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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...
Arteta refuses to reignite war of words with Fabian Hurzeler
Fabian Hurzeler has refused to take back his comments after claiming only Brighton played football when they faced Arsenal in their previous meeting. The Brighton manager criticised the Gunners’ app...
Brighton v Arsenal Team News, Predicted Line-up, Score Prediction
Arsenal face a significant test at the Amex on Saturday as they attempt to maintain their perfect start to the season against a free-scoring Brighton side.Having looked at the wider challenge posed by...
Aerobic Exercise May Improve Brain Health in Postmenopausal Women
A new study found that regular aerobic exercise may help improve executive function in postmenopausal females, highlighting an effective strategy for supporting brain health in women as they age.
Winless Villa and Spurs face telling early showdown
Aston Villa and Tottenham are winless in the Premier League - and both in need of inspiration as they prepare to face each other on Saturday.
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...
Air Force Officer Charged After Protesting Trump Says He Spoke to Defend Constitution
Major Jason Watson could face court-martial in what could become a rare test of a service member’s right to publicly dissent.
I put the iPhone 18 Pro Max vs. Galaxy S26 Ultra through a 7-round face-off
Apple doesn't have a price advantage this time
Orlando Magic Have a Rising X-Factor
Jamal Cain is transforming from a two-way grinder into a high-flying rotation staple, bringing gritty rebounding and floor-spacing gravity to help anchor Orlando’s ambitious supporting cast.
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…
ISOJ 2026 Day 2: Publishers are facing a new middleman as AI changes the business
ISOJ 2026 Day 2: Publishers are facing a new middleman as AI changes the business ISOJ. Latin American Journalism Review by The Knight Center at The University of Texas at Austin.
Duncan Sheik, Tony- and Grammy-winning 'Spring Awakening' composer and pop star, dies at 56
Tony- and Grammy-winning musician Duncan Sheik has died at 56. The “Barely Breathing” singer-songwriter composed the music for “Spring Awakening.” The groundbreaking Broadway musical that explored teenage angst ran for
No. 1 Nebraska Volleyball overcomes offensive troubles to beat UNC
No. 1 Nebraska (9-0) volleyball faced No. 25 North Carolina (4-3) at the Bob Devaney Sports Center on Friday, Sept. 18, and won in four sets (25-14, 20-25, 25-20, 25-10).
This bionic arm sounds like science fiction
Researchers at the University of Utah have developed a ‘brain-computer interface that turns Luke Skywalker vision into reality’
Sunderland vs Manchester City Premier League Prediction, Odds, Pick
Read Sunderland vs Manchester City predictions, picks and odds in our Premier League betting preview for Sunday, September 20.
Buccaneers Wirfs Talks About Browns Edge Rusher Jared Verse
Tampa Bay's star left tackle Tristan Wirfs talked about the challenges the offensive line will face from the Browns' defensive line, including young edge rusher Jared Verse, who came over in the Myles Garrett trade.
How to live stream Yankees vs Diamondbacks: MLB, TV channel
The New York Yankees head to Chase Field on Friday night to open a three-game series against the Arizona Diamondbacks, with first pitch set for 9:40 PM ET. How to Watch Yankees vs Diamondbacks Gerrit Cole is scheduled to start…
PENN Entertainment, Inspired, Lovesac, Rush Street Interactive, and Marriott Vacations Stocks Trade Down, What You Need To Know
A number of stocks fell in the afternoon session after rising Treasury yields and higher interest rates intensified worries over household finances and discretionary consumption, creating headwind conditions for consumer-facing companies. According to Reuters, as borrowing costs on mortgages, auto loans, and credit cards climb, household budgets are increasingly squeezed, encouraging consumers to prioritize saving and basic necessities over non-essential purchases. In addition, recent economic d
iPhone 18 Pro Max Requires 'Prepare to Ship' Battery Drain Before Shipping
The iPhone 18 Pro Max has a battery capacity over 20 watt-hours, which means there are additional shipping requirements. If an iPhone 18 Pro Max needs to be shipped somewhere, its maximum battery capacity has to be limited through firmware. According to Apple, the iPhone 18 Pro Max uses an "innovative battery-firmware solution" that limits battery capacity to below 20Wh between when the iPhone is manufactured and its delivery to a customer.
