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The Guardians 2026 Trade Deadline Manifesto
Surveying the landscape a month ahead of the deadline
Penguins trade Parker Wotherspoon after a breakout season in return for Vegas defenseman Kaedan Korczak
The Penguins made a surprising trade Tuesday, sending defenseman Parker Wotherspoon to the Vegas Golden Knights in exchange for defenseman Kaedan Korczak. Korczak,...
Plus Therapeutics Provides Mid-Year Business Update Including Corporate Rebranding
Plus Therapeutics to become Cerenome, to trade under new Nasdaq ticker CNSY on August 3, 2026 Affirms 2026 guidance on key milestones Reports positive...
New York Yankees' Potential Catcher Trade Could Get Very Messy
Will the New York Yankees make a trade for a catcher before the MLB trade deadline?
Why Microsoft's stock price has struggled in AI trade, Oracle parallels
Shares are on pace to lose 18% in June, which would be Microsoft's worst month since 2000.
ESPN Gives Blazers Lower Grade Than Grizzlies After Ja Morant Trade
ESPN had grades for the Ja Morant trade with the Grizzlies and Trail Blazers, and Portland's was lower than what Memphis received.
Palmetto Sports Daily: Hornets make big moves, 4th of July food draft begins
The crew has more on the Charlotte Hornets’ big offseason moves, including the trades of both LaMelo Ball and Miles Bridges.
Comcast to Spin Off NBCUniversal Into Standalone Entertainment Company
Comcast announced today that it plans to separate NBCUniversal into its own publicly traded entertainment company, marking one of the biggest corporate restructurings in the company's history. Under the proposed split, NBCUniversal will become an independent entertainment company, separating from C
Netflix and Superheroes Are Having a Rough Stretch on Streaming....
(Welcome to my weekly streaming ratings report, the single best guide to what’s popular in streaming TV and what isn’t. I’m the Entertainment Strategy Guy, a former streaming executive who now analyzes business strategy in the entertainment industry. If you were forwarded this email, please subscribe to get these insights each week.) I have a quick prediction before we start today’s article: You might see this data in future news articles. Not my specific charts or analysis, but the core trend I’ve been monitoring—Netflix is having a lackluster Q2—will become inescapable. Often, folks want to know “What does the data say?” Well, that’s what it says. I haven’t seen this analysis hit the trades really yet, but I have a feeling some other outlets are going to start making this case soon. Remember, you read it here first. You probably have read about the problems facing superhero films at the box office this weekend. Well, this week, I explore whether superheroes are dying on TV as well! And the data says: definitely maybe! We have a lot to cover in today’s Streaming Ratings Report, which covers the two weeks of 18-May and 25-May. Today, I’m just looking at TV, like Netflix’s disappointing Q2, superhero shows underwhelming, a few TV shows dropping off the charts, The Pitt finally ending its epic run on the viewership charts (and whether “view counts” change its status as one of the biggest shows of all time), all the flops, bombs and misses, and a whole lot more. Tomorrow, I’ve got a great rundown of the film side of things. Let’s dive right in! (Reminder: The streaming ratings report focuses on the U.S. market and compiles data from Nielsen’s weekly top ten viewership ranks, Luminate’s Top Ten Data, Showlabs, TV Time trend data, Samba TV household viewership, company datecdotes, Netflix hours viewed data, Google Trends, and IMDb to determine the most popular content. While most data points are current, Nielsen’s data covers the weeks of May 18th to May 31st, 2026. You can find a link to my terminology here.) Subscribe Television - Netflix’s Q2 Slump Continues Having analyzed streaming ratings for going on half a decade, I have learned to trust my gut, but I’m always relieved when I can find actual data to back it up. For example, after a string of very popular shows like Stranger Things, Bridgerton, The Lincoln Lawyer and The Night Agent came out, week after week, in January and February, my gut wondered if Netflix had enough new and returning TV shows to sustain them throughout the year. Since then, Netflix’s post-March slate of shows has not impressed me. This week seemed to feature a potential new hit, but then, like a classic Duffer Bros. TV show, there was a twist. I speak of The Boroughs, Netflix’s latest (and last) Duffer Bros. produced show. The pitch is “Stranger Things with older actors”. And it topped the Nielsen charts: With just two weeks of viewership, The Boroughs would have been a top 25 debut show last year: But here’s the twist: Netflix has already cancelled The Boroughs! What happened? Likely a few things. First, the show didn’t do as well globally as it did in the US. As What’s on Netflix showed, it lagged