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The HBCU Radio Preservation Project After Shaw University's WSHA radio station went on air in 1968, several other historically Black colleges and universities (HBCUs) followed the North Carolina school's lead, launching a wave of their own. For decades, the students who worked on these channels used them to inform listeners about happenings on campus, while also playing musical selections and offering cultural programming. Preserving the Archives The HBCU Radio Preservation Project is working to ensure that the irreplaceable archives at these institutions are saved and accessible. As a result of the project's efforts, WSHA's archives are available through the American Archive of Public Broadcasting. Several other universities, including Fisk University in Nashville, Tennessee, have had their radio archive preserved for future generations. How the Project Works While working to preserve the archival collection of WYSO, a public radio station in Yellow Springs, Ohio, Jocelyn Robinson began wondering what collections at HBCU radio stations might include. She created a project that surveyed the radio stations to find out. Developed profiles of all the radio stations, including their founding, format, and broadcast footprint Wrote a report with recommendations for preserving radio stations in the campuses Remembering the History There is an oral history project component to the team's efforts, which is "where the storytelling becomes even more important and more apparent in the work". One of the very first oral history captures they did was with David Linton, a program director at WCOK at Clark Atlanta University, in Atlanta, Georgia, whose career started at WSHA at Shaw. Returning the History Celebrating the stations' histories helps different groups – from current students who might not be active listeners to family members of previous radio employees – understand the importance of the channels. Digitized over 1,125 hours of archival audio Visited nearly two dozen HBCU campuses Interviewed over 90 people, recording more than 140 hours of oral histories

A Lost Literary Treasure EmergesA never-before-published short story by Edith Wharton, the first female Pulitzer prize winner who encapsulated the so-called gilded age of US society in bestselling novels including The Age of Innocence, has received its first public airing more than a century after it was written.The Discovery of "The Men Who Saved the World"The story, discovered in the author's archives at Yale University, appears in The Strand, a quarterly magazine that has previously turned up lost or previously unknown works by literary luminaries such as Raymond Chandler, Graham Greene and Tennessee Williams. Believed to have been written no earlier than July 1918, the story was found "incomplete and unpublished" in the Edith Wharton Collection at Yale's Beinecke Rare Book and Manuscript Library.A Tale of Contrasting RealitiesSet during a dinner party in a French chateau towards the end of the first world war, the story tells of the country's wealthiest residents attempting to move on from the conflict that recently scarred them, even as guns are heard still booming and soldiers dying only miles away. The tale is punctuated by the meal being served on a grand dining room table that was used as an operating table for amputations only months before when the chateau was used as a field hospital.Wharton's War Experience Reflected in FictionA main character is a young American nurse called Milly Arden, who observes the household's easy return to its privileged prewar days as she wrestles with the horrors of war and the injuries she has seen and treated. Arden's character appears to be at least in part autobiographical: Wharton, who died in 1937 aged 75, had extensive experience of field hospitals during the conflict also known as the Great War, and helped set up medical care and facilities for affected women and children.Modern Parallels in a Century-Old NarrativeAndrew Gulli, editor-in-chief of The Strand, said the story from more than a century ago has parallels in global events of today. "We live in a time where we're very far away from a lot of horrific events that are happening around the world, and this story sort of encapsulates that mood where there's this beautiful chateau, and people are trying to go back to the old prewar era with the chandeliers and this wonderful dancing, and a dinner party, and not far away the war's still happening," he said.Scholarly Significance and Future DiscoveriesProfessor Isabelle Parsons, a British Open University professor and Wharton scholar who first uncovered the manuscripts, noted that "in the past decade, news of fresh archival discoveries has frequently thrilled Wharton's casual and critical readers." She described the story as "casting a satirical eye over the volunteer efforts of privileged women" and "reads like an experimental attempt – ultimately abandoned by Wharton – at confronting the traumatic effects of warfare through its explicit references to amputation as medical care at the front."

