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Juventus plans to sign €50m goalkeeper in the summer
Marco Carnesecchi has been on Juventus’ radar since he was on loan at Cremonese some years ago, and they are ready to make a significant investment to sign him at the end of this season.Luciano Spal...
Today’s Papers – Mancini’s mission, Juventus joke, Spence returns
La Gazzetta dello SportThe last dribbleFootball’s farewell to MazzolaThe Azzurri legends and applause to the JuventiniTardelli: ‘The ultras’ gesture is unacceptable.’Inter, one more arrowThe b...
Drought and state neglect deepen health crisis for Peru’s recently contacted Matsés
A worsening convergence of drought driven by climate change, epidemic disease, and state neglect is creating a severe health emergency for the Indigenous Matsés people in the Peruvian Amazon. Mongabay staff writer Aimee Gabay traveled to Matsés territory to investigate the environmental threats to the region. Instead, she found Matsés communities suffering from severe outbreaks […]
Juventus considering shock move for Inter’s Hakan Çalhanoğlu next summer
As reported by TuttoJuve.com, Juventus are considering making a move for Inter midfielder Hakan Çalhanoğlu next summer.The veteran Turk has started this season in goal-scoring form, having already n...
Private youth sports facilities face no cardiac safety requirements across Kansas City metro
While schools must have cardiac emergency plans and automated external defibrillators, private venues operate without cardiac safety mandates.
Le Pagelle: Juventus vs. Atalanta
A comprehensive win buoyed Juventus into the international break.
UVA Health Prince William Medical Center Earns Nation's Highest Nursing Honor
UVA Health Prince William Medical Center Earns Nation's Highest Nursing Honor
Forget A Nuvolari Rebadge, Porsche Is Now Planning A Halo Supercar With A Flat-8
The era of flatness is clearly upon us. Lovers of weird engine configurations everywhere rejoice.
Conceicao wants Juventus to continue winning streak after beating Atalanta
Francisco Conceicao was one of the best players in the Juventus team during their match against Atalanta, and he wants that winning feeling to continue.The attacker has established himself as one of t...
UVA Health first in world to implant new cardiac mitral valve repair device
The new device adheres more readily to the heart and allows quicker recovery after surgery.
UVA Health warns Cat’s Claw may be disguising Kratom
Kratom can cause opioid symptoms and has addictive properties.
Kolo Muani says Juventus showed the right mentality against Atalanta
Randal Kolo Muani is proud of the mindset Juventus showed as they beat Atalanta 2-0 in Serie A this weekend, and he hopes that mentality continues.Juventus performed well in their midweek match agains...
Greg Hinz: Chicago’s mayoral field is crowded. The real race may be much smaller.
Brandon Johnson faces a crowded field in the 2027 Chicago mayor’s race, but ballot challenges and political maneuvering could shrink it considerably.
CNN, MS NOW and Politico to sue Trump administration over White House access
CNN By Katelyn Polantz, Brian Stelter, CNN (CNN) — The three national news outlets President Donald Trump banned from the White House — CNN, MS NOW, and Politico — are filing a critical First Amendment lawsuit to restore their access. The emergency request is set to go before a federal judge in the DC District
Mars rovers give scientists a ground-level view of the red planet – peek inside their NASA control room
Each day in the control room of the Curiosity rover is jam-packed with important scientific decisions, as a NASA project scientist describes.
Building Michigan’s healthy future requires a different kind of workforce strategy
Wayne State is investing in talent, research and partnerships to strengthen Michigan’s health workforce and improve community health.
Juventus to Continue to Dabble in Goalkeepers’ Market
Despite signing two goalies last summer, Juventus could soon put another one under contract, as Kamil Grabara suffered an ACL tear in training and will miss most of the season. The Bianconeri are eval...
Building Michigan’s healthy future requires a different kind of workforce strategy
Wayne State is investing in talent, research and partnerships to strengthen Michigan’s health workforce and improve community health.
Hideo Kojima claims Sony dumped him in a Zoom call with no reason
Not even the creator of "Metal Gear" is safe from the dreaded video call layoff.
Hideo Kojima claims Sony dumped him in a Zoom call with no reason
Not even the creator of "Metal Gear" is safe from the dreaded video call layoff.
Juventus show great form with a confident win against Atalanta
Juventus earned a superb 2-0 win against Atalanta as they built on their 5-0 win against NEC in the Europa League to maintain the positive feeling around the club.The men at the Allianz Stadium have b...
