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Two Spanish options emerge for unwanted Liverpool forward Chiesa
Federico Chiesa’s chances of earning regular playing time at Liverpool are at an all-time low, but the latest reports on Thursday claim that there is still interest in the former Italy international...
'This is the Liverpool we want to see'
Atletico Madrid were impressive and we managed to overcome them with a mixture of skill and intensity, and as for entertainment, both teams provided an endless amount over the 90 minutes. Kate: This is the Liverpool we want to see. Mac Allister's goal was sublime.
Mac Allister at Centre of Reported Real Madrid Swap Idea
Real Madrid are monitoring Liverpool midfielder Alexis Mac Allister and could explore a swap deal that would send Eduardo Camavinga to Anfield in exchange, according to Fichajes. Separately, Mancheste...
Liverpool finally given green light to sign their next Fabinho
The last couple of years have been full of heavy spending for Liverpool. The Anfield outfit have now spent well over £500 million on trying to improve their ranks and, although things finally came to...
📸 Barcola's unbelievable miss 😱
Old demons.This Wednesday evening, Liverpool begin their 2026-2027 Champions League campaign with a heavyweight clash against Atlético de Madrid. Making his very first start since his huge summer tra...
Mac Allister 'spoke brilliantly'
Former Chelsea and Everton winger Pat Nevin says Liverpool midfielder Alexis Mac Allister "said exactly the right things" when telling media that he is "very sad" not to have been offered a new deal by the club. The Argentine, who joined on a five-year contract from Brighton in June 2023, saw team-mates Dominik Szoboszlai and Ryan Gravenberch extend their Reds deals this year. "I often hear various players saying things and pushing things a certain way and you get a bit fed up with it," Nevin told BBC Radio 5 Live's Football Daily podcast.
Eberl reveals Bayern explored move for Barcola before Liverpool switch
Bayern Munich were linked with a move for Bradley Barcola in the past, when he was still playing for Paris Saint-Germain, but ultimately chose not to pursue their interest.In an interview with Sport B...
Forest penalty v Liverpool incorrect, but not for VAR
Nottingham Forest should not have been awarded a penalty at Liverpool for Alisson's challenge on Neco Williams, the Premier League's Key Match Incidents Panel has said.
Right-back misses Liverpool training ahead of Atletico Madrid tie
Liverpool are set to open their Champions League campaign on Wednesday evening with a game against Atletico Madrid. Every year without fail, no matter which pot Liverpool and Atletico end up in, both ...
Liverpool midfielder joins Man United, he's gone
Liverpool and Manchester United were linked with a lot of the same players in the summer transfer window. Both teams could've done a lot better than they did last season and, while the Red Devils mana...
Signs of US-style polarisation in Britons’ trust in science
Sense of shared identity makes Greens’ faith in scientists stronger than Reform voters’, study finds
Real Madrid, PSG, Liverpool: Ranking Europe's greatest dynasties
Paris St-Germain are eyeing a third successive Champions League crown, but where do they rank against Europe's most dominant clubs?
Liverpool’s hunt for a new sporting director: Julian Ward and the standout internal options
FSG president Mike Gordon is leading the search for Richard Hughes' replacement, with both internal and external candidates being considered
Official: Liverpool Announce Turkish Airlines as New Shirt Sponsor
Standard Chartered had a good run.
Exciting forward closing in on Liverpool as major deal agreed
An exciting forward is closing in joining Liverpool's first-team very soon. One thing Andoni Iraola has a shortage of is adequate options at senior level in the no.9 position.With the injury of Hugo E...
Liverpool make Alisson Becker new contract decision after 'talks'
Alisson in action for Liverpool, with Andoni Iraola in a circular inset
Reds want long-term Hughes replacement
With Richard Hughes' move to Al-Hilal now confirmed, Liverpool are seeking a new sporting director for the fifth time since 2022. Hughes joined Liverpool in the summer of 2024 and oversaw the appointments of Arne Slot then Andoni Iraola. Mike Gordon, the president of Fenway Sports Group (FSG), is overseeing the process of finding Hughes' replacement, with Liverpool keen to make a swift appointment.
