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New Items & Bug Fixes: The Sims 4 Patch Overview (September 2026)
A new Sims 4 Patch has dropped, bringing with it new CAS and Build-Buy items, as well as a whole host of new bug fixes for the game!
The Sims 4 Update: Official Patch Notes (Sep 22nd, 2026)
The Sims Team has just released a new The Sims 4 Update across PC, Mac, Xbox and Playstation supported consoles. The update includes over 95 bug fixes for the
Saudi Aramco plans reorganisation to create gas division, sources say
Saudi oil giant Aramco plans to reorganise its business to create a new gas division with an eye on possible listings of business units in the future to raise capital, two sources with knowledge of the matter told Reuters.
The Latest Planetary Health Check Shows We’ve Breached 7 Of Earth’s 9 Planetary Boundaries
The crisis is overwhelming, but we know what we need to do to fix it.
Ligue 1 Review | Is Le Classique still a classic?
Le Classique is supposed to be Ligue 1’s premier fixture. However, the contrasting realities of France’s two biggest teams, Paris Saint-Germain and Olympique de Marseille, meant that Sunday night...
DOVBYK BACK TO TRAINING
Training resumed at Casteldebole as the Rossoneri began a three-week break from league action due to the international fixtures. The squad underwent a series of individual fitness tests, followed by t...
AI is turning workers into managers without promotions or raises
Workers are now spending their time managing AI agents, supervising their work, and fixing mistakes. Many aren't getting manager promotions or raises.
Fourteen players on international duty
An overview of the matches involving Eintracht players over the next three weeks, featuring UEFA Nations League fixtures, Africa Cup of Nations and European Championship qualifiers as well as friendli...
San Antonio VA plans fixes after OIG review of inpatient mental health unit issues
VA watchdog flags South Texas VA mental health unit issues: delayed bed reporting, gaps in involuntary commitment processes, and VA police video monitoring without policy or signage. Report makes 13 recommendations.
Pork producers plead for Prop. 12 'fix' as lawmakers make progress on Farm Bill
Pork producers across the country are mounting a new push for Congress to repeal a California law
Pork producers plead for Prop. 12 'fix' as lawmakers make progress on Farm Bill
Pork producers across the country are mounting a new push for Congress to repeal a California law
'Gotta fix this fuel problem': Small business profits slashed by record high diesel prices
Knoxville, TN News, Weather, and Sports
Opinion: 'Pothole Politics' Should Mean Fixing Our Schools
"Green Schools ... connect so many of the mayor’s priorities: child care, safe work, good jobs, and fixing what’s broken in our day-to-day."
Kyle Whittingham sounds alarm over Michigan's turnover problem
Michigan football ranks low in turnover margin. Coach Kyle Whittingham says the team must fix its fumble issues.
Kyle Whittingham identifies troubling Michigan trend he must fix
Michigan coach Kyle Whittingham says his young team must improve its energy to build a winning culture.
MLB’s Fixed Bracket Could Punish the AL’s Best Teams
The league’s postseason format is generating a fresh round of controversy.
Spurs fixture moved for TV coverage
The latest round of television picks have been announced with the Whites having one fixture selected for live coverage in November.Leeds United’s meeting with Tottenham Hotspur at Elland Road will n...
The Nurse Is Health Care’s Most Underpriced Founder
They see the problem first, build the fix, and decide whether it is ever adopted. The market has trained them to hide the one credential that de-risks the deal.
Who would you pick for Wales against Portugal?
Craig Bellamy's side take on Portugal in Lisbon on Thursday, 24 September. Who would you pick for Wales opening Nations League A fixture?
Ligue 1 Review | Is Le Classique still classic?
Le Classique is supposed to be Ligue 1’s premier fixture. However, the contrasting realities of France’s two biggest teams, Paris Saint-Germain and Olympique de Marseille, meant that Sunday night�...
Arsenal fixture list for all 18 September-October internationals
18 Arsenal players have been called up for international duty over the September-October break, let’s take a look at when they’ll be in action.Photo by Elsa/Getty ImagesArsenal have received plent...
Katie Porter: Prop 40 won’t help fix our broken healthcare system
OPINION: Progressives who have long fought for “Medicare for All” should resist a billionaires tax that entrenches a troubled for-profit healthcare system, rather than dismantling it.
