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Entertainment Jun 06, 2026

The Vardys Review: A Disappointing and Boring Reality Show

The new reality show 'The Vardys' has been panned as very bad and very boring, disappointing fans o…
The Lead The new reality show 'The Vardys' has been panned as very bad and very boring, disappointing fans of Leicester City's Jamie Vardy and those interested in the 'Wagatha Christie' libel case. The Reality Check The three-part reality show, which aired on ITV1 and is now available on ITVX, follows the lives of Jamie Vardy and his wife Rebekah Vardy as they move to Italy. However, the show fails to deliver on its promises, instead focusing on mundane tasks like packing up a house and moving to Italy. The Content Critique For fans of Jamie Vardy, the show doesn't provide much insight into his life as a footballer. Leicester fans won't get much of Jamie or any footage they haven't seen before. And much of what is shown in the first two episodes is to do with the troughs of his early days at the Italian club Cremonese – injury, stress, failing to dazzle in his debut, failing to score many goals thereafter – rather than his glory days at home. The Wagatha Christie Factor For fans of the 2022 legal case (also known as “The Scousetrap”, for Coleen is Liverpudlian, and “Roodunnit?” because the whole thing played out in private, then on social media and then in court like the neatest mystery novel you ever read), here is pretty much everything Rebekah has to say about the private, public and court verdict that she did exactly what she was claiming Rooney had wrongly accused her of: “Never, ever, ever will I apologise for something I didn’t do. Hell will freeze over before I do that. “I’m not going to carry on living in the past. I’m so fucking tired of it,” says Rebekah, on a show almost certainly commissioned because of what happened in the past and in the hope that she would discuss it in great detail. The Verdict The show is a slow, slow grind through the minutiae of packing up a house and moving a family to Italy once Jamie takes his leave of Leicester City and signs with the then Serie A Cremonese. Watching people move house, try to find school places for five children (the oldest of the Vardys’ six is staying in England), moan about getting visas and finding a house to rent is about as interesting as listening to people describe their dreams.
#The Vardys #Rebekah Vardy #Jamie Vardy
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Sports Jun 05, 2026