Liverpool will activate magnificent £47m clause for sensational star
Liverpool are going to be buying another defender in the near future. Everything is gearing up for the departure of Virgil van Dijk. He is entering the final year of his contract at Anfield. Liverpool...
Chiesa might leave Liverpool
Federico Chiesa's future at Liverpool is in doubt, Jadon Sancho might return to the Premier League, Real Madrid's Endrick is attracting interest from Italy, plus more.
Liverpool beat Borussia Dortmund to sensational transfer
Liverpool beat Borussia Dortmund to an exciting signing that could prove sensational. A new era is beginning at Anfield. Richard Hughes' two-year reign of horror is over. In what has been the most con...
Analysis: Who Are Liverpool's 26/27 UEFA Champions League Opponents?
The Reds will play eight games in the league stages of the Champions League, and this is what you need to know about all the teams Andoni Iraola's side is set to face.
Rumour Mongering: Liverpool Target Frankfurt Sporting Director
Markus Krosche is being linked with Liverpool’s open sporting director job.
“That’s the problem” – Sky Sports duo disagree over contentious refereeing call in Liverpool win
The debate as to whether Liverpool should’ve had a penalty awarded to them in their 2-0 win at Ipswich on Friday night continues to rumble on.Shortly before half-time at Portman Road, Cody Gakpo was...
It's official, Liverpool have signed a new right-back
Liverpool finally have a new right-back, it's now official. Despite an obvious void at right-back, Liverpool’s former sporting director Richard Hughes opted against addressing the position during th...
Premier League Team of the Week: Our Best XI
The Premier League delivered another weekend of drama as the new season continued to take shape.Alexander Isak announced himself atLiverpool with a brilliant brace, while Arsenal's leading names stepp...
Generational forward is coming to Liverpool
An exciting wonderkid is coming to Liverpool who is a generational forward. The summer of 2026 could go down as one of the most infamous transfer windows in Liverpool’s recent history. There is no d...
Reaching knockout phase is bare minimum: Liverpool’s Champions League prospects
1xBet.ie highlights the key storylines of the European season for Liverpool fans. Watching LFC matches in the Champions League league phase will be even more exciting with the Welcome Bonus. All new u...
'Scoring goals always lifts some weight off your shoulders'
Liverpool striker Alexander Isak says scoring twice in Friday's win at Ipswich "lifts some weight" off his shoulders. Lats summer's £125m signing struggled with form and injuries during his first season with the Reds, but fired past Kjell Scherpen twice inside the opening nine minutes at Portman Road to take his tally to three in three at the start of this campaign. "Winning our first game of the season was very important and I'm happy to be on the scoresheet twice," Isak said.
England midfielder confirms he's ready to join Liverpool
An England midfielder is now ready to join Liverpool. One area of the squad the Reds are going to be exploring in the coming months and potentially years will be the midfield.It was a position that we...
Near disaster: Richard Hughes stopped from causing Liverpool catastrophe
Richard Hughes was prevented from causing a catastrophe at Liverpool. A near miss and we couldn't be more grateful.Richard Hughes is out as Liverpool sporting director. He joined the club in 2024 in t...
Incredible star is Liverpool's sacrifice, will land them elite midfielder
Liverpool look set to sacrifice a major player for them. They're hoping it lands them a truly elite midfielder.Liverpool do, it seems, want to improve their midfield. We expected them to do something ...
Nabil Fekir’s Side Of The Liverpool Transfer That Never Happened
Eight years on from one of the most dramatic transfer collapses of the modern era, the story behind Nabil Fekir's failed move to Liverpool remains one of the most talked-about sagas of the Klopp era.
Liverpool have signed the fastest player in the Premier League
Liverpool now have the fastest player in the Premier League, and he is very exciting. Andoni Iraola and his Reds may not be the most balanced team in the competition. Liverpool definitely are a work i...
