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Cowboys Aren't Interested In Buying Other Sports Teams, Jones Says
The Dallas Cowboys, the most valuation sports team in the world, are not interested in owning another sports franchise, bucking a recent trend.
iPhone Duo video shows left-handed use for new model
Many prospective iPhone Duo buyers may be wondering how well the device will work in left-handed use, here’s a video that shows one example.
Dave & Buster's Entertainment Stock Short Interest Rises to 36.21%
Dave & Buster's Entertainment short interest was 36.21% of the float on September 15th, according to new data we received from Benzinga. Short interest totaled 9,831,307 shares, which was an increase of 13.2% from August 31st.It is estimated that it would take 2.49 days for short sellers to buy back their shares, with current trading volumes. Quiver Alerts Receive PLAY Data Alerts
New movies to watch this weekend: See 'Primetime' and 'Heart of the Beast' in theaters, rent or buy 'Super Troopers 3,' stream 'Tuner' on Paramount+
In theaters now: Robert Pattinson wows in his turn as "To Catch a Predator" host Chris Hansen — and don't underestimate the power of Brad Pitt and a dog.
Netanyahu turned the UN into campaign theater – but will Israelis buy the show?
NATIONAL AFFAIRS: The prime minister presents himself on the global stage as a leader uniquely equipped to defend Israel in a hostile world, seeking to bring that same message home to Israeli voters.
Melco Resorts & Entertainment (MLCO) Is Back In The Spotlight, What Is Driving Attention?
Melco Resorts & Entertainment (MLCO) drew fresh attention after its Morpheus hotel at City of Dreams received the top-tier Three MICHELIN Keys award, and the group announced a new US$500 million share repurchase authorization. Despite the Morpheus accolade and the new US$500 million buyback plan, Melco Resorts & Entertainment’s short-term share price momentum has been weak, with the stock down 14.78% over 30 days and 12.87% over 90 days. This has contributed to a year-to-date share price...
JPMorgan says buy this sports data stock that looks cheap
The investment bank initiated coverage of the sports data and technology stock with an overweight rating.
Wellness kiosk in the Memorial Union makes it convenient for OSU community to buy basic healthcare products, STI tests and more
A new vending machine in the basement of the Memorial Union on Oregon State University’s Corvallis campus is now stocked with a variety of over-the-counter healthcare products, from cortisone to contraceptives to COVID tests.
On Your Side: Better Business Bureau offers tips for buying a used car, avoiding predatory lending
The Better Business Bureau has tips to guide used car buyers away from subpar vehicles and predatory lending practices.
Googlebook laptops are already selling out just days after pre-orders opened
Google's online store has already sold out of Googlebook pre-order stock in the US, but you can still order through Best Buy.
VR Glasses are Meta’s big bet on the future of TV
Will people who didn't buy a Quest VR headset really pay $1300 for a TV replacement?
Apple Watch Ultra 2 vs. Ultra 4 Buyer's Guide: Should You Upgrade?
The Apple Watch Ultra 4 arrives three years after the Ultra 2. Across those two generations, Apple added satellite connectivity, a larger display, new health sensors, and longer battery life. Are those changes enough to justify replacing an Ultra 2 or paying more for the newest model? Both watches retain a 49mm titanium case, an Action button, a siren, a 3,000-nit display, dual-frequency GPS, and support for recreational diving to 40 meters. The Apple Watch Ultra 4 starts at $799 in the U.S.
Dutch consumer group files lawsuit against Epic for misleading young players on Fortnite, seeking more than €100m in compensation
"Epic deliberately designed the game to pressure players into buying. Young consumers are supposed to be protected from exactly that," says group
Health insurance premiums on the rise again in Colorado's marketplace
Health insurance premiums for individuals who buy it on Colorado's health insurance market are expected to rise again in 2027 but not as starkly.
Pokémon TCG: 30th Anniversary Celebration Booster Bundles Are up for Preorder at Amazon, and Way Under Market Price Compared to TCGplayer
Amazon has recently restocked its allocation of Pokémon TCG's 30th Celebration Booster Bundles, which are currently available for just $45. That's considerably under current market rates, which sit around $122.64 at TCGplayer.
