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Donny Osmond keeps the music going with Vegas residency extension
Donny Osmond is staying in Las Vegas a little longer. The entertainer has extended his Harrah's residency through June of next year and says it's "probably my favorite show I've ever done."
Jürgen Klopp wants Germany’s intensity to translate into better performances
Jürgen Klopp knows that an overhaul will take a little time for Germany.
Harvest Festival returns to Littleton Museum
As trees begin to shed their leaves and fall sets in, many are searching for autumnal festivities to celebrate the season. Luckily, Littletonians don’t need to search far from home,
Arkansas Rural Health Transformation Program Awards UAMS $5 Million to Fund 6 Initiatives
LITTLE ROCK — The University of Arkansas for Medical Sciences (UAMS) received more than $5 million in funding under the HEART and RISE ARKANSAS initiatives of the Arkansas Rural Health Transformation Program (RHTP).
Minnesota Vikings News and Links: Three In A Row?
The win vs the Bears in those conditions was what the team needed. They were fortunate to get the punch out on the goal line for sure. But that was a well timed punch so it was just not blind luck. A little luck though. If the Bears score, I am not sure the offense […]
Muse will apparently let you download its entire filesystem
With a little coaxing, Meta’s AI will reveal all its secrets.
Meet the Muse mascot, Jolly. Who doesn't love a little guy?
Jolly joins a long line of mascots tasked with making companies feel more approachable.
Opinion: Social media & local politics: The death of citizen discourse?
Acrimonious social-media pile-ons can do much more than cause hurt feelings. On a personal level, at their worst, they result in court cases alleging slander and defamation. They contribute little of a positive nature to public discourse. Even more significantly, something larger is at play that threatens our very system of government and citizen involvement
Irish reunification is more complicated than Trump may think
There are many barriers to reunification, but Irish American lobbying may move the needle a little.
Is 'Forgotten Island' OK for little kids? A parent's guide
Love movies? Live for TV? USA TODAY's Watch Party newsletter has all the best recommendations, delivered right to your inbox. Sign up now and be one of the cool kids.
Scientists thought they knew how this 70-year-old leukemia drug worked
A 70-year-old leukemia drug is still revealing new secrets. Researchers found that removing a protein called NUDT5 protected cells from the drug, even though simply blocking the protein had little effect. The unexpected result points to a hidden cellular role that could help explain why people respond differently to certain leukemia treatments.
Review: DRAGON QUEST XI S: Echoes Of An Elusive Age - Definitive Edition (Switch 2) - Square Enix Needs To Get With The Upgrade Path Program
Well, at least it looks a little nicer
Science Debunks Cracked Solar Panel Fears
Scientific studies suggest cracked solar panels present little environmental danger, with protective designs limiting chemical exposure and testing showing contamination levels remain below established safety limits.
These Phoenix-area restaurants miss the mark on health scores this week
A Little Caesars in Mesa and SoCal Fish Taco Company in Gilbert are among Valley restaurants on this week's Dirty Dining. Jason Barry reports.
These Phoenix-area restaurants miss the mark on health scores this week
A Little Caesars in Mesa and SoCal Fish Taco Company in Gilbert are among Valley restaurants on this week's Dirty Dining. Jason Barry reports.
These Phoenix-area restaurants miss the mark on health scores this week
A Little Caesars in Mesa and SoCal Fish Taco Company in Gilbert are among Valley restaurants on this week's Dirty Dining. Jason Barry reports.
These Phoenix-area restaurants miss the mark on health scores this week
A Little Caesars in Mesa and SoCal Fish Taco Company in Gilbert are among Valley restaurants on this week's Dirty Dining. Jason Barry reports.
These Phoenix-area restaurants miss the mark on health scores this week
A Little Caesars in Mesa and SoCal Fish Taco Company in Gilbert are among Valley restaurants on this week's Dirty Dining. Jason Barry reports.
Network for 2030 Census launches
Leaders from across Arkansas gathered Wednesday (Sept. 23) in Little Rock for the 2026 Arkansas Census Summit, beginning a statewide effort to help communities prepare early for a complete and...
Network for 2030 Census launches
Leaders from across Arkansas gathered Wednesday (Sept. 23) in Little Rock for the 2026 Arkansas Census Summit, beginning a statewide effort to help communities prepare early for a complete and...
Roseanne Barr calls Michael Fishman a ‘little f---ing worm’ for saying “Roseanne” revival was rightfully canceled
The comedian didn’t hold back when sharing her true feelings for Fishman, who played her TV son for 10 seasons.
The Cubs and Red Sox will play a doubleheader Friday
This crazy Cubs season gets a little bit weirder.
Can Everybody In Fire Emblem: Fortune's Weave Please Shut The Hell Up A Little Bit?
That goes double for the game itself
Little Rock, Kapor Center to develop startup businesses
The city of Little Rock will partner with the Kapor Center on a multi-year project to work with "gap-closing" startup businesses to solve financial stability, housing, health care, education and workforce development challenges, according to a Wednesday news release.
