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‘Resident Evil’ scares up franchise-best $60 million premiere, pushing horror to new box office record
This year’s slate of horror films have put 2026 in contention for the highest grossing box office year in the genre’s history following the $60 million franchise-best open for Zach Cregger’s ‘Resident Evil.’
Iowa State Football Player Released From Hospital Following Scary Incident
Jahiem Singletary involved in collision with teammate during win for the Cyclones A scary situation inside Jack Trice Stadium in […]
Carrot Top's Rep Gives Update on Comedian After Alleged Suicide Attempt
A representative for Scott "Carrot Top" Thompson is reportedly giving an update on the comedian's condition as he remains hospitalized following an alleged suicide attempt.
Instant analysis of Jaguars' Week 2 loss vs. Broncos
Following the Jaguars' Week 2 loss to the Broncos, here are the instant takeaways from their performance.
Dr. Bucan-Kurepa prescribes a more personal approach to healthcare - Cross Timbers Gazette | Southern Denton County | Flower Mound
After 27 years of practicing medicine in Flower Mound, it would be easy to assume that Dr. Jelena Bucan-Kurepa has developed quite a following that has created a loaded daily schedule with a seemingly endless number of patients. But it’s actually quite the opposite. Sure, she has a devoted following of families who trust her […]
Jessica Chastain series shelved in wake of Charlie Kirk assassination finally gets 2027 release
“The Savant,” which stars Chastain as an investigator of extremist hate groups, was put on ice following the conservative activist’s killing.
Jessica Chastain series shelved in wake of Charlie Kirk assassination finally gets 2027 release
Jessica Chastain’s ‘The Savant,’ shelved days before its planned 2025 release following Charlie Kirk’s killing, has officially been given a release set for 2027.
Joe Burrow Addresses Health Status Following Physical, Trenches Win Against Houston
Joe Burrow did enough to win on Sunday, leading his Bengals to a 2-0 lead in the 2026 season with a 20-6 win over Houston. He went to a tried-and-true winning m
Did Brewers Make Mistake by Not Bringing Back Peralta?
Former Milwaukee Brewers ace Freddy Peralta is dominating with the Tampa Bay Rays following a tactical pitch-mix overhaul.
Mike McCarthy takes blame for Steelers’ offensive struggles vs. Patriots
The Steelers’ new head coach and play caller was especially tough on himself following a big loss to the Patriots.
Carrot Top Awake and ‘Breathing on His Own’ in Hospital Amid Health Crisis
Warning: The following post contains discussions of suicide. Carrot Top is reportedly awake and alert following a suicide attempt on Friday, Sept. 18. In a statement made to TMZ by a representative fo...
Gabriel Milito's Analysis Following El Clásico de México
Guadalajara's draw in El Clásico de México has several different layers. We know that the entire Nación Rojiblanca was excited by what Chivas showed in the first half, but the circumstances of the ...
Debbie Gibson Reached Out to Carrot Top Days Before Alleged Suicide Attempt
Debbie Gibson is sending her support to friend Carrot Top after the comedian was hospitalized following an alleged suicide attempt.
Debbie Gibson Reached Out to Carrot Top Days Before Alleged Suicide Attempt
Debbie Gibson is sending her support to friend Carrot Top after the comedian was hospitalized following an alleged suicide attempt.
Debbie Gibson Reached Out to Carrot Top Days Before Alleged Suicide Attempt
Debbie Gibson is sending her support to friend Carrot Top after the comedian was hospitalized following an alleged suicide attempt.
Tennessee Democrat to propose bill to ban corporations from political spending
A Tennessee Democrat is set to push for new restrictions on corporate campaign spending, following the seminal steps of a movement to limit dark money in politics.
More Bad News as Celtic Player Pictured in Protective Boot
There is more bad news for Celtic, following another defeat against the Rangers, as one player was pictured in a protective boot on Sunday.
