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The Shift in Enterprise AI EvaluationEnterprise organizations are not rejecting AI; they are rejecting operational instability. This marks a critical inflection point where the market moves from experimentation to deployment safety. The defining reality separating scalable AI companies from stalled ones is no longer the power of the demo, but the safety of the deployment.TechCrunch Disrupt 2026: The Operational PivotAt TechCrunch Disrupt 2026, taking place October 13–15 at Moscone West in San Francisco, Arsalan Tavakoli-Shiraji, co-founder and SVP of field engineering at Databricks, will address this shift during his session on the AI Stage.Event: TechCrunch Disrupt 2026Date: October 13–15, 2026Location: Moscone West, San FranciscoSession: "The Enterprise Isn't Broken. Your Assumptions About It Are."The Pilot Trap: Why Models Don't Fail, Deployments DoThe enterprise AI market is currently plagued by successful pilots that never become real deployments. This failure is rarely due to technical underperformance but rather the organization's inability to absorb the operational consequences of adoption.Enterprise buyers are no longer asking if AI is exciting; they are asking if it is safe to deploy broadly. Key concerns now include workflow friction, governance, and explainability. An AI product can perform exceptionally well in a controlled environment but fail commercially if it creates instability within the business.Uncertainty Reduction as a Competitive AdvantageStartups gaining traction inside large organizations share a common trait: they reduce uncertainty. While breakthrough demos generate initial excitement, operational adoption requires clean integration, ease of governance, and trust over time.Tavakoli-Shiraji brings a unique perspective to this challenge, bridging the gap between enterprise strategy (via his background at McKinsey & Company) and deep technical systems architecture (PhD in computer science from UC Berkeley).The Future of Enterprise AI AdoptionThe next phase of enterprise AI success will likely belong to companies that understand how organizations absorb change, rather than those with the most advanced models. Founders must prioritize long-term operational adoption over initial excitement.

The Lead Crystal Palace's turbulent season has ended in triumph as they won the Conference League, securing a spot in the Europa League. The team's journey was marked by challenges, including tensions between manager Oliver Glasner and owner Steve Parish. The Event Details Crystal Palace's victory in the Conference League final against Rayo Vallecano was sealed with a goal from Jean-Philippe Mateta. The win marked the team's first major trophy under Glasner's management. Parish reflected on the journey, saying, 'It's incredible... an amazing achievement. All the ups and downs … To get to the Europa League, where we deserve to be.' The team's captain, Dean Henderson, was handed the trophy by UEFA President Aleksander Ceferin. The Data Analysis The team's success was fueled by key players, including Maxence Lacroix, Daniel Muñoz, Adam Wharton, and Ismaïla Sarr, who was the Conference League's top scorer. The team's journey to the Europa League was a significant achievement, especially considering their tumultuous season. The Impact Analysis The victory marked a new era for Crystal Palace, as Glasner departed and a new manager, Andoni Iraola, is expected to be appointed. Parish acknowledged the challenge of keeping the team together, as several players are expected to be coveted by bigger clubs. The team's success has raised expectations, and Parish emphasized the need to 'stay there' and continue to compete at a high level. The Prediction As Crystal Palace looks to the future, they will face a new set of challenges under their new manager. With a talented squad and a taste of European competition, the team is poised to make a strong impact in the upcoming season. The appointment of Iraola or another manager will be crucial in determining the team's trajectory and ability to sustain their success.