Derek McInnes Drops Major Update Right Before Celtic Face Rangers
Derek McInnes has dropped a major update right before the Rangers face Celtic at Parkhead this weekend.
Florida State Already Clamoring for Jimbo-Sized Hire
A familiar face with with a history of winning, top ten recruiting classes, and championship success could be back at the Florida State football operations building. Mike Norvell's coaching seat is a raging inferno. He has led the Seminoles to eight wins in their last 18 games. Change is coming.
Researchers earn NSF fellowships to expand marine, geophysics research | University of Hawaiʻi System News
The awards will support Helen Janiszewski and Lenore Pipes as they develop new directions in fiber-optic geophysical sensing and reconstructing ancient marine ecosystems.
Broncos Face A New But Familiar Challenge This Week
The Denver Broncos will need to rediscover their pass rush if they're going to beat Trevor Lawrence and the Jags.
Trump says Xi state dinner is ‘a very tough ticket’ as guest list takes shape
US president says White House seats about 125 guests, while Chinese executives facing scrutiny in the US are considered for Xi’s delegation.
WakeMed-Atrium Health merger faces scrutiny ahead of county vote
Wake County commissioners are expected to vote Monday on a proposed merger between WakeMed and Atrium Health
Bears' Caleb Williams faces biggest challenge yet in Vikings showdown
Chicago Bears quarterback Caleb Williams is off to a strong start for the 2026-27 season, but he's coming up against his biggest challenge so far with the Minnesota game.
Evolution Dental Science opens new facility
BUFFALO, N.Y. (WIVB) — Evolution Dental Science held a ribbon cutting ceremony for their new dental lab Friday on Essjay Road, a facility that the business says will support local job creatio…
Local health officials urge measles vaccination amid exposures
ROCHESTER, N.Y. (WROC) — More measles exposures are being reported across the region. Exposures are now being tracked at the Frederick Douglass Greater Rochester International Airport, as well as a fe...
Come for the whimsy, stay for the science: Free All Science. No Fiction live show Saturday, Sept. 26, at OSU
Oregon State University employees and students can score free tickets to an All Science. No Fiction live show Saturday evening on the Corvallis campus, hosted by Jes Burns and Brandon Swanson from Oregon Public Broadcasting.
Sports Overtime: Week 4 (Friday, Sept. 18, 2026)
Watch highlights and view scores from Week 4 of the 2026 NSAA football season.
Iowa Clinic relocates plastic surgery departments in West Des Moines
The Iowa Clinic has relocated its Plastic Surgery and Oculofacial Plastic and Reconstructive Surgery departments to 1121 Jordan Creek Parkway, Suite 180, in West Des Moines. The move follows growth in both specialties, including the July launch of Oculofacial Plastic and Reconstructive Surgery with the addition of Drs. Audrey Ko and Douglas Casady. The new…
Asus Googlebook shows off a big trackpad and plenty of ports in leaked images [Gallery]
New images of a Googlebook laptop from Asus have surfaced, showing off of selection of ports and a big ol’...
TST Best Bets: September 18, 2026
Friday night’s college football slate features four undefeated teams looking to prove themselves against conference competition.No. 22 Houston travels to face No. 13 Texas Tech in a ranked Big 12 matchup, while No. 5 Miami visits Wake Forest for an ACC battle between 2-0 teams. With both favorites facing their toughest tests of the young season, we’re breaking down the best bet from each game.For all of your college football betting picks, here are today’s TST Best Bets, brought to you by BetOnl
Long-standing Lac Du Flambeau business unveils new manufacturing facility
A long-standing business in the Lac Du Flambeau community has just opened a newly constructed facility.
Oklahoma's OL faces underrated challenge against New Mexico
Oklahoma's offensive line needs to show improvement on Saturday against a top-ranked New Mexico defense.