2026 Bowl Projections After Week Three
Hello everyone and welcome back to our latest bowl projections here at Last Word On College Football. This past weekend was certainly an interesting one of course headed by the big one down in Oxford. The Rebels won out over LSU, and that shook up our rankings a little. In addition, another playoff team stumbled …
Logitech’s new haptics-based gaming mouse is a little better and $20 more
The X2 will still be available for $179.99.
Short-series science: Why one wild-card opponent fits Phillies better than the rest
The race for the National League Wild Card spots got a little wilder on Tuesday night. The Phillies defeated Milwaukee; […]
New Mexico is spending big to fix behavioral healthcare. Why is there so little to show?
The Behavioral Health Services Division asked the state for another $7.2 million in general fund dollars for its FY 2028 budget.
920 Sports podcast has the latest on high school football and volleyball
The 920 Sports podcast looks back at Week 5 of the high school football season, previews the big Freedom/Little Chute matchup and has volleyball updates.
Are your medical records updated? Probably so, thanks to Delaware Health Information Network
Truth be told, we all can be a little scatterbrained about our own healthcare. When a doctor asks about medications we once took or lab tests from long ago, we scratch our heads, make our best guesses, and wonder why someone doesn’t come up with a database that instantly keeps our health records up-to-date. As […]
“Keep Youth Sports About the Kids,” by Stephen Borelli, USA Today Columnist
The story above is shared as part of Little League’s #LLProudParent content series, sharing first-person reflections on their experiences with their child in the Little League program.
Trump to meet China’s Xi as Congress mulls bill banning artificial superintelligence
Congress has so far done little to rein in the AI industry even as some of its most prominent leaders warn about potentially catastrophic risks
Siena poll: Hochul's lead over Blakeman sees little change among likely voters
Likely voters also voiced their opposition to renaming Lake Ontario and large data centers being built near them.
Siena poll: Hochul's lead over Blakeman sees little change among likely voters
Likely voters also voiced their opposition to renaming Lake Ontario and large data centers being built near them.
Ranking every NFC East quarterback after their Week 2 performances
Week 2 changed the pecking order a little, but the NFC East quarterback race is already shaping up to be one worth watching all season.
California’s Business Climate: A closer look at the cost of doing business
California is home to one of the biggest economies in the world. But for businesses here, the experience of doing business in the state can be a little more com
Rural Arkansas shouldn’t have to sit on the sidelines
I grew up in Columbus, a small community outside of Hope, Arkansas. I have spent my professional life in Little Rock, but I have never lost sight of where I...
Haley Jones Joins Kaplan/Perrone Entertainment As Lit Manager
Haley Jones has joined Kaplan/Perrone Entertainment as lit manager after a little more than six and a half years at Artists First.
Ryan Smith Doesn’t Want Betting to Take Over Sports
“I think we need a little more moderation in all of it.”
New York area comedian Paul Costabile to emcee San Gennaro stage, brings late night show to Little Italy
Comedian Paul Costabile is celebrating the Feast of San Gennaro with comedy all day long.
Mariachi, heavy metal and a little blood spatter: Things to do in Merced in October
A four-time Grammy Award-winning singer-songwriter performs at the Merced Theater.
This emerging treatment could help people avoid knee replacement surgery
A minimally invasive procedure called genicular artery embolization could offer a new middle ground between conservative treatments and knee replacement for osteoarthritis. By blocking tiny blood vessels associated with inflammation, GAE can significantly reduce pain, with some patients reporting little or no pain afterward. Studies suggest the benefits may last two to four years in people who respond well.
2026 Farm Science Review to showcase the latest ag technology and innovation for farmers
This year’s Farm Science Review is giving farmers a firsthand look at the newest innovations in agriculture. Show manager Nick Zachrich says attendees will have an opportunity to discuss how to make their farm more profitable in 2027. “Crop prices have rebounded a little bit,” he says. “There are still a lot of challenges going […]
Love Letters to San Francisco: How snakes and science build students’ confidence
For 27 years, Chris Giorni has been taking The City’s kids out of the classroom and into the dirt, where a little courage can change how they see themselves.