Whether you like it or not, celebrities have an impact on politics
The global groundswell of support for Macklemore’s pro-Palestinian advocacy serves to remind us that maybe celebrity activism really is that deep after all, writes Cheek’s Varsha Yajman. Subscribe In the last week, publications, podcasts, and influencers that have either rarely or never spoken about Israel’s genocide in Palestine have flooded my social feed. And it was all because singer Ed Sheeran and his team dropped Macklemore as his opener for saying “Free Palestine” on stage. Millions raised, millions speaking up in support of Palestine - all of this confirming my view that, whether I like it or not, celebrities do have an impact on political outcomes. And this is interesting when much of the time celebrity activism can induce an eye roll - I love to see Charli XCX pointing out a Palestinian flag in the crowd, but it’s hardly the bold symbol of allyship that some fans would make it out to be. But there’s a line between healthy scepticism and outright dismissal - and I’d argue that the latter lets the rich and powerful off far too easily. For instance, actress Jennifer Lawrence, once outspoken about her political views, last year told The Times she no longer believes celebrities have a role to play: “Celebrities do not make a difference whatsoever on who people vote for. So then what am I doing? I’m just sharing my opinion on something that’s going to add fuel to a fire that’s ripping the country apart.” While it’s a narrative she might find comfort in, it simply is not true. Grassroots movements often garner worldwide attention when celebrities and other high-profile spokespeople bring a mainstream platform to their causes. And this frustrates me. We have had three years of a live-streamed genocide. Macklemore himself has been calling for a Free Palestine long before he booked the Sheeran concert. Yet it’s the high-profile fallout of the last week that finally seems to have made saying “Free Palestine” socially acceptable in the mainstream. It feels like the collective mood has shifted, where calling out censorship is now the obvious response - not just the business of ‘radical’ activists. To recap, Sheeran’s decision followed an ultimatum from billionaire Robert Kraft, owner of Gillette Stadium, one of the venues Sheeran was scheduled to perform at: either drop Macklemore as your opener after only two of the eight scheduled shows, or you do not play at any stadiums. Sheeran’s disappointing decision to stand on the side of billionaire-led censorship has ultimately seen a surge in support for Free Palestine. It began when all his openers and his backing band pulled out of Sheeran’s tour, in solidarity with Macklemore and with the Palestinian cause. It was met with an uproar of support from those who had never or barely touched politics before: influencers lip-syncing to Macklemore’s music, singers like Jack Antonoff singing “Free Palestine,” and publications and podcasts standing with Macklemore. And finally, we saw material support: Macklemore donated $1 million in profits from his two nights opening for Sheeran’s tour to several Palestinian aid groups and called for Sheeran and Kraft to match it, which they have since promised to do. We’ve also seen children’s entertainer Ms Rachel follow suit with a $1 million donation to Palestinian aid, and publication PopBase has donated $10,000. Anera, a humanitarian aid group working in Palestine, Lebanon, and Jordan, said donations since Macklemore’s announcement were more than triple this month’s daily average. The group’s Instagram page has also gained 8,000 followers. Macklemore far from the first celebrity to speak and participate in politics in the Western World. In 1924, singer Al Jolson supported Republican candidate Warren G. Harding for president, and decades later, celebrities such as Harry Belafonte, Lena Horne, and Aretha Franklin voiced their public support for the Civil Rights movement. More recently, in the lead-up to the 2024 US election, ‘The Daily Show with Trevor Noah partnered with the organisation Power the Polls to recruit poll workers to address shortages- a problem disproportionately affecting voters of colour. The campaign saw 170,000 new sign-ups - 35,000 of which came directly through the TV show’s link - resulting in the recruitment of 713,000 total poll workers that year, an almost three-fold increase on the organisation’s goal. Alongside recruiting workers, celebrities in the US (where voting in elections is not compulsory) have made a huge difference by calling for people to register to vote. Taylor Swift’s endorsement of Kamala Harris in 2024 saw over 400,000 visitors on the voter registration site within 24 hours of her Instagram post. In 2023, Swift had urged her fans to register, resulting in 35,000 new voter registrations. Similarly, Ariana Grande promoted voter registration in 2019 by setting up booths at concerts on the American leg of her tour, resulting in over 33,000 voters registering. And the same thing is happening closer to home. This year, musician Jack River successfully called for government action to ensure creatives in Australia do not have their work scraped by generative AI companies. Celebrity as the mediator between the punter and the politician Celebrity