Get a closer look at the iPhone 18 Pro’s mechanical camera
The winking iris is cool, but practically unfixable
ClinicalTrials.gov needs a pregnancy and lactation checkbox
It’s hard to identify which clinical trials pregnant and lactating patients can join. Here’s one fix, experts write.
Mike McCarthy Puts Entire Offense on Notice After Poor Performance
While still only two games into his first season at the helm, Mike McCarthy also knows Steelers fans aren’t always patient and he can’t wait too long to fix his team’s clear offensive issues. Coming off scoring just three points in a 20-3 loss to the Patriots on Sunday afternoon, McCarthy admitted a change in […] The post Mike McCarthy Puts Entire Offense on Notice After Poor Performance appeared first on HEAVY.
Culturally Relevant Cardiovascular Disease Prevention and Care Strategies
(Feature Impact) Driven by rising rates of obesity, diabetes, high blood pressure and other risk factors, cardiovascular disease has surpassed cancer as the leading cause of death among Hispanic adults in the United States. googletag.cmd.push(function() { googletag.display('fixed-big-ad-top-asset'); }); Hispanic people represent nearly 1 in 5 of the U.S. population and are the nation’s largest ethnic minority group, yet many continue to face barriers to achieving heart health and accessing high-quality healthcare. A new scientific statement published in the American Heart Association’s flagship journal, “Circulation,” revealed how social, economic, cultural and environmental factors contribute to persistent disparities in cardiovascular health, calling for culturally tailored prevention strategies, equitable access to care and greater representation of Hispanic populations in cardiovascular research.“Hispanic populations in the U.S. are incredibly diverse even within their own communities with differences in genetic ancestry, language, cultural traditions and social experiences that can significantly influence cardiovascular health,” said Johanna Contreras, M.D., M.Sc., FAHA, director of the Division of Heart Failure and medical director of the Hispanic Heart Center within the Mount Sinai Health System. “Yet Hispanic people remain underrepresented overall in the research that guides prevention and treatment strategies… Without better representation and more detailed data, we risk overlooking important differences that can help us improve care and save lives.”Hispanic Cardiovascular Health by the NumbersCardiovascular risk factors – obesity (nearly 46%), type 2 diabetes (15.5%) and high blood pressure (approximately 44%) – are prevalent among Hispanic adults and often emerge at younger ages and occur more frequently among Hispanic adults compared with white adults.According to the report, only about 1 in 5 Hispanic adults achieves ideal cardiovascular health as defined by the American Heart Association’s original Life’s Simple 7 metrics. Updated analyses using the Life’s Essential 8 framework demonstrated persistent disparities for heart and brain health, as well as suboptimal dietary quality, sleep patterns and levels of physical activity.Social and Economic Barriers MatterBiology alone does not explain cardiovascular health disparities. The environments where people live, work and age, along with social and economic challenges, impact heart health. In fact, approximately 17% of Hispanics live below the federal poverty threshold, compared with 8.2% of white adults. googletag.cmd.push(function() { googletag.display('fixed-big-ad-middle-asset'); }); “Many Hispanic adults face obstacles that extend far beyond the doctor’s office,” Contreras said. “Limited health insurance coverage, language differences, food insecurity, environmental exposures and concerns related to immigration status can make it more difficult to prevent disease, manage chronic conditions and receive timely treatment.”Contreras emphasized the cultural values and practices of Hispanic people also influence how they perceive their health and healthcare options.“Family plays a central role in many Hispanic communities and can be an extraordinary source of strength, support and resilience,” Contreras said. “At the same time, family members are often called upon to translate medical information, navigate health systems and help make healthcare decisions for loved ones. Those responsibilities can shape how health information is understood and acted upon.”An Action Plan for Improving Hispanic HealthThere are practical opportunities to achieve equitable cardiovascular health and reduce disparities through community engagement, culturally responsive care, inclusive research and policies that address the underlying drivers of health.“Reducing cardiovascular disease among Hispanic populations demands action at every level,” Contreras said, “from improving access to culturally responsive care and expanding research participation to addressing the social and environmental conditions that shape health.”By addressing both medical risk factors and the social conditions that shape health, experts believe there is an important opportunity to reduce disparities and help more people live longer, healthier lives. Learn more at Heart.org.Photo courtesy of Shutterstock googletag.cmd.push(function() { googletag.display('fixed-big-ad-bottom-asset'); });
6 Ways to Manage Your Healthcare Costs
Rent. Groceries. Utilities. A car payment. Most households know what these expenses cost each month and plan for them accordingly. Healthcare is different. Unlike a fixed monthly bill, healthcare costs can vary from month to month. One month may include only a routine checkup. The next could bring a specialist visit, a new prescription, or an unexpected trip to urgent care.