How lip-syncing to AI let Forced Entertainment ‘play the game of theatre’
Today we have a fascinating piece by long-time Forced Entertainment fan Ben Kulvichit, speaking to Tim Etchells about their latest show Cold Sweat, how they are integrating lip-sync and AI voices into their work, the question of ‘authenticity’ on stage, and how lip-sync has even opened the door for them to make “something a little bit like drama”. This piece is a paid partnership with the Southbank Centre, where you can see Cold Sweat next month – we’re very grateful to the Southbank Centre for their ongoing support for Exeunt. Holly Williams ‘It was immediately interesting and uncanny’ **By Ben Kulvichit** “Is the microphone on?” So goes one of the opening lines of Signal to Noise, delivered by a human performer lip-syncing to an AI-generated voice. The voice is American, cheery but sluggish, slowed down into a gelatinous drawl. It repeats ad infinitum in a farce of stuckness; an answer never materialises. I find myself asking the same question as I hop on a Google Meet call with Tim Etchells, the artistic director of Forced Entertainment. We spend five or ten minutes frowning at each other, muting and unmuting, me gesticulating in semaphore into my webcam, checking if I am coming through now, restarting the laptop. To Etchells, I appear exaggeratedly mouthing words, my voice missing. In this gloopy purgatory of broken communication, life imitates art imitates life imitates art. We try a Zoom instead. Forced Entertainment, the pioneering British theatre company who have been at the avant-garde of performance since the 1980s, turned an interesting artistic corner with Signal to Noise, created on the occasion of their 40th anniversary. The whole performance employed this lip-sync technique to AI voices; on the face of it a left-field move from a company whose identity has long been grounded in the earthy, immediate presences of its performers and its unassuming, low-tech approach to theatricality. The technique, however, turned out to provide the company with a “rich new seam” of artistic enquiry, and has now spawned a trilogy of works. The second instalment, Cold Sweat, plays at Sheffield Theatres, Southbank Centre, and Lancaster Arts in October, while the third part, Everything Must Go, has been touring in Europe and is slated to come to the UK in 2027. As is often the case with Forced Entertainment shows, the main conceit for this work didn’t arrive until quite late. They were “four or five weeks into rehearsals for Signal to Noise,” Etchells recalls, and getting nowhere. Away from rehearsals, he had been playing around with feeding “weird texts” to AI voices to see how they would cope with them – “basically for my own amusement” – and was compelled by the uniformly “serviceable, benign, good-natured” tone they would read in, no matter how poetic, fractured or experimental the writing. On a hunch, he brought some examples into rehearsals and the performers gave lip-syncing a go. “It was immediately interesting and uncanny,” he recalls, with the performers having to deal in the moment with the problem of mapping themselves onto another artificial ‘performer,’ which itself was dealing with the problem of a very human text. “Almost all the writing for these projects would be useless to us unless it was done in this way,” says Etchells. “We wouldn’t know what to do with it. It’s too poetic. It’s too fictional. It’s too tangled.” But exploring lip-syncing along to the text has opened “an enormous reservoir of ways of thinking about writing and performing.” Subscribe to Exeunt, and get two in-depth pieces on theatre a week, direct to your inbox Subscribe Forced Entertainment have long been sifting through the detritus of popular culture, from daytime TV to end-of-the-pier vaudeville, magic acts and clown shows, to find frameworks for their own unusual entertainments. Lip-syncing, then, makes sense for them to experiment with. As a mode of performance, it’s wired into popular consciousness through pop stars trying to convince stadium audiences of their liveness, or those same voices as channeled through the made-up lips of contestants on RuPaul’s Drag Race, or movie dialogue spreading virally through the host bodies of TikTok users. For Etchells, lip-syncing is often about “approaching real voices and trying to take on their aura,” subsuming that original human presence into yours. “There’s a very basic, elemental sort of theatre magic to it, produced in this very easy way.” This broad approach resonates with instances of lip-syncing within contemporary performance, too. In works like Re-Member Me and Showmanism, performance artist Dickie Beau acts as a kind of spirit medium for archival recordings (this process of re-membering – as in, giving corporeal form to voices – relies on his masterfully precise actor’s technique), while Frankie Thompson is similarly possessed by a host of characters ranging from a nine-year-old Jacob Rees-Mogg to Cliff Richards, all of whom she finds compellingly nauseating, in the exorcism ritual that is her latest show, Horrible Things. What’s different about Forced Entertainment’s use of lip-syncing is that here, there is no original presence to be channeled. The performers are instead taking on what Etchells describes as “the voices of nobody,” or rather the “phantasmic, aggregated echoes” of the many many voices on whose data the AI has been trained, and which are now conjuring into existence words they never actually said. There is a sort of mournful, empty quality to these voices, having “washed up” far away from the people they originally belonged to, to find themselves in stranger’s mouths listing objects, wondering if anyone can hear them and glitching in interminable loops. There is a cold, sad anonymity to it all. Etchells remarks that occasionally the software company he used has notified him that particular people are withdrawing their voices from the platform, instructing him to cease use of those voices. Using these technologies in performance certainly brings up ethical questions around digital rights, consent, identity and ownership, although in the grand scheme of things, Etchells is fairly blasé about it: of all the purposes someone’s voice might be put to without their knowledge, “an avant-garde performance is probably the least of their worries.” [ ](https://exeuntmagazine.substack.com/p/frankie-thompson-horrible-things-essay-mental-health-compulsive-behaviours-pleasance-courtyard-soho-theatre) [ Frankie Thompson: How I manage my own ‘horrible things’ at the Edinburgh Fringe ](https://exeuntmagazine.substack.com/p/frankie-thompson-horrible-things-essay-mental-health-compulsive-behaviours-pleasance-courtyard-soho-theatre) Exeunt · Aug 25 [ Read full story ](https://exeuntmagazine.substack.com/p/frankie-thompson-horrible-things-essay-mental-health-compulsive-behaviours-pleasance-courtyard-soho-theatre) For the performers, though, lip-syncing to these strange, artificial voices is an odd task, requiring them to bend their live, human presence into the shapes produced by machines. Politically, it mirrors processes that are already at play in the continued computational automation of human life. Etchells brings up James Bridle’s writings on new technologies as a reference point: one example Bridle gives is of “chaotic storage”, a logistics technique employed by Amazon fulfilment centres whereby items are stored not according to traditional methods of categorisation or alphabetisation, but in a way that an algorithm determines to produce the most efficient routes for ‘picking’ based on customer purchase patterns. This appears completely random and incomprehensible to humans, with paddling pools sitting next to USB sticks sitting next to blowtorches, and so for the warehouse workers, the process of picking items becomes completely reliant on technology which tells them where to go. Our world is increasingly being designed not with humans in mind, but rather machines. As Etchells puts it, “technology malforms the space, and then you end up having to live in it.” Initially, Forced Entertainment tried their best to live in the world of machines: “I was in the it’s-got-to-be-perfect school of lip-sync,” says Etchells. But with their aesthetic being so tied to the failing act, the slipping mask, the shoddy costume, “it’s no surprise really that that didn’t last.” Instead, the performers got to enjoy being late for a line, or playing games with each other, “stealing” each other’s voices. Etchells compares it to the principles of ventriloquism, in which a free-floating voice unattached to a body is fundamentally discomforting and “sort of traumatic”. That discomfort is equally as alluring to Forced Entertainment as the satisfaction of precision, the pretence of authenticity only interesting if shown to be a pretence. Lip-sync has also opened up new avenues for the company. Having been allergic all their lives to Plays-with-a-capital-P, with Cold Sweat Forced Entertainment find themselves approaching something a little bit like drama. Rather than the presentational arena of Signal to Noise’s open white stage, Cold Sweat places us more decisively in a “fictional locale”: what appears to be “the aftermath of some disastrous party or backyard drinking binge” where three figures – family members, or neighbours, perhaps – are the last ones standing. “It’s all quite acrimonious and accusatory, everyone’s talking over each other.” For Etchells, this more fictional mode is “a door that we’ve never been able to open. We’ve just never really gone there.” Perhaps it is the technique of lip-syncing, an extra buffer of mediation, that allows them to venture away from the here-and-now without feeling that they have to commit to the “psychological claptrap” that comes along with acting; to be able to “play the game of theatre, without getting one’s hands too dirty.” As I wonder how else the impulses behind Forced Entertainment’s work have changed over time, it occurs to me that over the last ten years of new creations, with the exception of If All Else Fails, the company’s performers haven’t ever spoken on stage: there were two shows without any language at all, Out of Order and Under Bright Light, and then this trilogy of lip-sync works. Etchells agrees it’s a shift away from earlier productions, that were so often about “the actual voices of the performers and their actual presences. We had a lot of money, in some ways, on an authentic approach to what it might mean to speak on the stage.” But this sense of authentic presence itself had a fakeness to it; these days, Etchells can’t stand that mode of being onstage where performers “are here to be cheeky and witty versions of themselves. I don’t want to be charmed.” Pulling back into a more anonymous space has resulted in works that feel slightly sharper-edged, more brutal in a way. “All of these shows are post-Brexit, post-Trump, post-truth, post-everything,” Etchells notes. Speech, charisma, authenticity – these things feel politically loaded, and perhaps warmth and openness just don’t feel like the right tools to reflect the world we’re living in. “It feels like the space is closing down, and we’re trying to deal with the fact that the system, the structure that you’re in, is more oppressive and more powerful. It probably always was, but I think we’re just more tuned to it now.” Yet even without their voices, the performers’ distinctive presences – ones that many audiences have followed around for years, if not decades – still, inevitably, shine through as they physically navigate whatever unending task the system of the piece has set for them. They’re still trying to keep up with the onslaught of text, still running about, changing costumes, moving stuff around. The human is always stuck in the teeth of the machine, jamming the smooth, frictionless cheeriness of the not-real, gesticulating silently, trying desperately to communicate. Cold Sweat is at Sheffield Theatres, 2 to 3 October; Southbank Centre, London, 9 to 10 October; Lancaster Arts, 14 October [ ](https://exeuntmagazine.substack.com/p/exeunt-recommends-the-best-autumn-theatre-2026-lives-of-others-standard-of-living-our-friends-in-the-north-lanny-) [ Exeunt recommends... the best autumn theatre ](https://exeuntmagazine.substack.com/p/exeunt-recommends-the-best-autumn-theatre-2026-lives-of-others-standard-of-living-our-friends-in-the-north-lanny-) Exeunt · Sep 16 [ Read full story ](https://exeuntmagazine.substack.com/p/exeunt-recommends-the-best-autumn-theatre-2026-lives-of-others-standard-of-living-our-friends-in-the-north-lanny-) This piece was paid for by the Southbank Centre. Such support helps Exeunt to keep publishing the most interesting writing, about the most exciting theatre. Interested in partnering with Exeunt? Visit our Advertise with Exeunt page, where you can get more information, download an advertising pack, and find our contact details.