Scotland's Steve Clarke Secures Four-Year Extension Amid World Cup Ambitions

Scotland manager Steve Clarke has signed a four-year contract extension, securing his position unti…
Clarke's Contract Extension: A Calculated Risk or Strategic Masterstroke? The summit of Scottish football provides a wonderful environment for those who value long-term career stops. Neil Doncaster, chief executive of the Scottish Professional Football League, arrived at the then Scottish Premier League in 2009. Ian Maxwell, bizarrely headhunted from relegation-bound Partick Thistle, has been the Scottish Football Association's chief executive since 2018. Scot Gemmill's tenure as the nation's under-21 manager has lasted a decade despite underwhelming results. Glass half full or half empty; either this is a domain that delivers admirable continuity or one in which no one makes sufficient progress to appeal to those in bigger ponds. The Extension and Its Timing Amidst Controversy Against this backdrop, Steve Clarke's four-year extension as Scotland manager is really no surprise. "It's pretty staggering for anyone to say that giving him a new contract is a gamble," said Maxwell. The Scottish FA's president, Mike Mulraney, delivered standard bluster when assessing the deal. "I don't need other people to vindicate my decision," insisted Mulraney. Maxwell and Mulraney lauded Clarke before Scotland toiled at Euro 2024. All three were nowhere to be seen, with no explanations offered, as a footballing nation recoiled with anger at the manner of the team's tournament exit. The Scottish FA has never given the sense of being anything other than beholden to Clarke, or that it is the manager himself who determines his own future. Despite sentiment to the contrary, affording Clarke fresh terms immediately before the World Cup was a bold – and dangerous – call. It at least leaves the impression that finals performance does not matter when, in this one, it absolutely does. The rush to disregard that obvious fact is curious. If Clarke's qualification record was sufficient to earn him a new contract, it should have been actioned immediately after the extraordinary victory over Denmark that secured a World Cup berth. Instead, the topic disappeared until Clarke made plain before March's friendlies that he was uncomfortable with his contractual position. Scotland's Tournament Record Under Clarke The 62-year-old had earlier seemed content to leave after the World Cup until a change of heart that will, in theory, take his reign to 11 years. Cynics may suggest Clarke and his paymasters deduced it will be far more difficult for Scotland not to qualify for Euro 2028 – for which they are a host nation – than to feature in the event. The manager has doubled his salary by way of bonus each time Scotland exited a qualifying phase. Clarke has been a superb Scotland manager. He has massively enhanced standards and attitudes. Three tournament qualifications in four attempts have arrived in different ways, which point towards a multi-dimensional coach. In the past two years Clarke has been more hands-on than ever on the training ground with players responding exceptionally well. Scotland's World Cup Hopes and Managerial Strategy Scotland's World Cup, their bid to make history, essentially boils down to their opening Group C game. Comprehensive victory against Haiti would almost certainly be enough to seal a knockout berth for the first time. Anything else and the situation will feel immediately grim, with Morocco and Brazil lying in wait. Haiti turned heads with a 4-0 dismissal of New Zealand on Wednesday. Still, they are ranked outside the world's top 80 national teams, with their World Cup absence since 1974 making Scotland's 28-year wait appear brief. There will be no excuse for Scotland, armed with five-star facilities, a small army of staff and a playing contingent for whom this World Cup arrives in a career sweet spot, not seizing this moment. Scotland are a decent team rather than an excellent one and the next step on their World Cup journey comes with Saturday evening's warm-up against Bolivia in New Jersey. That night against Denmark was highly rare in that it dipped into the spectacular. Other sides of the same ilk – Australia, the USA, Denmark and Algeria – have progressed from groups in recent World Cup finals. It is apt for the Tartan Army to celebrate their return to this environment but that should not overshadow a serious competitive goal, to show they have learned from shortcomings in 2021 and 2024. What's Next for Scottish Football Post-World Cup? Clarke shot a glance towards the future by involving Tyler Fletcher in his World Cup squad. The Manchester United midfielder has a far higher ceiling than those he edged out for a seat on the plane. Lennon Miller will feel hard done by but the Udinese midfielder, once lauded in Scotland's top flight, can appear one-paced in elite company. Fletcher is precisely the player Scotland can build a future team around. This was an astute Clarke move. So, too, was penning his latest contract; no wonder Scotland's manager looks in high spirits. Whenever he does leave, the challenge will be to fund a coach who Scotland's squad hold in similar esteem. That successor is not readily identifiable, which gives the Scottish FA a slight pass when it comes to sticking to who they know. The narrow-minded obsession with a Scot in the dugout limits their options. Berti Vogts was a long time ago. It would have been judicious for the Scottish FA to wait and see how the World Cup plays out. The standing of managers is a movable feast, rather that one based on guarantees because of prior achievement. If there is trauma, those Scottish FA officials will be in an invidious position. It leaves the rest wonder why on earth they flirted with such needless risk.
#Steve Clarke #Scotland football #World Cup 2026
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Health Jun 05, 2026