behind several other shows that got cancelled. Second, its completion rate was likely low; after an initial burst of interest, it quickly dropped off on the Samba TV and Luminate charts. Third, the Duffer Bros. left Netflix for Paramount, and that may have factored into Netflix’s decision here. (Though I tend to believe that if a show is doing well, Netflix would have kept greenlighting seasons.) Still, just because I can explain why Netflix may have cancelled this show doesn’t mean I’m justifying it. In particular, as I’ve noted before, Netflix is losing a lot of their bigger shows as they reach their natural ends, and they need to replace those shows. This show had the hallmarks of a big new genre show, and it’s their biggest hit of the last few months (in the US at least), but now it’s done. Netflix’s other show this week—The Four Seasons, the second season of the “hit” show from last year—definitely disappointed. Its sophomore season had about half the viewership of the first, only 12.7 million hours. It also only had a two week run on Samba TV, and its numbers were all down on Luminate too. In other words, even with two successes, the Q2 slump for Netflix looks real: I could add to the list of disappointments: Both Lord of the Files and Man on Fire had short runs on the Nielsen charts. Running Point’s sophomore season also opened to about half its viewership, similar to The Four Seasons. A Good Girl’s Guide to Murder’s second season—see below—didn’t even make any of the three viewership charts I track, unlike the first season. Netflix is absolutely having a dismal second three months of 2026. If this Nielsen data is any indication, and I think it is, I think this will show up in Netflix’s engagement report, and maybe even their financial outcomes. And the rest of June doesn’t look much better. We have two hit shows coming back—Sweet Magnolias, one of their quietest big shows, and Avatar: The Last Airbender, a big hit for them in 2024—but the other big swings are limited series crime thrillers i.e. no future season potential. Like I said above, sometimes when I uncover a juicy nugget like this, other outlets end up writing very similar articles mimicking the data without credit. We’ll see if that happens this time! Share Television - The State of Superhero Shows on Streaming When I first heard the pitch for Spider-Noir—a Sony TV show on Prime Video that binge-released eight episodes first on MGM+ then on Prime Video two days later—I had my doubts. It’s a live-action Spider-Man show set in the 1930s, starring Nicholas Cage, based on a cameo of a character in Spider-Man: Into the Spider-Verse. No, seriously, that’s the pitch. That could either go terrifically well or horribly wrong. Great because, Spider-Man. He’s the biggest superhero we have. I’ve seen tracking numbers that put the new _Spider-Man: Brand New Da_y as the blockbuster of the year and initial pre-sales back that up. And yet this Spider-Noir pitch feels very esoteric. (Also, the eight-episode binge release feels very “Amazon copying Netflix” again.) So what’s the data say? And what does this say about the future of superhero shows?
Grizzlies reportedly trade Ja Morant to Trail Blazers for Jerami Grant, Kris Murray
Raptors' potential trade package for Kawhi Leonard revealed
The Raptors are looking to bring back a fan favorite.
3 teams in running for Darnell Nurse trade with Oilers
Edmonton continues to look for ways to trade the veteran defenseman.
Indy economic development leaders visiting Switzerland on trade trip
The trip will involve meetings with leaders in the life sciences, biotechnology and pharmaceuticals, medical technology, digital heath and advanced manufacturing sectors.
'Roadworks rip your business apart - through no fault of your own'
The £10.4m scheme at Hyde Park is throttling trade as well as traffic, say local businesses.
Maresca controversy grows as Manchester City and Chelsea trade statements
Manchester City have issued a counter-statement to Chelsea, as the controversy continues to grow over how and when they approached Italian Enzo Maresca, prompting a €20m compensation package.It was ...
Supreme Court expands Trump’s power over the federal bureaucracy
The justices allowed the president to fire a Democratic member of the Federal Trade Commission, striking down a nearly century-old precedent intended to insulate independent agencies from political influence by the executive.
Celtics offseason tracker: Latest trade rumors, free agent news
Follow our tracker for all Celtics rumors and news before NBA free agency commences at 6 p.m. ET on June 30.
Comcast is spinning off NBCUniversal media and entertainment assets
Comcast is spinning off its NBCUniversal entertainment and media assets into a separate publicly traded company.
Ahead of the MLB trade deadline, here’s where the Guardians stand
The Guardians are among the best teams in a weak American League. This is the time for them to capitalize on their situation.
