incident occurred on Friday when Turkish player Zeynep Sonmez ran into one of the Lacoste advertising boards placed at the back of the court and fell to the floor. After a medical time out, Sonmez, alongside her partner Tatjana Maria, was forced to retire from her second round doubles match while trailing 2-0.Earlier in the week, Belgian player Alexander Blockx was forced to withdraw after injuring himself on the rain covers at the back of a practice court. In a statement on Instagram, Blockx revealed: "Unfortunately during today's practice I heard a snap in my ankle while I sprained it thanks to the 'really necessary' covers at the back of the court at Roland Garros, which is why I had to withdraw from tomorrow's match."Great Britain's Katie Boulter also had a near miss, saying the boards need to be removed after she tripped on one during her second-round match. "THESE THINGS HAVE TO GO. Got lucky last night but next time I might not be…" she wrote on social media.Historical ContextThis is far from a new issue at Roland Garros, which uses these panels towards the back of the court to advertise their sponsors. In 2017, David Goffin was forced to retire from his third round match due to a similar incident. No other grand slam tournament places their rain covers behind the baseline, making the French Open unique in this aspect.The issue is particularly problematic on clay courts due to the tendency for players to move and defend from deeper positions on the surface. This increases the likelihood of players running into the obstacles at the back of the court during extended rallies.Tournament UniquenessThe French Open is the only big tournament that still uses line judges, with the tournament placing their boards next to lines people in the court. Arthur Ashe Stadium at the US Open is the only other grand slam court with advertising hoardings on the court, but those boards are pressed directly to the back wall, not placed in the playing area.This design choice has been a point of contention for years, with players consistently raising concerns about the safety implications of having obstacles in the playing area. Despite these concerns, the tournament has maintained this setup, citing tradition and sponsorship requirements.Player Reactions"I didn't see the incidents, but I heard about them," said Swiatek. "Obviously if these things happen, there needs to be a reaction, because there are other ways for us to be visible for sure, you know? It's a shame, and it shouldn't – I hope they're going to put them in a different place or just put the advertising in a different way there, because it's not safe for sure."After her straight sets win over Viktorija Golubic, Marta Kostyuk expressed skepticism that the tournament would make changes: "Honestly, I feel like there are some rules that no matter what happens, they just cannot be changed, and no matter how much you speak about it or how much you fight over it, it's just the rules. I don't know."Swiatek's Path ForwardDespite the concerns about court safety, Swiatek continues to build confidence and momentum in her first major tournament alongside her new coach, Francisco Roig. After projected tough opponents like Jelena Ostapenko and Elena Rybakina were eliminated in round two, Swiatek now faces a different challenge in the form of Marta Kostyuk.Kostyuk is on a 15-match winning streak and has not lost on clay this year after winning titles in Rouen and Madrid. "I definitely have a different feeling going into this match, because I feel like last time that I played her in Cincinnati, I lost this match way before it even started, and I don't feel the same this time," said Kostyuk.
#French Open #Iga Swiatek #Roland Garros
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Politics May 29, 2026