Analysis: Hosts winless but showing signs of growth
Following three consecutive losses to start the season, Fulham might not have been thrilled to see a trip to Anfield and the visit of Manchester United as their next fixtures. As at Liverpool last weekend, there was some eye-catching football on show from Fulham, playing out from the back and going smoothly from one end to the other in a flash. The exciting Josh King, still just 19, will rightly be praised for his showing but perhaps the key for the west Londoners will be the vastly underrated Alex Iwobi.
NYC Health expands Legionnaires' disease outreach area in South Bronx as testing continues
The NYC Health Department is expanding its South Bronx Legionnaires' disease outreach into two additional ZIP codes following a recent uptick in cases.
TEXAS TOSS UP: Real Clear Politics Shifts Governor’s Race to “Toss Up” as Hinojosa’s Momentum Surges | Gina Hinojosa for Texas Governor
Austin, TX – Following new polling from ReconMR/Siena showing Gina Hinojosa leading the Texas Governor’s race by 4 points, Real Clear Politics moved the race for Texas Governor to a “Toss Up.” “This is a watershed …
Why politicians should pay more attention to the polls (reprise)
Welcome to the 231st edition of The Week in Polls (TWIP), a polling newsletter that always welcomes new readers. So please don’t keep TWIP a secret; share it with your friends and colleagues: Share The Week in Polls With all the stories swirling around Reform, JL Partners and political polling, I am finally tearing myself away from talking about the regulation of polling this week - and instead re-running a previous piece reminding us why the solution to problems with polls isn’t simply to ban or ignore them. Rather, we need them to play a vital role in making our politics - and politicians - better. This is followed by summaries of the latest national voting intention polls, seat projections from MRPs and the most recent party leader ratings. Subscribers who pay for the full edition can also read ten insights from the latest polls and analyses, including: A trio of organisations and a pair of professors have been casting their eyes over the Liberal Democrats ahead of the party’s autumn conference; What impact did the summer heatwave have on views on climate change? and Which wins out between chocolate and cheese? If you are not yet a paid subscriber, you can read all ten by starting a free trial now: Get FREE 7-day trial For more polling news as it comes in ahead of next week’s edition, you can also follow The Week in Polls on Bluesky. Picking up on my doubt last week about whether or not 35% of British train travellers have tried to order a takeaway for delivery to a railway station or carriage, thank you to reader Iain, who has been in touch to say he has done just that… in India. Another quick pair of updates, this time on the controversies around Reform and polling. Politico has a further scoop - “Farage aide caught in donor sting attended Egypt retreat with JL Partners” - and Ian Dunt has written about the problems with polling too: “Seeing the response of many polling experts in the last few weeks suggests that they are nervous about what is happening and keen to mitigate against it. Seeing the response of journalists, which has been basically non-existent, suggests the precise opposite.” My usual reminder as well: please do hit reply if you’ve spotted a poll, focus group or new piece of poll-based research that you think should be in contention for coverage in a future edition. Thank you! And with that, on with the show. How politicians get public opinion wrong I have written before about the benefits that come from widespread availability of high-quality political polling. We need more polls and more good coverage of polls. However, what I’ve not dug into before is the research into how accurately politicians estimate public opinion on issues. Thankfully we have academic research to tell us. First, the bad news: We present results from a study of 866 politicians in four countries.1 Politicians were asked to estimate the percentage of public support for various policy proposals. Comparing more than 10,000 estimations with actual levels of public support, we conclude that politicians are quite inaccurate estimators of people’s preferences. They make large errors and even regularly misperceive what a majority of the voters wants. Politicians are hardly better at estimating public preferences than ordinary citizens. Walgrave, S., Jansen, A., Sevenans, J., Soontjens, K., Pilet, J.B., Brack, N., Varone, F., Helfer, L., Vliegenthart, R., van der Meer, T., Breunig, C., Bailer, S., Sheffer, L. & Loewen, P.J. (2023a), “Inaccurate Politicians: Elected Representatives’ Estimations of Public Opinion in Four