Comcast plans to split into two public companies by spinning of NBCUniversal and Sky
Comcast is planning to split itself into two separate publicly traded companies by spinning off NBCUniversal and Sky
Comcast stock surges as it announces plans to spin off media business
Comcast said it plans to separate its media and technology businesses into two publicly traded companies.
Insider Sale: CEO of Business Group of $BABA Sells 13,579 Shares
Fan (FJ) Jiang, the CEO of Business Group of $BABA, sold 13,579 shares of the company on 06-25-2026 for an estimated $164,305. We received data on the trade from a recent SEC filing. This was a sale of approximately 2.4% of their shares of this class of stock. Following this trade, they now own 556,617 shares of this class of $BABA stock.$BABA Insider Trading Activity$BABA insiders have traded $BABA stock on the open market 7 times in the past 6
Comcast to split its cable business from media through NBCUniversal and Sky spinoff
Comcast said it plans to split into two publicly traded companies through a tax-free spinoff of NBCUniversal and Sky, separating its broadband and wireless business from its media and entertainment assets.
Comcast to split cable business from media through NBCUniversal, Sky spinoff
Comcast will split into two publicly traded companies through a spinoff of NBCUniversal and Sky, separating its cash-generating broadband arm from a media and entertainment business under pressure from streaming rivals and industry consolidation. The latest U.S. media industry shake-up follows years of cord-cutting as legacy players chase scale to better compete with Netflix while Paramount Skydance's $110 billion deal for Warner Bros Discovery is set to boost competition. Comcast, which leans on cable for much of its cash flow, is also losing broadband customers to fixed wireless offerings from T-Mobile and Verizon and to fiber rivals building out networks.
Comcast announces it will spin off media and tech wings into separate public companies
Comcast said Monday it plans to separate its media and technology businesses into two publicly traded companies.
Ahead of the MLB trade deadline, here’s where the Yankees stand
Yankees general manager Brian Cashman is almost always aggressive when he believes in his team.
Comcast Announces Plans to Separate Media and Technology Businesses Into Two Leading Public Companies
Comcast Corporation (Nasdaq: CMCSA) today announced its intention to separate into two independent publicly traded companies through a tax-free spin-off of N...
Sharks Sign Kesselring, How To Unlock His Potential?
The San Jose Sharks have signed Michael Kesselring. The Sharks signed the 26-year-old defenseman to a three-year, $13.5 million contract ($4.5 million AAV), buying up two of his UFA seasons. There were no trade protections. Kesselring was a pending RFA. The #SJSharks signed recently acquired 26 y/o RFA RD Michael Kesselring to 3 year $4.5M […] The post Sharks Sign Kesselring, How To Unlock His Potential? appeared first on San Jose Hockey Now.
Ingredion plans global Benicaros prebiotic expansion across gut and immune health applications
Ingredion highlights that its recent acquisition of the Benicaros prebiotic is a strong strategic addition to its Healthful Solutions portfolio, supporting the company’s formulation versatility alongside expansion of health-forward and clean label ingredients. The company purchased the patented prebiotic fiber, made from upcycled carrot pomace, from NutriLeads earlier this month. With the deal, Ingredion obtained full ownership of all intellectual property, trademarks, human clinical trials, and know-how related to manufacturing Benicaros.
Radiology vendor Nano-X Imaging warns of ‘going concern’ risk as losses deepen
The publicly traded, Israel-based company reported its quarterly earnings result on June 25, including a net loss of $14.3 million, up 8% from the previous year.
Warriors pursuing LeBron James and Anthony Davis? Kawhi Leonard on the move? Here's the latest trade chatter
Kawhi Leonard reportedly drawing interest from Mavericks, Raptors in trade discussions with Clippers
Seahawks Get Big Rashid Shaheed Update Ahead of Training Camp
The Seattle Seahawks have Jaxon Smith-Njigba as their WR1, but the question will be whether Rashid Shaheed can become a WR2. Last season, the Seahawks traded a fourth-round pick and a fifth-round pick in the 2026 NFL Draft to the New Orleans Saints for Shaheed. Moreover, Shaheed didn’t become a rental for the Seahawks, as […] The post Seahawks Get Big Rashid Shaheed Update Ahead of Training Camp appeared first on HEAVY.
