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The Controversial Non-Runner DecisionHow long must Epsom wait to catch a break? The main elements were all in place for a feelgood running of the Derby on Saturday: a double-figure field, the major trial winners all in the lineup, and fresh incentives launched to encourage walk-up punters back to the infield. The weather gods, though, had other ideas.Would Christmas Day have won on good-to-firm ground? Perhaps. Every horse has its chance, after all. But he was surely not a 7-1 shot had the rain not arrived, having finished only third in the Dante Stakes in May, when he was running on ground without "soft" in the description for the first time. As Ronan Whelan, Christmas Day's rider, put it, the "stars aligned" for Aidan O'Brien's fourth-string, who beat both James J Braddock, the third horse home on Saturday, and Pierre Bonnard, the seventh, on soft ground at Leopardstown in April. As things stand, though, it is hard to see him as anything more than a very average winner of the Derby, and his next race, which could be as soon as the Irish Derby later this month, will do more to establish his place in the three-year-old generation.The Non-Runner Ruling and Its AftermathIf or when he next runs into Maltese Cross, Saturday's runner-up, on good ground or better, my money would be on William Haggas's colt to reverse the form. Tom Marquand had little choice but to drop him into midfield from his wide draw in stall one, and he was the only runner to make significant ground on the winner, who was perfectly positioned throughout, in the closing stages, despite clearly hating the ground.For as long as humans race thoroughbreds, though, Christmas Day will be in the record books as the 2026 Derby winner, so fair play to the "lads" in the Coolmore Stud syndicate for letting him take his chance. And respect too to the punters who read back through his form, pondered the weather forecast and backed him down to single-figure odds, from as big as 25-1 after the final declarations and draw on Wednesday.Respect, though, is no substitute for hard cash, and many of Christmas Day's backers suffered the post-race slap in the face of a 25p Rule 4 deduction in every pound of their winnings after the stewards decided that Benvenuto Cellini, the 3-1 favourite, had been denied a fair start and should be declared a non-runner. Benvenuto Cellini, O'Brien's first-string with Ryan Moore holding the reins, had a hind leg on the inside rail of his starting stall when the gates opened. He was slow to stride as a result and eventually crossed the line in 10th having never threatened to land a blow on his stable companion.This according to Shaun Parker, the British Horseracing Authority's head of stewarding, was enough for the stewards to decide that Benvenuto Cellini's chance had been "materially affected", and that the officials did not "feel we had any choice but to declare him a non-runner". The rule covering Saturday's incident dates back to April 2024, before which horses could be declared non-runners only as a result of faulty action of the starting stalls or if they were riderless at the off. It has been called into action several times since – last month, Cashbox was declared a non-runner at Windsor in near-identical circumstances – but ruling out the 3-1 favourite for Flat racing's showpiece Classic is clearly of a very different order of magnitude.Financial Implications of the DecisionThe rule, as is the case with many of those in racing, is designed with punters in mind, and ensuring that they get a fair run for their money. As Parker framed it on Saturday: "If you'd backed the favourite and that's happened to you at the start, it would be very difficult to explain why we didn't think that it had materially affected his chances and they'd actually lost their money." Benvenuto Cellini's backers were no doubt happy to get their stake money back after seeing their horse trail home down the field, and the betting firms that were willing to take a significant hit by waiving the Rule 4 deduction, including Ladbrokes, Coral and Boylesports, deserve a name-check.In the view of this longtime punter, at least, it was a poor decision, made as the result of a rule seeking to micromanage events that should fall instead into the realm of tough racing luck. All manner of incidents at the start can "materially affect" a horse's chance. It may rear a split-second before the stalls open. Will that be sufficient to see a horse declared a non-runner at Royal Ascot next week? And if not, why not? The stewards' decision also not only cost most backers of Christmas Day money, it cost the sport money given racing draws significant funding from both turnover and betting firms' gross profits, and the Derby is one of the biggest betting races of the year.Impact on Horse Racing's FutureThe "fair start" rule was introduced with good intentions, but while no one enjoys backing an unlucky loser it is an inevitable part of betting on horses. What punters absolutely detest, however, is backing a winner at a good price and then losing a decent chunk of their anticipated return. As for the Classic weekend as a whole, Saturday's weather washed away any hopes of a 60,000-attendance over the two days, but the attendance of 22,557 for the Derby was the highest since 2022 and the two-day total of 48,261 was 28% up on last year.A promising year one, in other words, in the Jockey Club's £6m, five-year plan to revive the Derby. And the weather, we hope, can only be better next year.

