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Tokyo court grants legal protection to human voices in AI clone case
A Tokyo court has awarded legal protection for the human voice in a landmark case involving a popular Japanese anime voice actor | WWJ Newsradio 950
Buzz and business impact: Where AI is delivering value
Artificial intelligence has become a popular tool for a significant number of senior living and care providers, with many leveraging this technology to create value for residents, patients and staff members alike. But sometimes AI can be used like a hammer in search of a nail, offering oversimplified solutions for complex challenges, experts warn.
Viewpoint: Kennedy’s ‘bad science’: MAGA embrace bolsters HHS secretary’s influence and popularity
Pennsylvania has recorded four measles deaths this year — the state’s first in 35 years — yet the federal government’s official measles death count still
Is Trump a Help or Hindrance on the Campaign Trail? Republicans Are Still Deciding
As President Trump hits the trail this month ahead of the midterm elections, Republican candidates face a key question: Should they choose to campaign alongside the unpopular commander in chief or stay away? “I thought I was finished campaigning, but in order to help Republicans – because we need ...
A 'Verity' meme is outshining the 'Verity' movie. They have nothing to do with each other.
A movie starring Anne Hathaway shares the same name as a meme that's popular with Gen Alpha.
Rapid weight loss on popular drugs could ‘starve’ the brain, expert warns
Dr. Tommy Wood warns GLP-1 drugs like Ozempic and Wegovy can shrink brain tissue when caloric restriction cuts off vital energy the brain needs.
How Jordan Bardella's political youth was shaped by antisemitic ideology
Accused of writing antisemitic messages when he was a young activist, an allegation he denies, the president of the Rassemblement National came of age politically in a milieu strongly influenced by Alain Soral. An antisemitic polemicist who briefly belonged to the party, Soral remained a popular figure on the French far right throughout the 2010s and, for some, an ideological compass.
Ray Romano, Rory Rosegarten to be inducted into LIMEHOF
Ray Romano and Rory Rosegarten will be inducted into the Long Island Music and Entertainment Hall of Fame as the first non-musicians honored. The induction recognizes their contributions to entertainment, notably through the sitcom 'Everybody Loves Raymond,' which has strong Long Island ties and a popular exhibit running at LIMEHOF.
Fewer California Republicans approve of Trump, poll says. That could hurt GOP midterm chances
With gas prices high and an unpopular war dragging on, President Trump’s approval has slipped with California Republicans, a poll shows
Concerning Report Emerges on Patriots QB Drake Maye, Shoulder
The start of the season has been a disaster for New England Patriots quarterback Drake Maye. That’s, of course, led to plenty of questions about why that might be.A popular theory goes back to the Super Bowl a season ago. Maye dealt with a shoulder injury that has made him ineffective. Now, some are wondering […] The post Concerning Report Emerges on Patriots QB Drake Maye, Shoulder appeared first on HEAVY.
The Streamers Tried To Conquer Labor Day…and Whiffed
(Welcome to my weekly streaming ratings report, the single best guide to what’s popular in streaming TV and what isn’t. I’m the Entertainment Strategy Guy, a former streaming executive who now analyzes business strategy in the entertainment industry. If you were forwarded this email, please subscribe to get these insights each week.) What? Another Streaming Ratings Report already? You betcha. Nielsen has moved up the release of their Streaming Ratings data by two weeks, which means I’ve got two extra issues to get out. But I love this change because it will make this report more timely and easier to publish regularly. This week—with the viewership data for the week of 31-Aug—we’ve got some huge, huge topics to discuss. On the film side, two theatrical films (The Mandalorian and Grogu on Disney+ and Scary Movie on Paramount+) contend with two non-Netflix straight-to-streaming films (Mayday on Apple TV and The Runner on Prime Video). The streamers went all in to win Labor Day weekend in America. And we have a bunch of TV shows to analyze, both new shows (Netflix’s The Gentleman, Hulu’s Chad Powers, and an Alix Earle reality show) and weekly shows like Reacher, Ted Lasso, House of the Dragon and Lioness. All that, plus nepotism in Hollywood, some eye-popping fantasy football stats, all the flops, bombs and misses, and a whole lot more. Let’s dive right in! (Reminder: The streaming ratings report focuses on the U.S. market and compiles data from Nielsen’s weekly top ten viewership ranks, Luminate’s Top Ten Data, JustWatch and Reelgood interest data, Samba TV household viewership, company datecdotes, Netflix hours viewed data, Google Trends, and IMDb to determine the most popular content. While most data points are current, Nielsen’s data