Countries”, The Journal of Politics, 85(1): 209-222. The bad news is not quite as bad as that makes it sound because, when asked whether the majority of public opinion was for or against various policies, politicians picked the wrong option ‘only’ 29% of the time. However, this included getting it wrong even when public opinion is far from evenly split on an issue: They do not only get it wrong when the public is divided and hard to read (e.g., when there is a 51%:49% distribution). Seventy percent of the misplacements occur for policies with a relatively clear distribution of at least 60% (dis)agreeing citizens. Moreover, the public scored only slightly worse than politicians, picking the wrong option 2.7 out of 8 times on average, compared with 2.3 times for politicians. Turning to the other measure of accuracy (not which side is in the lead but what the percentage support is for each side), politicians on average were 18 percentage points out in their guesses. Again, this was only slightly better than the public, whose error came in at 21 percentage points.2 Further research, using the same mix of countries, gives a little more comfort about how (in)accurate perceptions are: We show that politicians have a better understanding of public opinion when they think the issue matters to voters. Further, when an issue is personally important to politicians they more accurately estimate their party supporters’ opinions. The results confirm that politicians hold more accurate perceptions of voters’ preferences when they think it is important to do so but not necessarily when the issues actually are important to voters. Butler, C., Walgrave, S., Soontjens, K. & Loewen, P.J. (2024), “Politicians are better at estimating public opinion when they think it is more salient”, Party Politics: 1–13. Even so, it’s not a good picture. The remedy for this? Politicians should spend more time reading the polls. So forward this newsletter to someone you know… Share For a more general argument against banning polls, see my 2024 piece. Is “Let Bartlet Be Bartlet” good advice or not? The latest episode of my Political Fictions podcast heads across the Atlantic for a dip into one of the political TV classics: Mark and Cory talk about a giant of American political drama for the first time this week, as they tackle The West Wing. They talk about Let Bartlet Be Bartlet, the nineteenth episode of series one. In it, Mark wonders if The West Wing is actually the epitome of the “Boris Johnson school of politics”, Cory outmanoeuvres Mark into confirming we will record a Christmas Special about Love, Actually and they debate whether the central message of this episode has been misunderstood. Cory’s email newsletter is Paperback Rioter and Mark has a family of email newsletters. Subscribe to our newsletter for some additional bonus content and to get alerted whenever a new episode comes out. Our theme tune is “Monkeys Spinning Monkeys” by Kevin MacLeod/incompetech.com and licensed under the Creative Commons: By Attribution 4.0 License. You can also listen to our episode on Apple Podcasts, Spotify, the web or YouTube. Elsewhere from me… [ A Lord's Eye View How to fix the problem of money in our politics Welcome to my latest update on work in the House of Lords. This time I am taking a look at how our political system is regulated, and the protections we need to keep democracy safe from becoming simply a contest to see who has the biggest bank account… Read more 5 days ago · 3 likes · 2 comments · Mark Pack ](https://lordseyeview.substack.com/p/how-to-fix-the-problem-of-money-in?utm_source=substack&utm_campaign=post_embed&utm_medium=web&embedding_publication_id=1269283) If you spot a factual error… Borrowing an idea from Stuart Ritchie and others, if you spot a factual error in an edition of this newsletter, I will give you a free 12-month subscription to the paid-for version (or an extra 12 months on your existing one). Factual errors qualify, but grammatical errors or disagreements over interpretation do not, and my decision is final. Messages about both of those are always welcome, though. Voting intention and leadership ratings Here are the latest voting intention polls from different pollsters. It is all pretty static at the moment, with a small and consistent Labour lead in nearly all the polls. The table is also online here, along with explanations about what is included. It is updated regularly throughout the week as new polls are released. Next are the seat projections from MRPs, also sorted by fieldwork dates, listing those which are based on dedicated fieldwork (rather than models based on averages of other polls). Because such MRPs are published infrequently, some of the entries below are quite old. Finally, here is a summary of leadership