Knicks Issue Early‑Arrival Advisory for Game 3The New York Knicks are warning supporters that fans should arrive at least two hours before the 8.40 pm tip‑off for Game 3 of the NBA Finals. The advisory follows the confirmation that former President Donald Trump will attend the matchup against the San Antonio Spurs at Madison Square Garden. Enhanced Security Protocols Prompt Two‑Hour Arrival RecommendationTo accommodate the president’s presence, the arena will enforce a strict no‑bag policy and implement “airport‑style” screening for everyone entering the venue. The Knicks described the measures as part of an “enhanced security” plan designed to protect both the political figures and the thousands of fans expected. All bags are prohibited inside the arena.Fans will undergo metal‑detector checks and bag‑screening similar to airport procedures.Security personnel will be stationed at every entry point to manage the flow of attendees. Security and Operational Cost ImplicationsWhile the Guardian article does not disclose exact figures, the added screening steps and staffing levels suggest a notable increase in operational expenses for the event. The Knicks’ decision to publicize the two‑hour window also aims to stagger arrivals, reducing crowd density and potentially lowering the need for additional crowd‑control resources. Political Presence Raises Stakes for New York’s Premier Sporting EventThe game marks the first NBA Finals held in New York City since 1999, and it will feature two of the city’s most prominent political figures under one roof: former President Donald Trump (attending as a guest of Knicks owner Jim Dolan) and New York City Mayor Zohran Mamdani, who will sit in a separate section. Their attendance is expected to draw heightened media scrutiny and could amplify security demands beyond the usual NBA Finals protocol. What the Next Games May Hold for Fans and Security PlanningGiven the heightened security environment for Game 3, the Knicks are likely to maintain or even tighten entry procedures for the remainder of the series. Fans should continue to plan for early arrival, minimal personal items, and compliance with screening directives. The league’s ability to manage these logistics smoothly could set a precedent for future high‑profile sporting events that attract political dignitaries.

The Lead: A Minimalist Figaro Takes the UK on TourWild Arts presents a lean‑back version of Mozart’s classic, traveling to over 20 arts centres, theatres, churches and gardens across the United Kingdom between June and September 2026. The production’s modest set – four boxes, six screens, four chairs and a tree – proves that operatic storytelling can thrive without grandiose scenery.De Niese’s Directorial Leap: From Soprano to Stage‑DirectorAustralian‑born soprano Danielle de Niese, a veteran of the role of Susanna, makes her directorial debut. Her intimate knowledge of the score and characters informs a staging that balances historical costume with modern, slapstick‑ish movement, delivering a fresh comedic rhythm while preserving Mozart’s musical integrity.Tour Logistics and Audience Reach: 20 Venues in Three MonthsTour period: June 7 – September 27 2026Number of locations: more than 20 across the UKVenue types: arts centres, theatres, churches, gardensThe lightweight set enables rapid relocation, allowing the company to engage diverse audiences, from urban opera houses to rural garden settings, without compromising performance quality.Reimagining Mozart for Modern AudiencesThe production’s visual simplicity amplifies the opera’s inherent comedy – cramped furniture, rapid entrances, and exaggerated gestures become even funnier on a tiny stage. Cast highlights include Jack Sandison’s resonant Figaro and Ellie Neate’s bright Susanna, whose vocal clarity and dramatic confidence stand out against the minimalist backdrop.Future Prospects: What This Means for De Niese and Touring OperaDe Niese’s successful transition suggests a growing appetite for artist‑led, low‑budget touring models that can reach underserved regions. If the tour maintains its critical momentum, it could pave the way for more soprano‑directors and inspire other companies to experiment with portable, high‑impact productions.

