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How Liverpool are using artificial intelligence to become better at corners

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How Liverpool are using artificial intelligence to become better at corners

As Arne Slot settles into his role as Liverpool’s head coach, there is an exciting array of fresh ideas from his new backroom staff.

The novel training methods of assistant coaches, Sipke Hulshoff and John Heitinga. The vibrant voice of lead physical performance coach, Ruben Peeters. The creative coaching drills of head of goalkeeper coaching, Fabian Otte.

Off the pitch, Liverpool have been developing a coaching assistant who could help their set-piece approach for the coming season… and it’s not even human.

Liverpool’s analytics department is renowned for its pioneering work, led by director of research William Spearman who took over from Ian Graham in 2023. In their most recent venture, they have teamed up with Google DeepMind, using artificial intelligence (AI) to determine strategies for corner kicks.

The collaboration has culminated in a paper published in Nature Communications — TacticAI: an AI assistant for football tactics. The project, led by researchers Zhe Wang and Petar Velickovic, used data from 9,693 corner kicks collected from the 2020–21, 2021–22, and 2022–23 (up to January 2023) Premier League seasons, feeding information on each player’s height, weight, starting location, and movement throughout the corner routine.

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The information from each player enabled the researchers to predict the outcomes most likely to occur within a given corner setup. For example, which player is likely to receive the ball? Will the sequence lead to a shot attempt?

Once the sequence has been played, the analysis can then build a picture to determine whether similar routines have been successful in the past. Crucially, TacticAI can draw from this analysis to generate suggestions that improve the outcome of the corner. For example, moving players’ positioning or body orientation to reduce the chances of conceding a shot from a specific corner.

The graphic below shows four suggestions made by TacticAI to tweak players’ positioning when defending a corner.

As evidence of the model’s capability, experts at Liverpool — including assistant coaches, video analysts and data scientists — were unable to distinguish between the output provided by TacticAI’s suggestions and real-life corner routines, with the suggested routines favoured from the original corner sequence 90 per cent of the time — highlighting how effective the model can be in providing improvements within the tactical structure.

As you can see in the graphic above, the advised tweaks might appear subtle but joint-lead researcher Velickovic emphasises these suggestions are in-keeping with modern-day football. Small changes in distances, timing, and decision-making can be the difference between victory and defeat.

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“The aim is not to tell you that a player needs to move two or three metres to the left or the right,” Velickovic told The Athletic. “You make minor adjustments to a player’s location, orientation or velocity which are all relatively small, and that was deliberate.”


A core aim of Liverpool’s project with Google DeepMind is to provide coaches and analysts with a tool to help them with workflow. Opposition analysts often watch hundreds of videos in the lead-up to a game, which is labour-intensive. The ability of TacticAI to sift through similar opponent routines and curate defensive strategies is powerful.

It is more time-efficient to draw conclusions in a fraction of the time and this work provides an objective tactical approach without bias, underpinned by thousands of examples.

“This tool is designed to accelerate a coach’s ability to spot patterns,” Velickovic said. “Coaches are looking at complex situations with 22 players, and they have to work out what the key parts are that made or broke a particular strategy — and which players were responsible.”

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“With a system like this — where it immediately produces adjustments to all of the defensive players — you can focus your attention and immediately spot that, for example, a specific defender is doing something wrong.”

“If this happens to your defender over many situations, you can then try to fix it in your coaching. If it is an opposing player, you can work on strategies to exploit that weakness.”


Trent Alexander-Arnold takes a corner against Atalanta last season (Jonathan Moscrop/Getty Images)

It is worth noting this research evaluates the potential use of such an approach, and is yet to be rolled out in Liverpool’s matchday analysis. Nevertheless, the rise of dedicated set-piece coaches shows how many clubs are growing wise to this important part of the game — with 28 per cent of all goals scored from dead-ball situations in the Premier League last season.

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For Velickovic, the marginal impact this work can have could prove crucial.