Agents plan for Liverpool star revealed, he's gone
The summer transfer window may have only just shut but, the rumour mill is already beginning to turn. Liverpool added four new players to their ranks this summer with Bradley Barcola and Ronald Araujo...
Liverpool spent £670m under Richard Hughes and only got worse
IN FOCUS: Liverpool’s departing sporting director won the Premier League with Arne Slot but his task of rebuilding Jurgen Klopp’s old team remains unfinished despite spending two-thirds of a billion. By Richard Jolly
Everything’s the Best: Signs of Life
Liverpool put together their most complete performance in months and reach another developmental waypoint under Iraola.
Liverpool may make January move for Sarr
Liverpool may make another move for Crystal Palace winger Ismaila Sarr in January and Tottenham's Richarlison may look for a Saudi switch.
Liverpool have another Hugo Ekitike and he's special
Liverpool have another exciting attacker who is special and who could be another Hugo Ekitike. It has been a disappointing transfer window for the Reds, which has put a lot of pressure on the Frenchma...
EA SPORTS FC 27: Liverpool's Full Ratings Revealed as Club Extends Partnership With EA Sports
Liverpool's full FC 27 ratings have been revealed before the game's release later this month. Meanwhile, the club has recently renewed its long-standing partnership with EA Sports.
Liverpool hunt fifth sporting director since 2022
It has been almost public knowledge over the last year that Richard Hughes would be leaving for Al-Hilal and the announcement of his departure marks another moment of massive change at Anfield this summer. Liverpool replaced Arne Slot with Andoni Iraola at the end of last season before Michael Edwards, FSG's then CEO of football, resigned in July. Last month FSG confirmed it sold a minority stake in the club to Amit Bhatia's 1892 Holdings - a consortium that includes Jeff Bezos - and now the club are on the hunt for their fifth sporting director since 2022.
Richard Hughes Leaves His Role as Liverpool Sporting Director
Four days after the transfer window closed, the club has announced the departure of the man responsible for this summer's business. But who will come in and replace Richard Hughes at Liverpool?
Liverpool loses another top executive as sporting director steps down
Richard Hughes has stepped down from his role as Liverpool sporting director, becoming the latest high-ranking executive to depart the Premier League club recent months. Hughes, who is reportedly set to join Saudi Arabian club Al-Hilal, is leaving less than two months after Michael Edwards exited as CEO of football for Liverpool owner Fenway Sports Group. Liverpool said Saturday that Hughes wanted to “seek a fresh challenge.”
Richard Hughes steps down as Liverpool sporting director
Richard Hughes steps down from his position as sporting director of Liverpool and is set to join Saudi side Al Hilal.
Liverpool sporting director Richard Hughes steps down
Liverpool have confirmed the departure of sporting director Richard Hughes, will sources telling ESPN he is expected to take up a similar role at Saudi Pro League side Al Hilal.
Liverpool sporting director Richard Hughes leaves position, expected to join Al Hilal
Hughes, 47, worked for two-and-a-half years at Anfield and the club are expected to look at internal candidates to replace him.
Liverpool look for new sporting director after Richard Hughes formally leaves
Liverpool are searching for a fourth sporting director in four years after confirming the departure of Richard Hughes, who is set to join Al-Hilal
Richard Hughes leaves Liverpool after overseeing £670m transfer spend
Hughes was Liverpool’s sporting director as they spent £450m under Arne Slot last summer in an effort to rebuild Jurgen Klopp’s old side
Liverpool confirm it: Two new stars to arrive
Liverpool have officially confirmed that two new stars will join the club. Deals have been finalised.Liverpool closed the transfer window without finalising all the business they wanted to get done. T...
🫣 Here we go again? Wirtz sets unwanted PL record
Florian Wirtz’s first season at Liverpool definitely did not go as planned, despite an improvement in performances in the second half of the campaign. So things were supposed to get much better in h...