iFixit Shares iPhone 18 Pro Teardown With Inside Look at New Features
iFixit today published an iPhone 18 Pro and iPhone 18 Pro Max teardown in both article and video formats, providing a closer look inside the new devices. The teardown confirms the battery capacities for the eSIM-only models: iPhone 18 Pro: 4,288 mAh (+0.8% vs. 4,252 mAh for iPhone 17 Pro) iPhone 18 Pro Max: 5,567 mAh (+9.4% vs.
iFixit tears down iPhone 18 Pro, explores variable aperture, more
iFixit has published its traditional teardown of the iPhone 18 Pro, which shows the variable aperture mechanism up close and explores a potential issue involving display repairs.
Paderborn end scoreless start with emphatic win over Hoffenheim
SC Paderborn registered their first goals and win of the season in the Bundesliga’s last fixture before the extended international break. The 3-1 defeat gave Hoffenheim their second defeat in three ...
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.
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:
The Nerazzurri players called up for international duty
For the first time this season, league action pauses to make way for international fixtures. There is a change to the format compared with recent years: for the first time, each national team will pla...
A Cloudy Climate Mystery Over Antarctica Has Scientists Rethinking Their Models
Researchers compare observations with leading climate models to identify errors and help improve future climate predictions. Some simulations put too many low clouds over the Southern Ocean, yet still underestimate how much heat reaches the surface below. Observations from an Antarctic research voyage suggest that fixing the cloud count alone will not solve the problem.
iOS 27 Battery Drain & Overheating? Here’s How to Fix It
Fix iOS 27 battery drain and overheating by identifying power-hungry background processes. Check your battery usage by app to stop the excessive drain today.
Six Flags Entertainment (FUN) Launches Flex Pay, Is The Stock Still Cheap?
Six Flags Entertainment (FUN) has rolled out Flex Pay by Upgrade, a pay over time option for eligible online purchases from $49, including Season Passes, that lets guests spread fixed monthly payments. The new Flex Pay option lands at a time when Six Flags Entertainment’s share price has come under pressure, with the stock closing at US$12.22 and recording a 30 day share price return down 26.96% and a 1 year total shareholder return down 45.25%. This signals fading momentum even as management...
Bundesliga Sunday on OneFootball, plus loads of Brasileirão: fixtures 📲
Today's Highlights 🔥Bundesliga (German Championship)10:30 – Bayer Leverkusen vs RB Leipzig – OneFootball PPV12:30 – Schalke 04 vs Elversberg – OneFootball PPV14:30 – Paderborn vs Hoffenhe...
Multiple Switch Games Receive Switch 2 Compatibility Fixes
Following a major firmware update
Schools rugby looks in fine fettle
THE appetite to watch good schools rugby is alive and well judging by the 2,000-strong crowd that watched Bedford School play Rugby School at Goldington Road on September 4. The Midlands derby, which was a Friday evening fixture played under floodlights at the home of Champ stalwarts Bedford Blues, showed that the heart of community […] The post Schools rugby looks in fine fettle appeared first on The Rugby Paper .
Spain star drops out of squad for Nations League fixtures
Luis de la Fuente and the Spanish national team coaching staff have on Saturday been dealt a setback on the personnel front. This comes amid confirmation of Pedro Porro dropping out of La Roja’s lat...
Latest batch of Nintendo Switch backwards compatibility fixes for Switch 2
Nintendo has been striving to get all third party Nintendo Switch games up and running and compatible with the Nintendo Switch 2. The company has been working with third party developers to ensure any…
Nintendo has issued new batch of Switch 1 backwards compatibility fixes for Switch 2
Nintendo has now released new Switch 1 backwards compatibility fixes for Switch 2, and here's the full list.