The Global Sports LandscapeThe world of sports is buzzing with exciting events across multiple disciplines. From the World Cup kick-off to tennis grand slams, cricket history, cycling races, and basketball finals, this quiz tests your knowledge of the latest happenings in the sporting world.World Cup Kick-Off and Player OriginsThe World Cup begins with Mexico playing South Africa in Mexico City, a rerun of the first game in the 2010 World Cup in Johannesburg. Interestingly, France is the country where 98 of the 1,248 players in the 48 World Cup squads were born, with twelve different national teams having players born in France.Champions League Final SurprisesIn a surprising turn of events, PSG beat Arsenal in the Champions League final, but PSG goalkeeper Matvey Safonov didn't make a single save throughout the 120 minutes of play or the penalty shootout.Challenge Cup DominanceWigan showcased their dominance by winning all three Challenge Cup finals at Wembley - the men's, women's, and schools finals - all held on the same day.Historic FA Cup TrebleManchester City made history by winning the men's FA Cup, women's FA Cup, and Youth FA Cup in the same season. They join Chelsea as the only clubs to have achieved this feat, with Chelsea accomplishing it in the 2017-18 season.Serena's Grand Slam ReturnTennis legend Serena Williams is making a comeback at the age of 44. Her last grand slam singles title came in 2017, adding to her remarkable collection of 23 grand slam titles won between 1999 and 2017.Epsom Derby ContendersHorse racing enthusiasts are looking forward to the Epsom Derby, where horses with intriguing names like Item, Action, Christmas Day, and Poker will compete, with Benvenuto Cellini as the favorite.French Open Ranking SurpriseMaja Chwalińska has made waves at the French Open by reaching the women's final despite being ranked No. 114 in the world. The 24-year-old has earned more prize money this week than in the rest of her career combined.IPL Young Star Recognition15-year-old Vaibhav Sooryavanshi won the player of the tournament award in the IPL and received a car as a prize. While he can't drive it yet, he'll be able to in three years' time.Lord's Cricket HeritageAs England hosts New Zealand at Lord's for the 150th Test match at the venue, it's worth noting that the ground is named after cricketer Thomas Lord, with the first Test there held in 1884 when England beat Australia.NHL Stanley Cup FinalsThe Stanley Cup final is visiting Raleigh and Paradise this week, with the Carolina Hurricanes (based in Raleigh, North Carolina) taking on the Vegas Golden Knights (based in Paradise, Nevada).Giro d'Italia DisqualificationLorena Wiebes won the opening stage of the women's Giro d'Italia but won't complete the race after being disqualified because her bike weighed 6.78kg - just 20 grams shy of the 6.8kg minimum weight limit.NBA Finals HistoryThe New York Knicks are trying to win the NBA Finals for the first time since 1973, facing opponents the San Antonio Spurs, who have won the championship five times since then.International Team ConnectionsTahith Chong scored for Curaçao in a friendly against Scotland, but he's unique in Dick Advocaat's squad as the only player born in Curaçao, with all other squad members born in the Netherlands.Ice Hockey World Championship SurpriseIn a stunning upset, Hungary shocked Canada to win their first medal at the men's ice hockey world championship, marking a historic achievement for the Hungarian team.

The Rise of Robert Fuller's Wildlife Livestreams Having enjoyed setting up bird boxes with his father as a child, the wildlife artist Robert Fuller wanted to go one step further. While he happily spent hours making the boxes and dotting them around the Yorkshire Wolds, he found it tantalising that he was unable to see exactly what the nesting owls, kestrels and kingfishers were up to. From Nestboxes to YouTube Stardom Fuller's YouTube channel, which livestreams footage from his artificial habitats and documents his love of British nature, is about to hit a million global subscribers. His channel now generates on average 2.8m monthly views. The Allure of Wildlife Livestreams “I started building nest boxes for me to photograph and film from, which were in fallen-down trees,” he said. “I’d get my chainsaw out and make them into a natural nest box. The frustration was I couldn’t see what was happening inside, so I started placing cameras.” The Impact of Lockdown on Viewership He then decided to stream the footage live on YouTube. “I didn’t have any expectations at all,” Fuller said. The viewers did not initially flock to the footage, but lockdown fuelled interest. The Future of Wildlife Storytelling One viewer described the livestreams as “like watching nature’s soap opera”. As many as 70% of livestream watchers are repeat viewers. “There’s no other way you see this secretive life,” Fuller said. Concerns About AI-Generated Content While Fuller is clear that YouTube has allowed him to present British wildlife to a global audience, he also has concerns about its approach to AI-generated material.

