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Florida governor candidates pitch different approaches to homeowners insurance costs
Homeowners insurance is becoming a major issue in Florida’s race for governor, with Democratic nominee David Jolly and Republican nominee Byron Donalds proposing different approaches to lowering costs.
Mayor, business owners cast blame after another River Market shooting
The Little Rock Police Department is investigating a shooting that happened over the weekend, just a few feet away from the Arkansas Times offices.
Van Orden hosts Right to Repair roundtable in Holmen
Rep. Derrick Van Orden met with independent repair shop owners in Holmen on Monday for a roundtable focused on Right to Repair legislation.
Business owner speaks out after plant thefts in Shreveport
A Shreveport business owner expressed frustration after thieves stole nine plants from two of his properties.
What Makes a Trailblazer: TSTC graduate always dreamed of business ownership
What do dyslexia, jewelry and an angry mother all have in common? Give up? They all put Mathew on the path to business ownership. Mathew Joseph is a graduate from Texas State Technical College’s Industrial Electrical Technician (now Advanced Manufacturing – Industrial Maintenance) program. He is also the owner and president of C3 Industrial Technologies…
‘So much family history tied to it’: Evansville business owner repairs broken flagpoles
Broken equipment, not lack of pride, often keeps flags grounded
Local moving business owner charged with grand theft, accused of taking thousands in payment and not showing up
IDAHO FALLS — A Bonneville County business owner is accused of taking payment for a job but failing to provide services. Golden Barrett, 44, faces one grand theft charge and, if convicted, could receive up to 14 years in prison. The court set his bail at $20,000. A plea agreement was signed and filed on […]
Gilbert & Cook announces merger with Cerity Partners
Des Moines-based wealth management firm Gilbert & Cook has announced plans to merge with Cerity Partners, a national independent wealth management firm, effective at the end of September. Gilbert & Cook has served individuals, families and business owners in Greater Des Moines and across Iowa for more than 30 years. Founded in 2009, Cerity Partners…
Akron City, Leviathan owners acquire 28-team amateur soccer league
The new owners plan to add teams and markets while creating new opportunities for players, coaches, clubs and sports business professionals.
iPhone owners can now submit a claim in Apple’s $250 million Siri AI lawsuit
You can receive $25 per eligible device.
Kelly Loeffler warns of 'silver tsunami' as boomer business owners retire
U.S. Small Business Administrator Kelly Loeffler discusses the economic impact of the 'silver tsunami' on small businesses. She details how the agency supports millennials transitioning into skilled blue-collar trades.
Local Business Owners Start New Chapter with Opening of New PostalAnnex Location in Bastrop, Texas
Annex Brands, Inc., one of the leading franchisors in the packing, shipping and office services industries, is excited to announce the opening of its newest PostalAnnex location in Bastrop, Texas to new owners Chetan Modi and Karan Desai. This new PostalAnnex is set to offer a wide range of essential shipping and office services to the local community, making it easier to provide more service to more people in more places.
Event supports Walhalla workers, businesses impacted by downtown fire
The City of Walhalla is rallying behind local workers and business owners who lost everything after a devastating fire swept through the downtown business district last week.
50 Years Ago Today, ‘Happy Days' Unexpectedly Replaced One Of Its Most Beloved Characters-And Things Were...
Al Molinaro replaced Pat Morita as the Arnold's Drive-In owner on 'Happy Days.'.
The curious case of a Ponzi schemer’s glowing profile in a Missouri newspaper
A glowing profile of convicted Ponzi schemer Siddharth Jawahar in a Missouri newspaper raises questions about political PR, ownership and newsroom boundaries.
Rockford is latest West Michigan company to go 100% employee-owned
All 330 of Rockford’s employees are eligible to become owners of the construction firm under an employee stock ownership plan.
Does my cat love me? Here are four science-backed ways to tell
Even the most devoted cat owners wonder at some point whether their cat really loves them
NC leaders call Chemours deal historic, but nearby well owners are still skeptical
Residents in Cedar Creek and Gray’s Creek say the $590 million PFAS settlement will matter only if it produces reliable, safe drinking water.
Bruno Genesio provides Igor Paixao injury update
Olympique de Marseille did everything to retain Igor Paixao (26) over the summer. Amid the club’s financial problems, the ownership looked to offload the Brazilian in the closing days of the transfe...
See Mamaroneck roadway where state DOT plans to add bike lanes
A Mamaroneck business owner believes that bike lanes on Boston Post Road will increase traffic backups and be dangerous for young cyclists.
Business owner: Virginia already wrote the data-center heat law. Now make it a condition.
