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Banks Do Not Owe a Duty of Care to Non-customers in Business Email Compromise and Wire Fraud Cases
Business email compromise (BEC) and other third-party fraud inducing funds transfers have generated a wave of litigation against banks: not just those
Valkyries first playoff game marks Thrive City’s shift to permanent ‘entertainment zone,’ allowing to-go alcohol
The Valkyries are set to host their first playoff game at Chase Center Sunday and it marks the start of a permanent change at Thrive City, as full-time entertainment zone which allows customers at the bars and restaurants to take alcoholic beverages out into the 11-acre piazza outside the arena.
Wild announce Spectrum deal under new TV contract
Spectrum customers will be able to watch Minnesota Wild games this season.
YouTube announces Custom Feeds, GIF comments, and ’Your podcast lineup’
At Made on YouTube 2026 today, YouTube announced a slew of new features. We’ve highlighted the capabilities that will impact...
Lincoln brewery shuts down after more than a decade in business
Backswing Brewing Co. has closed its doors after serving customers in Nebraska for more than 10 years.
Sphere and Disguise partner to advance immersive entertainment
Sphere Entertainment and Disguise have announced a new multi-year partnership to develop advanced technologies custom-made for Sphere’s immersive entertainment venue. Since Sphere opened in 2023, Disguise has served as a key technology partner supporting the delivery of Sphere’s groundbreaking live residency productions and corporate events. For these events, Sphere uses Disguise media servers and software
Troy Clarkson To Deliver Falmouth Forum Season Opener
Author and columnist Troy Clarkson will present the first talk of the Marine Biological Laboratory’s 2026-27 Falmouth Forum series.
Citi jumps into the ad business, enters a competitive market
The banking giant is letting brands target ads to its more than 70 million customers based on their spending habits.
When Scientists Become Accidental Detectives
Forensic science advancements often come from the most unexpected places.
The design-build business model when land is no longer the moat
As land shifts off balance sheet, builders need a customer moat, clean tech stack, and payment-first design-build model.
The Fight for the Senate Is a True Toss Up; Three Races Shift Toward Democrats
With just under six weeks until Election Day, control of the Senate is on a knife’s edge as the handful of key races that will decide the majority remain within the margin of error.
Google could bring the Pixel 11's customized My Pixel colors to older Pixels
Looking at the latest My Pixel app, we have found evidence suggesting Google may expand the customized app icon colors to older Pixels.
Britain's JD Sports says Nike turnaround is only a matter of time
Nike is taking the right steps to revive its business and a turnaround is only a matter of time, said the finance chief of British sports and fashion retailer JD Sports , one of the U.S. group's largest customers.
Britain's JD Sports says Nike turnaround is only a matter of time
Nike is taking the right steps to revive its business and a turnaround is only a matter of time, said the finance chief of British sports and fashion retailer JD Sports , one of the U.S. group's largest customers.
Merck Life Science Expands Bengaluru Manufacturing with €13 Million Investment
Merck Life Science is expanding its manufacturing capabilities in Bengaluru with an investment of approximately €13 million, strengthening the company’s ability to supply critical materials to customers across India and the wider Asia-Pacific region. The expansion at Merck Life Science’s Jigani site in Bengaluru will introduce biological buffer manufacturing alongside the facility’s established chemistry capabilities. The investment is designed to enable faster and more reliable access to critical materials used by customers across research, diagnostics, biotechnology and biopharmaceutical manufacturing. The development further advances Merck Life Science’s “in-region, for-region” approach, under which the company is expanding manufacturing capabilities closer to the markets and customers it serves. By adding biological buffer production in India, the Jigani expansion will broaden the site’s manufacturing capabilities while strengthening Merck Life Science’s regional supply infrastructure for the rapidly developing life sciences sector across India and Asia-Pacific. The company said the expansion reflects both the contribution of its teams and its collaboration with government and industry stakeholders. Merck Life Science acknowledged the support of India’s Department for Promotion of Industry and Internal Trade (DPIIT), the German Embassy New Delhi, and Invest India in helping strengthen life science manufacturing capabilities in the region. The investment comes as India continues to expand its role across pharmaceutical, biotechnology, diagnostics and biomanufacturing value chains, increasing demand for dependable regional access to materials supporting research and manufacturing operations. The Bengaluru expansion reinforces Merck Life Science’s focus on building manufacturing capacity within Asia-Pacific and supporting customers through a more regionalised supply network.
Lincoln brewery shuts down after more than a decade in business
Backswing Brewing Co. has closed the door after serving customers in Nebraska for more than 10 years.