The Lead: A Questionable Football AutobiographyIn the lead-up to the upcoming World Cup, FIFA President Gianni Infantino released his autobiography 'Forward – The Revolution of Football.' Rather than providing insight into football's future, the book has been met with criticism for being more of a self-promotional mission statement filled with name-dropping and flattering descriptions of world leaders, offering little substantive analysis of the sport itself.The Book's Self-Promotional NatureInfantino's book, published in-house and written by Alessandro Alciato, reads less like a traditional biography and more like an internal directive or alibi. The reviewer notes that despite being described as an 'anecdote-based biography,' the text lacks journalistic detachment, with the author comparing Infantino to both Albert Einstein and Leonardo da Vinci in the introduction. The format is unusual, with text presented in random gobbets resembling biblical verses, and contains excessive references to magic, including repeated mentions of the 'magic ball' that the author claims to play with daily in his office.The FIFA President's ImageThe book reveals much about how Infantino wishes to be perceived rather than providing genuine insight. The cover shows him in a dark suit, white shirt, and clip mic, arms spread in a gesture of 'healing, benevolence, love,' resembling 'a man addressing from the bridge of his personal asteroid of hope.' Throughout the text, Infantino positions himself as a savior figure who single-handedly fought for women's rights in Iran (taking selfies with female spectators) and saved the world from COVID-19 and racism. The numerous photographs in the book, particularly one with Cristiano Ronaldo, show Infantino with 'strangely flat and haunted eyes,' suggesting a man who 'literally cannot believe what is happening to him.'The World Cup ContextPublished just before a 'morally and geographically labyrinthine World Cup,' the book arrives as the closest thing to a guide or press conference from FIFA. However, rather than providing clarity, the book's strange energy and incoherent ramblings leave readers with more questions than answers. The chapter titled 'A Clean Slate,' which promises to address how Infantino rid FIFA of corruption, is disappointingly brief at just four pages, focusing mainly on his decision not to remove Sepp Blatter's old wall safe and his anger about spending on the FIFA museum.The Literary CritiqueFrom a literary perspective, the book falls short of expectations. The reviewer notes that after an interesting anecdote about Infantino's childhood collecting scrap metal on trains, the content becomes increasingly tedious. The book contains incredibly boring travel anecdotes, including a game of football against 40 North Korean children and self-congratulatory stories about how football legends like Diego Maradona changed their tune about FIFA leadership during his tenure. The writing style is described as reading like 'a series of voice notes intoned into the bathroom mirror via a piece of software called dictatorblather.app,' with the text sliding over itself in a display of what the reviewer identifies as 'cognitive dissonance.' Ultimately, the book fails to provide the coherent narrative or genuine insight one would expect from the leader of world football.

The Comedian Who Refuses to Stay SilentNish Kumar has built a career on being unafraid to speak his mind, even when it means confronting fellow comedians like Jimmy Carr about their decisions to perform in controversial venues. The British stand-up, known for his articulate and politically charged humor, recently discussed his confrontations with comics who participated in the Riyadh comedy festival, calling it part of the "cultural-washing of a repressive regime." Kumar's upcoming tour, "Angry Humour from a Really Nice Guy," reflects his concern that comedy has been "co-opted by charlatans in service of autocrats." Despite his willingness to court controversy, Kumar admits there are moments when he questions his approach, joking that "you should not be allowed to give interviews" when discussing fellow comedians.The Confrontation Over Comedy EthicsKumar's most notable public clash came when he confronted Jimmy Carr about his decision to appear on Jordan Peterson's podcast, which Kumar described as "a radicalisation event that's happening on an unprecedented scale." His criticism extends to other comics who performed in Saudi Arabia, including Bill Burr, Dave Chappelle, and Jack Whitehall. Kumar alleges that some comics "signed a contract agreeing to not have a go at MBS [Mohammed bin Salman, the crown prince of Saudi Arabia]" and expressed particular frustration with those who have complained about cancel culture while participating in such events. "I don't want to hear about free speech from any of these cunts again," he stated emphatically. These confrontations highlight Kumar's commitment to what he sees as ethical boundaries in comedy, even when it means alienating his peers.A Career Forged in Debate and DeterminationNow 40, Kumar has been performing stand-up for two decades, though his love for comedy began much earlier. At age five, he was studying The VHS of The Simpsons, analyzing its intricate references and in-jokes. His influences included Chris Rock and the sketch show Goodness Gracious Me, which helped him see comedy as a viable path for someone of his background. "Until then, the only people I'd seen do comedy were either white or African American. You see a bunch of Indians doing it, you think: Oh, this is viable for me." Kumar's early career involved temping while struggling to make inroads in comedy, buoyed only by "the persistent encouragement of my friends." His big break came in 2015 when his fourth fringe show was