Time for the Supreme Court to finally end Boulder’s climate shakedown
The first case the U.S. Supreme Court hears in its new term won’t come from Washington or Wall Street. It will come from Boulder. And if you drive to work, heat a house or buy groceries in this state, you have a stake in how it comes out. On Oct. 5, the court will hear […]
After shareholders approve Fertitta buyout, what is next for Caesars employees?
Caesars Entertainment shareholders have approved a $17.6 billion buyout by Fertitta Entertainment, a move that would take the gaming company private and place i
Police investigating theft from State College business, look to identify person of interest
STATE COLLEGE, Pa. (WTAJ) — Police are asking the public for help in connection with a theft investigation in State College. According to Ferguson Township Police, the incident occurred Wedne…
Oprah Winfrey will be live at The Sphere in 2027, how to buy tickets
Oprah Winfrey is bringing AHA Live to The Sphere in Las Vegas in April 2027. See show dates, ticket prices, performers and how to buy tickets.
Drugmaker Astellas looks to sell U.S. headquarters in Northbrook
The 431,792-square-foot property will provide a rare data point on whether buyers will still pay up for well-located, high-quality suburban office buildings.
Missouri Consumers Could See Health Insurance Premiums Rise by as Much As 26% In 2027
Missourians who buy their own health insurance and many people covered through small-business plans could see premiums increase between 10% and 26% in 2027. Preliminary rate filings submitted to the Missouri Department of Commerce and Insurance show higher costs may be on the way for consumers. Missouri Department of Commerce and Insurance Director Angie Nelson […]
Target 'Pokémon' Event Quietly Meant To Stop Adults From Buying All The Cards From Kids
Target's special 30th Anniversary Pokémon event will give out a promo card, goodie bag, and plenty of TCG products
Codie Sanchez Doesn't Want to Compete With Sam Altman. She Says Founders Should Buy a Business Instead
Codie Sanchez argues that buying a proven small business can offer better odds, existing demand, and greater control than starting one from scratch.
Is PENN Entertainment (PENN) Stock a Buy After Its Latest Multi-Million Dollar Bet?
Analyzing a gaming and entertainment operator requires looking past headline-grabbing project announcements to examine underlying cash generation, portfolio compounding, and capital allocation discipline. PENN Entertainment (NASDAQ:PENN) has spent recent periods restructuring its debt profile, improving operating margins, and refining its regional asset footprint to focus on higher-return landside venues. While the company has made measurable […]
Health insurance costs to rise again in Pennsylvania
New rates bring another year of steep increases for people buying health coverage on Pennie.
Health insurance in Colorado is poised for another big price jump in 2027
Health insurance prices for people who buy coverage on their own are set to increase by 10% statewide on average in Colorado in 2027.
Dolphin entertainment CEO O’Dowd buys $4,850 in company stock
Dolphin entertainment CEO O’Dowd buys $4,850 in company stock
Sister Partners With Branded Entertainment Company Common Interest
ane Featherstone and Elisabeth Murdoch's Sister Group has entered the branded entertainment market by buying a stake in Common Interest
Pa. approves steep rate hikes for 2027 Pennie health insurance plans
Pennsylvanians who buy health insurance on the state’s Affordable Care Act marketplace — called Pennie — are set to see another year of sharp rate hikes as state regulators approved double-digit increases for 2027. The Pennsylvania Insurance Department, responsible for analyzing and approving rate proposals by insurance companies, announced that
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!
Hims & Hers Health, Inc. (HIMS) Investors: November 2, 2026, Filing Deadline in Securities Fraud Class Action - Contact Kessler Topaz Meltzer & Check, LLP
Did you buy HIMS securities between August 4, 2025 and July 29, 2026? Affected HIMS Investor Summary Who: Hims & Hers Health, Inc. (NYSE: HIMS) What:...
Apple Watch Series 10 vs. Series 12 Buyer's Guide: Should You Upgrade?
The Apple Watch Series 12 is now available, two years after the Series 10 introduced the current thinner design. But is it worth upgrading? While last year's Series 11 brought just four changes, the Series 12 is a much more substantial update, with a new chip, twice as much RAM, redesigned health sensors, exclusive health and audio features, tougher cover glass, 5G connectivity, and new case materials. The Series 12 starts at the same $399 price as the Series 10 did in 2024.