The Tactical Chess Match of Champions League FinalIt would be easy to look at Saturday's Champions League final between Paris Saint-Germain and Arsenal and see it as a battle of attack versus defence, of beauty against pragmatism, of French elan against English doughtiness, as some sort of tussle for the soul of football. But it would not entirely be true. And where, after all, was the honour at Agincourt? In the vainglorious charges of the dashing French cavalry or the stoic defiance of the British archers arrayed, naked from the waist down, behind their defensive stakes?The final promises to be a fascinating tactical contest between two teams with contrasting approaches but complementary strengths. PSG's devastating wings, featuring players like Desiré Doué and Khvicha Kvaratskhelia, will test Arsenal's defensive resolve, while Arsenal's set-piece prowess could provide their route to goal.PSG's Dominant Possession vs Arsenal's Defensive ResilienceThe statistical comparison between the two teams reveals contrasting strengths. In the Champions League this season, Paris Saint-Germain have averaged 63.4% possession, higher than anybody apart from Barcelona; Arsenal's figure is 52.6%, the 11th-highest of the 36 sides who made the league stage. PSG's pass completion has been 89.3% to Arsenal's 85.7% (third-highest to 14th-highest). PSG have scored 44 goals to Arsenal's 29. But on the flip side, Arsenal have conceded six goals to PSG's 22 and won 13.4 aerial duels per game to PSG's 9.4 (sixth-highest to 29th-highest).These figures suggest that PSG will dominate possession, while Arsenal will likely sit deep and look to counter-attack. However, that was not how either leg of the semi-final between the teams last season played out: PSG shaded possession at the Emirates and Arsenal at the Parc des Princes as they chased the game.The Full-Back Dilemma for ArsenalThe biggest danger to Arsenal is probably a counterattack. Most opponents sit deep against PSG, especially in Ligue 1, but the evidence of PSG's wins over Chelsea, Liverpool and Bayern Munich is that they are lethal in transition. Arsenal cannot let Desiré Doué or Khvicha Kvaratskhelia get a run on whoever they have at full-back. Both are rapid, supreme dribblers and terrifyingly direct.Full-back is an issue for Arsenal, especially on the right. Ben White is out with a knee injury and Jurriën Timber is doubtful with a groin problem sustained against Everton in mid-March. Martín Zubimendi started at right-back against Crystal Palace but it would seem more likely that Cristhian Mosquera operates there if Timber has not recovered, if only because he is a more natural defender.Riccardo Calafiori has seemed Mikel Arteta's preferred option on the left. His role will be twofold: to stop Doué and to invert into midfield, particularly out of possession, to try to prevent the counter. It may be that Myles Lewis-Skelly is used ahead of Zubimendi alongside Rice, in part because he is familiar with playing at left-back and so could help double up on Doué, or would be comfortable covering for Calafiori were he caught upfield.Midfield Strategies to Counter PSG's WingsAlthough PSG have scored more goals from non-penalty set plays than Arsenal in the Champions League this season (eight to five), it probably is reasonable to assume that corners and free-kicks offer Arsenal's best chance of a goal. But to counter PSG's midfield dominance, Arsenal may need to embrace a more aggressive approach.The first leg of PSG's semi-final against Bayern was remarkably open, almost basketball-like in its end-to-end attacking. But that should not necessarily be regarded as characteristic. PSG can at times seem a little sloppy, too reliant on their attacking prowess, but their performance away to Bayern, when Fabián Ruiz returned, showed how effective PSG's midfield can be. And that means either that Arsenal have to sit deep and accept PSG will dominate the ball or that they need to ensure their midfield has a destructive edge.Lessons from Previous EncountersChelsea's success against PSG in the Club World Cup final perhaps offers, if not a template, then at least inspiration for how Arsenal can hurt the defending European Champions. Enzo Maresca's approach was asymmetric, using Cole Palmer almost as an inside-right, haunting the channel between Nuno Mendes and the left-sided centre-back while getting in behind the left-back wherever possible.On the left, Marc Cucurella regularly tucked into midfield, just as Calafiori surely will, with Pedro Neto tracking back almost as a wing-back to check Achraf Hakimi's thrusts in support of Doué. If Arteta sees things similarly, that is probably more of a job for Leandro Trossard than Eberechi Eze, who may end up on the bench if Arteta, as he surely must, prefers 4-3-3 to 4-2-3-1.Keys to Victory in Saturday's FinalThere is an irony in this. The stereotype of Arsenal this season has been of a defensive side reliant on set plays, but that is not entirely accurate; rather they are a side whose defensive qualities have been highlighted because of deficiencies of creativity and attacking quality. But to beat PSG, it may be that they have to embrace the narrative and be the side critics say they are.Arsenal's right-back situation remains critical. White links better with Bukayo Saka than any of Arsenal's other full-backs, and Timber is as tactically astute as any player in the squad. Unless Timber is fit, the right-back issue is likely to diminish them from a defensive and an attacking point of view.The final will come down to which team can impose their tactical approach most effectively. Can Arsenal's defense contain PSG's devastating wings, or will PSG's midfield dominance prove too much for Arsenal to handle? The answer will determine who lifts the Champions League trophy on Saturday.