Orlando Magic Have Something to Prove After Latest Power Rankings
New head coach Sean Sweeney faces immense pressure to transform Orlando's talented core into postseason contenders and silence doubters following a mediocre mid-pack ranking and trade rumors.
Miles Bridges trade grades: Suns burn another potential rebuild year, Hornets add to draft pick pile
The asset-rich Charlotte front office got a home run return with the 2033 first-round pick
Miles Bridges trade details: Hornets send athletic forward to Suns, land Grayson Allen
Phoenix and Charlotte kept the NBA offseason rolling on Sunday, reportedly agreeing to a deal involving some key role players.
Suns Face Miles Bridges Decision After Trade With Hornets
The Phoenix Suns made a change on Sunday after getting swept in the first round of the playoffs.
Suns trade Grayson Allen, Royce O'Neale for Miles Bridges
The Suns have agreed to trade two key rotation players and a 2033 first-round pick for Hornets forward Miles Bridges and future draft capital.
Phoenix Suns Could Have Intriguing Trade Chip at Center
Phoenix Suns center Mark Williams signed a contract that is "very tradeable," according to one insider.
If USMCA is not renewed, analysts expect uncertainty for businesses
US President Donald Trump has warned he would 'rather not have' the free trade agreement ahead of its July 1 review.
Three Atlanta Hawks Center Trade Targets to Watch This Offseason
The Atlanta Hawks drafted two big men but may not be done at center. Here are three Hawks center trade targets to watch this offseason.
Miami Heat’s Sign-and-Trade Package for LeBron James Revealed
The Miami Heat may explore LeBron James’ free agency situation this offseason in any chance of bringing the veteran superstar back to the franchise.James is nearing the end of his storied career, and after exercising his player option with the Los Angeles Lakers, he is eligible to become an unrestricted free agent. Various speculations are […] The post Miami Heat’s Sign-and-Trade Package for LeBron James Revealed appeared first on HEAVY.
Habs Daily: Canadiens Draft Picks, Focus On Physicality, Trades
Here are the Montreal Canadiens and NHL news items you may have missed on a very busy NHL Draft weekend. […]
Celtics’ Jaylen Brown Drops Blunt Message Amid Trade Rumors
The Boston Celtics have had a busy offseason, and not all of it has been on their terms. Trade speculation surrounding Jaylen Brown has dominated the discourse since the front office reportedly explored moving him as part of a pursuit of Giannis Antetokounmpo. That deal fell through. The noise did not.Brown has watched the narrative […] The post Celtics’ Jaylen Brown Drops Blunt Message Amid Trade Rumors appeared first on HEAVY.
Michael Olise reveals the reason behind his trademark lackluster celebrations
Michael Olise is not know for his big celebrations.
MS Comic Con 2026: cosplayers, celebrities and fans unite to celebrate beloved characters
Attendees decked out in costumes and homemade props from their favorite TV shows and movies gathered at the Mississippi Trade Mart for Comic Con 2026
Steve Yzerman on Red Wings' Dylan Larkin trade request
GM Steve Yzerman made his first public comments since Dylan Larkin's request to be traded by the Detroit Red Wings to a contender.
Biggest offseason question for every West team: Big moves for Lakers, Warriors? Can Spurs trade De'Aaron Fox?
Will LeBron James stay in Los Angeles? What's next for Ja Morant and Kawhi Leonard?
WWE Files To Trademark 'Bakusai' - Fightful | WWE News, AEW News, Pro Wrestling Backstage News
On June 26, 2026, WWE filed a new trademark for 'Bakusai.' Fans can click the article to read more about this.
The NHL's Obsession With No-Trade Clauses: Why Hockey Is The Outlier In North American Sports
No-trade and no-move clauses have become so commonplace in the NHL that many fans assume they are simply part of the business of sports. They aren’t.
Prediction market Kalshi sues Illinois over its push to regulate sports bets
Prediction market Kalshi — which offers trades on everything from the World Cup top goalscorers to the winners of the reality show Love Island and the 2028 Democratic primary — sued Illinois on Tuesday over its latest push to regulate sports bets on the platform.
NHL Rumors: 3 Red Wings Who Could Be Traded Next
The Detroit Red Wings made a notable trade on Friday, as they traded top goalie prospect Sebastian Cossa to the Utah Mammoth in exchange for the 23rd overall pick of the NHL Entry Draft. The Red Wings then used that pick to select forward J.P. Hurlbert.Seeing Cossa get traded by the Red Wings is not […] The post NHL Rumors: 3 Red Wings Who Could Be Traded Next appeared first on HEAVY.