M5 Ultra and M6 Chip Benchmark Results Reveal Graphics Performance
The first GPU benchmark results for Apple's new M5 Ultra and M6 chips have surfaced, ahead of the new Mac Studio and Mac mini models launching on Tuesday. If you are interested in CPU results, we shared those earlier this week. So far, the M5 Ultra has achieved up to a 59% higher Metal score (366,744) on Geekbench 7 compared to the M3 Ultra's average score of 230,420, and the chip's OpenCL score is roughly in line with NVIDIA's GeForce RTX 4080.
Washington Nationals, Cade Cavalli Agree to Contract Extension
The Washington Nationals have locked in their ace pitcher after announcing a four year deal with right hander Cade Cavalli
Amazon and Wiwynn Expand Texas Manufacturing to Socorro Texas
Amazon and Wiwynn are expanding advanced manufacturing operations in Socorro, near El Paso, with plans to create nearly 1,000 new jobs by the end of 2027 and increase domestic production of hardware used in Amazon’s data center infrastructure.
Ask a Professor turns difficult topics into opportunities for dialogue
MSU Denver faculty host a series of student discussions designed to put the ‘civil’ back in civil discourse
First look: New renderings show exhibit spaces at MOSH's new museum
New renderings released by MOSH show some of the museum's exhibit spaces at its planned Northbank facililty.
Week 3 Open Thread
Here is the place for discussion on all college football through the weekend that is not UW vs. Eastern Washington. But first, a rundown of some of the bigger games. Friday Night: Three ranked teams play on Friday night and two of the games look pretty compelling. Miami faces their first ACC road test against […]
Nottingham Forest v Coventry City: Key stats and talking points
Nottingham Forest earned their first win of the season last weekend and now face a bottom-of-the-table Coventry City side yet to score or avoid defeat since their return to the Premier League. Nottingham Forest answered Oliver Glasner's call to find the "final bit missing" when they deservedly beat Aston Villa last weekend. Head coach Glasner was referring to his team's goalscoring issues but it could just as easily apply to their troublesome home form.
Olsen Stelzer building preserves Henrietta history while welcoming new business
The historic Olsen Stelzer Boot and Saddlery Building in Henrietta is getting a new chapter while preserving its connection to the community’s past.
Vinicius Junior under pressure to deliver ahead of Madrid derby
Real Madrid will be looking to keep pace with Barcelona at the top of the La Liga standings when they face rivals Atletico Madrid at the Metropolitano Stadium on Sunday.Madrid trail Barcelona with thr...
Kentucky at Texas A&M: Final Thoughts and Prediction
Kentucky faces a tough matchup as they travel to Kyle Field to take on #9 Texas A&M. Here are my final thoughts and prediction of the game.
BCIC Announces Four New eBridge Business Academy Cohorts Through 2027
- The Brownsville Community Improvement Corporation (BCIC) has opened applications for four upcoming eBridge Business Academy cohorts beginning Oct. 7. The no-cost entrepreneurship program is sponsored by BCIC, facilitated by the UTRGV Entrepreneurship and Commercialization Center (ECC), and held in person at the eBridge Center for Business and Commercialization in downtown Brownsville.