The Lead-Up to the By-Election In a scenario few could have predicted, voters in a northern English market town near Manchester could determine the United Kingdom’s future political leadership. The surprise resignation of the Labour Party’s Ashton-in-Makerfield MP Josh Simons in late February left the supposedly safe seat open, paving the way for the popular mayor of Manchester, Andy Burnham, to step in. The Event Details If he wins the seat in a crucial by-election set for June 18, he could ultimately topple embattled Prime Minister Keir Starmer. Standing in his way are the voters, many of whom Burnham has yet to convince of his credentials for the job, and the right-wing insurgent Reform UK party, which has promised to “throw everything” at the election in a bid to block Burnham’s path to the UK Parliament. The Data Analysis Makerfield has been a safe Labour seat since its creation in 1983, but Starmer’s party lost all eight of its local council seats there to Reform in May during local elections. Recent local council elections in May 2026 saw a shift, with Reform UK winning 49.8% of the area's vote compared to Labour's 24.3%. The Impact Analysis The constituency is difficult to categorise, political scientists said. It neither fits the stereotype of the declining industrial towns of northern England nor carries much of the metropolitan optimism typified in the soaring glass tower blocks of the nearby Manchester city centre. Instead, it is best understood as “a place in-between”, political science Professor Rob Ford wrote in his blog last week. The Prediction Few observers have been brave enough to call the current contest. However, while political scientists are puzzled, 61-year-old resident Tracy Walker, who works in a charity shop, is resolute. “I want Andy Burnham. … I think we should give him a go. He’s from the north,” she said, contrasting Burnham with the long line of premiers from the country’s south.

The Burberry CEO's New Bonus Scheme Burberry's CEO, Joshua Schulman, could earn up to £12.2m this year under a new bonus scheme introduced by the luxury British brand. Schulman, who was hired in July 2024 to help revive Burberry, was paid £4m in the year to March, up from £2.5m for his first nine months in the job. Details of the Bonus Scheme Schulman's basic pay will increase by 3% to £1.24m from July. He could earn a new long-term share bonus worth up to 300% of salary if he meets performance targets. The targets include increasing Burberry's annual revenues to £3.1bn by 2029. Financial Performance Burberry made pre-tax profits of £49m in the year to 28 March, compared with a loss of £66m in the previous 12 months. Sales were flat year on year at £2.4bn, once the effect of exchange rates was taken into account. Impact on Executive Pay The pay package of Kate Ferry, the finance director of Burberry, more than doubled to £2.5m, up from £904,000 the previous year. Ferry could earn £5.6m this year if she hits all targets and Burberry's share price increases by 50%. Future Outlook The new bonus scheme aims to incentivize Schulman to meet performance targets and retain him by improving his pay position relative to those who head the brand's luxury peers. The scheme is intended to be "reasonable" and subject to "the delivery of stretching performance targets".

The Economic Dilemma Facing Jamaica's Energy Future Jamaica stands at a critical juncture in its energy policy, with preliminary tests off the south coast suggesting the presence of crude oil in the Walton-Morant basin. This potential discovery comes at a time when the island is grappling with the dual pressures of post-pandemic recovery and the escalating costs of climate adaptation. Testing the Waters in the Walton-Morant Basin United Oil & Gas, a UK-based company, holds the exclusive exploration license for the 22,400sq km block. Recent seabed sampling has identified hydrocarbons, a development that energy minister Daryl Vaz has described as "very positive." However, experts caution that even with confirmation, commercial production is unlikely until the mid-2030s. Balancing the Books: Fuel Imports vs. Climate Costs The financial calculus behind this potential shift is stark. Jamaica currently imports all its fuel, a cost that fluctuates between $1.5bn and $2bn annually. While the island generated $4.3bn from tourism in 2024, the economic strain is compounded by the $12bn bill for damage caused by Hurricane Melissa. This financial vulnerability is driving the government's cautious optimism toward oil exploration. The Regional Race for Fossil Fuels Jamaica is not alone in this pursuit. The Caribbean and Latin America are witnessing a resurgence in fossil fuel interest, following Brazil's deep-water discoveries in the 2000s. The region is now joined by Suriname and Guyana as emerging producers, creating a competitive landscape where nations are weighing immediate economic relief against long-term environmental stability. A Green Pledge at Odds with Survival? The environmental implications are significant. Theresa Rodriguez-Moodie of the Jamaica Environment Trust argues that pursuing oil exploration contradicts the island's moral standing to demand climate assistance. "If we want to have any kind of moral high ground... we cannot be considering expanding the fossil fuel industry," she stated. As Jamaica navigates this complex path, it faces the challenge of reconciling its Paris Agreement commitments with the immediate economic survival of its population.