Staff Takeaways: Fulham 1-1 Manchester United
Staff takeaways from Manchester United’s weekend draw with Fulham. Vince: United Are Lifeless Manchester United are playing with the energy level of a retirement home right now. There’s no spark, no pace, no urgency — honestly, there’s very little that resembles a team that actually wants to be out there. Everything feels slow and predictable, […]
Big Discoveries Start Small: Enroll for 2027–2028 at Brooklyn Preschool of Science (sponsored) | Brooklyn Bridge Parents - News, Events and Family Services
Little hands. Big questions. A lifelong love of learning. At Brooklyn Preschool of Science, children’s natural curiosity starts an extraordinary early childhood experience. We are welcoming families for the 2027–2028 school year, and we invite you to tour our school and discover a place where your child can feel loved, build confidence, make friends, and find joy
St. Louis Cardinals at Pittsburgh Pirates Series Preview
I don’t know about you, but I already miss baseball even though there are still two series to go. For the St. Louis Cardinals, those final 6 games of the 2026 campaign will be completed on the road with the first stop being in Pittsburgh starting Tuesday night. There’s little at stake other than pride, […]
Mayor, business owners cast blame after another River Market shooting
The Little Rock Police Department is investigating a shooting that happened over the weekend, just a few feet away from the Arkansas Times offices.
Littleton Craft Fair returns Oct. 3
While the weather is getting cooler and farmers market season is slowly coming to a close, that doesn’t mean outdoor shopping is quite over. Littleton’s annual Craft Fair is set
Colts' Week 2 Snap Counts: Adjustments Made, With Unexceptional Results
Check out the snap counts from the Indianapolis Colts' Week 2 loss to the Kansas City Chiefs to see how much (or how little) everyone played.
Jays/Orioles Series Preview
Tonight the Jays start their second-to-last series of the season. Six games remain, with a mathematical chance of making the playoffs, but math occasionally lies. But a series sweep would make things a little more interesting. Anyway, they have three games in Baltimore: Trey’s last rehab start wasn’t exactly something to build our confidence, but […]
USA TODAY Sports Super 15 Southeast region football rankings, Week 6
From dominant defensive performances to high-powered offenses, several of the region's best had little trouble taking care of business.
As Global Pandemic Approach Flounders, Experts Offer Blueprint To Protect All Citizens
It’s been barely three years since the COVID-19 pandemic ended, yet many world leaders appear to have little appetite for pandemic-proofing. Ahead of the UN
Should You Buy PepsiCo Stock Because Its International Business Keeps Accelerating?
PepsiCo (PEP) stock traded at $129.75 on September 18, the lowest price of its past 52 weeks. The worry is North America, where sales of snacks and drinks have disappointed. Yet the part of PepsiCo that sells outside the U.S. is growing faster and earning more on each sale. The share price appears to give that part little credit.
LittleHorse adds agent controls and free serverless trial to its 'Business-as-Code' orchestration platform
LittleHorse adds agent controls and free serverless trial to its 'Business-as-Code' orchestration platform - SiliconANGLE
Johnsonville Sausage Makes Its Case for Dinner Running in Political Parody Twist
Little Black Book, Campaign directed by Jordan Brady through True Gent puts a parody twist on the political ad blitz consuming Americans ahead of the midterms
Alabama Democrats facing tough political gravity
Even a little uncertainty in some of the Alabama races should give Democrats some hope.
The Whistlestop Tour: Week 3 of Big Ten Football
The start of conference play shakes things up a little.
Eagles’ Saquon Barkley Gives Injury Update After Win vs Titans
The Philadelphia Eagles saw their star running back Saquon Barkley leave Sunday’s action against the Tennessee Titans early. The veteran went from the medical tent to the locker room before returning to the game momentarily. Barkley ended up having little impact on the Eagles’ tight win over the Titans. After the game, the running back […] The post Eagles’ Saquon Barkley Gives Injury Update After Win vs Titans appeared first on HEAVY.
My 13-year-old refused to let me track him. I realized he was right.
I grew up with little parental supervision. When my teen objected to GPS tracking, I realized how much modern parenting had changed me.
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:
Capitol View: Political roundtable, economist Mervin Jebaraj
LITTLE ROCK, Ark. – How are the races in the state legislature shaping up? Capitol View host Roby Brock met with Democratic strategist Michael Cook and Republican strategist Grant Hodges to talk about...