Liverpool enter talks with star's father over groundbreaking deal
Liverpool are now preparing for a groundbreaking deal. One transfer window has shut, but the next one is only around the corner. Life moves thick and fast, especially in the football world.Given how i...
Liverpool agree personal terms; Bombshell transfer moves forward after deadline
Liverpool are pushing forward on a transfer past the deadline. Personal terms have reportedly been agreed.The transfer window shut this week and Liverpool ended it with a squad that quite clearly requ...
Liverpool's Iraola: A fit Isak will 'produce the numbers'
Liverpool manager Andoni Iraola has no doubt Liverpool's £125 million ($169 million) forward Alexander Isak will "produce the numbers" this season after a brace inside nine minutes inspired a 2-0 win at Ipswich. All eyes were on summer arrival Bradley Barcola in Suffolk, but after Iraola named the France forward on the bench, Isak showed why the Reds paid such a hefty fee to prize him away from Newcastle last summer.
Analysis: Lift-off for Isak
It was a night that was supposed to belong to Liverpool's latest blockbuster signing, Bradley Barcola, but Alexander Isak had other ideas. The Swede has endured a difficult, injury-hit first 12 months at Anfield, but he used the familiar surroundings of Portman Road to fully launch his Liverpool career. The last time he made the trip to Suffolk to face the Tractor Boys, he left with the match ball after scoring a hat-trick in Newcastle United's thumping 4-0 victory.
Liverpool deliver serious blow, midfielder will have to leave
Liverpool have dealt a serious blow to one of their own players. There's no real option here: he'll have to leave the club if he wants regular football.Liverpool confirmed their UEFA Champions League ...
Man Utd in 'good place' despite imperfect squad, says Carrick
Manchester United manager Michael Carrick said he is delighted with the additions to his squad despite being outspent by Premier League rivals in the transfer window and short on depth in some areas.The Red Devils' fiercest rivals spent almost that budget on a single player as Manchester City broke the British transfer record for Enzo Fernandez, while Liverpool splashed up to £123 million on French winger Bradley Barcola.
Liverpool roster for 2026-27 Premier League season
After finishing in fifth place in 2025-26, Liverpool is looking to improve under new manager Andoni Iraola.
Flemming feels 'pure excitement' for Liverpool game
New Ipswich signing Zian Flemming says he is feeling "joy and excitement" to experience the Premier League again with Ipswich Town. Flemming could make his debut for the Tractor Boys in Friday night's visit of Liverpool after his £20m move from Burnley on deadline day. The 28-year-old striker scored 11 league goals for the Clarets last season, but could not help them avoid relegation in what has been his only English top-flight campaign so far.
Liverpool target Minteh can still get dream move
Brighton boss Fabian Hurzeler says Yankuba Minteh can still "fulfil his dream" move in future after the Seagulls turned down Liverpool's offers for the winger.
Is Bradley Barcola Playing Today for Ipswich Town vs. Liverpool?
Liverpool visits Ipswich Town this Friday, Sept. 4, as part of the third matchday of the 2026-27 Premier League. Reds fans hope to see their new signing, Bradley Barcola, in action.Barcola, 24, was transferred to the Anfield side from Paris Saint-Germain for €125 million ($145.3m), according to Transfermarkt estimates.The signing of the French winger is […] The post Is Bradley Barcola Playing Today for Ipswich Town vs. Liverpool? appeared first on HEAVY.
Official | Saint-Étienne forward Djylian N’Guessan joins Liverpool
Liverpool FC have reached an agreement with AS Saint-Étienne regarding the transfer of Djylian N’Guessan (18).The young striker will officially join the Reds during the upcoming winter transfer win...
Decisions needed with five players currently set to leave
Liverpool are good at a lot of things.The Reds are good at playing their part in summer-long transfer sagas - see Alexander Isak and Bradley Barcola for more details. The 2024/25 Premier League champi...
Liverpool confirm Djylian N'Guessan signing
Liverpool have confirmed that promising forward Djylian N'Guessan will officially be a Reds player in January.The French youth international has come through Saint-Étienne academy and has already mad...