Long-Term Health Impacts Persist After Brixham Water Contamination Crisis

Residents of Brixham, Devon continue to suffer health impacts months after a cryptosporidium water …
The Lingering Health Crisis After Brixham's Water ContaminationMost tourists visiting the busy fishing harbour of Brixham have likely forgotten what South West Water euphemistically calls the "Brixham incident." But for residents at the center of the contamination – a parasite outbreak that caused hundreds of people in south Devon to fall ill after drinking contaminated water – the physical and psychological impacts remain deeply felt.People living in the outbreak zone believe they continue to endure illnesses caused by the contamination, while many vow to never drink tap water again. "So many of us are still suffering," said Lisa Horswill, 55, who believes her autoimmune issues may be linked to the outbreak. "I had an existing health condition before it happened but I have been much worse since."The Technical Breakdown of the Water Contamination EventThe outbreak was caused when the parasite cryptosporidium entered the water supply for homes and businesses in Brixham and surrounding areas. South West Water (SWW) received the first report of illness from the UK Health Security Agency (UKHSA) on the afternoon of May 13, 2024. The company identified the presence of cryptosporidium in the early hours of May 15 and began advising potentially affected residents to boil their water.Many residents feel that SWW did not act quickly enough. The company claims a damaged air valve and illegal water pipes on a farm caused the outbreak. It insists it thoroughly contained the contamination and implemented additional measures to prevent recurrence.The Human Cost: Ongoing Health ImpactsThe health consequences have been severe and persistent for many residents. Those who drank contaminated water suffered cryptosporidiosis – crypto – with symptoms including profuse watery diarrhea, stomach pains, nausea, low-grade fever, and loss of appetite.Higher Brixham resident Michelle reported that the four-year-old foster child she was caring for became severely ill with cryptosporidiosis on May 6, 2024, suffering from severe diarrhea.Jen Watts, another Higher Brixham resident, said her 10-year-old son developed avoidant/restrictive food intake disorder after becoming ill during the outbreak. He spent four days in hospital and continues to struggle with his health.Jo Byrne, 54, manager of the Kingswear post office, lost 13 pounds in three days and now suffers from irritable bowel syndrome (IBS).Christopher Dawes, a member of Kingswear parish council, described his experience: "It was coming out both ends, I'm afraid to say. It was pretty unpleasant and painful."The Financial and Legal ConsequencesIn March 2026, SWW admitted to supplying water unfit for human consumption and was subsequently fined £1.853m. The company has acknowledged its responsibility but maintains it has taken steps to prevent future incidents.However, residents like Watts feel the punishment doesn't go far enough: "It is a moral victory but it doesn't directly help those who are living with the ongoing severe and life-changing problems as a result. I believe that custodial sentences should have been given as part of the punishment as the circumstances are so severe and the impact so devastating."The Lingering Distrust and Changed BehaviorsThe contamination has fundamentally changed how residents interact with their water supply. Many have invested in filtration systems, with some reporting costs of up to £450 annually. "That costs us £450 a year, which stings a bit, especially when our water bills are going up all the time," said Lisa Horswill.Community trust in SWW has been severely damaged. "I spoke to the most horrible man. He said: 'No, our drinking water is the highest possible quality,'" recalled Michelle, who only learned about the wider problem through playground conversations rather than official channels.According to the UKHSA, 143 people fell ill, but most residents believe there were many more cases. "I don't believe it only affected 143," said Zanne Henderson, who runs a seafood shack in Kingswear. "No way. There were thousands of us."The Future of Water Safety and Community RecoveryAs the community continues to recover, questions remain about water safety standards and corporate accountability. The Brixham incident has highlighted vulnerabilities in water treatment systems and the potentially devastating consequences when failures occur.For residents like Watts, the recovery is ongoing: "My son is still suffering. Life is incredibly difficult." The long-term health impacts, financial burdens, and psychological trauma serve as a stark reminder that the consequences of water contamination extend far beyond the initial outbreak period.
#Brixham #South West Water #cryptosporidium
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Science Jun 04, 2026

New Mexico Identifies Remains of Missing LANL Employee After Year-Long Search

New Mexico authorities have identified human remains found in the Carson National Forest as those o…
The LeadAuthorities in New Mexico have confirmed that human remains discovered in the Carson National Forest belong to Melissa Casias, a 53-year-old employee of Los Alamos National Laboratory who had been missing for more than a year. The identification comes amid heightened scrutiny of a series of disappearances and deaths involving scientists in sensitive research fields.The Discovery of RemainsA hiker found Casias's remains in the McGaffey Ridge area of the Carson National Forest on May 28, 2026. State police later confirmed through coordination with the New Mexico medical investigator's office that the remains belonged to the missing LANL employee. According to authorities, a handgun was located alongside the remains, though the cause and manner of death have not yet been determined.The Investigation TimelineJune 26, 2025: Casias was last seen walking eastbound along New Mexico state highway 518 near Talpa.June 26, 2025: Casias's husband, Mark, last saw her at approximately 6:15 AM when she dropped him off at LANL.June 26, 2025: Casias unexpectedly returned home around 7:45 AM, claiming she had forgotten her badge.June 26, 2025: Casias was last confirmed sighting at approximately 2:18 PM when a family acquaintance saw her walking along the highway.May 28, 2026: Her remains were discovered in the McGaffey Ridge area, about 6 miles from her home.The Scientific ContextLos Alamos National Laboratory, where Casias worked, is a critical facility responsible for maintaining the US's stockpile of nuclear weapons. The disappearance of a scientist from such a sensitive installation raises significant security concerns. Casias's case is particularly notable as it represents one of about a dozen US scientists linked to space, defense, and nuclear research who have either died or disappeared in recent months.The Conspiracy TheoriesThe collective cases of missing scientists have fueled a surge of online speculation and conspiracy theories, gaining the attention of congressional members and even prompting former President Donald Trump to direct the US government to investigate. Trump described the situation as "pretty serious stuff." These theories have spread from online forums to mainstream political discourse, reflecting broader anxieties about national security and scientific research.The Future OutlookWhile Casias's remains have been identified, the investigation into her disappearance remains ongoing. Her family has stated they "fully intend to continue to pursue answers for justice." The broader pattern of missing scientists is likely to receive continued attention from both law enforcement and the scientific community, potentially leading to enhanced security measures at research facilities and increased transparency in reporting such incidents.
#Los Alamos National Laboratory #Melissa Casias #New Mexico
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Sports May 31, 2026