The Rise of Anti-Tech Extremism in the AI AgeWhen a 20-year-old man from Texas was arrested earlier this year for allegedly trying to burn down OpenAI's headquarters and Sam Altman's house, authorities found an anti-AI manifesto alongside his lighter and a jug of kerosene. This incident is part of a spate of attacks that has caused alarm among researchers, the tech industry and law enforcement about the rise of anti-tech extremism.In April, an Italian "nature pilled" Instagram influencer was arrested in Rome and charged with plotting a series of anti-tech attacks that took inspiration from Ted "The Unabomber" Kaczynski. Two self-described "ecofascists" that carried out a deadly anti-Muslim attack on a mosque in San Diego last month also cited "AI slop" and JD Vance's ties to Palantir as motivations for their violence in their manifesto. An Indianapolis city councilor woke up earlier this year to gunshots being fired into his home before finding a note that read "NO DATA CENTERS".The growing public backlash to the tech industry's rapid rollout of artificial intelligence has taken many, mostly-non violent forms such as local communities organizing against datacenters and political candidates promising increased oversight. Yet at the fringes, researchers say grievances against the AI industry and its leaders are animating old violent extremist movements and fomenting new ones."AI is becoming this driver of political violence, and that's a very new phenomenon," said Jordyn Abrams, a researcher at the Program on Extremism at George Washington University.AI as a Unifying Factor for Extremist GroupsWhile much of the early public discussion around generative AI and extremism focused on how malign actors like terrorist groups could misuse products such as ChatGPT for propaganda purposes or plotting attacks, there is more recent attention given to how the AI industry as a whole can radicalize people. What motivates someone to extremist violence might not be a conversation with a chatbot, researchers say, but the society-wide disruption, narrative of existential threat and lack of accountability that has come with the AI boom.In the same way that AI has come to pervade many facets of modern life, the technology has also filtered into the way that extremists think about the world. Whether it is violent anti-government groups opposing mass surveillance, ecofascists with environmental grievances, neo-Nazi accelerationists bent on collapsing critical tech infrastructure or the man who allegedly targeted Altman's house worried about superpowerful artificial intelligence destroying humanity, AI has become a fixation across the extremist spectrum."It really transcends these left-right dichotomies," said Yannick Veilleux-Lepage, an associate professor at the Royal Military College of Canada. "We're seeing a lot of different groups, a lot of different ideologies being framed through a lens of anti-AI."The Unprecedented Speed of AI TransformationThe modern anti-tech movement has a long lineage. Periods of technological change are historically accompanied by backlash from the people most affected, with researchers often pointing to the early 19th-century luddite rebellion of British textile workers smashing automated knitting machines as they demanded more labor rights. The next 200 years brought waves of violent labor disputes and political violence that accompanied tech's market disruptions, uneven accumulation of wealth and disenfranchisement of workers.In the 1990s, there was cultural pushback against the rise of the personal computer and the fear of how it would disrupt society. Common complaints included fears of replacing human workers, environmental harm and crumbling healthy social structures."Haven't you heard? It wants your job. It peddles you smut. It corrupts your kids. It's cold, sterile, inhuman. Suddenly, it's okay to hate your computer," read a New York Magazine cover story from 1995 on the "New Luddites".The same year as New York Magazine ran its cover story, the Washington Post and the New York Times published the Unabomber's anti-tech manifesto, a 35,000-word screed against industrial society that has proliferated online in the years since and become the closest thing that anti-tech extremism has to a foundational text.What separates anti-AI extremism from these previous waves of tech backlash, researchers say, is partly the speed and scale of how AI is bringing about economic, social and political change."Not only are these whole-of-society changes and not only are they really disruptive, they're happening really quickly," Veilleux-Lepage said. "There isn't time for people to build resilience or to inoculate