AMC Entertainment (AMC) Upgraded to Buy: Here's What You Should Know
AMC Entertainment (AMC) has been upgraded to a Zacks Rank #2 (Buy), reflecting growing optimism about the company's earnings prospects. This might drive the stock higher in the near term.
Hellblade developer Ninja Theory to be shut down in new wave of Xbox cuts, as two separate agreements collapse
Ninja Theory - developer of the Hellblade series - is shutting down as part of today's Xbox cuts. Its proposed buyers pulled out, resulting in the closure.
Xbox transfers Rare and Halo franchise to Activision, proposes closure of Ninja Theory and confirms another 268 roles cut amid studio restructure
Major staff cuts at former 343 Industries and other teams; consultation begins at Ninja Theory; Obsidian transferred to Bethesda, buyer found for Undead Labs
Sony appears to be testing PlayStation Store credit offers when you buy certain games
What looks to be an unannounced PlayStation loyalty programme of some kind has seemingly gone live for some, offering store credit.
With new Macs, Apple aims to take on Microsoft, Nvidia in a rush to lower AI costs
When Apple's new desktop computers start shipping Tuesday, the company's executives will make an unusual pitch to corporate buyers: They are cheaper than renting data centers.
With new Macs, Apple aims to take on Microsoft, Nvidia in a rush to lower AI costs
SAN FRANCISCO, Sept 22 (Reuters) - When Apple's new desktop computers start shipping Tuesday, the company's executives will make an unusual pitch to corporate buyers: They are cheaper than renting data centers. Apple's upgraded Mac Minis and Mac Studios which can cost nearly $20,000 and handle AI tasks locally will go head-to-head against new desktop machines that Nvidia and PC makers are rolling out, expected to be the focus of a Microsoft Windows event in San Francisco next month.
Which young Buckeye are you buying the most stock in?
Now that we’ve all had a few days to let the collapse in Texas sink in, this week’s fan survey wants to know where your head is following the loss. Click the link and vote.
Nimesh Patel on stand-up, Palestine and politics: ‘The way that religion’s been weaponized is ugly’
The comedian went from being discovered by Chris Rock to making Saturday Night Live history. Now his new Netflix special, Buy the Dip, tackles timely topics with optimism
I studied the iPhone Duo and Galaxy Z Fold 8 for a week. 5 reasons I only want Samsung's phone
The iPhone Duo is an impressive first foldable, but I'd still buy the Galaxy Z Fold 8. Here are five reasons Samsung wins for me.
McDonald’s tests placing ads for other brands on its menu screens
The ads display after customers place their orders, taking advantage of the seconds or minutes while they wait for their burgers and fries.
Who’s building and who’s buying in Greater Baton Rouge
Here are the latest notable issued permits and property transactions in East Baton Rouge, Ascension and Livingston parishes. East Baton Rouge Parish A remodel permit was issued for Interior re… Already an INSIDER? Sign in. Already an INSIDER? Sign in
Pennsylvanians buying 2027 health insurance on Pennie will face 16% average premium increase
Loss of pandemic-era tax credits and high use of medical care are driving up costs on Pennie, the state’s Affordable Care Act marketplace, insurance officials say.
Read Paramount CEO David Ellison's memo after settling WBD lawsuit
Paramount Skydance's CEO confirmed to employees that the company had settled the lawsuits that were holding up its deal to buy Warner Bros. Discovery.
iPhone 14 Pro vs. iPhone 18 Pro Buyer's Guide: Should You Upgrade?
Apple announced the iPhone 18 Pro and iPhone 18 Pro Max earlier this month, arriving four years after the iPhone 14 Pro and iPhone 14 Pro Max. Four generations of changes make for a substantial upgrade, bringing larger displays, an all-new design, improvements to every camera, significantly longer battery life, faster charging, USB-C connectivity, and support for Apple Intelligence.
GameStop's Shocking 'Pokémon' 30th Anniversary TCG Prices Have Been Quietly Redeemed
The retailer may be the cheapest way to buy an ETB quickly.
Paramount reaches deal with states to settle their case challenging Warner buyout, AP source says
A person familiar with the matter told The Associated Press that Skydance-owned Paramount has reached a settlement with a group of state attorneys general that had sued to challenge the company’s...