activism isn’t just a feel-good news story - research tells us it actually makes a difference. By directing attention to issues affecting the average person, like voting inaccessibility or a lack of action on a genocide, researchers Alfred Archer and Amanda Cawston state that “celebrities can play a useful bridging role between political elites and the people they represent”. Alternatively, in a world where talking about politics is “not cool,” or where people lack exposure or knowledge to engage with politics, celebrities can act as an educational resource or an entry point into the political world - when they speak up about an issue, their audience gets exposed to it. Olivia Rodrigo’s Daisy Chain Fields festival is a perfect example. Rodrigo partnered with twelve organisations focused on women’s issues, such as reproductive rights. These organisations had stalls at the festival for people to meet them and were also featured heavily on social media, giving their issues global attention and raising $20 million for the organisations. We have also seen celebrities at award shows such as the Emmys wearing F*CK ICE pins, referring to the U.S. Immigration and Customs Enforcement’s treatment and detainment of people - generally people of colour. When celebrities speak up about political issues in public forums, they put the issue at the forefront of mainstream media, rally their supporters, and make it clear that, however much they disagree, the government cannot simply ignore it. Our over-reliance on celebrities versus our politicians As much as I love seeing my favourite celebrity use their platform for a good cause, there is an important question to ask: not whether celebrity activism is good or bad, but whether we should have to rely on celebrities. And the answer would, in an ideal world, be no. In an ideal world, or merely a just world, action on Palestine would’ve happened decades ago, climate change would be taken seriously, and most importantly, people would understand their democratic rights. However, that is not our reality. Only around 28 per cent of Australian Year 10 students reach proficiency in civics and citizenship. In the US, almost two-thirds of people under 30 say high school civics education didn’t prepare them to understand voting deadlines, how to research candidates, or how to vote by mail. When civics education is weak, our trust in these institutions and our understanding of change-making processes also decline. This is where celebrity steps in and becomes our main source of reliance. As Mary R. Connelly notes in _The Tartan, “_Celebrities will always be involved in campaigns in one form or another, but their presence is not what causes people to vote blindly. The lack of political engagement and literacy is what allows celebrities to wield their influence on the political sphere so impactfully.” About the author Varsha Yajman is the Digital Content Producer at Cheek Media. She is a youth advocate and lawyer with a background in climate litigation and is passionate about looking at the intersection between race, climate justice, and mental health. Thanks for reading Cheek Media Co. ! This post is public so feel free to share it. Share
Today’s Papers – Milan and Juventus are back, shameful Bianconeri ultras
La Gazzetta dello SportInter, you are favourite, but…‘They concede too much, Roma are close and Lazio aren’t there by chance.’Capello and a top spot for threeComo, no leadership; the surprise ...
Preview | Juventus Women vs Benfica
The Women's First Team are in UEFA Women's Champions League action, as they begin the 2026/27 League Phase with a home game against Benfica.Isaac Guerrero's side arrive off the back of winning the Ser...
Volkswagen recalls 208,000 SUVs over bolts that could cause steering loss
Volkswagen is recalling more than 208,000 vehicles due to a faulty steering rack bolt that could break and cause a loss of steering control.
Jonathan David: From Juventus flop to Madrid derby star
Jonathan David has enjoyed an impressive start to life at Atletico Madrid following his loan move from Juventus.David produced another outstanding display in Atletico’s 2-1 victory over Real Madrid ...
Juventus claim first home win over Atalanta since 2018
The Bianconeri conquered their long-term bogey team to go into the break on a high note.
Proteus Labs Partners with Avantis Education to Add Mixed Reality Science Experiments to ClassVR Xcelerate
Avantis Education has added Proteus Labs’ virtual science labs to ClassVR Xcelerate and its EduverseSTEM education platform | XR News from Auganix.com
Happy birthday, Kerim!
Kerim Alajbegovic is celebrating his first birthday in black and white. Today, Monday 21 September 2026, he turns 19 years old.The young Bosnian talent, who arrived in Turin this summer, has made a to...
Angle Health Raises $600M to Grow Employer Health Benefits Platform
Angle Health's funding round was led by Vitruvian Partners, with participation from Town Hall Ventures, Blumberg Capital, Portage Ventures, PruVen Capital and Y Combinator.
Conceicao and Bremer score in win over Atalanta
The Men's First Team head into the international break with three valuable points after beating Atalanta 2-0 at the Allianz Stadium on Serie A Matchday 5.The goals came from Chico Conceicao and Gleiso...