themselves from these changes".The AI industry's longstanding talking points – that the technology will revolutionize the world, if not end it – also lend themselves to a radicalizing narrative that AI poses an existential threat and must be stopped at all costs. When Veilleux-LePage gives talks to policymakers about anti-tech extremism, one of his slides simply features a series of quotes from CEOs."In order to radicalize people, you don't actually need to have theorists or ideologues that are calling people to violence against AI, because the tech CEOs are doing a pretty good case," Veilleux-LePage said.Corporate Response and Security ConcernsAltman has often framed the changes AI will bring as something that may be difficult, but is ultimately both positive – above all, he describes the change as inevitable."I expect some really bad stuff to happen because of the technology which also has happened with previous technologies," Altman said on venture capital firm Andreessen Horowitz's podcast last year.While tech CEOs are publicly optimistic about the resilience of society and the change that AI will bring about, it is also clear that they are privately concerned with the threat of political violence. Spending on personal security for executives has ballooned over the past five years amid incidents such as the killing of UnitedHealthcare CEO Brian Thompson, while tech leaders such as Elon Musk now pour millions into their own protection. SpaceX revealed in its IPO filing earlier this year that it paid $4m last year to Musk's private security firm, double what it had spent only two years before.There are signs over the past year that the AI industry is shifting its rhetoric as it grapples with widespread public distrust. Altman claimed last month that AI would probably not lead to the "jobs apocalypse" that he once discussed, even as companies like Meta lay off tens of thousands of workers. OpenAI and Anthropic have meanwhile both announced funds and thinktanks this year aimed at helping civil institutions adapt to AI, with OpenAI's non-profit organization committing $250m to grants for programs that help workers navigate AI upheaval.Major AI firms are hiring national security, intelligence, and weapons experts to monitor threats and misuse of their technology, including some with a background in extremism and counter-terrorism research. OpenAI's head of intelligence previously worked as one of the foremost academic experts on the Islamic State and wrote a book on the group's belief that it was bringing about the apocalypse. OpenAI and Anthropic did not respond to requests for interviews with their intelligence or security experts.The Accountability Gap and Future RisksThe closing off of legitimate avenues to address public opposition to AI, as well as the feeling that the technology is being forced upon society, is creating what researchers describe as a gap in accountability that can further incentivize terrorism and political violence.Donald Trump, in alignment with tech leaders, issued an executive order last year attempting to block any state-level legislation that would rein in AI development and has said that nothing will slow down the US in the global AI race. Tech billionaires are also pouring millions of dollars into lobbying and political spending in an attempt to prevent regulation of AI."When authorities are too busy, or just don't care enough, to regulate and take action, then people affected are going to take action," said Mauro Lubrano, a lecturer at the University of Bath and author of Stop the Machines: The Rise of Anti-Technology Extremism.Federal law enforcement documents acquired by Wired and the Intercept show that US authorities are increasingly monitoring anti-tech movements, while authorities have declared they will aggressively prosecute violent attacks. Following the attempted arson at Altman's house earlier this year, authorities vowed that "the FBI will not tolerate threats against our nation's innovation leaders".Yet researchers warn that authorities risk conflating the nationwide protests and calls for increased regulation of AI with more fringe, anti-tech extremist views, which is both inaccurate and counterproductive. Programs aimed at mass surveillance and attempts to silence nonviolent anti-AI movements will inevitably backfire, Lubrano says, further pushing people to the violent fringes if they feel their legitimate grievances aren't being addressed."We have this opportunity to be proactive in this while avoiding mistakes that we've made in the past when responding to other forms of extremism," Lubrano said. "Something tells me that we're not off to a great start".