Ipswich Town v Liverpool: Key stats and talking points
BBC Sport examines some of the key themes before Friday's Premier League match (20:00 BST), with Liverpool heading to Suffolk in search of a first win under Andoni Iraola. Ipswich announced their 14th and final signing of the transfer window on deadline day, with striker Zian Flemming joining from Burnley.
Liverpool could soon have their very own David Silva
David Silva fell into the same category as David Villa, Simao, Nabil Fekir and Julian Draxler.Forever linked with a move to Anfield but it never materialised.It always felt like it might happen during...
Complicated deal explained as Liverpool bolster their attack
Deadline Day didn't really live up to the hype as a Liverpool fan.The expectation was that at least one other winger would be signed alongside Bradley Barcola. The reality, however, was that the Reds ...
Sutton's predictions: Ipswich v Liverpool
My daughter's old maths teacher, Mr Fields, is an Ipswich fan and he is very excited about how ambitious the club has been since getting promoted. Ipswich have spent almost £200m on a stack of new signings to try to stay in the Premier League and, watching them, it is clear they are not just planning to park the bus. It will be interesting to see if new signing Bradley Barcola starts for the Reds, who seem to have a lot of attacking players who like to play off the left.
Liverpool XI vs Ipswich Town – Predicted lineup and team news
Liverpool arrive at Portman Road looking to end a winless run stretching back to April, having taken just two points from their opening two matches this season.Andoni Iraola’s side sit 13th after dr...
Ipswich Town vs Liverpool – Predicted lineup and team news
Ipswich Town go in search of a first Premier League win over one of the division’s traditional heavyweights when Liverpool visit Portman Road on Friday.Gary O’Neil’s side sit 12th after two matc...
Mark Madden: England gets football — and sports fandom
I can hear the groans from across the Atlantic: “Not another soccer column! Who cares?” It’s football, not soccer. And I care. But this won’t Xerox my usual piece about the glory of Liverpool F.C. and its epic stadium, Anfield. Glory is in limited supply after opening the new season
Liverpool complete £123million deal for Bradley Barcola
Liverpool have completed the signing of Bradley Barcola from Paris St Germain in a £123million ($166. 4 million) deal.
Bradley Barcola to Liverpool: France forward who has moved from PSG is quick, strong, versatile, intelligent
Is Bradley Barcola a good signing for Liverpool? Having spoken to the former Paris Saint-Germain forwards old academy boss, Adam Bate examines the strengths and weaknesses of the France international to find out more…
Bradley Barcola transfer news: Liverpool complete £123m signing of France winger from PSG
Bradley Barcola joins Liverpool for a fee potentially rising to £123m; France winger becomes clubs second most expensive purchase behind £125m deal for Alexander Isak from Newcastle in 2025; Barcola follows Victor Munoz and Ronald Araujo into Anfield this summer
Liverpool complete £106m Bradley Barcola signing from PSG
Liverpool have completed the signing of Bradley Barcola from Paris Saint-Germain in a deal worth an initial £106million (€125m), ending their long pursuit of the France international.The agreement ...
Liverpool forward deal now in Leeds United's hands
Liverpool are in the process of shaking up their forward options. The Reds are buying Bradley Barcola from Paris Saint-Germain for a fee that could reach £123m.At the same time talks are underway to ...
PL Update: Newcastle upend Spurs
Rebecca Lowe, Robbie Earle, and Tim Howard analyze Newcastle's win over Tottenham Hotspur, Liverpool's draw with Nottingham Forest, Hull City's stunner over Coventry City, and more.
Forest attacker ends lengthy goalless streak with Anfield strike 🤲
Nottingham Forest made a flying start against Liverpool at Anfield on Saturday afternoon.Oliver Glasner's side put immediate pressure on the Reds and Igor Jesus nearly opened the scoring from close ra...