covers the weeks of August 31st to September 6th, 2026. You can find a link to my terminology here.) Subscribe Film - A Slew of Labor Day Disappointments? A lot of streamers released big new films this week, why? My theory is that the streamers know that four-day weekends can propel streaming films to glory. But if you’ve been reading more over the last two years, you know that big holiday weekends aren’t driving big viewership numbers the way they did post-Covid. And interestingly enough, Netflix didn’t put out a big new film this week. But four other streamers did, trying to take advantage of the holiday with some (not cheap) swings, including… The Mandalorian and Grogu on Disney+ (a Star Wars film that cost $165 million and made $177 million at the US domestic box office) Mayday on Apple TV (rumored $100 million budget, no theatrical release) The Runner on Prime Video (at least a $40 million budget, but likely $50 to $80 million, no theatrical release). Scary Movie on Paramount+ ($30 million budget, made $108 million domestically). (Paramount+ also released a made-for-streaming film based on the Thundermans IP, and I’ll discuss that later.) So…how’d they do? The Mandalorian and Grogu Leads The Way (But That Isn’t Enough) Let’s start with The Mandalorian and Grogu (which I’ll abbreviate to Mando for most of this article). We’re just getting started with this issue, but the rest is for paid subscribers of the Entertainment Strategy Guy, so if you’d like to find out… How Mando, Mayday, The Runner and Scary Movie performed on streaming... How the powerhouse weekly released shows (Reacher, Ted Lasso and Lioness) have accumulate a LOT of viewership… How House of the Dragon finished its run… The latest Netflix show to have a sophomore slump… Whether top creators can drive viewers to their shows… Nepotism in Hollywood and the music business... All the flops, bombs and misses for the week… And more… ...please subscribe! We can only keep doing this great work with your support. Coming Soon! Since Nielsen has accelerated their streaming data release schedule, I’ve got a lot of Streaming Ratings Reports coming your way! Next issue, I’ll be looking at the second season of Peacock’s The Paper, the latest season of Hulu’s The Secret Lives of Mormon Wives, and a very, very expensive Daily Wire fantasy series that’s now on Prime Video. Plus Crew Girl and Dang! on Netflix, a new Tyler Perry film, and one of the biggest bombs of the summer, Supergirl. In the next two issues, I’ll take a look at the return of the NFL to streaming, Toy Story 5 on Disney+, Backrooms on HBO Max, and The Breadwinner on Netflix. On the TV side, we’ve got Netflix’s Monster: The Lizzie Borden Story, Dancing with the Stars on Disney+, Apple TV’s Slow Horses, a Reacher spinoff on Prime Video, and Paramount+’s MobLand, a Woody Harrelson and Matthew McConaughey comedy on Apple TV, a sequel to a Cosby Show spinoff on Netflix, The Great British Baking Show, and the Unabomber film. And while doing all that, I want to take a look at adult animated shows, Ride or Die’s cancellation, and Netflix’s summer films. So much great stuff! Long term, two bits of comic book news. The X-Men cast has been announced, and go ahead and color me bull-ish, if not very, very bull-ish on this bit of comic book IP. In weirder news, HBO Max ordered a “true crime” show by Jimmy Olsen about Gorilla Grodd being falsely convicted of murder. I mean, what? I don’t know, let’s see what happens.
From Windmills To Ballrooms: Trump’s ‘National Security’ Playbook
Banning journalists from the White House, justifying a triumphal arch, rejecting restrictions on artificial intelligence technology – the positions may be far afield of each other, but they have some commonalities. In addition to being publicly unpopular and legally uncertain, President Donald ...
Timeline of the Premier League vs. Manchester City
The verdict has been delivered in the seismic case between the Premier League and Manchester City. City was found guilty of nearly all of the 115 financial charges laid by the Premier League, the competition said Tuesday in an explosive statement. City faces a severe punishment, potentially even expulsion from the world's most popular league, but has vowed to appeal.
Popular Jersey Shore pizza spot closes after 32 years
The pizzeria was one of the first businesses to reopen on the town's Main Street after a devastating fire years before its 1994 founding.
Taking the odds: Sports betting at Lehigh
Sports betting and online gambling have become highly popular, even addictive, among college students in recent years.
Pickleball social club in Greenville combines fitness and community
As pickleball continues its surge in popularity across the country, health experts say picking up a paddle offers significant benefits for both the body and mind.
A popular GLP-1 provider just made its weight loss medications cheaper
Mochi Health has lower starting prices for compounded semaglutide and tirzepatide, plus a new lab testing service designed to help patients monitor their health.