Liverpool's Arne Slot Sacked: A Necessary Move

Liverpool has sacked manager Arne Slot just a year after he led the team to their 20th league title…
The End of an Era: Arne Slot's Departure from Liverpool Inevitable and necessary. Despite the continual briefings coming out of the UK side of the club’s operation, the silence from Liverpool’s American ownership was deafening. No vote of confidence, no contract extension talks and – most significant – no official appointment of Etiënne Reijnen to Arne Slot’s coaching staff. The Event Details: Slot's Sacking Eventually, on Saturday lunctime, six days after the final game of a season in which the Reds lost 19 games, Slot was gone. Regardless of what happens next, it was the correct decision. If the next guy does not do well, that does not mean sacking Slot was a mistake. It made no sense for Liverpool’s ownership to allow this to continue, regardless of how much Michael Edwards and Richard Hughes reportedly wanted to stick with the status quo. The Data Analysis: A Disappointing Season 19 losses in a single season Lack of identity in the team's play Disappointing results and performances The Impact Analysis: A United Fanbase I can’t remember Liverpool fans being more united in wanting a trophy-winning manager removed. Usually there’s a split in the fanbase and it can get quite ugly but this time it was pretty unanimous. We all knew. Some may have half-heartedly railed against the idea of “sacking a league-winning manager” but when it happened there was very little condemnation. Mostly it was relief. The Prediction: A New Era for Liverpool The dream is that our real dad (Klopp) comes home but it’s probably going to be another stepdad – this time a fun Spanish one. Andoni Iraola ticks plenty of boxes, but not all of them. He hasn’t experienced the goldfish bowl of a big club like Liverpool, he hasn’t had to navigate the demands of playing twice, or three times, a week and teams don’t set up against Bournemouth in the same way they do Liverpool.
#Liverpool FC #Arne Slot #Premier League
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Sports May 31, 2026

Wembanyama Leads Spurs to NBA Finals with Victory Over Thunder

Victor Wembanyama-led San Antonio Spurs defeated the Oklahoma City Thunder 111-103 in Game 7 of the…
The Spurs' Championship AscentThe San Antonio Spurs, sparked by superstar Victor Wembanyama, have advanced to the NBA Finals for the first time since 2014 by dethroning defending champions Oklahoma City Thunder 111-103 to book a championship showdown against the New York Knicks. The Spurs captured the best-of-seven Western Conference finals 4-3 on Saturday and reached the NBA Finals, which begin on Wednesday against the Knicks in San Antonio."Though we're still hungry for one more, this feeling is, I can't explain it, it's so powerful," Wembanyama said. "We want four more. We're not done. Go Spurs go."Game Seven Breakthrough PerformanceFrench 7-foot-4 (2.24m) centre Wembanyama scored 22 points and grabbed seven rebounds, Julian Champagnie added 20 points, including six three-pointers, and Stephon Castle had 16 points for the Spurs, who led the winner-take-all contest almost the entire way. "Wemby" dominated in his first playoff game seven and was emotional at the finish, laughing and crying and hugging teammates over reaching his first NBA Finals."Realising that some part of the childhood dream was going to come true," the 22-year-old Frenchman said of his reaction. "They don't even know how much I love them. They are just incredible. Everybody stepped up tonight."Statistical Impact of the VictoryThe Spurs' victory was built on team basketball and key individual performances. Wembanyama hit two three-pointers in a 17-9 run to start the fourth quarter that lifted the Spurs ahead 97-86 with eight minutes remaining. Despite being whistled for his fifth foul shortly after, the Spurs maintained their lead to secure the series victory.NBA Most Valuable Player Shai Gilgeous-Alexander led Oklahoma City with 35 points in a valiant effort. "He was brilliant. He had a great game," Thunder coach Mark Daigneault said. "He delivered. It was a really big-time game for him."Historic Significance for the FranchiseThis victory marks a significant milestone for the Spurs franchise, ending a 12-year drought since their last NBA Finals appearance in 2014. The Spurs squad with only one player that had been in a game seven before overcame a more experienced Thunder squad that won the title in a game seven last year."Back in October we knew we had a chance to be pretty good," Spurs coach Mitch Johnson said. "There's a lot being talked about, words like competitiveness, resolve, togetherness, execution — who gives a damn about the word experience? They had to go out and execute, and they did."Finals Preview: Spurs vs Knicks RematchThe win sets up an NBA Finals repeat of this season's NBA Cup final, which the Knicks won with a 124-113 defeat of San Antonio last December in Las Vegas. The matchup presents significant challenges for the Spurs, who will need to adjust to the Knicks' physical style of play."A lot of physicality, hit first, and rebounding," Champagnie said of the Knicks. "It will be a nice challenge for us." With Wembanyama's emergence as a superstar and the team's unexpected championship run, the Spurs enter the Finals as underdogs with momentum on their side.
#Victor Wembanyama #San Antonio Spurs #Oklahoma City Thunder
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Business May 30, 2026