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“We can never exactly forecast what will happen in a corner,” Velickovic said. “But  if you increase your chances of scoring or decrease the chances of conceding by even one per cent, that can make a huge difference over the course of a season.”

Corners have been responsible for some of the most important moments in Liverpool’s recent history. Jurgen Klopp’s final trophy as manager was thanks to a Virgil van Dijk header from Kostas Tsimikas’ corner to clinch the Carabao Cup against Chelsea in February.

The unlikely figure of Alisson Becker scored an iconic last-minute header to convert Trent Alexander-Arnold’s corner against West Bromwich Albion in 2021 to keep Liverpool’s top-four hopes alive.

And Liverpool fans do not need a second invitation to relive Alexander-Arnold’s quickly-taken corner to Divock Origi in the 2019 Champions League semi-final against Barcelona — one of the most memorable goals in the club’s history.

Ultimately, the delivery Alexander-Arnold provides from set pieces is the crucial component to ensure a choreographed routine is executed. As set-piece specialist Gianni Vio has previously told The Athletic, “The taker is the most important player in set pieces.”

The statistical models can be instructive for coaches, but without strong delivery, the sequence collapses.

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Looking at last season, the numbers suggest Liverpool could improve their conversion from corners when assessed against the rest of the Premier League. Their 4.2 goals per 100 corners was their poorest rate since 2018-19, with their overall goals scored and conceded per 100 corners almost perfectly aligned with the league average.

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This project was the final milestone in Liverpool’s multi-year journey with Google DeepMind, but the collaboration shows an ongoing desire to push boundaries and find an edge when using analytics in football. It is a partnership that traces back to 2021, where their work has seen them publish two other papers relating to AI in football tactics and its use in analysing penalty kicks.

The constant evolution of football tactics means that the analysis of corner kicks is a dynamic process that should be continually updated. An optimal strategy in 2015 might look different today. The best for the German Bundesliga could be different from the Premier League.

The potential for this AI model to grow across multiple seasons and wider leagues is where analysts can create an extra dimension in their tactical approach and strategic decision-making.

At its core, AI is the ability of a computer to perform tasks that we typically associate with humans. The growth of AI — specifically, Generative AI via platforms such as ChatGPT, Claude, and Google Gemini — has been visible across multiple industries worldwide.

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While these platforms are fantastic resources for coaches and analysts to use as tools, they should never replace human expertise. Data’s place in football is secured, but the combination of objective and subjective analysis is where staff can optimise their in-game decision-making. We are not entering a world where football is played by machines.

For now, at least.

(Top photo: Playmaker/MB Media/Getty Images)

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Pro wrestling star learns what ‘land of opportunity’ means in US as he details journey from Italy to America

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Pro wrestling star learns what ‘land of opportunity’ means in US as he details journey from Italy to America

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Cristiano Argento has been tearing up opponents in the ring for the National Wrestling Alliance (NWA) as he worked his way up the ladder to get a few shots at some gold.

But the path to get to one of the most prestigious pro wrestling companies in the U.S. was long and a path that not many wrestlers have taken.

Argento was born and raised in Osimo, Italy – a town of about 35,000 people located on the east side of the country closer to the Adriatic Sea. He told Fox News Digital he started training in a ring at a boxing gym before he got started on the independent scene in Italy. He wrestled in Germany, Sweden, France and Denmark before he came to the realization that, to become a professional wrestler, he needed to make his way to the United States.

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Cristiano Argento performs in the National Wrestling Alliance (Instagram)

He first worked his way to Canada to get trained by pro wrestling legend Lance Storm. He moved to Canada, leaving most of his friends and family behind and without a firm grasp on the English language.

“At the time, my English was horrible. I didn’t speak any English at all,” he said. “But I was with my friend, Stefano, he came with me and he translated everything for me. I probably missed 50% of the knowledge that Lance Storm was giving to us because I was unable to understand. I was only given a recap and everything I was able to see. I’m sure if I was doing it now with a proper knowledge of English, it would have been a different scenario.