Ernst Names Small Business of the Week, North Lumber & Home Center
Read the release on Sen. Ernst's website HERE. Throughout this Congress, Chair Ernst plans to recognize a small business in every one of Iowa’s 99 counties. RED OAK, Iowa – U.S. Senator Joni Ernst (R-Iowa), Chair of the Senate Small Business Committee, today announced her Small Business of the Week: North Lumber & Home Center of Decatur County. Throughout the 119th Congress, Chair Ernst plans to recognize a small business in each of Iowa's 99 counties. “North Lumber & Home Center has truly gotten to the root of what it means to be a hardworking, dedicated small business” said Chair Ernst. “For more than four decades, this family-owned and operated business has continued to branch out by providing quality services and staying actively engaged in its community.” In 1980, current owner Sally Dykes and her family purchased North Lumber. As the family continued to expand their inventory and operations to better serve its customers, they renamed the business to North Lumber & Home Center. In 2002, they opened a second store in Lamoni, Iowa. Today, Sally continues to run the lumberyard and building materials supplier business alongside her son, Tony Dykes. Stay tuned as Chair Ernst continues to recognize outstanding Iowa small businesses with her Small Business of the Week award. ###
Governor Moore Announces Approval of SBA Economic Injury Disaster Loans for Anne Arundel County Businesses Affected by Empire Towers Structural Emergency
Governor Moore announced that the SBA has approved his request for a SBA Declaration to provide EIDL.
Apple Will Soon Announce an All-New Operating System
Apple is developing an all-new operating system that is essentially a mix of tvOS, watchOS, and iOS, according to Bloomberg's Mark Gurman. In his latest Power On newsletter, Gurman reiterated that the operating system will feature a grid of app icons, widgets, and customizable clock faces. The new software platform is intended for Apple's long-rumored smart home hub.
New calls for ICE accountability, transparency emerge after Austin shooting
A Venezuelan man was shot and wounded by an Immigration and Customs Enforcement officer during a traffic stop in Austin on Sunday.
Beats 360 Deliver Customizability and a Revamped Over-Ear Headphone Design
After months of teases and leaks, Beats is officially announcing its new Beats 360 headphone today. Priced at $349.99, Beats 360 represents a rethinking of the Beats over-ear headphone design, with an emphasis on sound quality, comfort, and customizability. Subscribe to the MacRumors YouTube channel for more videos.
I Help Businesses Get Recommended By Chatbots. Here's How It Really Works.
Customers are increasingly asking AI to give them business recommendations. Here's how to make sure you're on their shortlist.
'It's Fine, I'll Take It As Is': The Customer's Words That Changed My Business
My outsider complex made me think everything had to be perfect. It was stopping me from swinging bigger.
Kenner business owner accused of filming customers with hidden cameras in his bathroom
Police have identified three victims so far and recovered over 500 photos and videos. Here’s more.
MORNING BUSINESS REPORT: Seniors use weight loss drugs, Apple settlement, Disney trip deals
More seniors are using drugs like Ozempic, customers can claim part of an Apple settlement, and Disney offers promotional deals. Here's the Morning Business Report for Sept. 22.
Telehealth companies keep exposing their customers’ medical data. What should they do?
Increasingly, government regulators are accusing companies of deceptive, unethical business practices, including disclosing customers’ health data, signing them up for hard-to-cancel subscriptions and bypassing real-time consultations with doctors.
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.
Observability should start with business outcomes, not infrastructure
A dashboard full of metrics is only useful if it can tell you what those numbers mean for customers and the business.
Sunda Energy, Meridian Mining, Quantum Helium, Light Science Technologies, Foresight Solar, hVIVO
Sunda Energy PLC (AIM:SNDA, FRA:GHA0) has raised £5.25 million to fund completion of its New Zealand acquisition. It's also launching a retail offer for a further £525,000. Meridian Mining Plc (LSE:MNO, TSX:MNO, OTCQX:MRRDF) has delivered a net present value of $2.09 billion for its Cabaçal project in Brazil. The CEO says the economics could make it the next major near-term gold-copper mine. Quantum Helium Ltd (AIM:QHE) is targeting Q4 2026 for a larger fracture stimulation programme at Sagebrush-1 in Colorado. It's also taking a 9% stake in Herencia Resources. Light Science Technologies Holdings PLC (AIM:LST, FRA:9FD) has secured a repeat order from a healthcare devices customer, pushing that contract past £500,000. It's building out higher-margin work in defence and medical sectors. Foresight Solar Fund Ltd (LSE:FSFL, FRA:1F5) says it's considering all strategic options to lift a share price stuck below the value of its assets. The board says it needs to "act decisively" to close that gap. hVIVO PLC (AIM:HVO) has appointed Caroline Shaw as an independent non-executive director. She brings more than 30 years of senior healthcare leadership to the board. Follow us and subscribe on YouTube, our social channels, and on proactiveinvestors.co.uk.