Novant Health drives $4.33B in regional economic impact, study says
Novant Health Coastal Region generates an annual overall economic impact of $4.33 billion in the Wilmington Metropolitan Statistical Area (MSA), according to a new report. Commissioned by Novant Health and conducted by Mouhcine Guettabi, associate professor of economics at the University of North Carolina Wilmington and the area’s regional economist, the report evaluates population growth in New Hanover, Brunswick and Pender counties and whether the area’s healthcare infrastructure is positioned to meet the region’s demand. According to the study, while healthcare employment has kept pace with population growth in New Hanover and Pender counties, it has not kept up with the rapid population growth in Brunswick County, which is skewed toward an older population. “It points very clearly to Brunswick County being the bottleneck, or being the place where investment is most needed,” Guettabi said to the Business Journal Friday, “because the growth is the fastest, the composition of the growth is older (adults) and demand for healthcare is much higher for the subpopulation.” The Novant Health Coastal Region employs 8,295 full-time equivalent workers, according to the report, and is the region’s largest employer. Overall, through direct, indirect and induced impacts, the Novant Health Coastal Region supports 19,573 jobs, the report said. Using data collected from internal payroll, financial and capital reports, the report estimates that Novant Health Coastal Region pays approximately $1.15 billion in total compensation to its employees. According to the study, the provider’s annual operating expenditures, or direct economic impact, total $2.36 billion. That direct impact ripples through the regional economy through spending at its suppliers, or indirect impact, and household spending by staff and its suppliers’ workers, or induced impact. The report estimates the Novant Health Coastal Region’s indirect economic impact is $786 million, reflecting the multiplying effect of the provider’s operating expenses on expenditures like medical supplies, facilities, food, IT and professional services. Because 86.9% of Novant Health Coastal Region employees live within the tri-county region, the report estimates that wages paid by Novant circulate into the regional economy, creating an induced economic impact of $1.17 billion. “That money just doesn’t go into thin air,” Guettabi said of the wages paid to Novant Health Coastal Region employees. “Some of that money is being re-spent, and therefore it’s supporting grocery stores, hiring, restaurants and bars, and there are a lot of other companies or organizations whose employment, whose activity partially depends on that.” The combination of direct ($2.36 billion), indirect ($786 million), and induced ($1.17 billion) impacts totals an estimated $4.33 billion, according to the report. A study commissioned by Novant Health in 2024 and conducted by FTI Consulting’s Center for Healthcare Economics and Policy found that Novant Health generated nearly $2 billion of direct impact, with $628 million in indirect impact and $857 million in induced impact. Healthcare investments in the pipeline for Brunswick County Additionally, the study found that while healthcare employment has kept pace with population growth in New Hanover and Pender counties, it lags in Brunswick County. “Once you go below the metro level and you decompose the three counties that make up the Wilmington Metro,” Guettabi said, “it becomes fairly clear that Brunswick is the standout. And not only that, but clearly the growth there is fully domestic migration and largely retiree-driven migrants.” Using data from the Centers for Medicare and Medicaid Services on per-capita healthcare spending among age groups, Guettabi estimates that adults aged 65 and older demand 2.44 times the healthcare of working-age adults. “The share of the population in Brunswick County that’s over the age of 65 is 33%,” Guettabi said, “which is so much higher than the average share of people over the age of 65 within the state or within the country.” The report emphasizes that Brunswick County is the “strongest candidate” for new healthcare investment, adding that patient discharge records show Brunswick residents rely heavily on facilities in New Hanover County for inpatient care. “Investments in Brunswick County would not only meet the demand for those residents, but it would also relieve pressure for New Hanover County residents,” Guettabi said. Laurie Whalin, president of the Novant Health Coastal Region, told the Business Journal Friday that the provider plans to expand services at Novant Health Brunswick Medical Center, in addition to other investments in the area. In April, the state granted conditional approval to both Novant Health and Columbus Regional Healthcare System to build new hospitals, just miles apart, on either side of the Columbus County and Brunswick County borders. Columbus Regional’s $214 million 30-bed hospital would be located at the former Acme-Delco Middle School in Delco, according to the application. The project’s approved timetable has construction slated to finish in May 2029, with the hospital open for service by October 2029. The Whiteville-based provider, which Atrium Health manages, broke ground on an Advanced Care facility in December 2025 and operates four specialty clinics in Leland. Meanwhile, Novant Health’s proposed $251 million 20-bed hospital would be built just miles from Columbus Regional’s proposed hospital, near the Compass Pointe community in Leland. The provider estimates the hospital will open by 2030. State officials also approved Novant Health in March to build a freestanding emergency department in Carolina Shores, near U.S. 17. The project is estimated to cost $24 million, according to the application, and will operate under the Novant Health Brunswick Medical Center license. Additionally, Novant Health’s 16,000-square-foot ambulatory surgery center is slated to open in Leland by year’s end, officials said.