Lead: The Butterfly’s Unexpected Role in a £12 million Woodland Tax SchemeThe northern brown argus, a vulnerable butterfly on the England‑Scotland border, has forced a legal pause on a £12 million commercial forestry project that could have saved Britain’s wealthiest families millions in inheritance tax.Legal Victory Halts a £12 million Commercial Forestry Plan at TodrigEnvironmental regulator checks were triggered after a challenge led by local council chair Camilla Fowler. The plan to clear heath moorland and sow commercial tree saplings was deemed a threat to the butterfly’s habitat, prompting a court‑ordered review.Location: Todrig, Scottish Borders – an area the size of 560 football pitches.Investor: Gresham House, a £11 billion City of London asset manager, bought the land for £12 million in 2022 (six times its 2019 price).Opposition: Local community council and barrister David Lintott (Restore Nature) cited biodiversity loss.Financial Stakes: £12 million Land Purchase, Doubling Value, and Inheritance Tax SavingsIndustry calculations show woodland values have roughly doubled over the past decade, outpacing commercial property gains. The tax advantages are substantial:Business Property Relief after two years can exempt the timber value from inheritance tax.Timber growth is not subject to income or corporation tax.No capital gains tax is due when trees are felled.Example: A £100 million woodland portfolio could reduce inheritance tax from £40 million (40% rate) to roughly £5 million, saving £35 million.Investors such as True North Real Asset Partners are already planting Sitka spruce at nearby Stobo Hope, arguing faster carbon capture and higher timber turnover.Implications for UK Forestry, Biodiversity, and Tax PolicyThe surge in tax‑driven woodland investment puts pressure on native habitats, converting meadows and calcareous grassland into monocultural spruce plantations. While the Treasury benefits from increased land‑based assets, conservation groups warn of long‑term ecological damage.Recent budget changes by Chancellor Rachel Reeves capped business and agricultural property reliefs at £2.5 million, yet woodland reliefs remain untouched, creating a loophole that continues to attract the super‑rich.What’s Next? Potential Policy Clampdown and Investor StrategiesAs public awareness grows, policymakers may face pressure to tighten woodland reliefs or introduce biodiversity safeguards. Investors could respond by:Diversifying into mixed‑species, native‑tree projects that meet both carbon and conservation criteria.Lobbying for clearer guidance on the definition of “commercial forestry” to protect tax benefits.Exploring alternative tax‑efficient assets if reliefs are reduced.Until legislation changes, the interplay between tax planning and environmental stewardship will remain a contested arena, with even a small butterfly capable of reshaping multi‑million‑pound deals.

The BBC's World Cup Warm-UpAs the sporting world turns its attention toward the upcoming tournament, BBC One is setting the stage with a unique blend of comedy and documentary.Kevin Bridges on a Global Football JourneyThe highlight of the night is Kevin Bridges: In Search of the Beautiful Game (10.30pm, BBC One). The Scottish comedian travels to the US, Brazil, and Birmingham to investigate how the sport has evolved since Scotland's last World Cup qualification in 1998. Bridges meets São Paulo ultras, World Cup winner Cafu, and Scotland vice-captain John McGinn to determine if the raw emotion of the game remains intact.A Diverse Lineup for the EveningTiger Island (7.15pm, BBC One): A thrillingly intimate look at tiger conservation in Nepal, following guides and scientists up close with apex predators.Expedition With Steve Backshall (8.15pm, BBC Two): The naturalist ventures into Gabon's unexplored rainforests to find rare chimps and elephants.The Mother of All Cons (9pm, BBC Two): A documentary exploring the life of 16-year-old Megan Bhari and her controversial charity work.Beyond the Pitch: Nature and DramaViewers looking for drama can tune into Tip Toe (9pm, Channel 4), where Russell T Davies escalates the domestic war on the street. For film enthusiasts, The Beautiful Game (3.35pm, Channel 4) offers a quirky comedy about the Homeless World Cup, while Nomadland (1am, Channel 4) provides a moving portrait of America's nomadic community.What to Expect TonightThe evening concludes with live action as the Formula One: Monaco Grand Prix takes center stage at 1.55pm on Sky Sports Main Event.