“Nurturing tomorrow’s Einsteins in Dalseong-gun”: DGIST Science Creativity School opens admissions for the 2027 academic year
- Advanced education in four fields—mathematics, physics, chemistry, and life science—with full tuition support for sixth-grade elementary and first-year middle school students in Dalseong-gun - “Taught Directly by DGIST Faculty”: Customized advanced education for gifted students in the region
Monkey business: Hundreds line up to shop UT, Roller Rabbit pajama partnership
The line of eager faces stretched nearly a quarter of a mile. Hundreds of customers, some of whom waited almost six hours, patiently anticipated the Roller Rabbit and University of Tennessee collaborative pop-up Monday morning. The two-day event brings a limited edition collection of pajamas designed exclusively for Vols, featuring the brand’s “iconic” monkey-covered pattern...
ICE fears weigh on Latino business owners as DeLauro tours Fair Haven
Connecticut representative Rosa DeLauro visited restaurants and a retail store in New Haven’s majority-Latino Fair Haven neighborhood, where business owners said customers’ fear of ICE activity was driving down sales.
McDonald’s tests placing ads for other brands on its menu screens
The ads display after customers place their orders, taking advantage of the seconds or minutes while they wait for their burgers and fries.
Survey: PA teachers cite stress, side jobs, Trump-era struggles
A new survey from the American Federation of Teachers revealed Pennsylvania educators are stressed, working second jobs and concerned about Immigration and Customs Enforcement activity traumatizing families.
Survey: PA teachers cite stress, side jobs, Trump-era struggles
A new survey from the American Federation of Teachers revealed Pennsylvania educators are stressed, working second jobs and concerned about Immigration and Customs Enforcement activity traumatizing families.
Access Health CT Revises Open Enrollment Dates For 2027
Access Health CT is Connecticut’s official health insurance marketplace, where residents can shop, compare and enroll in health and dental plans. It is also where eligible customers can get financial help and enroll in low or no-cost insurance through HUSKY Health Programs (Medicaid and the Children’s Health Insurance Program (CHIP)) or the Covered CT Program
Hayden Panettiere remembered at Malibu memorial service
Hayden Panettiere attends the Los Angeles premiere of Netflix's new film 'Blonde' at TCL Chinese Theatre on Sept. 13, 2022, in Hollywood, California. (Jon Kopaloff/Getty Images)Hayden Panettiere was celebrated over the weekend at a memorial service held in California, her representative confirmed to ABC News.Around 80 friends of the late Nashville star, who died on Aug. 16 at the age of 36, gathered in Malibu on Saturday to share "an evening of music, memories, laughter and tears."“We wanted to honor Hayden in the best way we knew how—with as much love as possible," Panettiere's representative, Kasey Kitchen, said in a statement with a group of the actress's friends, who jointly organized the memorial.The statement continued, "It was a beautiful and intimate ceremony where friends came together to celebrate her life and honor the beautiful, magnetic light and love she infused into the world.”Panettiere's Nashville co-star Connie Britton and other celebrities, including Evan Ross and Ruby Rose, were photographed attending the memorial.Panettiere died after she was found unresponsive and in cardiac arrest at a Greenville, South Carolina, apartment.The actress's official cause and manner of death have not yet been announced.An investigation into her death has expanded from South Carolina to Los Angeles, and investigators are focusing on the role drugs may have played in her death, sources told ABC News last week.Kitchen, Panettiere's representative, said in a statement on Sept. 15 that her death "remains under investigation pending toxicology results.""As we await the answers we are all seeking, may we also remember Hayden for the incredible legacy she leaves behind — the light she shined on mental health and postpartum depression, and the voice she gave to those who felt unseen and unheard," Kitchen said. "The answers we are all seeking will come."Copyright © 2026, ABC Audio. All rights reserved.