A Deep Dive into the Antitrust Remedies that Spared Google's Ad Tech Business
Read alongside the Google Search remedies ruling, the Google Ad Tech case changes very little for Google’s monopolies, writes Karina Montoya.
Scientists tested whether pets really make us happier: the answer is surprising - Futura-Sciences
Pets are often described as good for both mental and physical health, helping ease loneliness and support emotional well-being. But a new study suggests the picture is more complicated than simply owning a dog, cat, or another companion animal. Researchers at the University of Basel in Switzerland found little evidence...
Yankees’ ace just crashed the Cy Young race
The Yankees got walked off in Phoenix on Friday. Cam Schlittler was not the reason why. He gave them six […]
Littler could boycott Dutch events over booing
Luke Littler threatens a boycott of playing in the Netherlands after being booed and whistled at the World Series of Darts Finals in Amsterdam.
Yankees news: Spencer Jones joins the walking wounded
Spencer Jones sits out Saturday; Cam Schlittler’s stupendous season; the implications of the Judge injury
Cam Schlittler Gets Great Sign For Entering AL MVP Race
Second year pitcher Cam Schlittler is the strong American League Cy Young candidate, but he may have a chance at another award. The New York Yankees ace continues to add to the great body of work and saw his ERA dropping below 2.00 in recent weeks. Schlittler has an outside chance at the AL MVP […] The post Cam Schlittler Gets Great Sign For Entering AL MVP Race appeared first on HEAVY.
Xavier Worthy Explains Miscue With Patrick Mahomes vs. Broncos
Overall, the Kansas City Chiefs had a good showing on offense in Week 1 against the Denver Broncos. The rushing attack was the best we have seen from the Chiefs in several years, led by Kenneth Walker III. However, the passing game left a little to be desired. Quarterback Patrick Mahomes started the game completing […] The post Xavier Worthy Explains Miscue With Patrick Mahomes vs. Broncos appeared first on HEAVY.
Melanie Griffith stuns in black swimsuit during wellness retreat: 'Healing and renewal'
Melanie Griffith shared stunning swimsuit photos from her week at Austrian health resort, calling the experience "a little heaven on earth."
Fiery hat-trick! Salah's masterclass against Galatasaray 🤩🔥
XXL performance from the Little Pharaoh!This Saturday evening, Mohamed Salah was playing his first big clash in Turkey, and he truly rose to the occasion.For the showdown against Galatasaray, the Egyp...
Hamburg beat Köln for first league win
The game started off slowly with both teams having possession but little chances in the first 10 minutes. Köln dominated the ball in the first fifteen minutes but were unable to do anything with the ...
Phoenix Suns Insider Provides More Insight on Duop Reath Signing
Discover how a clever contract technicality allowed Phoenix to secure the versatile big man with little risk, bolstering frontcourt depth while preserving crucial roster flexibility.
Bar Harbor Parents Again Raise Concerns About How Some Science Education In Sixth Grade.
The Bar Harbor Story is generously sponsored by Restaurant Barn. BAR HARBOR—Parents again raised concerns this week about how Bar Harbor students receive science instruction after fifth grade, months after the same issue came before the Bar Harbor School Board. The concern centers on a past scheduling change at Conners Emerson School that gives fifth graders a full year of science rather than switching between science and social studies at midyear. Principal Dr. Heather Weir Webster told the board that the school has been monitoring test scores, teacher feedback, and the experience of students as it considers whether the current approach is working. If it is not, the approach may be changed, but that would not likely occur this school year. In fifth and sixth grade, the school used to have one semester of social studies and one of science in each year. That schedule shifted because switching at midyear often broke up the learning units. So, approximately two-three years ago, they decided to shift that a bit. Science became a dedicated focus in fifth grade. Social studies was the dedicated focus in sixth grade. The school staff members are hoping to dive deeply into the data and see if the students are having a more quality experience throughout their time in those grades when it comes to science and social studies. If not, things could shift again. This year, Dr. Webster said at the September meeting, potential changes to curricula have been a bit complicated by moving into the school’s new building in late October and early November. “There have been no changes this year because it’s hard enough to handle the move. That allows them to have consistency,” Dr. Webster said. Dr. Webster said that after the Covid pandemic which prevented students from attending school in person, many fifth graders were struggling. “We tried several different configurations,” she said, including a co-teaching model to help with that struggle, but to also see how to best schedule and support those students. “We found that a January switch” where classes switched from social studies to science was really difficult. Part of the decision making stemmed from science being more hands-on and accessible to fifth graders. Social studies was a bit more abstract content, which was why the school tried the current configuration. In a letter submitted as public comment, parent Beth Dumont wrote, “In May 2026, I wrote to express my concern that our middle school students are not receiving consistent instruction in science and social studies. I appreciate that the Board took this concern seriously and requested a presentation from Principal Webster. I am also grateful for the opportunity to meet with Principal Webster and Julie Keblinsky in