“Eventually, I moved back to Italy after the training and I said, OK, now, I want to go to the U.S. So, I studied English more properly, and eventually I got my first work visa that was in Texas. I was in Houston for a short period of time. I trained with Booker T at Reality of Wrestling. I got on his show, which was my debut in the U.S. That was awesome. I eventually got a new work visa in Pittsburgh, Pennsylvania, where I currently live since 2017. Since then, my wrestling career, thankfully, kept growing, growing, growing and growing until now wrestling for the NWA. One of the bigger promotions in the U.S.”

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Argento said that his family thought he was “nuts” for chasing his pro wrestling dream.

He said they were more concerned about his well-being given that he was half-way around the world without anyone he knew by his side in case something went sideways.

“My family, friends, everybody was like why do you want to move to the opposite side of the world not knowing the language, not knowing anybody, by yourself, to try to become a professional wrestler? And I was like, well, we have one life, I love, and that’s what I’m gonna do,” he told Fox News Digital. “Eventually, my family was really supportive. But when I first said, ‘Hey, mom and dad, I want to do that.’ They looked at me like, ‘Are you nuts? Are you drunk or something? What are you talking about?’ And I said, no that’s what I want to do. And they knew I loved this sport because in Italy I was traveling around Europe, spending time in Canada training, so they started to understand slowly that’s what I want to do with my life. They were proud of me.

Cristiano Argento works out in the gym. (Instagram)

“They’re still proud of me. I think more like the fact that you’re gonna try that, that it’s hard than more like you’re gonna leave us. The fact like, oh, my son is gonna go on the opposite side of the world for a six-hour time difference and we’re gonna see him maybe, when, like, I don’t know. Not often. I think it was more that. And for me too, it was really hard. It was heartbreaking not being able to see my family every day or every month. Like once a year if I’m lucky. I think that was the biggest part for them because of concern or that I was here by myself and if I have any issue or any problem, I didn’t have nobody. So they were scared. Like, you get sick, if you have a problem, anything, and they’re not being able to be here next to me. But they were really supportive since day one.”

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Argento is living out his dream in the U.S. He suggested that the moniker of the U.S. being the “land of opportunity” wasn’t far from what is preached in movies and literature – it was the real thing.

“I was inspired by people who came to the U.S. and made it big,” Argento told Fox News Digital. “The U.S. was always like the land of opportunity. That’s how they sell it to us and this is what it is. I feel like, in myself, that was true because anything I tried to do so far I was able to reach a lot more than if I wasn’t here. I’m not yet where I’d like to be but I see like there’s so many opportunities in this country. Not just in wrestling but like in any business to reach the goal. I’m really happy of the choices I did here.

National Wrestling Alliance star Cristiano Argento poses in Times Square in New York. (Instagram)

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“But my big inspirations were big-time actors who moved to the country, who didn’t know English, with no money, no support system. I had one dream, I have to go right there to make it happen and I’m gonna go and do it and I’m gonna make it happen. So those people were always the biggest inspiration even if it wasn’t in wrestling, just how they handled their passion, how they pursued their dream without being scared of anything, how far you are, how alone by yourself … You don’t know the language, you’re like, let’s go, let’s do it.”

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Outside of the NWA, Argento has performed for the International Wrestling Cartel, Enjoy Wrestling and Exodus Pro Wrestling this year.

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Loyola wins Southern Section Division 1 lacrosse championship

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Loyola wins Southern Section Division 1 lacrosse championship

There’s no denying that Loyola’s lacrosse program is best in Southern California and could be that way for years to come with the number of elite young players participating.

On Saturday night, the Cubs (16-3) won their latest Southern Section Division 1 championship with a 14-6 win over Santa Margarita. The Cubs have won three title since the sport was adopted as a championship event in the Southern Section. Defense has been Loyola’s strength all season.