Hidden Deal Risks Pennsylvania Business Buyers Should Check First
Buying a business can look straightforward when the company shows strong monthly revenue and a loyal customer base. But a business can look highly profitable on paper and still carry
Sponsor spotlight: Make banks compete for your business
Banks regularly compete for new customers by offering cash bonuses, higher interest rates and other perks. By periodically reviewing your options, you may be able to earn extra money while […]
Dawn James Named Inaugural Executive Director of the Texas Energy Buyers Alliance - CEBA
AUSTIN — The Texas Energy Buyers Alliance (TEBA) is pleased to announce Dawn James as its inaugural executive director, bringing an experienced Texas energy and business leader to the helm as the alliance expands its work on behalf of large energy customers across the state. “This is a critical moment for Texas. We face unprecedented […]
Whether you like it or not, celebrities have an impact on politics
The global groundswell of support for Macklemore’s pro-Palestinian advocacy serves to remind us that maybe celebrity activism really is that deep after all, writes Cheek’s Varsha Yajman. Subscribe In the last week, publications, podcasts, and influencers that have either rarely or never spoken about Israel’s genocide in Palestine have flooded my social feed. And it was all because singer Ed Sheeran and his team dropped Macklemore as his opener for saying “Free Palestine” on stage. Millions raised, millions speaking up in support of Palestine - all of this confirming my view that, whether I like it or not, celebrities do have an impact on political outcomes. And this is interesting when much of the time celebrity activism can induce an eye roll - I love to see Charli XCX pointing out a Palestinian flag in the crowd, but it’s hardly the bold symbol of allyship that some fans would make it out to be. But there’s a line between healthy scepticism and outright dismissal - and I’d argue that the latter lets the rich and powerful off far too easily. For instance, actress Jennifer Lawrence, once outspoken about her political views, last year told The Times she no longer believes celebrities have a role to play: “Celebrities do not make a difference whatsoever on who people vote for. So then what am I doing? I’m just sharing my opinion on something that’s going to add fuel to a fire that’s ripping the country apart.” While it’s a narrative she might find comfort in, it simply is not true. Grassroots movements often garner worldwide attention when celebrities and other high-profile spokespeople bring a mainstream platform to their causes. And this frustrates me. We have had three years of a live-streamed genocide. Macklemore himself has been calling for a Free Palestine long before he booked the Sheeran concert. Yet it’s the high-profile fallout of the last week that finally seems to have made saying “Free Palestine” socially acceptable in the mainstream. It feels like the collective mood has shifted, where calling out censorship is now the obvious response - not just the business of ‘radical’ activists. To recap, Sheeran’s decision followed an ultimatum from billionaire Robert Kraft, owner of Gillette Stadium, one of the venues Sheeran was scheduled to perform at: either drop Macklemore as your opener after only two of the eight scheduled shows, or you do not play at any stadiums. Sheeran’s disappointing decision to stand on the side of billionaire-led censorship has ultimately seen a surge in support for Free Palestine. It began when all his openers and his backing band pulled out of Sheeran’s tour, in solidarity with Macklemore and with the Palestinian cause. It was met with an uproar of support from those who had never or barely touched politics before: influencers lip-syncing to Macklemore’s music, singers like Jack Antonoff singing “Free Palestine,” and publications and podcasts standing with Macklemore. And finally, we saw material support: Macklemore donated $1 million in profits from his two nights opening for Sheeran’s tour to several Palestinian aid groups and called for Sheeran and Kraft to match it, which they have since promised to do. We’ve also seen children’s entertainer Ms Rachel follow suit with a $1 million donation to Palestinian aid, and publication PopBase has donated $10,000. Anera, a humanitarian aid group working in Palestine, Lebanon, and Jordan, said donations since Macklemore’s announcement were more than triple this month’s daily average. The group’s Instagram page has also gained 8,000 followers. Macklemore far from the first celebrity to speak and participate in politics in the Western World. In 1924, singer Al Jolson supported Republican candidate Warren G. Harding for president, and decades later, celebrities such as Harry Belafonte, Lena Horne, and Aretha Franklin voiced their public support for the Civil Rights movement. More recently, in the lead-up to the 2024 US election, ‘The Daily Show with Trevor Noah partnered with the organisation Power the Polls to recruit poll workers to address shortages- a problem disproportionately affecting voters of colour. The campaign saw 170,000 new sign-ups - 35,000 of which came directly through the TV show’s link - resulting in the recruitment of 713,000 total poll workers that year, an almost three-fold increase on the organisation’s goal. Alongside recruiting workers, celebrities in the US (where voting in elections is not compulsory) have made a huge difference by calling for people to register to vote. Taylor Swift’s endorsement of Kamala Harris in 2024 saw over 400,000 visitors on the voter registration site within 24 hours of her Instagram post. In 2023, Swift had urged her fans to register, resulting in 35,000 new voter registrations. Similarly, Ariana