The Lead: A War‑Year Timeline of Near‑Deal MomentsThe conflict that began with Operation Epic Fury on February 28 has seen several flashpoints where a US‑Iran settlement seemed possible, only to dissolve amid competing demands and renewed hostilities.April 8: Pakistan‑mediated ceasefire begins.April 11‑12: Direct talks in Islamabad.April 16‑17: Lebanon ceasefire and temporary Hormuz opening.June 1: Trump’s angry phone call with Netanyahu.Direct Talks in Islamabad: First Direct US‑Iran Negotiations Since 1979What happened: On April 11‑12, the US and Iran met in Islamabad, the first direct dialogue since the 1979 revolution. The US team was led by Vice President JD Vance with Special Envoy Steve Witkoff and Jared Kushner. Iran’s delegation included Foreign Minister Abbas Araghchi, Parliament Speaker Mohammad Bagher Ghalibaf, and senior security figure Ali Bagheri Kani.What went wrong: After 21 hours, Vance announced the talks would end without an agreement, citing Iran’s refusal to accept the US “final and best offer” and to provide a long‑term nuclear‑non‑proliferation commitment.Quantifying the Stakes: Ceasefire Dates, Naval Blockade, and Enriched Uranium StockpilesApril 8: Pakistan‑mediated ceasefire begins.April 12: US announces a naval blockade of Iranian ports.Iran holds an estimated 440 kg (970 lb) of uranium enriched to 60 %, short of the 90 % weapons‑grade threshold.20 % of the world’s oil and LNG pass through the Strait of Hormuz each day.During the war, transit fees for ships in the strait have reportedly reached $2 million per vessel.Lebanon casualties: >3,000 killed since March 2; >600 killed in the month after the April 16 ceasefire.Why Each Attempt Crumbled: Political Red Lines and Strategic MisalignmentsThe failures share common friction points:US demand for a definitive, long‑term nuclear commitment versus Iran’s insistence on deferring details.Israel’s continued strikes in Lebanon, violating the April 16 ceasefire and undermining Iran’s “red line” for peace.US‑imposed naval blockade that undercut any momentum from the Islamabad talks.Control of the Strait of Hormuz—Iran seeks leverage through tolls; the US pushes for pre‑war free navigation.Personal and diplomatic tensions, exemplified by Trump’s angry call to Benjamin Netanyahu, which did not translate into concrete de‑escalation.Looking Ahead: What the Pattern Suggests for Future US‑Iran DiplomacyRepeated near‑misses indicate that any viable settlement will likely require:A multilateral framework that addresses both the nuclear issue and regional security concerns, especially Israel‑Lebanon dynamics.Concrete, verifiable steps on nuclear enrichment limits, possibly linked to phased sanctions relief.Mechanisms to keep the Strait of Hormuz open without imposing punitive fees, restoring confidence in global energy markets.Continued third‑party mediation—Pakistan’s role proved useful but needs broader international backing.Without aligning these strategic interests, future talks may again stall at the “last five percent” of agreement.