July to learn more about the current curriculum and scheduling. “During that meeting, I learned that the current model is intended to integrate science and social studies into other subjects during the years or semesters when they are not offered as standalone courses. “While I appreciate the intent behind this model, I remain concerned about its premise. Science and social studies are core academic disciplines that provide students with essential knowledge, skills, and ways of thinking. Yet under the current schedule, students are not guaranteed consistent instructional time in these subjects. Instead, exposure to content in these disciplines may depend on whether opportunities for integration arise within other classes. “To be clear, I strongly support interdisciplinary learning. Integrating science and social studies across the curriculum can enrich students’ educational experiences and help them make meaningful connections across subject areas. My concern is not with integration itself, but with relying on integration as a substitute for dedicated instruction in core disciplines.” Dr. Webster said that they’ve been monitoring test scores, talking to teachers, seeing how the pilot program works. It’s in its third year now of this schedule. One science teacher, she said, told her he’d seen positive outcomes with full year science and that there was a stronger classroom community. Another science teacher had concerns over the readiness last year, but she isn’t feeling that way about this year’s current class. A third teacher for social studies said he loves the full year. A fourth teacher of social studies hasn’t said that anything has changed. For the three fathers who spoke at the school committee meeting, the fractured science curriculum caused concerns. One father said that when he spoke to others, “all were surprised and confused as to why there was no dedicated, continuous science education,” at the school. Though students are testing well in science and math, he worried that without continuity in education, learning is lost. “We shouldn’t have to choose between key learning disciplines,” he said. Matthew Bergin, another father, agreed, adding, “I’m just a little concerned.” In her letter, Dumont wrote, “As the parent of a recent sixth grader who completed an entire year without a dedicated science course, I saw very little evidence that this integration was occurring in a consistent, systematic, or readily identifiable way. This is not a criticism of our middle school teachers, who have been uniformly excellent. Rather, it is a structural criticism of the current schedule.” Dr. Webster gave an update about all aspects of the schedule and how it’s created and she also spoke to social and emotional learning (SEL) in middle school. It’s explicitly taught but also embedded. Science is embedded as well and explicitly taught at all but that one grade. The school schedule is built from lunch out, then electives like art and physical education are placed, before going into the instruction time, teacher planning time, multi-tier support systems (MTSS), and then social and emotional learning. Teachers have to have 250 minutes a week of planning time per their contracts. That’s the minimum and occurs when their students are at specials. “The schedule is really not the purview of the board,” School Board Chair Marie Yarborough reminded the other board members and the public and thanked Dr. Webster for the presentation. The parents were also thanked for coming. LINK TO LEARN MORE [ ](https://barharborstory.substack.com/p/despite-strong-rankings-some-bar) [ Despite Strong Rankings, Some Bar Harbor Parents Raise Concerns About School's Science Education ](https://barharborstory.substack.com/p/despite-strong-rankings-some-bar) Carrie Jones · Jun 4 [ Read full story ](https://barharborstory.substack.com/p/despite-strong-rankings-some-bar) HELP SUPPORT THE BAR HARBOR STORY When we started The Bar Harbor Story, we didn’t know if anyone would read it. But you showed up. You shared. You sent tips. Now—over 400,000 views every month later—it’s clear: people here care about their community and each other. We’ve kept everything free because news should never be out of reach, but every one of our stories takes time to write, and your support keeps The Bar Harbor Story going. If you value our work, please consider a paid subscription, a founding membership, or a sponsorship. It truly helps us cover one more meeting, tell one more story, shine one more light. Even $5 a month makes a difference. Click here to become a one-time supporter now. Thank you so much for being here. Founding member information can be found here. Have questions about sponsorships? Just send Shaun an email at sfarrar86@gmail.com, he’d love to hear from you. Subscribe Share Bar Harbor Story Share Leave a comment
Yankees’ Gerrit Cole Sets All-Time MLB Record
For a little while, it looked like it might be yet another rough outing for Gerrit Cole as the New York Yankees get closer to the playoffs. Cole allowed a two-run home run to Arizona Diamondbacks superstar Corbin Carroll in the bottom of the second inning. The Yankees had spotted Cole a five-run lead, but […] The post Yankees’ Gerrit Cole Sets All-Time MLB Record appeared first on HEAVY.
Too Much or Too Little Sun Exposure Can Impact Your Health — Here's How to Strike a Balance
Learn more about the impacts that too much or too little sun exposure can have on your skin health and vitamin D levels, and how much sun protection you may really need.
Appleton North alone atop Fox Valley Association football standings
Appleton North alone atop FVA; undefeated Little Chute, Freedom set for NEC showdown; area teams get big wins.
‘Not the most natural place for me’: The little-known Democrat central to Oregon’s political future
Julie Fahey’s cerebral style helped her rise. Now it’s being tested.