Jamie Carragher: HMRC files bankruptcy petition against Sky Sports, CBS pundit
The petition against the former Liverpool and England defender was filed over an unpaid tax bill.
Liverpool close in on signing PSG forward Barcola
Liverpool are close to agreeing a deal with Paris St-Germain for Bradley Barcola for a fee that is expected to be in excess of £100m.
Liverpool's midfield is fragile - will they act in the window?
Liverpool's draw at Newcastle emphasised once again their midfield fragility but will they act in the market and bring in a defensive-minded player?
Premier League sporting directors are supposed to bring continuity. Why so much turnover?
Manchester United, Arsenal and Liverpool are among the clubs to have appointed new figures into a role that is supposed to bring stability
Liverpool, Paris Saint-Germain holding key talks over proposed Bradley Barcola move
The 23-year-old has two years left on his current deal but is committed to signing for the Premier League side.
Newcastle and Liverpool crank up the entertainment for emotional send-off
While the teams produced more promise than polish, this thrilling encounter seemed fitting tribute to a true legend
Liverpool fight back in thrilling four-goal draw
Rebecca Lowe and the chaps react to Newcastle's 2-2 draw with Liverpool, where a late stoppage-time penalty rescued a point for the Reds at St. James' Park.
Newcastle vs Liverpool live updates: Will Jaissle or Iraola find a stronger debut?
Follow live Newcastle United vs Liverpool updates from 2026 Premier League on August 23 including real-time highlights, scores, results, stats and table implications as they happen.
Extended HLs: Newcastle v. Liverpool Matchweek 1
Watch full-match highlights from Newcastle's battle with Liverpool at St. James' Park in Matchweek 1.
Brighton Reject Improved £60M Liverpool Bid for Minteh
The transfer window is nearing its close and everyone knows Liverpool are desperate.
What next for Mark Walter, the Los Angeles Dodgers and the Lakers?
This week's sports-business newsletter from The Athletic, featuring discussion of the Dodgers, Lakers, Liverpool, Jayden Daniels and more.
The four unsolved problems threatening to derail Liverpool’s season
SEASON PREVIEW : Taking over an unfinished squad and an injury prone defence while tasked with fitting in last year’s expensive signings and replacing Mohamed Salah means Andoni Iraola inherits many of the issues that plagued Arne Slot’s second season, writes Richard Jolly
Liverpool 0, Como 0: Behind closed doors match recap
This really was about getting minutes in the legs and didn’t provide much footballing entertainment.
What the Lakers’ $12.5bn sale says about sports ownership
Also in today’s newsletter: what Liverpool’s new shareholders bring and more
'The consortium shared our long-term philosophy'
"Liverpool has always been built by thinking beyond one season," Fenway Sports Group (FSG) president Mike Gordon has said after agreeing to sell around a third of the club to a consortium including billionaire Amazon founder Jeff Bezos. In a statement, FSG confirmed it had "entered into a definitive agreement for the sale of a minority equity stake in Liverpool FC to 1892 Holdings".
Amazon Founder Bezos to Become Part-Owner of Team With Liverpool Deal
The billionaire is set to become a part-owner of the storied Premier League soccer team, valued at more than $7 billion.
FSG announces strategic minority investment in Liverpool FC
Fenway Sports Group have issued the following statement regarding strategic minority investment in Liverpool Football Club.