Israel's Expanding Control in Gaza Raises Questions About Long-Term Plans

Israel has significantly expanded its territorial control in Gaza beyond initial agreements, establ…
The Lead: Israel's Gaza Expansion Beyond Agreed TermsAfter two years of relentless bombardment and ground invasions, Israel's future in Gaza had appeared to be settled with the signing of United States President Donald Trump's 20-point peace plan on October 9, 2025. Under the terms of that agreement, Israeli forces were meant to withdraw behind what planners called the "Yellow Line", maintaining control of 58 percent of the territory, with their full withdrawal to be set at a date to be determined.The Event Details: Military Expansion and Territorial ChangesThat withdrawal hasn't happened. In fact, in the months since, as well as killing at least 922 people in near-daily strikes on the enclave during the "ceasefire", Israel has expanded its territory by about 11 percent. According to satellite data gathered in March, it has also established at least 32 military outposts, a ground barrier and infrastructure along what was supposed to be a temporary line.The Data Analysis: Humanitarian Crisis and Casualty FiguresSince October last year, numerous humanitarian agencies, including Oxfam, have accused Israel of compounding the humanitarian crisis in Gaza by restricting deliveries of aid and other essential goods. To date, since the onset of its war on Gaza in October 2023, Israeli forces have killed at least 72,819 men, women and children in Gaza, with many thousands more missing and presumed dead under the rubble. By 2025, Israel had caused a confirmed famine in the enclave and has now decimated nearly all infrastructure needed to support life.The Impact Analysis: International Response and Legal Implications"If Israel's ultimate plan is to exercise permanent effective control over the entirety of the Gaza Strip, we are talking about unlawful annexation," Michael Becker, a professor of international human rights law at Trinity College in Dublin, told Al Jazeera. "As the International Court of Justice reaffirmed in a 2024 advisory opinion, annexation constitutes a violation of the bedrock prohibition of the acquisition of territory by force."Hopes that the US might enforce its own conditions on Israel also appear ill-founded. Since announcing a ceasefire in the enclave in October last year, the US has failed to react as Israel has expanded and entrenched its presence in Gaza, choking off access to about two-thirds of the enclave for its inhabitants by April 2026.The Future Outlook: Population Displacement and Regional StabilityIsrael's answer to how Gaza's population can survive in such a reduced territory is what they call "voluntary emigration." "The plan for voluntary emigration from Gaza will also be implemented, all at the proper time and in the proper manner," Defence Minister Israel Katz wrote in a statement. Observers typically acknowledge that this means the ethnic cleansing of the enclave."The idea of permanently removing Palestinians from Gaza smacks of forced displacement and would also violate the fundamental right to self-determination of the Palestinian people," Becker said. However, he noted that the spotlight of international attention has now shifted from the crisis in Gaza to the US and Israel's war on Iran, as well as Israel's actions in Lebanon, where it has occupied large swaths of the south of the country.
#Israel #Gaza #Netanyahu
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Science May 29, 2026

Frank Land obituary: Pioneering Information Systems Expert

Frank Land, a pioneering information systems expert and key figure in the development of the Lyons …
The Life and Legacy of Frank Land Frank Land, a trailblazing information systems expert, has passed away at the age of 97. November 2026 marks the 75th anniversary of the world's first commercial job run on a stored program computer, which Land contributed to significantly. Early Contributions to Computing On 29 November 1951, the Bakery Valuations job calculated the costs, earnings, and margins of baked goods produced by J Lyons & Co, the UK's largest catering firm at the time. Land joined Lyons in 1953 and became part of the team that developed the Lyons Electronic Office, known as Leo. The Development of Leo Land helped implement systems for payroll, stock control, and distribution for Lyons' 250 high-street tea shops. He wrote programs for tax tables for the Inland Revenue and a suite of linked programs for blending Red Label and Green Label tea. Academic Career and Impact Land's work with Leo led to his founding of the academic study of information systems. In 1967, he became the UK's first professor of information systems at the London School of Economics (LSE), where he developed postgraduate courses integrating technical computer knowledge with business needs. Later Life and Legacy Land continued to contribute to the field, co-editing 'User Driven Innovation' and creating Leopedia, a catalogue of references and holdings related to Leo. He was appointed OBE in 2019 for his services.
#Frank Land #Leo Computers #Information Systems
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Politics May 29, 2026