Senior defenders Chase Hellie and Everett Rolph and junior goalkeeper William Russo led one of the best defenses in program history under coach Jimmy Borell.

Senior Cash Ginsberg finished with five goals and junior North Carolina commit Tripp King finished with two goals.

In girls Division 1, Mira Costa upset top-seeded Santa Margarita 12-6.

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Napoleon Solo wins 151st Preakness Stakes

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Napoleon Solo wins 151st Preakness Stakes

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Napoleon Solo took home the 2026 Preakness Stakes on Saturday, the 151st running of the race.

The favorite in Taj Mahal, the 1 horse, was in the lead from the start until the final turn until Napoleon Solo made his move on the outside and took the lead at the top of the stretch. As Taj Mahal fell off, Iron Honor, the 9 horse, snuck up, but the effort ultimately was not enough. 

Napoleon Solo opened at 8-1 and closed at 7-1. Iron Honor, at 8-1, finished second, with Chip Honcho fishing third after closing at 11-1. Ocelli, one of just three horses to run both the Kentucky Derby two weeks ago and Saturday’s Preakness, finished fourth at 8-1.

 

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A Preakness branded starting gate is seen on track prior to the 151st Preakness Stakes at Laurel Park on May 16, 2026 in Laurel, Maryland. For the first and only time, Laurel Park is hosting the Preakness Stakes which is the second race of the Triple Crown jewel due to the traditional home of the race of the Pimlico Race Course undergoing complete renovations.  (Patrick Smith/Getty Images)

A $1 exacta paid out $53.60, while a $1 trifecta brought in $597.10. But someone out there is very lucky, as a $1 superhighfive – picking the top-five finishers in order – paid out $12,015.70.

Even moreso, a 20-cent Pick 6 – picking the winners of the six consecutive races, with the final being the Preakness, paid out $33,842.34.

The race was run without the Kentucky Derby winner for the second year in a row. After Sovereignty did not run the Preakness last year – and wound up winning the Belmont Stakes – the training team of Golden Tempo opted to skip the Maryland race.

From 1960 to 2018, only three Derby winners did not run in the Preakness. Three Derby winners have skipped the Preakness in the last five years, and for the sixth time in eight years, for various reasons, the Triple Crown had already been impossible to accomplish by the time the Preakness even rolled around.

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“I understand that fans of the sport or fans of the Triple Crown are disappointed, but the horse is not a machine,” Golden Tempo’s trainer, Cherie DeVaux, told Fox News Digital earlier this week.

Paco Lopez, right, atop Napoleon Solo, edges out Iron Honor, ridden by Flavien Prat, to win the 151st running of the Preakness Stakes horse race, Friday, May 15, 2026, at Laurel Park in Laurel, Maryland. (AP Photo/Stephanie Scarbrough)

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Only three horses from two weeks ago – Ocelli, Robusta, and Incredibolt, were back at the Preakness. Corona de Oro, the 11 horse on Saturday, was scratched well ahead of the Derby, and Great White, who reared up and fell on his back after becoming startled shortly before entering the Derby gate, took the 13 post on Saturday.

The Preakness went off roughly 24 hours after a horse died following the completion of his very first race.

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Hit Zero, trained by Brittany Russell, came into the race as the favorite. However, he finished last in the race, which was won by another one of Russell’s horses, Bold Fact — and upon crossing the finish line, Hit Zero reportedly began coughing, dropped to his knees, then put his head down and died.

The Preakness took place at Laurel Park as Pimlico undergoes renovations. It was the first time ever that Pimlico did not host the race, moving roughly 20 miles south.

Paco Lopez, atop Napoleon Solo, wins the 151st running of the Preakness Stakes horse race, Friday, May 15, 2026, at Laurel Park in Laurel, Maryland. (AP Photo/Stephanie Scarbrough)

The Belmont Stakes, the final Triple Crown race, will take place on June 6. The race will return to Saratoga for a third year in a row as Belmont Park continues to be renovated.

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