Every data center is a furnace. Nearly all the electricity that goes in comes out as heat, and the newest liquid-cooled halls put it out as warm water, exactly the temperature a greenhouse wants in…
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
Siri AI Settlement Website Now Live: Apple to Pay Some iPhone Owners
In May, Apple agreed to pay $250 million to settle a U.S. class action lawsuit over Siri AI's delayed launch, and the settlement website is now live. Apple will pay an estimated $25 per eligible iPhone to eligible customers, who can submit a claim via the settlement website between September 21 and December 21 of this year. The exact payment may be higher or lower than $25 depending on the total number of valid claims submitted and other factors, with the maximum amount set at $95.
Iowans, business owner react to Sunday's flooding in Marion, Cedar Rapids
KGAN CBS 2 and KFXA Fox 28 provide local news, weather forecasts, notices of events and items of interest in the community, sports and entertainment programming for Cedar Rapids and nearby towns and communities in the Corridor and throughout eastern Iowa, including Iowa City, Waterloo, Dubuque, North Liberty, Coralville, Marion, Morengo, Williamsburg, Washington, Tiffin, Tipton, Solon, Mount Vernon, Lisbon, Central City, Urbana, Independence, Manchester, Dyersville, Oelwein, Cedar Falls, Waverly, Evansdale, Guttenberg, West Union, New Hampton, Decorah, Waukon, Maquoketa, Sigourney, Fairfield, Grundy Center, La Porte City, Dysart, Fayette, Elkader, Strawberry Point and Belle Plaine.
Anomaly Craft Brewing no anomaly in Williamsport brewery scene
Williamsport, Pa. — After the first few weeks open for business in Williamsport, Anomaly Craft Brewing owner Nicholas Oliver says staff there already feels like part of the community.
Rising gas prices squeeze small business budgets in North County
Rising gas prices are squeezing the wallets of small businesses throughout North County, and some food truck owners say they are bearing the brunt of higher fuel costs.
Not Apple, Not Bose: Owners Say These Are The Best Earbuds For Phone Calls
Anker's Soundcore Liberty 5 Pro and Huawei's FreeBuds Pro 5 have garnered praise for clear sound, powered in part by bone conduction sensors.
BUSINESS Rebecca Wood brings New England roots to Chicago’s ENJOY stores
When ENJOY, An Urban General Store (ENJOY) owner and president Rebecca Wood moved to Chicago in 2002, she lived near Lincoln Square and spent lots of time exploring the small businesses on Lincoln Ave. “The 4700 block fascinated me…and the neighborhood felt like a village inside this big city I was still getting to know,” said Wood. […]
Charles Schwab Bank is making a big investment in Fort Worth entrepreneurs and small business owners.
Also, burger brand loyalty; Goodwill opening; rodeo boots up; Mansfield real estate; and more Tarrant County business happenings.
Brookfield Business (BBUC) Joins Reliance Deal. What Returns Can it Capture?
Brookfield Business Corporation (NYSE:BBUC) will participate in Brookfield’s proposed acquisition of Reliance Worldwide Corporation, announced September 15. The transaction values the plumbing-products manufacturer at approximately US$2.8 billion in enterprise value, excluding lease liabilities. The investment group plans to acquire 100% ownership. Funding will come through the Brookfield Capital Partners strategy and Brookfield Business Corporation (NYSE:BBUC). […]
Exclusive | LA’s Fairfax District now a ghost town of empty storefronts — as biz owners blast 'greedy' landlords squeezing survivors
How to Navigate Social Media’s Data Evolution as a Small Business Owner
As the digital media landscape evolves rapidly, small business owners need to stay informed and learn how to leverage emerging platforms to reach their audience. Max McCoy, a paid Media Specialist for Circulus Digital Media, says Meta’s recent algorithm adjustments have changed how it gathers user data. He says Meta increasingly relies on first-party data, […]
Storytelling Bootcamp: Shop Owner Fulfills Dream with Downtown Business
Whether it’s in an ice cream shop or a clothing store, Beth Kornick has always loved the retail industry.
Arkansas football is bringing a pillow to a gunfight
The Arkansas offense having few weapons is a downer
‘Be a part of the story’: Hillsboro’s new fantasy bookstore brings ‘Hidden Worlds’ to life
The bookstore’s grand opening drew hundreds of readers to Orenco Station in Hillsboro over the weekend. “The readers show up, they show out, they’re really supportive,” owner Hayley Klarich said.
Why the Morant Trade Might Only Be the Beginning
With a crowded backcourt and new ownership chasing blockbusters, Portland’s aggressive acquisition of Ja Morant signals a massive roster overhaul that could leave Scoot Henderson vulnerable.
'A thin squad but they still have quality'
When David Moyes returned for a second spell in charge of Everton in January 2025, the Toffees were 16th, one point clear of the relegation zone. There's been a lot of discontent among the fanbase regarding the owners and a transfer policy that left themselves short in forward areas.
‘Crisis even bigger than Covid’: American business owners are barely getting by
The historic supply chain struggles that America’s business owners face show why resurgent inflation will not be easily resolved – even if the war ended.