Why politicians should pay more attention to the polls (reprise)
Welcome to the 231st edition of The Week in Polls (TWIP), a polling newsletter that always welcomes new readers. So please don’t keep TWIP a secret; share it with your friends and colleagues: Share The Week in Polls With all the stories swirling around Reform, JL Partners and political polling, I am finally tearing myself away from talking about the regulation of polling this week - and instead re-running a previous piece reminding us why the solution to problems with polls isn’t simply to ban or ignore them. Rather, we need them to play a vital role in making our politics - and politicians - better. This is followed by summaries of the latest national voting intention polls, seat projections from MRPs and the most recent party leader ratings. Subscribers who pay for the full edition can also read ten insights from the latest polls and analyses, including: A trio of organisations and a pair of professors have been casting their eyes over the Liberal Democrats ahead of the party’s autumn conference; What impact did the summer heatwave have on views on climate change? and Which wins out between chocolate and cheese? If you are not yet a paid subscriber, you can read all ten by starting a free trial now: Get FREE 7-day trial For more polling news as it comes in ahead of next week’s edition, you can also follow The Week in Polls on Bluesky. Picking up on my doubt last week about whether or not 35% of British train travellers have tried to order a takeaway for delivery to a railway station or carriage, thank you to reader Iain, who has been in touch to say he has done just that… in India. Another quick pair of updates, this time on the controversies around Reform and polling. Politico has a further scoop - “Farage aide caught in donor sting attended Egypt retreat with JL Partners” - and Ian Dunt has written about the problems with polling too: “Seeing the response of many polling experts in the last few weeks suggests that they are nervous about what is happening and keen to mitigate against it. Seeing the response of journalists, which has been basically non-existent, suggests the precise opposite.” My usual reminder as well: please do hit reply if you’ve spotted a poll, focus group or new piece of poll-based research that you think should be in contention for coverage in a future edition. Thank you! And with that, on with the show. How politicians get public opinion wrong I have written before about the benefits that come from widespread availability of high-quality political polling. We need more polls and more good coverage of polls. However, what I’ve not dug into before is the research into how accurately politicians estimate public opinion on issues. Thankfully we have academic research to tell us. First, the bad news: We present results from a study of 866 politicians in four countries.1 Politicians were asked to estimate the percentage of public support for various policy proposals. Comparing more than 10,000 estimations with actual levels of public support, we conclude that politicians are quite inaccurate estimators of people’s preferences. They make large errors and even regularly misperceive what a majority of the voters wants. Politicians are hardly better at estimating public preferences than ordinary citizens. Walgrave, S., Jansen, A., Sevenans, J., Soontjens, K., Pilet, J.B., Brack, N., Varone, F., Helfer, L., Vliegenthart, R., van der Meer, T., Breunig, C., Bailer, S., Sheffer, L. & Loewen, P.J. (2023a), “Inaccurate Politicians: Elected Representatives’ Estimations of Public Opinion in Four Countries”, The Journal of Politics, 85(1): 209-222. The bad news is not quite as bad as that makes it sound because, when asked whether the majority of public opinion was for or against various policies, politicians picked the wrong option ‘only’ 29% of the time. However, this included getting it wrong even when public opinion is far from evenly split on an issue: They do not only get it wrong when the public is divided and hard to read (e.g., when there is a 51%:49% distribution). Seventy percent of the misplacements occur for policies with a relatively clear distribution of at least 60% (dis)agreeing citizens. Moreover, the public scored only slightly worse than politicians, picking the wrong option 2.7 out of 8 times on average, compared with 2.3 times for politicians. Turning to the other measure of accuracy (not which side is in the lead but what the percentage support is for each side), politicians on average were 18 percentage points out in their guesses. Again, this was only slightly better than the public, whose error came in at 21 percentage points.2 Further research, using the same mix of countries, gives a little more comfort about how (in)accurate perceptions are: We show that politicians have a better understanding of public opinion when they think the issue matters to voters. Further, when an issue is personally important to politicians they more accurately estimate their party supporters’ opinions. The results confirm that politicians hold more accurate perceptions of voters’ preferences when they think it is important to do so but not necessarily when the issues actually are important to voters. Butler, C., Walgrave, S., Soontjens, K. & Loewen, P.J. (2024), “Politicians are better at estimating public opinion when they think it is more salient”, Party Politics: 1–13. Even so, it’s not a good picture. The remedy for this? Politicians should spend more time reading the polls. So forward this newsletter to someone you know… Share For a more general argument against banning polls, see my 2024 piece. Is “Let Bartlet Be Bartlet” good advice or not? The latest episode of my Political Fictions podcast heads across the Atlantic for a dip into one of the political TV classics: Mark and Cory talk about a giant of American political drama for the first time this week, as they tackle The West Wing. They talk about Let Bartlet Be Bartlet, the nineteenth episode of series one. In it, Mark wonders if The West Wing is actually the epitome of the “Boris Johnson school of politics”, Cory outmanoeuvres Mark into confirming we will record a Christmas Special about Love, Actually and they debate whether the central message of this episode has been