‘Saved by the Bell’ actor Dennis Haskins dies: TMZ
Dennis Haskins, the actor known for playing Principal Richard Belding in the popular sitcom “Saved by the Bell,” has died, TMZ reports. Haskins’ agent Jay Schachter reportedly confirmed the a…
Behind the Science with Paleontologist and Curator of Dinosauria Dr. Matthew Carrano
Is the 21st Century the real Age of Dinosaurs? Today, more paleontologists are discovering more dinosaur fossils from more places in the world than ever before. Our understanding of these amazing creatures has leapt forward while their popularity has surged. Museums sit at the junction of these phenomena. The Smithsonian has been a center for dinosaur research for more than a century, and its collections include many iconic and scientifically important specimens. Today, Smithsonian researchers continue to discover new dinosaurs, but they are also uncovering more information about the ones we already know and love. New techniques and approaches allow them to investigate aspects of dinosaur biology, ecology, and evolution in ways that would have been inconceivable to early paleontologists. The result is an ever-improving understanding of dinosaurs as living, breathing, and thriving animals. This month, go behind the science with paleontologist Dr. Matthew Carrano, Curator of Dinosauria at the National Museum of Natural History as he discusses new discoveries at home and abroad, in the field and in the museum. Registration is encouraged. Space is filled on a first come first served basis. ---------------- About the Series: Behind the Science A monthly after-hours series featuring NMNH scientists and researchers Each month, join the National Museum of Natural History for the new series, Behind the Science, where NMNH researchers share insights into their latest discoveries and explore the fascinating questions driving their work—from the origins of life to the future of our planet. Come learn what’s happening behind the scenes and how science shapes our understanding of the natural world. Programs take place in Q?rius, the Coralyn W. Whitney Science Education Center. Topics and speakers announced on a rolling basis, but save the dates now!
October Prime Day is a week away, and new early deals just dropped: iRobot, Lego, Ninja and more are up to 80% off
Before Prime Big Deal Days officially starts (and popular products sell out), Amazon loyalty members can add household basics, gifts and much-needed upgrades to their carts.
Ms. Rachel faces criticism for talking politics and the situation in Gaza
Author, journalist and homeschooling mom of six Bethany Mandel claims popular children's entertainer Ms. Rachel "cares more about activism than education."
👀 Vozinha on his fame: I prefer my old life
Goalkeeper Vozinha broke his silence to speak about the strong impact popularity has had on his daily life following his standout performance at the World Cup.No privacy in everyday lifeThe goalkeeper...
Beloved TV personality dies at 58: ‘She was a sweet soul’
Angela Stribling, a pioneering BET personality and popular radio host, has died at age 58.
John Blackwell Is Going To Be Popular With His Teammates
Sounds like John Blackwell is going to be well-liked by his Duke teammates.
As World of Warcraft: Forever's beta popularity grows, Blizzard has yet again had to increase the server cap
Executive producer of World of Warcraft Holly Longdale broke the news, as people continue to hop in ahead of the beta release in November.
Giant, feathered dinosaur with massive claws and tons of teeth found in China
But don't worry, this Cretaceous behemoth probably ate plants.
Robert Pattinson reveals his favorite meme of himself: ‘It makes me feel like a boomer’
King of memes, Robert Pattinson, reveals his personal favorite of his many, many popular memes. His ‘Primetime’ director, Lance Oppenheim, also weighs in on meme culture and its deep connections to the film.
Glucosamine, a popular joint supplement, linked to faster Alzheimer’s progression
A large health-record analysis found that glucosamine use was associated with a 25% higher likelihood of mild cognitive impairment progressing to dementia. Lab experiments suggest the popular joint supplement may intensify an abnormal sugar-tagging process in the Alzheimer’s brain, although researchers say clinical trials are needed to determine whether it actually causes harm.
Glucosamine, a popular joint supplement, linked to faster Alzheimer’s progression
A large health-record analysis found that glucosamine use was associated with a 25% higher likelihood of mild cognitive impairment progressing to dementia. Lab experiments suggest the popular joint supplement may intensify an abnormal sugar-tagging process in the Alzheimer’s brain, although researchers say clinical trials are needed to determine whether it actually causes harm.
What’s the Best Pet DNA Test? We Tested the Most Popular Ones
I sent my cats’ saliva to the lab to get health and genetic insights sent to my inbox—with very different results.
Small Business Tech News: Could One ChatGPT Prompt Help Earn You $100K?
Earning $100K may be possible with a single ChatGPT prompt. Also - HubSpot and Teams have new features and Meta's Muse is popular.
Sardines are packed with nutrients. But should you eat them often?