NATO Condemns Russia After Drone Crash Raises Spillover Fears

NATO allies condemned Russia after a Russian drone crashed into a Romanian apartment building, inju…
The Drone Incident in RomaniaRomania and its NATO allies have reacted angrily after a Russian drone crashed into an apartment building in eastern Romania, injuring two people. The foreign ministry in Bucharest on Friday labelled the crash of the drone, part of an overnight attack aimed at Ukraine, a serious violation of international law and called on NATO to accelerate the transfer of anti-drone capabilities.The incident is just the latest incursion along the alliance's eastern flank, raising concern that the risk of an open confrontation between Russia and NATO states is rising.Technical Details of the CrashRomania said the overnight drone was tracked by radar in its airspace before crashing onto the roof of a residential building in the city of Galati. Two F-16 fighter jets and a helicopter were scrambled, as authorities issued emergency alerts to residents. Two people suffered minor injuries and several residents were evacuated after a fire was triggered by the crash.Geopolitical RamificationsThe incident is just the latest of several, as the war in Ukraine has spilled over into neighbouring NATO countries, raising fears of potential escalation. Estonia, Lithuania and Latvia, as well as Finland have all reported repeated incursions into their airspace in recent months. Drone incursions sparked a government collapse in Latvia earlier this month.Shortly after the crash, Bucharest called for NATO to speed up the transfer of anti-drone capabilities. Outgoing Prime Minister Ilie Bolojan also said that Romania would, within hours, sign a contract which will give it anti-drone defences under the EU's SAFE programme.Diplomatic ResponsesOn Friday morning, Romania summoned the Russia ambassador. "We will officially communicate the consequences that this lack of responsibility on the part of the Russian Federation will have for the diplomatic relations between our countries, as well as the next steps at the European level regarding sanctions packages," Foreign Minister Oana Toiu wrote on social media.President Nicusor Dan stated that Romania will not accept that the war of aggression waged by Russia against Ukraine be transferred to its citizens, and added that he had asked the foreign ministry to present without delay a series of measures regarding the country's relationship with Russia, "proportionate to this very serious situation."International CondemnationNATO allies and others joined the chorus of anger. French Minister for European Affairs Benjamin Haddad said the incident highlighted the threat Russia poses to European security, noting that French troops are stationed in Romania."Regardless of whether it was on purpose or the result of ineptitude, Russia is still dangerous and we must defend ourselves against it," Polish Foreign Minister Radoslaw Sikorski told the Reuters news agency. European Commission President Ursula von der Leyen said the incident showed that "Russia's war of aggression has crossed yet another line".A NATO spokesperson also condemned "Russia's recklessness" on social media. Ukraine's Foreign Minister Andrii Sybiha pledged "Ukraine stands firmly by Romania" as he branded Russia a threat to the Black Sea region and the wider European continent.Escalation ConcernsUnited Nations Secretary-General Antonio Guterres warned that the escalating attacks risk spiralling "out of control", with "unknown and unintended consequences". He said more civilians had been killed in the first four months of this year than during the same period in the previous three years, and called for diplomacy, immediate de-escalation and "a full and unconditional ceasefire".Concern that the war is threatening to spillover is building as Russia escalates hostilities in a bid to ward off rising political and economic pressure at home. Ukrainian forces reported that they shot down 217 drones overnight on Friday. Russia attacked with 232 drones and one ballistic missile. Hits were recorded in 14 areas, the air force said.Russia's Strategic PosturingMoscow has said it plans "systematic strikes" on Kyiv and has issued a barrage of threats at Ukraine's European allies, listing facilities in Europe that it said are involved in manufacturing drones and components for Ukraine. Moscow's Foreign Intelligence Service recently warned the Baltic nations that their NATO membership won't protect them from retaliation should they allow Ukraine to launch attacks from their territory, with analysts warning that the risk of an open confrontation between Russia and NATO states is rising.Article 5 Under ScrutinyThat heightens concern regarding NATO's Article 5 collective defence clause, which President Donald Trump has hinted the United States may not honour in some cases. However, the alliance's Secretary General Mark Rutte insisted on Friday that NATO will defend all of its territory."Russia's reckless behaviour is a danger to us all," he wrote on social media. "Last night showed yet again that the implications of their illegal war of aggression don't stop at the border." "We will continue to strengthen our deterrence and defence at home and continue our support for Ukraine as they defend against Russia's aggression," he added.
#Russia #NATO #Romania
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Politics May 29, 2026

Guatemala Denies Agreement for US Anti-Drug Strikes Amid Security Cooperation Request