Former Giannis Role Players Now On Milwaukee Bucks Trading Block
The Milwaukee Bucks are turning the page to a new chapter in their franchise following the trade of Giannis Antetokounmpo to the Milwaukee Bucks. Along with opening a new era, the Bucks are also looking to move on from some of their role players during the team’s Giannis phase. Among them are Kyle Kuzma and […] The post Former Giannis Role Players Now On Milwaukee Bucks Trading Block appeared first on HEAVY.
Gen Z traders launched a trading platform to fight bad 'finfluencer' advice
Ivan Patriki and Carson Hein founded QuantMap to counter the bad info they say is all over social media and to give traders better tools to succeed.
Could the Vikings eventually be forced to trade Justin Jefferson?
Is there a scenario where the Minnesota Vikings are forced to trade Justin Jefferson?
Could 49ers revisit Brandon Aiyuk trade with Steelers?
The 49ers could ship off their two best trade assets to shore up the receiver room.
Rangers Land 37-Goal Star In Blockbuster Trade With Vegas
The New York Rangers have added a new star forward to their roster.According to TSN’s Darren Dreger, the Rangers have acquired forward Pavel Dorofeyev from the Vegas Golden Knights.Sportnet’s Elliotte Friedman later added that the Rangers are sending the 26th pick of the 2026 Entry Draft, the 92nd pick of this year’s draft, and their […] The post Rangers Land 37-Goal Star In Blockbuster Trade With Vegas appeared first on HEAVY.
Carolina Reportedly Shopping Rookie Defenseman Alexander Nikishin
Stung by high contract demands and defensive inconsistencies, the Stanley Cup champions may trade their offensive blueliner to land a multi-time Vezina winner for the crease.
Trump threatens 100% tariffs on Europe if countries tax digital services
He added that the new tax would supersede any previously negotiated trade deals
Thunder reportedly trade Isaiah Joe to Pistons for two second-round draft picks
Isaiah Joe still has two years left on his contract.
Rangers trade Brett Berard to Canadiens for William Trudeau: Sources
The deal marked the first trade between Rangers team president Chris Drury and his predecessor, the Canadiens' Jeff Gorton.
CBS Sports speculates that Colts’ star could be ‘one of five players to force trade’
Could Colts running back Jonathan Taylor eventually request a trade from Indianapolis?
Las Vegas group, school launch scholarship to expand access to skilled trades
The National Association of Women in Construction Las Vegas recently launched a new scholarship in partnership with trade school Quality Training Centers. The scholarship is intended to expose more...
Securitize and Cantor Equity Partners II Business Combination Expected to Raise Approximately $400 million in Gross Proceeds and Announce Expected Closing of Business Combination and NYSE Listing
/PRNewswire/ -- Securitize, Inc. ("Securitize" or the "Company"), and Cantor Equity Partners II, Inc. (Nasdaq: CEPT) ("CEPT"), a publicly traded special...
Elroy Air to Become Publicly Traded Company via Business Combination with Inflection Point-led SPAC
Elroy Air, Inc., a leading U.S.-based technology developer of autonomous heavy-cargo drones for defense, rapid response and commercial logistics, and Columbu...
Phillies’ Byron Buxton rumor won’t come true, but another trade with Twins still makes sense
Who else could the Phillies land?
UK food and drink exports fall as US tariffs and Brexit trade friction bites
Rolling coverage of the latest economic and financial news
Dolly Parton makes surprise appearance — complete with a joke
Dolly Parton just made a surprise appearance, complete with her trademark humor, amid health issues.
Palmetto Sports Daily: Hornets star Lamelo Ball traded to Minnesota, Lamont Paris talks NIL negotiations
On the latest episode of Palmetto Sports Daily, the crew discusses the blockbuster trade sending LaMelo Ball to the Minnesota Timberwolves, and SC men’s basketball coach Lamont Paris discusses NIL contracts.
Blue Jackets acquire Valeri Nichushkin from Avalanche: Sources
Nichushkin, 31, has four years left on his current deal and a 12-team no-trade list.
JD Sports Upgrades Listing to Broaden U.S. Investor Access
Shares of JD Sports in the U.S. now trade on the OTCQX exchange from the Pink Limited Market, broadening its access to deeper capital pools.