The little-known names behind the raft of ballot issues
With 14 ballot measures on the statewide ballot, voters will have their work cut out for them in 2026, but most importantly, who is behind all the measures that made the list.
Lack of cutting edge caused a defensive collapse
Chelsea signed a striker from Brighton for the second successive summer, bringing in Danny Welbeck to reunite him with Joao Pedro and provide support in attack. Welbeck, 35, was tidy in possession but, with little service, managed only 17 touches before being substituted in the 71st minute. Unlike Joao Pedro, who is capable of creating chances for himself, Welbeck found it difficult to influence the game in the same way.
Yankees news: Judge back on shelf
Spencer Jones, Ben Rice, and Cam Schlittler have been this season’s breakout stars; Bernie Williams heads to Broadway
Memphis ranked No. 94 in EvanMiya’s preseason ranking
Memphis basketball will begin its season in a little over a month, but as we get closer to the start of the basketball season, more preseason predictions are being released. On Friday, Evan Miya released his preseason rankings for all 365 Division I teams, and he had the Tigers ranked No. 94.
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.
Kentucky Hits The Road Against Texas A&M
For a little over 30 minutes this past Saturday, the Kentucky football team looked like they were going to spring the upset over Alabama. However, the Wildcats faltered in the second half, partly because of the Crimson Tide's depth and self-inflicted mistakes. Now, for the team with the fourth toughest schedule in college football, it …
Adopt This Data Center Plushie and Hear Its Piercing Scream
The satirical collaboration between a creative studio and the music producer behind Big Data, “Bezzy” is a cute little doll that spews the sounds of real data centers.
Burglary suspects smash car into Colorado business, steal vapes and merchandise worth $5,000
Badgers men's basketball team is 'built a little different'
As Wisconsin gets set to start practices Sept. 23, coach Greg Gard is working with a reshaped roster that is evolving with the times.
Congress has failed to regulate AI for years – and there’s little sign that’s changing
In December 2024, a bipartisan congressional task force studying the possible perils of artificial intelligence issued 85 recommendations for how lawmakers could act on the issue. GOP Rep. Jay Obernolte, a key figure on the task force, asked Republican leaders to go even further, establishing a special committee to draft legislation.
El Niño-driven Kelvin wave could raise Bay Area sea levels by up to 1 foot, scientists say
A little-known ocean phenomenon linked to El Niño is making its way toward California and could raise Bay Area sea levels by as much as a foot this fall, increasing the risk of coastal flooding across the region. Here's what to know about Kelvin waves.
Biggest little fair in Connecticut bringing a weekend of entertainment to Berlin
BERLIN, Conn. (WTNH) — Fairground festivities kicked off in Berlin on Thursday, bringing a demolition derby to the Motorsports Arena, and the events are far from over. The Berlin Fair, also known a…
‘Godfather of AI’ warns Congress has ‘maybe a year’ left to regulate AI
There appeared to be a lot of talk about artificial intelligence and little progress on Capitol Hill this week. But members remain hopeful that Congress can act.
Yankees' Cam Schlittler gets interesting MVP update from ESPN analyst
This update from ESPN reveals the Cy Young isn't all Schlittler's in pay for.
Arkansas State Fair returns in 2026 with new rides and attractions
The Arkansas State Fair is returning to Little Rock this October with new rides, attractions and a change to how live entertainment will be offered.
iPhone 18 Pro Max Test Shows Much Faster Charging From 0% to 100%
Apple said the new iPhone 18 Pro models are capable of faster USB-C charging compared to the iPhone 17 Pro models, and a new video shared by the YouTube channel Xiaobai's Tech Reviews offers a closer look at the year-over-year improvement. As spotted by the account Ice Universe, the video reveals that the iPhone 18 Pro Max can go from 0% to 100% battery life in as little as 55 minutes with a capable charger, compared to 81 minutes for the iPhone 17 Pro Max.
Mayor Parker has ordered a task force to study data centers in Philly and report back by June
Parker said the issue is of “grave importance.” But activists who have called on the city to pass a moratorium on data centers called her move too little, too late.
NFL Week 2 Survivor/Eliminator Picks
Here are a couple excerpts from last week’s Week 1 NFL Survivor article, just as a quick little “previously on” segment: “There will be some wild game in Week 1 that knocks out a significant percentage of players. Let’s try…
Panthers Have Little Room for Error After 2025-26 Collapse
The market is hardly bullish on the Florida Panthers getting back to its Stanley Cup-winning form this season. The post Panthers Have Little Room for Error After 2025-26 Collapse appeared first on HEAVY.
Bats Cold as Astros fall to Royals 5-2.
So much for the winning streak, it’s been halted at one. Kansas City 5 Houston 2. It was another three hit night for Jeremy Pena. Unfortunately, there was little else. Over the course of two nights against the Royals, Pena has six of the Astros 12 total hits. Yikes. Aside from the […]