ratings, with a graph from PollCheck: Detailed numbers from the latest polls are online here, and both that and the graph are updated regularly throughout the week as new data comes out. For historical figures on both voting intention and leader approval stretching back to the 1930s, including Parliamentary by-election polls, see PollBase. Catch up on the previous two editions [ ](https://theweekinpolls.substack.com/p/a-crisis-point-for-political-polling) [ A crisis point for political polling Sep 13 ](https://theweekinpolls.substack.com/p/a-crisis-point-for-political-polling) [ Read full story ](https://theweekinpolls.substack.com/p/a-crisis-point-for-political-polling) [ ](https://theweekinpolls.substack.com/p/extra-questions-about-the-polls-in) [ Extra questions about the polls in Reform’s funding scandal Sep 6 ](https://theweekinpolls.substack.com/p/extra-questions-about-the-polls-in) [ Read full story ](https://theweekinpolls.substack.com/p/extra-questions-about-the-polls-in) My privacy policy and other legal information are available here. Links to purchase books or other items are usually affiliate links which pay a commission for each sale. Quotes from social media messages are occasionally lightly edited for punctuation and clarity. If you are subscribed to other email lists of mine, please note that unsubscribing from this one will not automatically remove you from the others. If you wish to be removed from all my lists, simply reply to this email to let me know. A quintet of Lib Dem polling analyses, and 9 other polling insights you shouldn’t miss The following ten findings from the most recent polls and analyses are only for subscribers who pay for the full edition, but you can sign up for a free trial to read them straight away. Ahead of the start of Liberal Democrat conference, we have a trio of organisations and a pair of professors with pieces out about Ed Davey’s party:
Inside the Fear, Anger, and Hope at Ed Sheeran’s Philadelphia Concert
The latest Loop tour stop drew heightened attention after a week’s worth of statements and fallout following Macklemore's removal from the tour
'I'm so, so sorry': Ed Sheeran speaks out at his first show after Macklemore controversy
Before performing in Philadelphia on Sept. 19, Ed Sheeran addressed the controversy surrounding Macklemore’s removal from the U.S. dates of his Loop Tour following pro-Palestinian remarks made onstage.
MS NOW, CNN and Politico say their journalists were denied access to White House after Trump ban
Reporters from CNN, MS NOW and Politico have been denied access to the White House. Reporters from the two cable networks both went live to report they’d been barred following
Union Berlin linked with Alaba and Vestergaard
With 1. FC Union Berlin having conceded 17 goals in their first four Bundesliga games following Friday’s heavy 7-0 defeat to Bayern Munich, the capital club could look to strengthen their defence du...
Political Pulse: NMDOJ demands answers from PNM on billing complaints, Google considers data center in New Mexico, & lawmakers weigh gas tax hike
ALBUQUERQUE, N.M. (KRQE) –This week on the New Mexico Political Pulse, the New Mexico Department of Justice sent a letter to PNM, calling for an explanation following customer compla…
Parkinson on 'class' Sheaf and Rathbone and Imray injuries
Phil Parkinson lauded the impact of Ben Sheaf following the midfielder's performance in Wrexham's win against Southampton. Speaking after the 2-1 victory, Parkinson revealed the coaching staff have been carefully planning Sheaf's route back to full match fitness over recent days. "Ben Sheaf, I'm so pleased with him today," said Parkinson.
Townsend run over by pitch roller in Thailand
Former England winger Andros Townsend jokes that playing Stoke away "wasn't so bad after all" following a bizarre incident before a game in Thailand.
Scotland must show more belief
Evie Gallagher says Scotland must believe they belong amongst the world's best if they are to compete against the top international sides. The number eight scored both of Scotland's tries against New Zealand but the Black Ferns were a class apart as they ran in 10 tries for a 66-14 victory at Hive Stadium. It was a second straight defeat for the Scots in the WXV Global Series following last weekend's defeat to Canada.
UFC 331 Bonuses Revealed After Violent Event
Following Saturday’s UFC 331 event, the promotion revealed who won the post-fight bonuses following a violent card. UFC 331 took place on Saturday, September 19, at Crypto.com Arena in Los Angeles, California. Below are all the bonus winners for the latest UFC event. Fight of the Night ($100,000 to each fighter): Joshua Van vs. Alexandre […] The post UFC 331 Bonuses Revealed After Violent Event appeared first on HEAVY.