Hidden Deal Risks Pennsylvania Business Buyers Should Check First
Buying a business can look straightforward when the company shows strong monthly revenue and a loyal customer base. But a business can look highly profitable on paper and still carry
Zach Lahn wants to use income tax breaks to keep young people in Iowa. Here's his plan
Republican candidate for governor Zach Lahn details a plan to help young Iowans buy their first home. Here's how it would work.
Decatur woman sentenced for role in $158,000 email scam targeting agriculture business, AG says
An agricultural company thought it was spending $158,000 to buy strawberry seeds. Instead, Georgia prosecutors say they were the victim of an email scam.
Metallica: M72 World Tour: Where and when to buy tickets to see Metallica, tour dates, and more
Here's how to get tickets to see Metallica when they head out on the M72 World Tour.
Dawn James Named Inaugural Executive Director of the Texas Energy Buyers Alliance - CEBA
AUSTIN — The Texas Energy Buyers Alliance (TEBA) is pleased to announce Dawn James as its inaugural executive director, bringing an experienced Texas energy and business leader to the helm as the alliance expands its work on behalf of large energy customers across the state. “This is a critical moment for Texas. We face unprecedented […]
Should You Buy PepsiCo Stock Because Its International Business Keeps Accelerating?
PepsiCo (PEP) stock traded at $129.75 on September 18, the lowest price of its past 52 weeks. The worry is North America, where sales of snacks and drinks have disappointed. Yet the part of PepsiCo that sells outside the U.S. is growing faster and earning more on each sale. The share price appears to give that part little credit.
How to pick the best iPhone for you in 2026
Whether you want the flagship iPhone Duo or the most basic model available, we have buying recommendations for you.
Apple Mac Studio (M5 Ultra) review: Huge AI and graphics power at a huge premium
At $11,299, the M5 Ultra's extra performance over the M5 Max model is only worth it for select buyers.
AMC's debt buyback depends on securing at least $3.97 billion
Noteholders can receive $1,009.70 per $1,000 plus accrued interest. The offer expires Sept. 30, with settlement expected Oct. 5 if conditions are met.
The No. 1 Thing to Look for When Buying Peanut Butter, According to a Dietitian
In TODAY.com’s Expert Tip of the Day, a dietitian shares a simple clue to spotting healthy peanut butter.
Madison Square Garden Entertainment buys back $25M in shares
Madison Square Garden Entertainment buys back $25M in shares
Health insurance premiums to see 16% spike as PA insurance department release '27 rates
Pennsylvanians who buy health insurance through the Affordable Care Act marketplace will see a noticeable spike in their premiums, according to PID.
Examining the cost of money in campaigns
Despite The Beatles proclamation that “money can’t buy me love,” nearly every political campaign and candidate in American politics knows the great impact of a full war chest.
Platinum Exits De Wave Group
Beverly Hills-based buyout shop Platinum Equity has sold a yacht and cruise outfitter to Italian private equity firm Renaissance Partners. Neither
Chelsea Stake To Clearlake
Santa Monica-based private equity firm Clearlake Capital Group has taken full control of Chelsea FC after buying Mark Walter and Todd Boehly’s minority
How Hemp-THC businesses are bracing for a near total ban
Follow us to Tennessee where hemp farmers are already pivoting in the face of a state ban and soon, a looming federal ban on basically all THC-derived hemp products. Will Congress step in to save this $28 billion industry? Fact checking by Sierra Juarez.Your Next Listen — How would-be weed merchants hit a ‘grass ceiling’ Connect with The Indicator — Sign up for The Indicator’s weekly newsletter! — Buy the Planet Money book — Find our socials, YouTube and more! — For sponsor-free episodes, subscribe to NPR+ Support public media with NPR+ and enjoy perks for over 25 podcasts like this one. This show’s perks include sponsor-free listening. Learn more at plus.npr.org.
14 Quirky Mini Gadgets That Make Great Gifts
If you're trying to figure out what gifts to buy for the tech-enthusiast in your life, why not browse among the miniature options?
Gemini’s exchange business is shrinking. Its regulatory licenses may be the real prize
The crypto platform’s market value has fallen to about $753 million, putting fresh attention on the licenses, custody infrastructure and customer relationships a buyer could inherit.