Soho's Reputation at Risk as Resident Group Objects to All New Bar and Restaurant Licences

A resident group in Soho, London, has voted to object to all new bar and restaurant licences in the…
The Soho Society's New Licensing Mandate A society of residents funded by the council could “destroy Soho’s reputation on the international stage” as London’s entertainment district by ferociously objecting to all new bar and restaurant licences, operators in the area have said. The Soho Society, a group of residents established in 1972 aimed at “preserving the character of Soho”, voted in its AGM on Thursday for a new licensing mandate, meaning it will challenge all new applications for bars and restaurants in the area, including renewals of existing licences. The Impact on Businesses and Jobs The society claims the area in central London has seen an intensification of nightlife and unacceptable noise, as well as crime and litter caused by a proliferation of late-night revellers. However, business owners argue that this could strangle small businesses and limit job opportunities for young people. Rupert Power, the owner of Sophie’s, a steak restaurant, and the underground jazz bar Jack Solomons, both on Great Windmill Street, chairs the Soho business alliance, which is made up of 150 small companies. The Data Analysis The Soho Society is estimated to represent about 10% of the district’s residents. A report by the former cabinet minister Alan Milburn said a lack of hospitality jobs was contributing to high youth unemployment in Britain. The UK has the third-highest rate of 16- to 24-year-olds who are not earning or learning among rich European countries. The Impact Analysis The new mandate means it will be very difficult for businesses to open or expand in the area. Philip Kolvin KC, a planning lawyer, said the mandate would cover “pretty much the whole gamut of licence applications, so that rather than promoting innovation and diversity, it stymies it”. This could lead to delayed licensing applications, spiralling legal costs, and development contracts facing expiry. The Prediction Business owners and experts warn that the Soho Society's actions could have a negative impact on Soho's reputation and the local economy. Power added: “It is strangling small businesses, meaning there are less hours and jobs for young people to work. I really worry for young people. To have a minority be in a position of stifling growth that is funded by the council is not ideal.”
#Soho #London #The Soho Society
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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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Sports May 26, 2026