What JaMarcus Shephard said after Oregon State beat Montana
JaMarcus Shephard spoke to reporters following his first victory as a head coach, a dominant 52-17 win over Montana at Reser Stadium.
Multiple Switch Games Receive Switch 2 Compatibility Fixes
Following a major firmware update
Tri-state people in business: New hires, promotions, recognitions
Medical Associates Clinic, of Dubuque, announced the following new hires:
Everything Stanford HC Tavita Pritchard said following Duke's win
Duke used a big second half to rout Stanford, 35-7, in the Blue Devils' ACC opener.
Comedians show support for Carrot Top after hospitalization
Fellow comedians are showing support for Carrot Top on social media after the comic was reportedly hospitalized following a suicide attempt Friday. Carrot Top, whose real name is Scott Thompson, wa…
NFL Fines 2 Packers Players For Actions Against Vikings
League officials issued financial penalties following a physical divisional clash, targeting a late hit on a backup quarterback while clearing the controversial tackle that sidelined Minnesota’s starter.
‘Sweet Magnolias’ Creator Reacts to Netflix Cancellation: ‘I Hope Serenity Will Always Have a Place in Your Heart’
Following the news that “Sweet Magnolias” has been canceled at Netflix, creator and showrunner Sheryl J. Anderson is looking back on the romantic drama’s 5 Season run. “Living in Serenity for five sea...
What is Dave Doeren’s buyout as NC State football coach
Following N.C. State football's stunning loss at Vanderbilt, here's contract info on coach Dave Doeren, including his buyout.
Carrot Top hospitalized in Vegas after alleged suicide attempt: report
Carrot Top has been hospitalized following an alleged suicide attempt, according to a report. The comedian, whose real name is Scott Thompson, was rushed to the hospital ahead of his
Samuel leaves Spartans after investigation
Head coach Douglas Samuel leaves Spartans "following an independent investigation into allegations of misconduct".
J Balvin Publicly Celebrates Ex Valentina Ferrer Days After Split
J Balvín is publicly giving his ex Valentina Ferrer her flowers following their shocking breakup after a decade together.
Michael Pittman Jr. ruled out for Week 2
Michael Pittman Jr. downgraded to out following two missed practices with foot injury
Analysis: A tale of two halves
Matthias Jaissle had made it clear to his players that they needed to take losing a duel personally following their meek performance against Leeds United. It was rather telling that Lewis Miley won the ball back high up the field in the build-up to Willock's opener, while Lewis Hall also dispossessed a blue shirt before doubling his side's lead just a few minutes later.
Analysis: Fearless Seagulls rewarded for attacking approach
Brighton came into this match as the league's top scorers and did not disappoint with their attacking mindset. Diego Gomez on the wing did an excellent job of keeping Riccardo Calafiori quiet, while Charalampos Kostoulas caused problems for the Gunners backline throughout. The 19-year-old Greece international deserved his excellent goal, which was his third in successive games, as he looks to show he can step up to be Brighton's main striker following Danny Welbeck's summer departure to Chelsea.
Here's how Apple circumvented the battery shipping restrictions for iPhone 18 Pro Max
Learn about this simple software trick that regulators hate. If you've been following the smartphone trends in recent years, you've probably noticed that...
CNN, MS NOW, Politico reporters denied access to White House following Trump ban
Three reporters were blocked from the White House grounds Saturday morning, a day after President Trump said CNN, Politico, and MS NOW would be banned for reporting "FICTION and LIES."
How to watch Memphis’ home game against UT Martin
Memphis returns to action at Simmons Bank Liberty Stadium for its final non-conference game against UT-Martin. The Tigers will look to bounce back following a 38-20 loss against Boise State.
48 hours after $15M lawsuit text drop, Carrot Top attempts to take his life; Vegas headliner hospitalized...
His long-running headlining residency at the Luxor was abruptly canceled following the emergency.
Porsche could face another 4,000 job cuts, Handelsblatt reports
Volkswagen's sweeping turnaround plan foresees more than 4,000 further job cuts at Porsche , German business daily Handelsblatt reported on Saturday, following a profit warning linked to problems at the sports car subsidiary.