Sardines are a popular, convenient snack. But are they as healthy as people claim?
Week in Politics: Trump faces Republican defections; U.S.-China summit; press feud
Some GOP candidates are stepping back from unpopular Trump administration policies. Meanwhile, a U.S.-China summit at the White House and tensions with the press corps.
Lord’s Acre Festival serves up food, entertainment, mingling - The Daily Reporter
Volunteers help fill containers with chicken and noodles Sept. 19 during the Lord’s Acre Festival at McCordsville United Methodist Church in McCordsville. The perennially popular dish is sold for festival dining or carry-out until it sells out. The 74th annual festival took place Sept. 18-19.
Popular Supplement Increases Strength Even Without Exercise, Study Shows
Here's what to know.
Georgia Secretary of State warns election officials off political betting
Georgia Secretary of State Brad Raffensperger is warning election officials and poll workers across the state not to place bets on political races as prediction market apps surge in popularity.
6 Supplements You Probably Don’t Need to Take
The supplements you should take depend on your health, diet and medications. Here’s why some popular picks may not be necessary.
Popular Syracuse Athletics Personality Accepts New Role in Professional Ranks
Sean Dorcellus is moving on, but where to?
AI ads are popular in the 2026 midterms, but state laws haven’t stopped a lack of disclosure
Campaign advertisements that use AI to attack rival candidates are not uncommon in the 2026 midterms, some more obviously fake than others
Popular Hendersonville, TN restaurant fails health inspection
Nashville News, Weather, and Sports
Photos: Fall semester, soap carving and business built by grads
Happy Friday, Huskies! This week, students in Oakland held a new kind of student government election. Over in Boston, dive inside the Soap Carving Club’s growing popularity. And, graduates share the businesses they build through entreprenuership.
Why the 2026 election could be the worst midterm for the GOP this century
The Republican Party’s two worst midterm elections in the 21st Century were in 2006 and 2018. In the former, an unpopular Middle Eastern war cost George W. Bush dearly. In 2018, voters balked at the upending of historic norms and chaotic style of a new president named Donald Trump.
watchOS 27 upgrades popular Apple Watch face with new options
Apple Watch offers lots of custom faces to personalize your Watch, and the popular Modular face gets even more versatile in watchOS 27.
Several Final Fantasy XIV Modding Communities Have Banned Popular NSFW Modder
The bans came after modder Noffletoff was credibly accused of participating in graphic discussions of illegal content
Are conservatives getting fed up with Trump?
The president’s unpopularity is spurring defections and reassessment
Best fragrances and scents to wear in fall 2026
This fall, popular fragrance trends will include dark and woodsy perfumes, warm spices like nutmeg and cardamom, and gourmands beyond pumpkin.
This 1988 Popular Science article is the equivalent of an Apple event live blog from 40 years ago
Popular Science sent a writer the the announcement of the Apple NeXT Computer and his description of the scene gives us serious FOMO.
A 100-Year-Old Woman Who Eats 1 Fruit Every Morning Shares 5 Simple Longevity Tips
The centenarian always starts breakfast with a famously healthy fruit. She has a popular hobby that comes with important mental health benefits and still fits dancing into her life.
India orders crackdown on nicotine pouches, citing health risks, letter shows
India's government has ordered states to crack down on the sale of nicotine pouches, which it considers a major health risk, saying globally popular brands are being widely sold illegally in the country, a letter from the health ministry shows.
India orders crackdown on nicotine pouches, citing health risks, letter shows
By Aditya Kalra NEW DELHI, Sept 25 (Reuters) - India's government has ordered states to crack down on the sale of nicotine pouches, which it considers a major health risk, saying globally popular brands are being widely sold illegally in the country, a...
FSU HEALTH COMMUNICATION EXPERT FINDS GLP-1 USERS FACE STIGMA WITHIN THEIR SOCIAL CIRCLES
Sept 24 2026 – People taking popular GLP-1 medications such as Ozempic, Wegovy and Zepbound may face stigma from those closest to them, according to a new study by a Florida State University professor. Braidyn Lazenby, an assistant professor at FSU’s College of Communication & Information, led the study “‘They Call Us Cheaters:” Exploring Stigma […]
FSU Health Communication expert finds GLP-1 users face stigma within their social circles
People taking popular GLP-1 medications such as Ozempic, Wegovy and Zepbound may face stigma from those closest to them, according to a new study by a
Mary Means Business: Starkville: Jive Turkey turns temporary closure permanent at Eckford location
A temporary hiatus has officially turned permanent for a popular spot on Eckford Drive.