Guatemala's government has denied reports of an agreement allowing US military strikes against drug…
The LeadThe Guatemalan government has firmly denied reports that it agreed to permit United States military strikes against drug traffickers within its borders, while simultaneously confirming its request for security cooperation with Washington. This clarification comes amid growing concerns about US military operations in Latin America and the complex relationship between regional governments and Washington's anti-drug policies.The Government's Position on Military Operations"There is no agreement authorising foreign military operations by any country within national territory," the government of President Bernardo Arevalo stated in a formal release on Thursday. This denial directly responds to a New York Times report citing unnamed sources who claimed Arevalo had agreed to US military action in Guatemala.Accompanying the government statement was a note from a letter by Guatemala's Defense Minister Henry Saenz to his US counterpart Pete Hegseth, dated May 28. The letter reveals that Guatemala "desires to lead, with US assistance, active military operations" against drug groups identified as "designated terrorist organisations" (DTOs) by Washington."In accordance with existing bilateral agreements and arrangements, such combined Guatemala-led operations would further bilateral interests in defeating DTOs and advancing regional and hemispheric security," Saenz wrote in the document.The Regional Context of US Anti-Drug OperationsThe Guatemalan clarification emerges against a backdrop of increasingly assertive US anti-drug policies in Latin America. Under President Donald Trump, the United States has demonstrated a willingness to use military force in the region, including conducting air strikes against alleged drug boats in the Caribbean Sea and Pacific Ocean.These operations have resulted in at least 194 deaths and drawn criticism from rights advocates who characterize them as extrajudicial killings. The US has also taken more direct action, including the abduction of Venezuela's President Nicolas Maduro in January, whom it accused of drug trafficking.Following Maduro's removal, his vice president Delcy Rodriguez has improved relations with Washington and allowed greater foreign involvement in Venezuela's oil sector, though the US continues to exert control over the country's oil exports.The Impact on US-Latin America RelationsMany countries in Central and South America have struggled to contain gang violence related to the drug trade, creating a complex security landscape. In January, Guatemala's Arevalo declared a 30-day state of emergency after suspected gang members killed at least 10 police officers, highlighting the severity of the security challenges.Latin American leaders have consistently demonstrated a nuanced approach to US involvement - wary of direct military intervention but open to intelligence sharing and security cooperation. This delicate balance reflects both the genuine security needs of these nations and the historical sensitivities surrounding US intervention in the region.President Arevalo, elected in 2023 on an anticorruption platform, appears to be navigating this complex terrain carefully, seeking assistance while maintaining sovereignty over military operations within Guatemala.Future Outlook for Regional Security CooperationThe situation in Guatemala suggests a likely continuation of this pattern of conditional cooperation. Regional governments will likely continue to seek US assistance in combating drug trafficking and organized crime while resisting direct military operations on their soil.The coming months may see increased diplomatic efforts to define the boundaries of security cooperation, with Guatemala potentially serving as a model for other nations seeking to balance security needs with sovereignty concerns.As the US continues its anti-drug operations in Latin America, the region's response will likely shape the future of hemispheric security policies and determine whether cooperation can be achieved without compromising national sovereignty.
#Guatemala #United States #Drug Trafficking
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World Wide May 29, 2026

Taiwan Monitors 'Unprovoked' Chinese Combat Patrol Near Island

Taiwan's Ministry of National Defence reported a second Chinese 'joint combat readiness patrol' nea…
Tensions Rise in the Taiwan Strait Taiwan has said it is monitoring the second Chinese “joint combat readiness patrol” near the island in a week, accusing Beijing of being the sole source of instability in the Asia Pacific. Details of the Chinese Patrol Taiwan’s National Defence Ministry said on Tuesday it had detected 29 Chinese aircraft, including fighter jets, and seven warships operating around the island. The ministry reported that 24 of the aerial sorties had crossed the median line, an unofficial maritime and aerial buffer zone that runs through the middle of the Taiwan Strait. The Impact on Regional Stability Joseph Wu, secretary-general of Taiwan’s National Security Council, accused China of being the sole source of instability in the Asia Pacific region. “For the 2nd time in a week, shortly after the Beijing summit, the PLA conducted a ‘joint combat readiness patrol’ around Taiwan. We also spotted the Liaoning carrier group in the West Pacific. This is unprovoked. The PRC is the sole source of instability in the IndoPacific,” he wrote on X. The US Role in the Region The US is Taiwan’s largest weapons supplier and is bound by law to provide the island with the means to defend itself. In December, Trump approved the largest-ever US weapons package for its ally. However, last week, Washington said it was pausing a $14bn arms sale to Taiwan to conserve munitions for the war on Iran. The Future Outlook Earlier this month, President Xi Jinping warned Trump that their two countries could clash over Taiwan if the issue is mishandled. Since then, Trump has cautioned Taipei against formally declaring independence from China, prompting the island to issue a statement saying it was “sovereign and independent” but planned to maintain the status quo.
#Taiwan #China #US
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Tech May 28, 2026

RSI is the new AGI — and it's just as hard to pin down

Recursive self-improvement (RSI) has become the latest buzzword in AI, with researchers and startup…
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.
#Recursive Self-Improvement #AGI #AI Research
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