What We Learned in Gophers’ Blowout Over Akron
The Minnesota Gophers knocked off the Akron Zips on a dreary Saturday in Dinkytown... but there's a lot to fix entering B1G play.
Peacocks vs Eagles: How to watch Leeds United this weekend!
Elland Road hosts another Premier League fixture on Sunday afternoon as Leeds United welcome Crystal Palace, with the Peacocks looking to maintain their place among the early pace-setters.Daniel Farke...
Valve fixes one of Steam Frame’s most annoying issue: slow charging
SteamOS 0.3.0 brings faster Steam Frame charging, controller tracking fixes and Mesa improvements. Valve also fixes the garbled microphone audio bug.
Rockies Show Incremental Improvement but Work Remains
The Colorado Rockies are nearing 100 losses this season and things still need fixing, yet there are signs of growth.
Fulham vs Manchester United predictions: Premier League tips and odds
Both Fulham and Manchester United are already under pressure this season ahead of their meeting at Craven Cottage on Sunday (kick-off, 4.30pm), in the final Premier League fixture before the international break.
Atlético Madrid Vs Real Madrid, Expected Lineups and Team News
The highly anticipated Madrid derby kicks off Sunday at 4:15 PM CEST, featuring Atlético Madrid against Real Madrid in a crucial La Liga fixture.
Opinion | Panic Won’t Fix the Looming A.I. Threat. Politics Will.
The threats from A.I. are real — and they’re ones we know how to deal with.
Is Your TV Spying on You? Yes, and Here's How to Fix It
Your TV is almost certainly “spying” on you with microphones, automatic content recognition and more. That’s pretty bad — and it’s not even the worst part.
Serie A | Juventus-Atalanta
Juventus and Atalanta are preparing to meet at the Allianz Stadium on Serie A Matchday 5.Ahead of the fixture, here are five numbers to know about the Bianconeri’s start to the league campaign.28Juv...
Roob's Random Observations: What do the Eagles need to fix immediately?
How the Eagles messed up the Landon Dickerson situation, why Makai Lemon isn’t NFL ready and more in this edition of Roob’s Obs.
Tottenham and Aston Villa kick off Saturday's Premier League action
SATURDAY'S FIXTURES 2026-09-19T10:24:41ZAnd the Villans side aiming to leave London with three points. 2026-09-19T10:24:07ZTottenham's starting line-up for the early kick-off. 2026-09-19T10:21:49ZFi...
Juventus v Atalanta match preview and prediction
Juventus take on Atalanta in their next league game, days after enjoying a superb 5 0 win against NEC in the Europa League. The upcoming fixture is expected to provide a much tougher test for the Bian...
Avalanche news: Gabriel Landeskog's health update will excite fans
The Colorado Avalanche saw Gabriel Landeskog return to the ice full-time last season. Landeskog had struggled with knee injuries that kept him out for two seasons. The Avalanche captain was a fixture in the lineup last season. And he’s hoping to make an even bigger impact this season. Landeskog and the Avalanche suffered a brutal defeat in the […] The post Avalanche news: Gabriel Landeskog's health update will excite fans appeared first on ClutchPoints.
Barcelona XI vs Sevilla – Predicted lineup and team news
Barcelona will aim to extend their winning run and maintain their impressive goalscoring form ahead of the international break as they travel to face Sevilla on Saturday in their upcoming La Liga fixt...
The Lions’ defensive problems are growing out of control
The Detroit Lions’ defensive problems are way out of hand, and the team is running out of time to fix it.
Harrison Running Out of Time to Earn Brewers Postseason Role
Deteriorating movement on his fastball and recent struggles have pushed Kyle Harrison to the roster fringe, leaving the Milwaukee Brewers searching for mechanical fixes before the postseason begins.
Preview: Wrexham AFC Vs Southampton
Wrexham return to Championship action on Saturday afternoon when they welcome in-form Southampton to the STōK Cae Ras for their final fixture before the international break.
‘PIX Financial Fix’: Turn a sidehustle into a business
NEW YORK CITY (PIX11) — Delivery apps can be a fast way to earn extra income, but they are not built to grow into a business. Daeron Myers, founder of Courier Business Academy, joins PIX11 Mo…
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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