Crystal Palace's Topsy-Turvy Road to European Glory

Crystal Palace's journey from FA Cup winners to European finalists has been a rollercoaster season …
The Rollercoaster Road to European GloryIf following a football club can be a rollercoaster, this season has been the equivalent of the Oblivion ride at Alton Towers for Crystal Palace supporters. The ride offers "physical trauma, psychological breakdown and chaos" – and Palace fans have been through all that and more over the last 12 months, culminating in a place in the European Conference League final.From FA Cup Triumph to European DemotionIt all started when Crystal Palace won the FA Cup for the first time, beating Manchester City 1-0 at Wembley last May. The mixture of elation, euphoria, disbelief and relief lasted for days, weeks, months and still lives on a year later. After securing that long-awaited first major trophy, the realization sank in that there would be a European campaign to enjoy.However, deep down there was a nagging feeling that this somehow was not real, and sure enough, the lightning bolt landed courtesy of Uefa and Evangelos Marinakis. Nottingham Forest's owner suggested Palace had not conformed to the rules regarding multiclub ownership as one of the club's shareholders, John Textor, had a stake in Lyon. Uefa agreed and Palace were removed from the Europa League and jettisoned into the lesser Conference League.Palace fans were devastated, especially as their place in the Europa League was given to Forest. The Palace owner, Steve Parish, launched an appeal, backed by some vociferous protests from Palace fans, led by the Holmesdale Fanatics, which included taking a suitcase of cash to Uefa's headquarters and spawned a new ditty "Fuck Uefa" that would get plenty of airing.Navigating European Competition with a Thin SquadThe pressure showed in their European debut. The first leg of the playoffs against Norwegian club Fredrikstad was an eye opener. Preparations for the match were disrupted by Eberechi Eze's impending departure to Arsenal and in his absence they struggled to overcome a team that defended so deeply they were almost subterranean. This was to become a recurrent theme in the early stages of the competition. Palace won a scrappy tie 1-0 on aggregate. Glamorous it was not.The team enjoyed an unprecedented unbeaten run, which reached 18 games in all competitions with a relatively comfortable 2-0 win over Dynamo Kyiv in Lublin. That run came to an end with a 2-1 defeat at Everton after a very late goal from Jack Grealish. The novelty of playing in Europe, which necessitated a Thursday-Sunday schedule, was a hurdle that a thin squad struggled to cope with.Overcoming Adversity to Reach the FinalBehind the scenes, the clouds were gathering. Oliver Glasner met Parish to inform him of his intention to leave the club at the end of the season, bemoaning the lack of depth. Things were beginning to unpick. For the home tie with AEK Larnaca, a tifo based on TV comedy Dad's Army was unveiled showing the way to Leipzig, the venue for the final. That felt a bit premature, especially after the Cypriot club ground out a gritty 1-0 win.Next stop Dublin, a trip as relaxed and enjoyable as the warm welcome accorded to Palace fans. Their goalless run continued; Palace coasted to a 3-0 lead and expended little energy preserving their clean sheet. Finnish team KuPS were the last opponents in the group stage, and after a stunning early goal from Christantus Uche, it looked as if Palace would wrap up a comfortable victory. Two quickfire goals for the away side left Palace fans wondering if the European dream was going to be railroaded, but a late Justin Devenny equaliser ensured they made the playoffs.Seminal Victories and European ProgressThe next European tie was two months away and, after beating Fulham at Craven Cottage in early December, Palace were fourth in the Premier League. But more turmoil was on its way. The defence of the FA Cup started, and ended with a trip to Macclesfield, a National League North club 117 places beneath them in the league pyramid. To add to this humbling, Glasner made public his plan to leave, club captain Marc Guehí joined Manchester City and leading scorer Jean-Philippe Mateta was a medical away from joining Milan.A new low was reached when an irate Glasner let rip into the club after losing to Sunderland, saying: "We feel that we are being abandoned completely. Selling our club captain one day before the game makes me really upset today." Eight months after winning the FA Cup, the boat wasn't just listing, it was being dashed against the rocks.The return to European action was a welcome distraction. A win over Bosnian side Zrinjski Mostar in the playoffs set up a last-16 tie with Larnaca, who shut them out at Selhurst Park before a double from Ismaila Sarr in the away leg secured victory. Finally, they landed a glamorous tie with a club steeped in European competition. Fiorentina had been to six European finals including two Conference League finals in the last few years.This was proper European football and, sure enough, as soon as they shed their favourites tag, they put in their most convincing performance at Selhurst Park, winning 3-0 at home to put the tie to bed in the first leg. They had begun the competition proper against a Ukrainian team, so facing Shakhtar Donetsk in the semi-final felt like completing the circle. Palace put in another excellent performance. Ismaïla Sarr scored after just 21 seconds – the quickest goal in Conference League history – and the 3-1 win in Krakow made the second leg at Selhurst pretty much a formality.The Significance of Palace's European JourneyCrystal Palace's journey to the Conference League final represents more than just a successful European campaign. It demonstrates the resilience of a club that has consistently punched above its weight in English football. Despite facing significant challenges – including being demoted from the Europa League, losing key players, and dealing with managerial uncertainty – the Eagles have shown remarkable character to reach their first European final.This achievement also highlights the changing landscape of European football, where smaller clubs can make meaningful progress in competitions that were once dominated by established powerhouses. Palace's run has captured the imagination of neutrals and given their passionate fanbase something to celebrate during a season of domestic disappointment.What Comes Next for PalaceAs Crystal Palace prepares for their European final, questions remain about the club's future direction. With manager Oliver Glasner set to depart and key players potentially leaving, the Eagles face the challenge of maintaining their momentum beyond this historic European campaign. The club will need to balance their European ambitions with the realities of Premier League competition while navigating the complexities of squad building and financial fair play.Whatever happens in Leipzig, Crystal Palace's topsy-turvy season has already secured a place in the club's history books. Their journey from FA Cup winners to European finalists, filled with drama, controversy, and ultimately triumph, will be remembered as one of the most remarkable seasons in the club's 116-year history.
#Crystal Palace #FA Cup #Conference League
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