nominated for an Edinburgh comedy award, followed by regular TV appearances and eventually becoming a household name after joining The Mash Report in 2017.The Impact of a Progressive Voice in ComedyKumar's outspoken progressive politics made him both celebrated and controversial. His appearances on Question Time prompted social media abuse, and figures like Piers Morgan and Andrew Neil criticized him for an "anti-British" episode of Horrible Histories. Despite these controversies, Kumar believes his involvement in culture wars ultimately did more harm than good. "It's a fucking relief. It didn't do anybody any good; me being in the conversation didn't benefit any of the causes that I was passionate about. I worry sometimes that it actually actively hindered them." Despite this, his influence has grown internationally, with The New York Times suggesting he might be "the angry progressive standup the US badly needs." His cross-generational appeal has also expanded, with audiences ranging from 14-year-olds to septuagenarians, reflecting his ability to connect with diverse audiences through his blend of political commentary and personal vulnerability.Anger and Authenticity in a New Era of ComedyAs he approaches his 40s, Kumar continues to refine his approach to comedy that balances anger with authenticity. He has been open about his mental health struggles, including diagnoses of PTSD and ADHD, which inform his work. His upcoming tour "Angry Humour from a Really Nice Guy" suggests a continued commitment to comedy that challenges both audiences and the industry itself. Despite his success in the US, where he performed his new show and appeared on Have I Got News for You, Kumar's material remains rooted in UK concerns, with American audiences showing enough interest in British politics to appreciate his takes on figures like Angela Rayner. As he continues to navigate the complexities of comedy that both entertains and provokes, Kumar remains committed to what he sees as the essential role of comedy in holding power accountable, even when it means making enemies in the process.

The Dream Transfer RealizedAnthony Gordon's long-held dream of playing for Barcelona has become a reality, with the England winger even showing off a surprise skill by answering questions in Spanish during his unveiling by the La Liga club. Barcelona have officially signed Gordon from Newcastle United on a five-year contract, marking a significant move for both the player and the Spanish champions.Transfer Details and Personal CommitmentFinancial details of the transfer were not officially disclosed, but British media reported that Barcelona offered an initial 80 million euros ($93.14m) plus add-ons for the 25-year-old winger. Gordon's personal commitment to the move was evident when he fielded parts of the media conference in fluent Spanish, surprising journalists."As soon as I knew that Barca was interested, there was never any question. This is the stuff I dreamed of as a child," Gordon said. "I wanted to speak Spanish because when I was kid I believed I would play for Barca, believe it or not. I have a physio in Newcastle, and we spoke every day, and I told him 'One day I'll play for Barca, so I want to learn Spanish.'"Performance Statistics and ValueGordon comes to Barcelona with impressive credentials, having netted 17 goals for Newcastle in all competitions this season, including 10 in 12 Champions League games. His performance against Barcelona last season clearly impressed the Spanish club, with Barcelona noting in their statement that "Gordon impressed in his three appearances against Barca last season in the Champions League.""He comes to the club after being top scorer with Newcastle United last season and the player who took on most dribbles," Barcelona highlighted in their announcement. Signed from Everton in January 2023 for 45 million pounds ($60.37m), Gordon made 152 appearances for Newcastle, finishing with 39 goals and 28 assists and helping guide them to League Cup success last year to end a 70-year trophy drought.Impact on Both ClubsThe transfer represents a significant shift for both clubs. Newcastle, who struggled in the Premier League this season, finishing 12th and failing to qualify for European competition, will lose their top scorer and most creative player. Earlier this month, Newcastle boss Eddie Howe had admitted Gordon may have played his final game for the club when the winger was linked with Bayern Munich, saying there were "discussions that potentially might be happening."For Barcelona, the signing reinforces their strategy of signing young, talented English players following the successful loan move of Marcus Rashford from Manchester United. Rashford provided 14 goals and 14 assists in all competitions for Barcelona, who have not yet made his move permanent. The Athletic reported that Barca hold a 30 million-euro ($35m) option to sign Rashford but it runs out on June 15.Future Outlook at BarcelonaGordon joins Barcelona at an exciting time, with the club having just retained their La Liga title. He expressed excitement about playing with teammates like Lamine Yamal: "To play with Lamine and the rest of the players is very exciting for me. The more players with quality you have around you, the better you're going to be. These players are at the very top level for a reason, they're the best players in the world."Barcelona sports director Deco is reportedly looking for additional reinforcements in the summer market, with Spanish media reports suggesting interest in Argentina striker Julian Alvarez from Atletico Madrid. Gordon's arrival adds to a growing list of England internationals plying their trade abroad, including Bayern Munich's Harry Kane, Real Madrid midfielder Jude Bellingham and Al-Ahli forward Ivan Toney.