misunderstood. Cory’s email newsletter is Paperback Rioter and Mark has a family of email newsletters. Subscribe to our newsletter for some additional bonus content and to get alerted whenever a new episode comes out. Our theme tune is “Monkeys Spinning Monkeys” by Kevin MacLeod/incompetech.com and licensed under the Creative Commons: By Attribution 4.0 License. You can also listen to our episode on Apple Podcasts, Spotify, the web or YouTube. Elsewhere from me… [ A Lord's Eye View How to fix the problem of money in our politics Welcome to my latest update on work in the House of Lords. This time I am taking a look at how our political system is regulated, and the protections we need to keep democracy safe from becoming simply a contest to see who has the biggest bank account… Read more 5 days ago · 3 likes · 2 comments · Mark Pack ](https://lordseyeview.substack.com/p/how-to-fix-the-problem-of-money-in?utm_source=substack&utm_campaign=post_embed&utm_medium=web&embedding_publication_id=1269283) If you spot a factual error… Borrowing an idea from Stuart Ritchie and others, if you spot a factual error in an edition of this newsletter, I will give you a free 12-month subscription to the paid-for version (or an extra 12 months on your existing one). Factual errors qualify, but grammatical errors or disagreements over interpretation do not, and my decision is final. Messages about both of those are always welcome, though. Voting intention and leadership ratings Here are the latest voting intention polls from different pollsters. It is all pretty static at the moment, with a small and consistent Labour lead in nearly all the polls. The table is also online here, along with explanations about what is included. It is updated regularly throughout the week as new polls are released. Next are the seat projections from MRPs, also sorted by fieldwork dates, listing those which are based on dedicated fieldwork (rather than models based on averages of other polls). Because such MRPs are published infrequently, some of the entries below are quite old. Finally, here is a summary of leadership ratings, with a graph from PollCheck: Detailed numbers from the latest polls are online here, and both that and the graph are updated regularly throughout the week as new data comes out. For historical figures on both voting intention and leader approval stretching back to the 1930s, including Parliamentary by-election polls, see PollBase. Catch up on the previous two editions [ ](https://theweekinpolls.substack.com/p/a-crisis-point-for-political-polling) [ A crisis point for political polling Sep 13 ](https://theweekinpolls.substack.com/p/a-crisis-point-for-political-polling) [ Read full story ](https://theweekinpolls.substack.com/p/a-crisis-point-for-political-polling) [ ](https://theweekinpolls.substack.com/p/extra-questions-about-the-polls-in) [ Extra questions about the polls in Reform’s funding scandal Sep 6 ](https://theweekinpolls.substack.com/p/extra-questions-about-the-polls-in) [ Read full story ](https://theweekinpolls.substack.com/p/extra-questions-about-the-polls-in) My privacy policy and other legal information are available here. Links to purchase books or other items are usually affiliate links which pay a commission for each sale. Quotes from social media messages are occasionally lightly edited for punctuation and clarity. If you are subscribed to other email lists of mine, please note that unsubscribing from this one will not automatically remove you from the others. If you wish to be removed from all my lists, simply reply to this email to let me know. A quintet of Lib Dem polling analyses, and 9 other polling insights you shouldn’t miss The following ten findings from the most recent polls and analyses are only for subscribers who pay for the full edition, but you can sign up for a free trial to read them straight away. Ahead of the start of Liberal Democrat conference, we have a trio of organisations and a pair of professors with pieces out about Ed Davey’s party:
🚨 Juventus v Atalanta XIs: Woltemade on the bench!
Juventus and Atalanta face off on Matchday 5 of Serie A.Juventus come into this after thrashing NEC in the Europa League, while the Bergamo side are coming off a home league defeat to Cagliari. Here i...
Mount Vesuvius Buried These Scrolls for 2,000 Years – Now Scientists May Read Them
Researchers recreated a damaged ancient scroll to test a new way to study the past. Lead in ancient ink could help researchers read the Herculaneum papyri, Roman scrolls buried when Mount Vesuvius erupted in 79 CE. Many are now too brittle to open, and reading them with X-rays poses its own problem. The ink and
Squad List
The Men's First Team return to Serie A action with a Matchday 5 clash against Atalanta at the Allianz Stadium.Kick-off is scheduled for 18:00 CEST on September 20. The Bianconeri come into the match o...
Jelly Roll says he’s prepared to give up music career for different calling
Jelly Roll said he has achieved everything he wanted in music and is seeking spiritual guidance about what comes next.
Wolverine developer Insomniac denies using generative AI after fans spot strange restroom sign
Insomniac denies using generative AI on Marvel's Wolverine after fans spotted a strange bathroom sign, blaming a "UV map bug" instead.
Sport come from behind to beat Juventude, stay in Serie B's top six
Sport players thank the fans for their support at Ilha do Retiro after the 2-1 win over Juventude in the 29th round of Série BCredits: Paulo Paiva/Sport Club do RecifeSport defeated Juventude 2-1 thi...
Spalletti agrees that Kolo Muani and Woltemade can play together
Luciano Spalletti has discussed one of the main questions among Juventus supporters since the end of the last transfer window, namely whether Randal Kolo Muani and Nick Woltemade can play together.The...
Standout Stats | Juventus Women-Roma | Serie A Women's Cup Final
The Women's First Team picked up their first silverware of the season as they beat Roma on penalties in the 2026/27 Serie A Women's Cup final.The match ended 2-2 after 90 minutes, with Isaac Guerrero'...
Hope Harbor Speakout Through the Decades event
Guests enjoyed an evening of entertainment, games, and heavy hors d’oeuvres as they honored Hope Harbor’s history and looked ahead to its future.