The Rise of Tech-Savvy Farmers in KenyaKericho County, Kenya – A typical Saturday morning starts before sunrise for Chepkorir Rotich, a farmer in Kiboito village in western Kenya's Kericho County. By then, Rotich has already milked her cows and sold the milk, fed her chickens, and headed back to pluck vegetables for orders already placed. Her work starts this way every day, and she does it with passion.When the 33-year-old mother of two left college more than a decade ago, she was excited and ready to join the formal employment sector and secure a full-time job."I thought I would be employed as a business administrator, but after looking for a job for too long, I accepted contract offers in three different companies," she says. "The highest paid me about $200 in a month. While living in Nairobi, that wasn't enough."From Job Seekers to Agricultural EntrepreneursA lack of white-collar jobs has kept young Kenyans like Rotich out of employment, leaving them to innovate ways to survive and earn a living. In doing so, many youths have resorted to agriculture and other fields, with many using digital as well as vocational skills to stay ahead of the game.Digital Transformation of Kenyan AgricultureRotich, for example, uses social media to market her produce and to learn how to practice agriculture using modern methods. Social media helps her share knowledge with young people who comprise a large portion of her nearly 50,000 followers. She also runs a YouTube channel where she shares her knowledge of farming.The Food and Agriculture Organization of the United Nations (FAO) reports that the average African farmer is 60 years old, something Rotich refutes, saying the presumed age of farmers has made many young people shun agriculture instead of embracing it as a way to earn a living going into the future."I think the reason they say that is because of access to land on which to do agriculture, which is mostly owned by older people," Rotich tells Al Jazeera. "In my case, I started farming in the compound of my rented house, and by the end of each month, my landlord owed me money after settling the rent because I sold him milk and vegetables. So, it's all about passion and consistency among the youth."Kiringai Kamau, a lecturer at the University of Nairobi with expertise in agricultural economics, agribusiness, and food systems, says young people should take up agriculture as full-time employment since they are the ones who can effectively understand and deploy technology."To do this, we have established the devolution agroecology and AI learning centre in Murang'a University, where we will be pushing to have the centre train the youth who will be going into agriculture to be able to link with the agricultural data ecosystem, deriving from the infrastructure that will be provided, and also giving information to the county and country, and any other professionals that may be interested in data coming there," he tells Al Jazeera.Derrick Ngigi, the technical head at Global Open Data for Agriculture and Nutrition (GODAN), says that while youth are embracing agriculture, technology also plays a role in providing them with opportunities."For example, content creation in agriculture brings a lot of opportunities, such as creating content around modern farming methods, which has been generating revenue for the youth," Ngigi says.AI Tools Revolutionizing Farming PracticesAbout five kilometres outside Kiboito, at Kaptoroi village, Geoffrey Kiprop is busy cleaning his cowshed after feeding his cattle for the early morning. The 32-year-old earned a bachelor's degree in information technology in 2017 but has never secured formal employment.Like Rotich, Kiprop has been surviving on contract work, such as jobs doing systems development and maintenance for schools. He says that the highest-paid contract was for 15,000 Kenyan shillings ($116). But now, he makes about 7,000 Kenyan shillings ($54) a day through farming.Kiprop also practices mixed farming, rearing cows for milk and chickens for eggs and meat, while also planting crops such as tea, coffee, capsicum, cabbage, and beans.He uses modern technologies to raise his crops and livestock and takes advantage of his IT training, which he utilises to ensure maximum profits.Examples of the tools he uses include the Plantix app, which he says helps detect crop disease and malnutrition using AI after he simply takes a photo of the crop and uploads it. The app also gives the farmer the weather forecast and the best crop practices to perform in line with current weather conditions."My favourite is the Virtual Agronomist. This is an AI-enabled platform where I use Google Maps to capture the coordinates of my crop field and then specify the types of crops I am growing," Kiprop explains. "In return, the Virtual Agronomist will enable me to know the size of the plots under farming. It also generates a nutrient plan by sampling the soil in the farm, guiding me in what the soil is missing in terms of nutrients and the exact amount to add," he tells Al Jazeera.For his cows, Kiprop also uses an AI tool to manage their health and production."Also, I use the Digicow app, which assists the farmer in managing dairy farm practices by tracking all the day-to-day activities in the dairy farm, which includes recording the amount of milk sold and used by the farmer, dairy inputs like feed and health practices, thus allowing the farmer to know if he's making a profit or not," Kiprop says.Financial Benefits of Tech-Enhanced FarmingBoth Rotich and Kiprop demonstrate that farming with AI tools can be more financially rewarding than traditional employment paths for educated young Kenyans. While contract work offered Rotich a maximum of $200 per month and Kiprop's highest contract paid 15,000 Kenyan shillings ($116), Kiprop now earns approximately 7,000 Kenyan shillings ($54) daily through his tech-enhanced farming operations.The Future of Agriculture in KenyaBoth Rotich and Kiprop agree on one thing: agriculture also comes with its own challenges, and one has to be deeply passionate and consistent to make something out of it."Consistency is key," says Rotich. "It's something that many young people lack, and they quit very early before they can break even and realise profits. One has to do things many times to be able to finally get it and learn from the mistakes made before."