PGA Tour gig helps laundry business pay bills and rebuild momentum
A struggling business owner is getting a boost because of Biltmore Championship Asheville.
Bikini barista shop coming to Sulphur despite pushback
A bikini barista shop is coming soon to Sulphur, but the store’s owners are already facing pushback from the local community. Married couple Kloey and Hunter Machulski expect to begin […]
The Tax Rich Business Owners Skip That W-2 Workers Can’t: How S Corp Profits Escape the Medicare Surtax
A salaried nurse looks at her pay stub and sees Medicare tax coming out of every dollar she earns. It does not stop at a cap. Once her wages plus her spouse’s cross an income line, an extra ACA Medicare surcharge kicks in on top, and it also has no ceiling. There is no form […]
Trump administration starts building border wall in Big Bend region of Texas, despite heavy opposition from landowners, businesses and ranchers
“We will continue to fight for this land no matter what the outcome is. We will continue fighting to the end.”
How Yacht Owners Are Designing Vessels Around Health and Wellness
Today's ship owners are obsessed with health and wellness. We explore how they are designing new vessels for keeping active while on the move.
How Luxury Yacht Owners Are Designing Vessels Around Health and Wellness
Forget lounging on the beach club. Today's ship owners are more interested in keeping active.
Health systems are partnering up without changing who owns the hospital
St. Christopher's, Nemours, Jefferson and Temple signed an alliance letter; Palomar UC San Diego Health went live. Why ownership is not changing hands.
Thai restaurant in the Grove to close after 7 years as owner shifts focus to grocery business
Small business owner in Colorado struggles with record diesel prices, energy inflation
Colorado small business owner struggles with record diesel prices and energy inflation: "Prices are exorbitant"
With diesel prices nearly doubling, businesses that rely on diesel are hurting.
Arab business owner says sewage backups along North Main Street are a recurring problem
A sewage backup along North Main Street in Arab has been cleaned up, but a local business owner says it is not the first time she has dealt with the city’s sewer system overflowing.
Manteca mayor, business owner charged in misdemeanor election law violations
(FOX40.COM) — Manteca Mayor Gurminder “Gary” Singh and business owner Matthew Alexander are facing misdemeanor election law charges, the San Joaquin County District Attorney’s Off…
A Venezuelan Business Owner Is Growing His Footprint Across Northwest Florida
As Hispanic Heritage Month gets underway, Venezuelan business owner Jose Rivero is expanding his culinary footprint across the Panhandle, bringing authentic flavors and a message of perseverance to Panama City.
New Lakers owners reportedly telling investors they expect team's value to hit $30 billion within 10 years
Willy Street fair offers Madison businesses a chance to recover
MADISON, Wis. — Business owners along Williamson Street, known locally as Willy Street, are hoping this weekend’s fair will provide a much-needed boost after a difficult month.
Kremlin takes temporary control of Nestle, Auchan units
Russia placed Nestle and Auchan operations under temporary control, a step that has previously led to forced sales to Russian owners.
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.
Cheers Bar and Grill announces sale to new ‘woman-owned business owner’
“Over seven years, people met their best friends here, had first dates here, fell in love here, celebrated here, broke up here, sang terribly here, and occasionally made decisions that required legal representation,” Steve Mihaljevic said.
‘Astronomical’: Las Vegas business owners react to record diesel prices
‘Astronomical’: Las Vegas business owners react to record diesel prices
South Grand business leaders apologize for letter targeting homeless
Leaders of the South Grand Boulevard business district in St. Louis have issued an apology after a letter shared to business owners earlier this week told them not to offer food or water to people exp...
Last call for former Cheers owner
After seven wild, crazy, entertaining, exhausting and unforgettable years, Cheers Bar & Grill is officially changing hands,. according to the current owner.Chee
The SBA Might Change Small-Business Size Standards. Here's What Business Owners Need to Know
As the SBA seeks to redefine size standards, some companies argue that the proposal would render the "small business" definition as meaningless.
Minnesota farm-to-table business faces higher costs as fuel prices rise
A farm-to-table business owner says rising fuel prices are negatively impacting her bottom line. Traci Walkowski sells produce and pasture raises turkeys and chickens in Hutchinson, Minnesota and tells Brownfield traveling to farmers markets is getting more expensive. “Obviously we don’t see the impact as much as someone who’s using gallons of diesel to you […]
OPINION: Suicide Prevention Awareness Month, Brain Science, Mental Health Measure, DSM-5-TR, Psychiatry
Any views or opinions expressed in this column are of the individual, group, or entity who submitted it and not the publication, owner(s), its advertisers, or affiliates. By David Stephen […]
Small business owner: My business partner is my exact opposite
To help my small business in the Hamptons grow, I started working with a partner. He challenged every process and skill I had.
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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