Trump used to slam China. Here's why he's now rolling out the red carpet for Xi
When Donald Trump ran for office a decade ago, he called China a menace to the U.S. economy
Rampant Fiji show no mercy
By BEN MORRIS Fiji .....................54pts Tries: Nailolo 8, Qoro 11, 29; Ralivanawa 34, 39; Neivosa 36, Sorokacika 51, Duva 68 Conversions: Qoro 9, 30, 35, 37, 40, 52; Vueti 69 . Hong Kong ......26pts Tries: Dhar 17, Lynam 26, Knowler 56, Bolton 81 Conversions: Knowler 18, 28, 57 FIJI produced a devastating attacking display to […] The post Rampant Fiji show no mercy appeared first on The Rugby Paper .
Woltemade admits strikers have to score goals
Nick Woltemade made a fine impression on his first start for Juventus against NEC, with the German leading the line well and ending the evening with a goal from the penalty spot.Woltemade gives Juve s...
Alessandro Del Piero urges Juventus to find some consistency
The performance Juventus delivered against NEC in the Europa League was exactly the type of display their fans want to see from the team regularly. The Bianconeri produced an impressive performance an...
Injured Juventus star is pushing to be involved against Atalanta
Andrea Cambiaso has been injured since Juventus’ match against Parma and is now close to returning to action, but he was not included in the Bianconeri squad for their Europa League match against NE...
Serie A | Juventus-Atalanta
Juventus and Atalanta are preparing to meet at the Allianz Stadium on Serie A Matchday 5.Ahead of the fixture, here are five numbers to know about the Bianconeri’s start to the league campaign.28Juv...
Kerim Alajbegovic delighted to score in the Europa League
Kerim Alajbegovic was among the goalscorers as Juventus dominated NEC in a fine evening at the Allianz Stadium, securing an impressive 5-0 victory in the Europa League.The youngster had been a standou...
'A Talent for Murder' review: Alden Ehrenreich gives sexy menace in this Patricia Highsmith-inspired thriller
All hail Helen Mirren, who is perfectly cast as an iconically vicious dame.
Juventus v Atalanta match preview and prediction
Juventus take on Atalanta in their next league game, days after enjoying a superb 5 0 win against NEC in the Europa League. The upcoming fixture is expected to provide a much tougher test for the Bian...
When your boss is your landlord: UVM Health Network job cuts put employee housing at risk
Employer-sponsored housing was pitched as a lifeline to draw workers to Vermont, but following hundreds of job cuts at the UVM Health Network, some healthcare workers say losing their job now means potentially losing their home, too.
7+ Florida Politics Now: Discussing the Protect College Sports act and Alligator Alcatraz
On this episode, we’re discussing the Protect College Sports act and Alligator Alcatraz.
When your boss is your landlord: UVM Health Network job cuts put employee housing at risk
Following hundreds of job cuts, some healthcare workers say losing their job now means potentially losing their home, too.
Author and podcast host shares story of grief and inspiration at UVM's Women's Health and Cancer Conference
Nora McInerny was a keynote speaker at the event hosted by The University of Vermont Cancer Center
UVM experts on the science of fall foliage
With leaf-peeping season around the corner, the University of Vermont shares some insight from researchers William Keeton , Alexandra Kosiba , and Lisa Chase , who explain the science behind the explosion of color we see in trees each fall.
It’s not personal: US Supreme Court justices focus on law, not politics
Justice Amy Coney Barrett told a UVA audience justices get along even in disagreement, but the job can be lonely.
Scientology-backed Clearwater entertainment complex clears roadblock
The church requested the city transfer parts of two roads and an alley to build out the $50 million center.
Giancarlo Marocchi says Juventus met the demands of the fans
After two winless games, Juventus owed their fans a victory against NEC, and there was a strong sense of expectation before the start of their Europa League match.Juve were playing their first Europea...