Southampton test a chance to get back on track
Phil Parkinson says Wrexham's Championship contest with Southampton (15:00 BST) gives his side the opportunity to get "back on track" following their 6-0 loss to West Ham United last time out. The Red Dragons had been in encouraging form prior to that emphatic defeat by the Hammers. "It's a great opportunity for us to get ourselves back on track," said the Wrexham manager.
Marc Guiu’s Leipzig Start Interrupted By Hamstring Injury
The Spanish striker’s Bundesliga breakthrough stalls following a training ground setback, leaving RB Leipzig’s depleted frontline searching for solutions as the promising youngster begins his recovery.
2. Bundesliga preview: Hannover 96 vs. VfL Bochum
In a meeting between two sides separated by three points in the lower half of the table, Sunday’s clash presents Hannover 96 with an opportunity to make an immediate response following the dismissal...
Asian Olympic boss says politicians need to stay out of sport at Nagoya Games
Olympic Council of Asia (OCA) President Sheikh Joaan bin Hamad Al Thani said on Saturday that politicians should not be involved in sports, following a diplomatic incident involving a Taiwan government official at the Asian Games.
Asian Olympic boss says politicians need to stay out of sport at Nagoya Games
Olympic Council of Asia (OCA) President Sheikh Joaan bin Hamad Al Thani said on Saturday that politicians should not be involved in sports, following a diplomatic incident involving a Taiwan government official at the Asian Games.
Frankie Muniz says he's living a 'nightmare' in wake of divorce
Frankie Muniz says he's living a nightmare he wants to wake up from following the announcement of his split from wife Paige Price. In July, the two announced they were ending their marriage after seven years.
When your boss is your landlord: UVM Health Network job cuts put employee housing at risk
Employer-sponsored housing was pitched as a lifeline to draw workers to Vermont, but following hundreds of job cuts at the UVM Health Network, some healthcare workers say losing their job now means potentially losing their home, too.
Alabama public health officials withdraw objection to federal marijuana rescheduling
Alabama's Department of Public Health withdrew their objection to the federal rescheduling of marijuana following a July public hearing.
When your boss is your landlord: UVM Health Network job cuts put employee housing at risk
Following hundreds of job cuts, some healthcare workers say losing their job now means potentially losing their home, too.
NCDOA holds series of forum for minority small business owners after elimination of HUB in budget
Following its elimination in the new state budget, minority businesses will no longer have the aid of the Office for Historically Underutilized Businesses, which helped provide assistance with state contracts for more than 25 years.
NCDOA holds series of forum for minority small business owners after elimination of HUB in budget
Following its elimination in the new state budget, minority businesses will no longer have the aid of the Office for Historically Underutilized Businesses, which helped provide assistance with state contracts for more than 25 years.
Health alert issued for Boca Raton waterways after wastewater spill near Intracoastal
A health alert, no-swim advisory and no-irrigation advisory has been issued for waterways near the Boca Raton Resort following a wastewater spill into Camino Real.
Africa Laboratory Scientists
A specialist examines a culture plate inside a laboratory at a hospital during a regional congress focused on strengthening laboratory capacity and preparedness following lessons from Ebola and COVID-19, in
Tokyo considers ordinance banning littering in entertainment districts
The Tokyo metropolitan government is considering an ordinance banning littering, as trash left in entertainment districts has increased with the rise in tourists following the COVID-19 pandemic, government sources said Thursday. While Shibuya and Shinjuku wards already have such ordinances in place, rules at the metropolitan level would prevent disparities…
Maine nurses condemn Prime Healthcare’s illegal firings and suspensions at Central Maine Medical Center
Maine State Nurses Association/National Nurses Organizing Committee, an affiliate for National Nurses United (NNU), released the following statement today in response to illegal discipline against nurses by Prime Healthcare.