AI needs science’s search history
“Actually, that’s where the gold is,” said Alasdair Russell, my graduate school friend who leads a pre-clinical genome editing group at Cambridge. He was talking about the winding road of science that is omitted from published papers. “When you’re discussing how to do the experiment, and why this way is better than another way, and what does the data really mean? I know what it shows, but what does it mean?” At RAAIS 2026, he described how his group has begun logging the twisting path of discovery as it happens, recording the verbal and written exchanges that normally disappear. Ideas become nodes in a living graph: they branch when a meeting produces two plausible experiments, merge when separate lines of evidence converge, and go dark when someone quietly stops pursuing them. In his implementation, one agent scores novelty, while another tries to learn “how scientists think and how they navigate through a complex world of data,” so that high-potential nodes can trigger deeper investigation. As frontier AI labs deploy agents toward scientific discovery, giving AI authentic scientific taste remains a trillion-dollar dilemma. The bottleneck is that the record we have kept for centuries of science might be insufficient to get us there. The experiments that never make the paper Peter Medawar, 1960 Nobel laureate and “father of transplantation,” asked in 1963 whether the scientific paper was a fraud, and answered yes: the form of the paper misrepresents the thinking that produced it. Sixty years on, the diagnosis is unchanged. A paper presents a clean progression from hypothesis to result to conclusion. Lost along the way are the unconventional theories, the abandoned or unaffordable methods, and the underwhelming and inconclusive data. It reads like a browser history with every dead end deleted: the ten open tabs, the four rephrased queries, the wrong turn down a subforum. All scrubbed, leaving one clean path from question to answer as the canonical path. What has changed since then is that the discarded material is now worth something. No high-impact journal wants these artifacts, but raw trial and error is the most likely source of the training data required to develop scientific intuition, or what researchers call taste. Earlier attempts to capture the discards were motivated by scientific integrity. The Journal of Negative Results in Biomedicine launched in 2002 to publish rigorous studies that disputed established models or exposed ineffective treatments. Its archive preserved negative conclusions after they had become papers, rather than the live alternatives and arguments that produced them. BioMed Central closed it in 2017, saying the mission had been served now that other journals publish null results. A less generous reading is that in fifteen years it published around 200 papers because almost nobody wants to read a negative result, let alone write one up when it will not count toward academic tenure. AI models are different. Even an uninteresting negative result can be useful, provided it is labeled. Earlier this year, Anthropic put a version of this to the test. The company pulled 129 decision points from real Claude Code sessions between January and March 2026, showed models the work up to a human detour, and asked what should happen next. Claude Mythos Preview beat the human choice 64% of the time, while Opus 4.5 managed 51%. The comparison was tilted toward the models because Anthropic deliberately chose moments where the human decision had room for improvement. On 127 further scenarios where the human action was already strong, the models improved on it only about 20% of the time. The study was possible because Anthropic’s researchers work inside a tool that logs by default. The reasoning, detours and outcome are produced in the same working environment. Biology has no equivalent. Its reasoning happens in hallways, at benches, in Slack threads and on whiteboards, while the outcome arrives weeks later somewhere else. The record has to emerge from the work itself. Ask scientists to reconstruct it afterwards and we’ll create another polished account. Subscribe A log is not a label Before any of this becomes training data, a negative result has to say what failed. The first paper published in the Journal of Negative Results in Biomedicine examined 234 negative studies across five leading medical journals. Only 30% discussed statistical power, and half clearly defined a primary outcome. Tell a model an experiment failed, without telling it whether the assay was underpowered, a reagent had degraded, or the hypothesis was simply wrong, and it will learn noise with confidence. Decision histories have a second missing label too. When a lab considers five experiments and runs one, only the chosen branch returns an outcome. The other four are experimental counterfactuals. Researchers call this the selective labels problem: the data reveal results only for the actions someone chose to take. Such a record can teach a model to imitate a lab’s taste, but it cannot establish that the taste was good. It also smuggles local constraints into general lessons. A lab that never ran cryo-EM because it did not own a microscope teaches a model that cryo-EM is rarely the right call. Alasdair’s nodes preserve the candidate set, which is the necessary first step. To be useful, each decision record needs six fields: The evidence available at that moment, and nothing that arrived later. The candidates considered, including