Engrams Embedding Entendre: Codesign for Efficient DRAM/SSD Offloading
Engram extends standard token embeddings with learned multi-token lookups. Recurring local patterns retrieve vectors directly, reducing the need to reconstruct them through attention and feed-forward layers. With Engram model architecture optimization, it allows for lower HBM capacity to be needed for models at the same quality. This does not mean there won’t be an insane demand for HBM but it just means that model architecture will continue to innovate around constraints. This model architecture design is naturally codesigned for parameter offloading: each token accesses a few embedding rows whose addresses depend on token IDs, not hidden states. The runtime can prefetch those rows from host DRAM while earlier layers compute, keeping the table outside HBM without transferring entire weight matrices. Our Memory model contains our latest estimates of quarter by quarter HBM, DRAM, & NAND supply and demand. Offloading frees HBM for model weights and KV cache, potentially supporting larger batches or more concurrent sessions. When DRAM becomes the next constraint, NVMe offers another tier. Recommendation systems already cache frequently or recently accessed embedding rows in faster memory while backing colder rows with SSDs. After NVIDIA roadmap had to change due to massively despec’ing Rubin Ultra from 1024GB to now ~200GB of HBM per chip, model architecture optimizations like emgram maybe helpful. Our DeepSeek-V4.1-Flash configuration uses roughly 189 GiB of memory for Engram. We replace it with a memory-mapped (mmap) file and measure serving performance with offload to SSD. Later on in our report, we will show our Engram offloading experiments along with the official InferenceX agentic inference serving results on Engram models like DeepSeekv4.1 Flash across all 6 NVIDIA GPU SKUs along with MI355X. Unsurprisingly, the CUDA Moat is still mogging MI355X on the ultra popular DeepSeekV4.1 Flash model. We also show how even on high capacity HBM SKUs, offloading emgrams to DRAM could result in even better performance for most of the pareto than keeping the emgram in HBM. Our benchmark has been widely reproduced, validated and/or supported by almost every major buyer of compute from Google Cloud to Microsoft Azure to Oracle, to Meta and many more. Furthermore, it has the support of the ML community including from vLLM, LMCache, SGLang, PyTorch, Huggingface and the support of major labs like OpenAI, MiniMax, ZAI, Qwen, Moonshot Kimi, etc. Star the InferenceX GitHub repository if you find the open-source benchmark and data useful!. InferenceX is the only inference benchmark in the world to have TPUv7, Jalapeño, Nvidia Rubin NVL72, AMD, and soon, SambaNova and Trainium. Due to how realistic AgentX scenario is to real world agentic inference workloads, AMD has committed to collaborating on MI455X UALoE72 too. DeepSeek did not release the original paper’s two trained Engram models. We replicated its setup on fineweb-edu using the released code and training hyperparameters, at an estimated 6E18 FLOPs per run. We observed the same U-shape scaling: Engram improved performance over pure MoE baselines. We also reproduced DeepSeek’s results, where earlier-layer representations with Engram resembled those of later layers. Like the original Engram paper, it is possible to probe Engram’s gate scores to see what n-grams DeepSeek-V4.1-Flash makes the most use of. Our gate scan finds names, code fragments, relational phrasing, and boilerplate. These examples prioritize interesting-ness over gate strength. One unexpected result was Wright : Ace Attorney. These examples suggest learned memory optimizes the training objective, not a judgment of which facts deserve storage. Licenses, bibliography fragments, API scaffolding, and website furniture can provide prediction shortcuts, so the value of additional Engram capacity may depend on what survives data preparation. This does not show that table capacity is “wasted”: the evaluation-corpus scan establishes neither training exposure nor the capacity occupied by each category. For offloading, strong gates do not identify cache-hot rows. Low gates do not automatically save reads either: computing the gate requires the retrieved key and undoes the performance gain of a fused kernel. Skipping reads would require a separate usefulness predictor before retrieval. In the original paper’s inference-time ablation, factual-knowledge benchmarks retained just 29–44% of their original performance, while reading comprehension retained 81–93%. This is due to the training–inference mismatch. The resulting degradation therefore measures this trained model’s dependence on Engram, not the performance difference between models trained with and without it. In our ablations, suppressing Engram worsens token likelihood across all evaluated domains, especially encyclopedia text and several code corpora. Surprisingly, GSM8K accuracy stays within measured run-to-run variation and removing Engram has no effect. Engram is not a detachable dictionary beside an unchanged MoE. Removing it changes downstream features and expert selection. We tested whether rerouting hurts or compensates by holding tokens fixed in a teacher-forced experiment on CRUXEval, a code-reasoning benchmark of small Python functions where the model predicts a function’s output from its code and an input, and scoring the reference answer. Removing Engram raised answer loss from 0.2848 to 0.3093 bits/token. Forcing the ablated model to use the original Engram-on expert choices made it worse still, at 0.3375 bits/token. Rerouting partially compensates for the missing memory. Memory features and expert selection work together, rather than following a clean “memory stores facts; experts reason” division. On the same CRUXeval, removing Engram during either phase reduced accuracy and increased generated