We're trimming a health-care stock into strength and raising our price target
It's been a remarkable turnaround for a name we started to buy a little too high and a little too fast when the Iran war broke out.
LaMelo Ball trade grades: The Hornets' logic makes sense, but what is Minnesota's thought process?
LaMelo Ball traded to Minnesota Timberwolves: Hornets ship out All-Star point guard in stunning deal
Charlotte will receive Naz Reid and a swath of future picks in the trade
US economy grew at 2.1% in first quarter
First-quarter GDP grew at 2.1%, above the expected 1.6%, as equipment investment in AI and computers along with consumer spending led growth.
Byram says he’s ready for new opportunity as the top defenseman for Blackhawks
Bowen Byram is stepping in as Chicago’s No. 1 defenseman after he was acquired in a trade with the Buffalo Sabres on Tuesday night.
How should European scientists respond to the US AI kill switch?
Earlier in June, Europe’s worst fears of technological dependence were confirmed when the White House ordered the AI firm Anthropic to stop non-US citizens using its leading models. This kill-switch moment crystalised anxieties in Brussels that the continent, lagging the US on the creation of leading-edge AI models, is now a technological of vassal of Washington. The shock has specific implications for European scientists and universities. Some governments are now worried that with AI being integrated into labs, Donald Trump now has his finger hovering over an off switch for European science. “Having restrictions on this tool, it can have an impact on our own research,” said France’s research minister, Philippe Baptiste, at the VivaTech conference in Paris on June 18.Baptiste, himself a former academic, said that colleagues in mathematics had recently warned him they were now cut off from leading-edge US models, risking their work. “This model is not available anymore now because of the US restriction, and for the first time this had an impact on mathematics,” a field where large language models (LLMs) are making a significant contribution, said Baptiste. So, should European scientists avoid relying on US models in the future? Or would this be a self-harming overreaction? And how is AI being used in science, anyway? What happened?On June 12, it emerged that Washington, citing cybersecurity concerns, had ordered Anthropic to stop non-US citizens using two models: Claude Mythos 5, and Claude Fable 5, a version of Mythos but with guardrails to prevent abuse. Anthropic said Washington’s concerns were overblown. But forced to follow the order, yet with no way to check who was using the models, the company suddenly shut down access for everyone, US citizens included. There’s still no agreement on how to restore broad access. But last week, Bloomberg reported that select US companies, and the US government, still had access to Mythos despite the ban, but the EU’s cybersecurity agency Enisa had been shut out. Class division of researchersIn the longer term, access outside the US should be restored, said Marcel Salathé, co-director of the AI centre at the Federal Polytechnic School of Lausanne (EPFL), because a permanent restriction would be financially ruinous to US AI firms. “Even Trump will eventually budge to economic pressure,” he said.However, US AI firms might end up operating rather like banks, doing due diligence on users of their leading-edge AI models, he went on.European scientists are unlikely to fall foul of such checks, he said. But having a Chinese postgraduate in their lab, or doing a type of research the US disapproved of, could potentially result in access being denied. “It will create a sort of class division of researchers,” he said. More than frontier modelsHowever, successfully deploying AI in science is about far more than just having access to leading LLMs such as Mythos.Instead, many science-specific tools, most famously Alphafold, which predicts protein folding structures, require “far less” computing power to train than frontier models, well within the capabilities of European supercomputers, according to a recent analysis by the Arq Foundation, a Brussel-based AI think tank. Instead, tools such as Alphafold are possible because certain fields, like protein folding, weather prediction or astronomy, have large, clean, standardised datasets that can be used to train predictive models. Rather than compute, “data is the central constraint for AI for science,” the report says. For example, a less powerful physics model trained on CERN’s data “will be more valuable than the best model without certain data,” said Bengüsu Özcan, author of the report. European advantage?Europe could therefore steal a march by using its scientific data and infrastructure to create models US digital giants cannot. “They might actually match or go even beyond what these big [US] companies are doing,” said Özcan.Indeed, some European start-ups hope to create automated testing labs to create the kind of standardised data that could speed up the discovery of new materials. Materials scientists say there’s currently too little data to train models. AI scientistsHowever, even if the bottleneck for AI in science is often data, rather than compute, being at the mercy of the US for LLM access could still become a problem