Former First-Round Pick Named Breakout Candidate for Boston Celtics
Following Jaylen Brown’s offseason departure, the Boston Celtics will need some players to step up to fill his void next season. One particular young Celtics player has been named as a breakout candidate for the team heading into the 2026-27 campaign. Hugo González Named Breakout Candidate for Boston Celtics Greg Swartz of Bleacher Report recently […] The post Former First-Round Pick Named Breakout Candidate for Boston Celtics appeared first on HEAVY.
Leadership, faith big topics at Business School's annual Summit
Building a culture in the workplace. Leaning on faith in a business setting. Understanding the character behind success. Following your… More on this post
'DWTS' Season 35 Viral Hits Songs and Dances Revealed Before Week 2
Dancing With the Stars is gearing up for Viral Hits Night following the season 35 premiere's double elimination.
‘Jersey Shore’ Star Closes the Door on Seven-Month Health Nightmare
Nicole Polizzi shared a major health update seven months after receiving a stage 1 cervical cancer diagnosis, saying doctors found no evidence of disease following her hysterectomy. The Jersey Shore s...
'Dancing With the Stars' Season 35 Themes Revealed
Dancing With the Stars fans can get even more excited, because ABC just revealed the complete lineup of themes for season 35 following its two-night premiere.
BVB Women Aim to Extend Their Lead
The scenarioThe BVB Women have had a flawless midweek. Following a 6-0 cup victory over 1. FFC Recklinghausen, the BVB Women won 5-0 against newly promoted MSV Duisburg in the Regionalliga West last S...
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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Duncan Sheik, Tony Award-winning composer, dies at 56
Duncan Sheik attends 'The Broadway Legacy Foundation Launch' at the Broadway Museum on November 11, 2025 in New York City. (Santiago Felipe/Getty Images)Duncan Sheik, the Tony Award-winning composer behind Spring Awakening and more, has died, according to his Instagram. He was 56.The Friday morning Instagram post said the "father, husband, son, brother, and friend" died on Thursday night "surrounded by love."A message shared on Sheik's Instagram earlier this week by his family said he was "receiving medical care" and was "in critical but stable condition.""The world has a lost a singular talent, and deeply influential voice in music and theater," Friday's statement said. "From his Grammy-nominated hit “Barely Breathing” to his groundbreaking, Tony and Grammy Award-winning work on Spring Awakening, Duncan’s artistry touched many and leaves an indelible mark on the cultural landscape."Born on Nov. 18, 1969, in Montclair, New Jersey, Sheik rose to fame in 1996 when he released his self-titled debut album, which included his hit song, "Barely Breathing."The song peaked at No. 16 on the Billboard Hot 100 chart and earned him a Grammy nomination for best male pop vocal performance.Following his debut album, he released Humming in 1998, Phantom Moon in 2001 and Daylight in 2002.While "Barely Breathing" established Sheik as a singer-songwriter, his career later expanded into musical theater, where he found success as a composer.Sheik collaborated with lyricist Steven Sater and composed the music for Spring Awakening, which opened on Broadway in 2006.He told Broadcast Music, Inc. in 2015 that around the time he was making the music for Spring Awakening, he wasn't "a huge fan" of music that was happening on Broadway and he wanted to make the music for an audience "beyond the normal crowd that would go to a Broadway musical."The rock musical, based on Frank Wedekind's 1891 play and starring Jonathan Groff, Lea Michele, John Gallagher and Skylar Astin, became a major success. It won eight Tony Awards in 2007, including best musical, best original score and best orchestrations.He went on to compose music for several other stage productions, including American Psycho and Because of Winn-Dixie. He also collaborated with Sater again on Alice by Heart and The Secret Life of Bees.In his interview with Broadcast Music, Inc., he added that working on musical theater has "helped broaden my palette."Sheik went on to release several more albums throughout his career, including White Limousine, Whisper House, Covers 80s, Legerdemain and Claptrap.In May, it was announced that Sheik's new musical, Memoirs of Amorous Gentlemen, would make its off-Broadway debut this fall. The musical is based on Moyoco Anno's manga graphic novel of the same name.An off-Broadway revival of Spring Awakening is also set to open this fall. Copyright © 2026, ABC Audio. All rights reserved.
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