Universal €1 Meal Initiative Expands Across French UniversitiesIn response to a survey showing that nearly half of France’s 3 million higher‑education students skip meals, the government announced this month that the previously means‑tested €1 meal will be available to every student.Government Extends €1 Meal to All Higher‑Education StudentsThe policy, previously limited to scholarship recipients, now covers all students at the 950 CNOUS‑run restaurants and cafeterias, including university sites such as Université Paris Dauphine and the Sorbonne’s Mabillon campus.Meal price: €1 for a three‑course balanced plate (starter, main, dessert).Optional extras: €0.55 per additional dish, coffee €0.60.Capacity: up to 2,400 students per sitting at Dauphine.Cost Implications: €120 million Funding and Pricing StructureThe state has earmarked €120 million for the programme in the next fiscal year, covering subsidies for the €1 price point while the regular tariff remains €3.30.Social and Health Impact on French Student PopulationOfficials argue the measure tackles food insecurity, public‑health concerns such as obesity, and promotes social cohesion by having all students share the same balanced meals.Student unions reported a rise in meal‑skipping from 45 % to 50 % before the policy.Positive feedback from students like Farid Rouba (chef) and Jérémy Reyes highlights satisfaction with quality and variety.Future Outlook: Sustainability and Potential AdjustmentsWhile the programme enjoys broad support, some students question the allocation of funds, suggesting resources could be redirected to cheaper accommodation. CNOUS plans to hire 200 extra staff and upgrade equipment to meet rising demand, but long‑term viability will depend on budgetary pressures and continued political backing.

The Lead: Embracing Chaos for European Glory "Every year I have less and less control," Luis Enrique admitted last week. It may be a surprising remark from a manager whose success with Paris Saint-Germain has earned him unprecedented sway, but it is a good description of his team's uninhibited performances on the European stage. "We need to be constantly changing," he went on. "In modern football you need to have a bit less control in order to surprise your opponents." The Tactical Approach: PSG's Unique Preparation Strategy Off the pitch, though, PSG run a tight operation. Last Wednesday's Uefa-mandated media day offered a glimpse at the club's preparations before the Champions League final, including a rare chance to witness a full training session. Such was the domestic and international interest that dozens of journalists were left watching a stream of Luis Enrique's press conference from a room upstairs. PSG will have gone two weeks without a game before facing Arsenal in Budapest. A schedule of intrasquad friendlies and tactical breakdowns was put in place, rather than an intensive boot camp. "I think we do things a bit differently to the majority of teams," Luis Enrique said. "Rest is very important to me, to have those moments where you can decide where you want to be. I want the players to be happy to come to training." The Squad Management: Balancing Domestic and European Priorities One of the areas in which Luis Enrique does exert control is in his meticulous squad management. Given the team's lack of time off last summer owing to the Club World Cup and a spate of injuries this season, this aspect of the Spaniard's management has been increasingly important. Ousmane Dembélé is one of several senior players to have missed a large part of PSG's 14th Ligue 1 title campaign in 2025-26. A couple of weeks ago, the France international was voted by his peers as Ligue 1's player of the season despite starting only nine games until then (11, by the end of the season). His scarce playing time was not entirely down to rotation, however, given that he struggled with hamstring and calf injuries at separate stages. Marquinhos, meanwhile, was mostly spared from Ligue 1 duties from mid-February. Conveniently, the captain's absence from domestic matches coincided with Illia Zabarnyi finding form after a shaky start to his first season in Paris. None of the Champions League starters played more than 2,000 minutes in the league apart from Warren Zaïre-Emery and Vitinha (for context, Declan Rice played 3,099 league minutes for Arsenal and is one of six starters against Burnley this month north of the 2,000 mark). Only Zaïre-Emery, by virtue of his tireless versatility, made more than 30 league appearances. The 20-year-old, in his fourth season in the first team, filled in impressively at right-back at the start before reverting to a more familiar midfield role while Fabián Ruiz was injured. The Controversy: Schedule Adjustments and Fan Backlash Opposition fans have lamented what they regard as preferential treatment for PSG, the team having benefited from schedule readjustments on their way to a fifth consecutive title. In order to accommodate their European title