tokens; removing it throughout produced the largest changes. Keeping Engram for prefill leads to more correct answers than keeping for decode likely due to semantically richer KV cache transferred to decode workers, allowing it to mitigate some of the performance loss. Engram’s table is large, but each lookup is small. DeepSeek-V4.1-Flash requests 24 rows at each of two Engram layers, about 12.4 KiB per processed token position across the model, or 3.1 KiB per GPU when split across four GPUs. Currently as of Day 7 since Model Release, MI355X is still 2-4x worse performance per dollar compared to B200 even when normalized by Mi355X’s lower TCO. Our full total cost of ownership breakdown comes from our AI Cloud TCO Model along with monthly market surveys of over 100+ gpu clouds & gpu cloud customers. On the Day 0 release of DeepSeekv4.1 Flash, NVIDIA vLLM works out of the box with zero issues across all 6 SKUs: H100, H200, B200, B300, GB200, GB300! This was thanks to the amazing work by the NVIDIA & Interact teams! In comparison, AMD vLLM did not work on day 0 for DeepSeekv4.1 Flash.Source: SemiAnalysis InferenceX AMD’s vLLM documentation points to using vllm/vllm-openai-rocm:deepseekv41-flash-0909, but from hour 0 of the model release to hour 23, AMD has not publicly released the image. AMD claims, “SPEED IS THE MOAT,” yet it has still not released it by the 23rd hour. We wish that, going forward, the AMD team has a better process for hour 0 model releases. Eventually when they did publicly release for “day 0” image support, performance-wise, it is currently up to 14.8x worse perf per dollar than H200 and up to 42x worse perf per dollar than B200/B300. The power of the CUDA MOAT is NVIDIA’s collaboration with its massive 6 million-developer community ecosystem including most of the vLLM & SGLang & Tokenspeed maintainers which means that CUDA is optimized on day 0. Overall, AMD did make significant improvements but the performance per dollar is still currently 2-4x worse than B200. AgentX Engram DRAM Offloading Improving Performance The HBM and DRAM offload use the same GPU kernel to select and dequantize rows. With HBM, it reads GPU memory; with Unified Virtual Addressing (UVA), it reads pinned host memory directly. Both support full decode graphs. Moving the table into HBM accelerates only the sparse lookup, leaving decoder computation and communication unchanged, resulting in little overall benefit while consuming memory otherwise available to KV cache. Another benefit of Engram offloaded to DRAM which means you can reduce the communication overhead by using less HBM GPUs per replica. For example, when enabling Engram offloading on B300, we are able to switch from TP4 to now TP2 which improves the pareto curve by up to 1.6x. When iso-model quality, less HBM is required as the engrams could be offloaded to host DRAM. Thus HBM bandwidth matters way more than HBM capacity. For inference workloads where memory bandwidth matters the most, 4-hi HBM provides the best $/bandwidth and therefore lowest cost per token. If China continues to make more and more revolutionary model architecture innovations, soon it could potentially 0Hi HBM stacks. [ ](https://newsletter.semianalysis.com/p/long-live-the-short-king-why-4-hi) [ Long Live the Short King: Why 4-hi HBM Wins ](https://newsletter.semianalysis.com/p/long-live-the-short-king-why-4-hi) Myron Xie, Bryan Shan, and 3 others · Sep 13 [ Read full story ](https://newsletter.semianalysis.com/p/long-live-the-short-king-why-4-hi) Moreover, on B300 and week-0 stack, moving the Engram table back to HBM did not improve results and stay within run-to-run variance. This is a result of the work optimizing DRAM offload, such as async, and overlap. SSD Offloading On B200, we created a unoptimized vLLM fork and stored the Engram tables in memory-mapped files on local SSDs. File backing lets the OS reclaim table pages when other applications need RAM. Pages already cached in memory can be served without reading the SSD again. Furthermore, note that we were unable to turn on GDS The unoptimized SSD implementation changes how rows reach the GPU. It copies row IDs to the CPU, deduplicates them, gathers the requested rows into pinned buffers, copies those rows back to the GPU and dequantizes them. This work runs between segments of the GPU execution graph. Native UVA performs row selection and dequantization directly on the GPU, avoiding the CPU round trip. A warm filesystem cache removes physical SSD reads, but leaves the coordination, row gathering and transfers. This is why a file already cached in RAM can still perform worse than a pinned DRAM table. The comparison measures the whole serving path; it does not separate the time spent on each of these operations. B200 DRAM dominates both measured SSD serving curves in total tokens per dollar and P90 interactivity. Near 125 tokens/s/user, DRAM delivers 121 million total tokens per dollar versus 52 million for SSD. For production serving, SSD offloading is likely not worth the tradeoff. On the B200 configurations we measured, SSD offloading loses on both measures: every observed SSD point has a DRAM alternative that delivers higher P90 interactivity and more total tokens per dollar. The only points where Cheaper storage does not automatically produce a cheaper inference service. Moving Engram to SSD leaves the same four expensive GPUs and the rest of the server in place. Reclaiming RAM only creates an economic benefit if it enables a cheaper server configuration or additional useful capacity. The current unoptimized path provides neither benefit, and the filesystem cache still consumes RAM when table pages are resident. Next we will look at the mechanisms and specific implementation of ngrams from DeepSeekv4.1 Flash, LongCat, Qwen3.8 Flash Next.
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Detroit Free Press
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