The Plan for World Cup Glory As co-hosts, Canada enter the World Cup with high expectations, despite never winning a match at a previous tournament. Since a Concacaf Nations League semi-final defeat to Mexico in March 2025 the team have lost one of 15 matches at the time of writing, a run that has included some excellent opponents such as Colombia, Ecuador, Ukraine and the USA, whom they have defeated twice in the past two years, including their first win on US soil in 57 years. The coach, Jesse Marsch, has maintained a consistent 4-4-2 with the emphasis on pressing from the front and pace in wide positions. "Some teams press to win the ball back, we press to punish and think about scoring immediately when we recover the ball," said Marsch, who is American, but has captured the hearts of many Canadians since he took the job in May 2024 and guided the team to the semi-finals of the Copa América. Canada's World Cup Schedule 12 June v Bosnia and Herzegovina, Toronto (3pm local, 8pm BST) 18 June v Qatar, Vancouver (3pm local, 11pm BST) 24 June v Switzerland, Vancouver (noon local, 8pm BST) Success at that tournament, and subsequently in friendlies, is based on a defensive structure Marsch worked on immediately when taking the job and playing against the Netherlands and France in his first two matches in charge. Nine clean sheets in 13 matches before the pre-tournament friendlies is even more impressive considering Moïse Bombito, their star centre-back from Nice, and Bayern Munich's Alphonso Davies did not play in any of those matches because of injury. The Coach's Vision Jesse Marsch's first venture into international management has been a successful one, but not one he found easy to adjust to. "From the moment I worked with this group of players in the first camp, I knew I was going to fall in love with these guys," he says. "They are a unique group of really good people, who are very talented, and when I said goodbye to them it was different from what I was used to as a head coach in the club game." Marsch has enjoyed those gaps in his schedule, using time to visit Canadian players across the world and spending a lot of time in the country at the provincial level to help bring a more united approach to the way the game is developed and governed. Star Player's Return Questioned The captain, Alphonso Davies, has not played for Canada since tearing his ACL against USA in the Nations League third-place match last March. Whether to play him at left-back or on the wing has been one of the biggest questions for years, but under Marsch the Bayern Munich man has predominantly been used at the back and has been excellent. However, another injury setback, against Paris St-Germain in the Champions League semi-final second leg – his third in the past three months – has put his participation for the opening game against Bosnia and Herzegovina in doubt. He has started 12 of 29 internationals in the Marsch-era at the time of writing. One to Watch Few players have received more work and attention from his national coach than the midfielder Ismaël Koné, who was dropped during the Copa América as he struggled to make an impact. Since then he has been excellent for Sassuolo in Serie A and has turned into a dynamic box-to-box midfielder for Marsch, learning valuable lessons defensively in Italy, where his discipline and tactical concentration has improved significantly. Expected to start next to the excellent Stephen Eustáquio in a key double-pivot tandem for Canada. Unsung Hero Norwich's Ali Ahmed has become a favourite of Marsch's because of his selfless work on the pitch. Ahmed is asked to lead the press on the left wing, often cutting inside to increase the midfield numbers and bring intensity and energy off the ball. One of the reasons Marsch has not deployed Davies further forward is because he views his team without the ball more than with it and in that vision the former Vancouver Whitecaps man is crucial. Probable Starting XI Canada's likely formation for the World Cup matches will be based on the 4-4-2 system that Marsch has consistently employed, with specific attention to defensive structure and pressing from the front. Fan Expectations Canada is ready to host the world, but the attention is more on this team than other games happening in the country. Being the only side to start on the east coast and move directly to the west coast allows fans in Toronto and Vancouver to watch their team in the group stages. The supporters group The Voyageurs will lead the noise with their flags and chants of "Ooh, Ahh Canada". Canada is known for its cosmopolitan population and cultural diversity, with people from all over the world, and should benefit from playing three group opponents with relatively diverse fan bases.

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.