for European scientists. A new class of “AI scientists” based on leading LLMs is also emerging, Özcan’s report says.Unlike domain-specific tools like Alphafold, these try to automate day-to-day scientific work, by providing an overarching tool that coordinates specific models to synthesise existing literature, generate hypotheses or run analysis of data. The problem for Europe, however, is that these tools are sometimes based on US leading models. Google Deepmind’s AI Co-Scientist, for example, is built on Google’s Gemini LLM. Systematic failureThese scientific automation tools are still in their early stages, and still exhibit “systematic failures on scientific tasks,” Özcan’s report says. One of the problems is that the messy, day-to-day process of scientific discovery is largely not documented, meaning LLMs don’t have a good source of data to learn how scientists actually work. Meanwhile, some tasks, such as literature synthesis, don’t typically require access to leading edge models.However, the performance of AI scientific assistants could improve as companies such as Google pour resources into developing them. Rely on US“Unfortunately, for scientific assistants, there is not much we can do right now except rely on US frontier AI,” said Antoine Bosselut, a natural language processing expert based at EPFL. Chinese-built open models, which can run on local computers, lessening the risk of a shutdown, are touted as one alternative to US dependence. There’s also Mistral, once seen as Europe’s main AI hope, but the Paris-based company has seen its recent models fall behind in performance. But the Chinese alternatives are generally not as capable as US frontier AI models, said Bosselut, unless paired with fiddly, custom tools that allows them to act as independent agents. “Most scientists do not have the time,” he said. Don’t jump ship yetAlthough the kill switch moment is seen a warning shot for European scientists, it doesn’t mean labs should abandon US AI tools immediately. “I do not think the right response is simply to abandon US-based models and systems under the banner of sovereignty or independence,” said Mattias Björnmalm, secretary general of the Cesaer university association. “That would be an overreaction.”Related articlesEuropean sovereignty in AI requires ‘ugly trade-offs,’ say experts Robotic lab start-up makes case for €500M EU-funded materials testing facilityAI in science: is it useful? Instead, European researchers need to ask themselves whether they’re becoming dependent on technology that could be turned off in Washington, said Özcan. “They might not see this today, but they should really start asking this question,” she said. European researchers need a plan B, said Salathé. “I would recommend to every researcher, very proactively explore alternatives.”Own toolsIn addition, Björnmalm and others want European research institutions to develop their own scientific AI tools.Instead of signing AI deals with US digital giants, European universities should be using this money to create their own models, which may end up being superior for research, said Sabine Leonelli, an expert on the use of AI in science at the Technical University of Munich. “Universities in Europe seem to be happy to sign commercial contracts with US companies on the assumption [their AI tools] are better,” she said. But US frontier LLMs are typically opaque, and have been developed without independent scientific input, she said. “This is not good enough for science.”Last year, Swiss researchers released Apertus, an LLM designed to be completely transparent, from its development methods to its training data. The idea is that this makes scientific tools built on top of the model far more reproducible than with closed, commercial alternatives.“Europe needs more of this: serious capacity-building that gives researchers, universities and companies credible options,” said Björnmalm.
Yankees news: Ryan McMahon to IL with throat infection
Ryan McMahon to IL, Oswaldo Cabrera recalled; a primer for the trade deadline; thoughts on the ABS system, CBA proposal
Spurs get expected price tag on potential trade for Celtics’ Jaylen Brown
How much would it cost?
Tracy: "The Chicago Bulls were trying to make a trade. …
Tracy: "The Chicago Bulls were trying to make a trade. …
Cubs BCB After Dark: Cubs acquire David Peterson
The late-night/early-morning spot for Cubs fans asks about the Cubs’ late-night trade.
LaMelo Ball has drawn trade interest from several …
LaMelo Ball has drawn trade interest from several …
NBA Draft Round 2 winners and losers: LaMelo Ball on the move? Must the Celtics trade Jaylen Brown? And players were drafted as well?
Former MLB GM Shares Answer To Yankees' Bullpen Woes
The New York Yankees have a clear need in the bullpen, but the team may not have to acquire one through a trade. New York addressed its bullpen at last year's trade deadline, acquiring the likes of David Bednar and Camilo Doval among other relievers. However, Doval has struggled this season, so the ...
NBA Draft: Knicks continue spate of trades, deal No. 31 and 55 picks to Rockets after moving out of first round
The Red Sox Have a Big Jarren Duran Problem
The Boston Red Sox could have a tough time selling off one of their most obvious trade chips at this year's deadline.