defence, the Ligue de Football Professionnel (LFP) agreed to push back two matches, against Nantes and Lens, which would have been sandwiched between knockout European ties. Whereas Nantes agreed to postpone their match, Lens made a public show of going against their title rivals' request. The eventual runners-up argued that postponing the match meant "adapting to the demands of the most powerful, in the name of interests which seemingly go beyond the domestic scope". PSG pointed to an imperative of helping Ligue 1's Uefa coefficient and the precedent set in previous seasons when other clubs' continental campaigns were accommodated. When both matches were eventually played in midweek slots, opposition fans were loud and clear in expressing their discontent. "Qatar is killing French football" read one banner in Lens, where fans also criticised the LFP. A similar message unfurled by Nantes fans at the Parc des Princes a few weeks back led to clashes with stewards. The League Dominance: PSG's Path to Another Title By the time the top-of-the-table clash was played, PSG had a six-point lead with two games remaining. Luis Enrique's second XI, featuring academy graduates and bench players, had managed more often than not to grind out wins against defensive opponents, with the help of late cameos from the usual starters. It left the leading lights in Khvicha Kvaratskhelia, Désiré Doué, and Dembélé to focus on shining in Europe. PSG were troubled in individual matches, with Monaco achieving the league double over them, but no challengers other than Lens managed to offer any resistance in the second half of the season. This is in part down to the poor state of French teams' finances, a situation exacerbated by successive broadcast deals collapsing and a lack of long-term planning by the league authorities. The Final Showdown: Preparing for Arsenal in Budapest As PSG prepares to face Arsenal in the Champions League final, Luis Enrique's philosophy of controlled chaos will be put to the ultimate test. Having secured another domestic title with relative ease, the focus now shifts to European glory. The Spaniard's approach of prioritizing rest and managing his squad meticulously has positioned PSG as favorites, but Arsenal's own domestic success presents a formidable challenge. The final will be a clash of contrasting styles and philosophies, with Luis Enrique's unpredictable approach facing off against Mikel Arteta's structured system. For PSG, it represents the opportunity to complete a remarkable season by adding European success to their domestic dominance.

The Lead Scotland's manager, Steve Clarke, has signed a four-year contract extension, meaning he will remain in place until the end of the country's 2030 World Cup campaign. Historic Contract Extension The fresh, improved terms are no surprise but the length of deal will raise eyebrows given Clarke has been in position since 2019. Should he complete the term, he will become Scotland men's longest-serving manager. Clarke's Transformation of Scottish Football Clarke had initially been publicly confident he would step away after this summer's World Cup. The 62-year-old has taken Scotland to three tournaments from a possible four, with this World Cup a first since 1998. More recently, Clarke spoke of remaining in post. Player and Leadership Support The Scottish Football Association has always been agreeable to Clarke as the manager, despite disappointing displays at the past two European Championships. Scotland's players, including Scott McTominay, have also backed Clarke to remain. Clarke's Vision for Scottish Football "I'm proud to continue as head coach," Clarke said. "I know the Scotland supporters appreciate the achievements of this group in qualifying for back-to-back Euros and equally sure the whole nation rejoiced in our qualification for World Cup 2026 after such a long time." Building for the Future "It's very important to look ahead and plan for the future and, while my squad will be doing everything in their power to compete and make the country proud in the America this summer, it also gives us certainty ahead of the tournament knowing that we can look to build on those foundations for the long-term and it is a privilege to continue in this role." Challenges Ahead Mulholland's task is not a straightforward one. With top clubs dominating the Scottish football scene and typically not giving regular game time to young players from the country, the future looks tricky. Scottish FA's Perspective Ian Maxwell, the Scottish FA's chief executive, said: "During our discussions about the future we were all agreed that we cannot rest on our achievements or ever take qualification for granted. The passion and enthusiasm with which he discussed that road map emphasises that this will not simply be a continuation but a renewed purpose and focus over the next four years." Upcoming Matches Scotland's World Cup preparations continue with the visit of Curaçao to Hampden Park on Saturday.