The Lead: Introduction to Chess PuzzlesEarlier today I set these four chess puzzles. Here they are again with solutions.The Event Details: Analysis of Puzzle Solutions1. OdditiesA chess tournament is taking place with several participants. Not every player played against every other player, and some players may have played many more games than others.Some of the players played an odd number of games. Prove that the number of such players must be even.Solution:The total number of games played by everyone must be even, since every game has two players. When you add up odd and even numbers to make an even number, there must be an even number of odd ones, because if you have an odd number of odd numbers the total will be odd.2. L of a tripA knight in chess moves in an "L" pattern - two squares in one direction and one square in a perpendicular direction. Starting in the bottom right corner of a regular 8×8 chessboard, is it possible for a knight to visit every square on the chessboard exactly once and end up in the top left corner?Solution: No.A knight move goes from a white to a black square, or vice versa. To visit every square on the board exactly once requires 63 moves. If you start on white, you will end on black, or vice versa. You cannot start on one corner and end on the opposite corner, since opposite corners of a chess board are the same colour.3. Pawn returnTake a chessboard with the standard initial setup of pieces. What's the fewest number of moves needed for a pawn to leave its initial place, get promoted/queened, and then return to its original position?(Assuming the two players are collaborating to achieve this, not that the one is scuppering the other).Solution: 6Here's one way. The pawn begins on B2. (second column, second row.)White: B2-4. Pawn moves two in knight column.Black: A7-5. Pawn moves two in adjacent rook column.White: B4-A5. Pawn takes pawn.Black: B7-6. Pawn moves one in knight columnWhite: A5-B6. Pawn takes pawnBlack: B8 – A6. Knight moves out of way.For the next three moves, white's pawn advances one by one in the B column, queens and then returns to B2 in the sixth move.4. Four knightsShow how to swap the two pairs of knights on the following strangely-shaped grid.The knights make one move at a time. You're trying to get the black nights to where the white knights are, and the white knights to where the black knights are.If you try to solve this problem using knights on a physical grid, you will get very confused. Try to think abstractly. With one simple(ish) insight, the problem is quickly solvable.Solution:The positions that the knights can move to are very constrained. Here are all possible moves and positions;This looks like a mess! However, if we untangle it, we can see the pattern. If we number boxes from the top row, and from left to right, so the white knights are on positions 1 and 5, and the black knights on 7 and 9, the board now looks like this:To exchange the positions of the knights is now a train shunting problem.Move the black knights to 8 and 6Move the white knight at 5 into the '"side track"' at 9Move the black knights back to 5 and 7.Move the white knight at 9 to 3Move the black knights back to 6 and 8Tuck away the white knight at 1 to square 9Move the black knights to 1 and 5, which is where we want them.Finally, move the white knight at 3 to 7, and we're done.The Mathematical Principles: Logic and Problem SolvingThese chess puzzles demonstrate fundamental mathematical principles including parity (odd and even numbers), graph theory (knight's tours), and optimization (minimum moves). The solutions require abstract thinking and pattern recognition, skills that are essential in both mathematics and chess strategy.The Impact on Problem-Solving: Developing Critical ThinkingChess puzzles like these help develop critical thinking skills that extend beyond the chessboard. They teach players to think several moves ahead, recognize patterns, and approach problems from multiple angles. These cognitive skills are valuable in academic pursuits, professional challenges, and everyday decision-making.Future of Chess Puzzles: Digital and Educational ApplicationsAs technology advances, chess puzzles continue to evolve with digital platforms offering interactive experiences and adaptive difficulty levels. Educational institutions increasingly recognize the value of chess in developing mathematical and logical reasoning skills. Organizations like We Solve Problems are expanding their reach, offering free math circles and chess programs to students across multiple cities, fostering the next generation of problem solvers.