Dealroom.co | Terra Behavioral Health makes first acquisition, buying California's Latitude Recovery
What's the deal? Temecula, California-based Terra Behavioral Hea…
Detroit Free Press on Instagram: "Two teams from the Savannah Bananas traveling baseball tour came to Comerica Park for a pair of games on Sept. 18-19. Rivals the high-energy Party Animals and the stunt-performing Firefighters, brought their brand of baseball entertainment to Comerica Park on Friday and Saturday, turning America's pastime into a mix of sports, comedy, dancing and crowd interaction. Check the link in our bio for more. 📷 by Kimberly P. Mitchell @kpmitchellphoto, Detroit Free Press #detroit #michigan #comericapark #entertainment #bananaball @thefirefighters @thepartyanimals #baseball"
17 likes, 0 comments - detroitfreepress on September 20, 2026: "Two teams from the Savannah Bananas traveling baseball tour came to Comerica Park for a pair of games on Sept. 18-19. Rivals the high-energy Party Animals and the stunt-performing Firefighters, brought their brand of baseball entertainment to Comerica Park on Friday and Saturday, turning America's pastime into a mix of sports, comedy, dancing and crowd interaction. Check the link in our bio for more. 📷 by Kimberly P. Mitchell @kpmitchellphoto, Detroit Free Press #detroit #michigan #comericapark #entertainment #bananaball @thefirefighters @thepartyanimals #baseball".
Housing market shifts in buyers' favor as more sellers offer concessions
More sellers are offering concessions and cutting prices to entice buyers who have been sidelined by high mortgage rates and record-high prices.
Dealroom.co | Great Hill Partners: middle-market growth buyouts across software, financial services, healthcare, consumer and business services
What's the deal?Great Hill Partners is a Boston- and London-base…
As the Rich Buy Bigger Boats, Private Equity Is Investing in the Booming Marina Business
The private equity firm Blackstone now owns more marinas than anyone in the world.
How much would it cost FSU to fire Mike Norvell?
FSU head coach Mike Norvell has one of the biggest buyouts in college football. Here is what it would cost to fire him after the Alabama loss.
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.
5 phones to buy instead of the Google Pixel 11 Pro
The Pixel 11 Pro is one of Google’s strongest flagships yet, but these five phones offer better value, more performance, or a completely different form factor.
Knicks’ $1,000 opening-night mess hit the wrong people
The Knicks are about to raise a banner on opening night. Fans should have been able to enjoy buying a […]
The US Army has the drones. Now it needs trained operators.
The service is buying tens of thousands of drones and delivering them to troops. The next challenge is ensuring they know how to use them.
Only 19,000 people have successfully reserved Valve's Steam Frame, with many still on the waitlist
Valve's Steam Frame launch is using a reservation lottery, leaving more than half of interested buyers stuck on the backorder waitlist.
Don’t trust what Apple says about the iPhone 17 Pro cases on the iPhone 18 Pro
Of course they’d prefer you to buy a new case.
West Suburban, Weiss to be sold to Insight Health Systems
The hospitals’ landlord, Rathnakar Reddy Patlola, is expected to buy Resilience Healthcare CEO Manoj Prasad's stake in the hospitals. Insight Health Systems will then buy the hospitals from Patlola.
Welcome to The World's Game: EA Sports FC 27 Early Access Trial with EA Play Available Today
The EA Sports FC 27 10-hour EA Play trial is now available on XBOX Series X|S, XBOX One, and XBOX on PC for Game Pass Ultimate and PC Game Pass members. If they decide to buy, their progress carries over to the full game, so they can pick up the season right where they left off.
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…
David Jolly launches multimillion-dollar ad buy statewide
A senior advisor says the 'team is being efficient with our time and money to get David’s change agenda out to voters.'
Apple Watch Series 12 vs. Ultra 4 Buyer's Guide
The Apple Watch Series 12 and Apple Watch Ultra 4 bring new health sensors, a new chip, and more detailed recovery insights to Apple's smartwatch lineup, so how do they compare? Both models feature the S11 chip, 4GB of RAM, 64GB of storage, and the new Health Sensing System, which measures heart rate every five seconds throughout the day.
Forza Horizon 6, Skyrim, and More Microsoft-Published Games Are Getting Big Discounts in Best Buy’s Deal of the Day
Best Buy has dropped big discounts on Starfield for PS5, Skyrim for Switch 2, and a few more Microsoft-published games, but only for today.
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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