‘Survival Mode Time’: Republicans Accelerate Their Break With Trump
The dissent reflects growing unease about the party’s prospects in November, as the G.O.P. struggles to overcome the president’s unpopularity.
Arizona sues popular ‘feel free’ kratom drink maker, alleging it hid health risks
Arizona is suing Botanic Tonics, the maker of a popular kratom drink “feel free” sold at convenience and vape stores throughout the state.
Lawrenceville hosts Around the World in the DTL this weekend
Presented by the city of Lawrenceville and the wildly popular International Night Market, Around the World in the DTL is set for this weekend on the Lawrenceville Lawn on Luckie
Voices From the Past Cemetery Walk returns in Oct.
The Voices From the Past Cemetery Walk explores how “Winonans Just Wanna Have Fun” this year. Community volunteer actors portray people from the past in this popular annual event. Take
Scientists Discovered an Inexplicable New Kind of Ice. It Gets Hot Enough to Melt Steel.
There are dozens of types of exotic ice, but this one could help solve an outstanding astrophysics mystery in the outer solar system.
Trump’s midterm woes deepen amid worsened economic backdrop: CNN poll
With President Donald Trump at record unpopularity, Republicans are facing an even bleaker midterm political landscape than they did eight years ago, a new CNN poll conducted by SSRS finds.
Check your freezer: Popular Walmart item recalled over possible listeria risk
Two lots of Bettergoods frozen pasta sold at Walmart stores nationwide are being recalled after routine sampling indicated they may contain Listeria monocytogenes
The GOP stampede away from Trump is growing
Republicans choosing to distance themselves from President Donald Trump ahead of the 2026 midterm election was somewhat inevitable, given how historically unpopular Trump is.
GOP governor candidate’s campaign website removes some references to Trump
The GOP candidate for Florida governor, Rep. Byron Donalds, has removed several references to Donald Trump from his campaign website, as a growing number of Republicans try to distance themselves from the unpopular president ahead of elections taking place this fall.
Day-into-night music, entertainment. Popular Turlock eatery to mark summer’s end
It’s a family friendly celebration with no cover charge.
Situation Report No.11: Earthquakes in Venezuela 2026 (M7.2 and M7.5)
Nearly three months after the 24 June 2026 earthquakes in Venezuela, the response has moved into early recovery while sustaining essential emergency operations. Efforts now center on maintaining continuity of care across mental health, sexual and reproductive health, maternal and neonatal care, NCDs, and rehabilitation, alongside restoring affected facilities, supporting transitional camps, and strengthening Health Cluster coordination as Emergency Medical Teams and international partners withdraw. Health system recovery is advancing, with 16 ASICs and 356 health facilities assessed (61% operational) and rehabilitation progressing under CERF, CFE and US funding, while fluctuating electricity, medication refrigeration and emergency-generator gaps continue to challenge the safe continuity of essential health services. Public health surveillance and prevention remain active, with 47,145 cumulative vaccine doses administered and 556 health professionals trained, while intensified surveillance in La Guaira and Miranda and mounting environmental risks from tropical rains and heatwaves continue to require sustained vector-control and water/sanitation action. Contraception remains the most consistent unmet need across assessed shelters, particularly among adolescents and young women, while mental health needs continue to rise across the transitional camps amid limited supplies and specialized personnel. PAHO/WHO continues to support the response with critically needed medical supplies and medicines, having shipped 46.6 metric tons to Venezuela to date, benefiting 72 actors and reaching 117,714 people with treatment through PAHO and partner donations, while sustained technical and logistical support to the Ministry of Popular Power for Health (MPPS) has strengthened the national supply chain and ensured the continuity of health services through the coordination, reception, and mobilization of international donations of essential medical products.
Trump threatens to send Iran 'into hell' if war carries on
The president's remarks at the United Nations come more than six months into a war that has grown increasingly unpopular at home.
'End the open-ended war.' GOP candidates push Trump on Iran
The push from key congressional candidates to end the war illustrates the growing GOP angst around a conflict that is deeply unpopular.
Blizzard layoffs are reportedly imminent, days after an exciting BlizzCon and a seemingly popular World of Warcraft: Forever beta
A second wave of Xbox cuts will reportedly affect World of Warcraft maker Blizzard.
Is Ageu finally ready to prove his worth?
Wouter Vrancken has transformed the style of play within months, guided Hearts into the Conference League and the League Cup semi-finals. It has reached the point where I am trying to track down Vladimir Romanov's spiritual healer, Rima, and persuade her to bring the golden stick to Oriam. Vrancken is already hugely popular with the support.
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.
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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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