Grande promoted voter registration in 2019 by setting up booths at concerts on the American leg of her tour, resulting in over 33,000 voters registering. And the same thing is happening closer to home. This year, musician Jack River successfully called for government action to ensure creatives in Australia do not have their work scraped by generative AI companies. Celebrity as the mediator between the punter and the politician Celebrity activism isn’t just a feel-good news story - research tells us it actually makes a difference. By directing attention to issues affecting the average person, like voting inaccessibility or a lack of action on a genocide, researchers Alfred Archer and Amanda Cawston state that “celebrities can play a useful bridging role between political elites and the people they represent”. Alternatively, in a world where talking about politics is “not cool,” or where people lack exposure or knowledge to engage with politics, celebrities can act as an educational resource or an entry point into the political world - when they speak up about an issue, their audience gets exposed to it. Olivia Rodrigo’s Daisy Chain Fields festival is a perfect example. Rodrigo partnered with twelve organisations focused on women’s issues, such as reproductive rights. These organisations had stalls at the festival for people to meet them and were also featured heavily on social media, giving their issues global attention and raising $20 million for the organisations. We have also seen celebrities at award shows such as the Emmys wearing F*CK ICE pins, referring to the U.S. Immigration and Customs Enforcement’s treatment and detainment of people - generally people of colour. When celebrities speak up about political issues in public forums, they put the issue at the forefront of mainstream media, rally their supporters, and make it clear that, however much they disagree, the government cannot simply ignore it. Our over-reliance on celebrities versus our politicians As much as I love seeing my favourite celebrity use their platform for a good cause, there is an important question to ask: not whether celebrity activism is good or bad, but whether we should have to rely on celebrities. And the answer would, in an ideal world, be no. In an ideal world, or merely a just world, action on Palestine would’ve happened decades ago, climate change would be taken seriously, and most importantly, people would understand their democratic rights. However, that is not our reality. Only around 28 per cent of Australian Year 10 students reach proficiency in civics and citizenship. In the US, almost two-thirds of people under 30 say high school civics education didn’t prepare them to understand voting deadlines, how to research candidates, or how to vote by mail. When civics education is weak, our trust in these institutions and our understanding of change-making processes also decline. This is where celebrity steps in and becomes our main source of reliance. As Mary R. Connelly notes in _The Tartan, “_Celebrities will always be involved in campaigns in one form or another, but their presence is not what causes people to vote blindly. The lack of political engagement and literacy is what allows celebrities to wield their influence on the political sphere so impactfully.” About the author Varsha Yajman is the Digital Content Producer at Cheek Media. She is a youth advocate and lawyer with a background in climate litigation and is passionate about looking at the intersection between race, climate justice, and mental health. Thanks for reading Cheek Media Co. ! This post is public so feel free to share it. Share
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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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Governor Moore Requests Administrative Declaration from U.S. Small Business Administration for Anne Arundel County
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Burna Boy for 'Global Citizen Live.' (ABC)Burna Boy will take the stage at the NFL's debut in France.The Nigerian Afro-fusion singer was named as the headline performer for the NFL's Paris Game on Oct. 25 at Stade de France, in an exclusive announcement on Good Morning America Thursday morning.The NFL Paris Game will be the first NFL game played in France, and one of a record nine international games played this season.The Paris Game, played between the Pittsburgh Steelers and New Orleans Saints, is one of seven international games that will feature a halftime show this season.Burna Boy, a native of Nigeria and the artist behind songs such as "Last Last" and "Love," shared a statement on the event in a release from the NFL regarding the show."The NFL is bringing something to France that has never happened here before, and I get to stand in the middle of it representing African music and I intend to give the people a show they will not forget," he stated.Tim Tubito, senior director of global game presentation, music and entertainment at the NFL, said in a statement, "Paris is one of the great cultural capitals of the world, and African music sits right at the heart of what the city listens to."The Jonas Brothers, Pedro Sampaio and Ricky Martin, Ayra Starr, Cage The Elephant and The Warning have already been announced as international game performers at NFL games this season, according to the release.Rio de Janeiro and Paris will both see NFL games for the first time this year, while London, Madrid, Munich and Mexico City will return as hosts this season. Melbourne also hosted their first NFL game earlier this season.The Paris Game will air Sunday, Oct. 25, at 9:30 a.m. ET on the NFL Network.Copyright © 2026, ABC Audio. All rights reserved.
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