the ones dismissed in a sentence. For each candidate: the expected result, the confidence attached to it, and the cost in time and money. The route chosen, and the reason. What happened next. How the evidence changed the scientist’s view. These must be timestamped before the outcome, because hindsight turns uncertainty into inevitability. Disagreement also has to survive. Averaging three scientists into one clean rationale reproduces exactly the information loss we are trying to fix. But there is an obvious failure mode here. Once decisions are logged and scored, people log for the record post-facto. Anyone who has watched an electronic lab notebook fill up with retrospective tidying knows how quickly a research tool becomes a compliance exercise. A record that costs a scientist ten minutes of honest reflection per decision is worth far more than one that costs an hour of performance. A publication initiative called Registered Reports offers a useful starting point. Here, researchers submit their rationale, methods and analysis plan for peer review before the data exist, and the journal commits in principle to publish if they follow the approved plan. Nature has now expanded the format across every field it covers. This approach to paper writing timestamps intent before the outcome, but it freezes one plan. A useful search history must also preserve how the plan changed, which alternatives were rejected, when, and on what evidence. Subscribe Run the runner-up Autonomous labs show what happens when decisions and outcomes are connected in a loop. Liverpool’s mobile robotic chemist ran 688 experiments over eight days in a ten-variable formulation space. A batched Bayesian search used each result to choose the next experiments and found photocatalyst mixtures six times more active than the starting formulations. Every completed experiment changed what the system did next. The robot optimized within a goal and search space that humans had already chosen. It did not decide which scientific question mattered. So what this work demonstrates is narrower, but still useful: a search history pays off when the options return standardized outcomes quickly. Open-ended biology is harder because branches can take weeks and the discarded alternatives may never be run. Some exploration therefore has to be bought. Where two branches are plausible and the stakes justify the cost, a lab should sometimes run the runner-up. Otherwise the record captures what today’s scientists usually chose and stays silent on what they systematically overlooked. A funder could ring-fence a small fraction of a grant for the branch not taken, provided that the decision record and the outcome are both deposited. That costs money, but so does having every lab rediscover the same abandoned path. Test whether taste transfers When it comes time to evaluate if our new AI system exhibits taste, the comparison should run across laboratories and fields. At selected decision points in a live research campaign, we should freeze the six fields: the evidence, the candidates, expected results, confidence, costs and the choice made. Experts then rank the options before the outcomes are known, and those outcomes are checked independently later. We could give models one of two diets - papers alone, or papers plus decision histories - and ask them to rank the next experiment on unfamiliar projects. Then, we score information gained per dollar and week, calibration, and how quickly weak branches are abandoned. If histories improve choices only inside the lab that produced them, they amount to useful organizational memory. If they improve choices on unfamiliar problems elsewhere, Alasdair’s group will have captured something science has never managed to write down: a transferable record of taste. Until that happens, a scientific search history is a promising record, not yet a training set.
What do fans think of potential minority share sale?
Liverpool fans consider the club to have a specific set of values, centred around its working-class roots. When FSG attempted to raise season ticket prices last season, fans' group Spirit of Shankly (SOS) launched a campaign called 'Not a Pound in the Ground'. It urged fans to buy food and drink from local businesses in the Anfield area rather than inside the stadium.
Slot to stay in club football after Netherlands talks
Former Liverpool head coach Arne Slot confirms talks for Netherlands managerial vacancy but says his next job will be in club football.
Meet Liverpool's rising star who can only play friendlies
The emergence of teenage defender Ifeanyi Ndukwe has been one of the main storylines of Liverpool's pre-season - but why can the 18-year-old only play friendly matches?
Jeff Bezos Could Change Liverpool Without Spending on Players
A bid by Amazon founder Jeff Bezos to buy a stake in English Premier League club LIverpool FC could change it without spending on players. The post Jeff Bezos Could Change Liverpool Without Spending on Players appeared first on HEAVY.
Jeff Bezos might finally get his hands on a sports team
Jeff Bezos is reportedly close to buying his first stake in a sports team: the U.K.'s famed Liverpool Football Club.
Liverpool Starlet Abe On the Mark in U-21 Draw
Liverpool look to open the Andoni Iraola Era at Anfield in a few hours with a pre-season friendly against AS Monaco and most Reds fans are likely a mix of shades of eager and anxious. Eager because each day we get closer to the season means we get to revel – and commiserate – in […]