San Bernardino County restaurants shut down by health inspectors, Sept. 9-17
Three facilities were ordered to close, while one shut last week reopened.
Dems abandon candidate who said MAGA 'more destructive' than Nazis, but she’s stuck on the ballot
North Carolina Democrat Shelly Headen called for an attack on U.S. soil targeting red states and compared Trump to Hitler in resurfaced posts.
Luminis Health faces class-action lawsuit as cyberattack exposes patient data
As Luminis Health continues working to restore systems disrupted for weeks by a cyberattack, the health network is now facing a proposed class action lawsuit fr
Permitting deal faces political crunch
Senators believe they’re closing in on a long-sought permitting deal, but looming over the talks is whether to address the politically fraught data center boom.
Falcons Roundtable: Can Atlanta Overcome Its Quarterback Crisis Against Panthers?
The Atlanta Falcons face the Carolina Panthers in Week 2 with major quarterback concerns after their loss to the Steelers. Our Falcons Roundtable breaks down Cooper Rush, Tua Tagovailoa's injury, Kevin Stefanski's challenges and score predictions for the NFC South matchup.
James Talarico, Seeking Black Votes in Texas Senate Rate, Wins Crucial Endorsement
The Congressional Black Caucus’s political wing backed James Talarico, who defeated a Black opponent in the primary. He faces Ken Paxton, the Republican state attorney general, in November.
Chelsea’s big weakness primed to be exploited by Brentford speedster
Whoever is picked at right back for Chelsea tonight faces a tough test against the speedy Kevin Schade, who loves to attack the far post.If you enjoy Talk Chelsea coverage and want to see more of it, ...
INTRODUCING MIRROR MI™: MORE THAN A FASHION DOLL, A NEW ENTERTAINMENT UNIVERSE BRINGING PRODUCT, MUSIC, FASHION AND EMOTIONAL STORYTELLING TOGETHER
/PRNewswire/ -- It's time for a new doll in the dollhouse. MGA Entertainment (MGA), the company behind Bratz®, Rainbow High® and L.O.L. Surprise!®, today...
The big losers from Zidane's first squad 🥶
Absences that already say a lot?This Friday afternoon, Zinédine Zidane unveiled his very first squad as head coach of the France national team.It featured plenty of changes, with new faces but also s...
ResearchHub: An Answer to “Dysfunction” in Traditional Science Giving?
The platform, cofounded by cryptocurrency billionaire and philanthropy critic Brian Armstrong, aims to eliminate counterproductive incentives that scientists face in traditional grant seeking.
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 […]
Roma’s Perfect Start Faces Its Biggest Test Yet Against Inter
Roma’s perfect start faces its biggest test yet as the Giallorossi welcome defending champions Inter to the Olimpico.
New York Giants Facing Explosive Tyrone Tracy Situation
The New York Giants are facing a complicated situation with running back Tyrone Tracy.
Zinédine Zidane confirms Kylian Mbappé’s role as France’s captain
The question of whether he would feature in Zinédine Zidane’s first squad did not even arise, whilst the one surrounding his continued role as captain of the French national team was quickly resolv...
Stand Up For Science Founder Addresses Senate & Sciences Po Amid France’s Landmark Move to Protect Academic
Visit underscores growing international attention to academic freedom as a bipartisan cause as movements target higher education.
Lysol Maker Plans New Science and Innovation Center in Nutley
A new research complex is coming to Essex County as the company behind Lysol and Mucinex expands its New Jersey operations.
Taylor data center faces state investigation over parkland conveyance
Texas Attorney General Ken Paxton investigates a proposed data center development on land intended for parkland in Taylor.
Canada brings its tariff worries to Chicago as U.S. trade ties fray
Canada’s minister of industry traveled to Chicago for a major manufacturing technology trade show at McCormick Place and to meet with Gov. JB Pritzker and various Chicago companies.
Apple Designers Explain the Thinking Behind iPhone Duo
Apple's design team reveals how notebooks helped inspire the iPhone Duo, along with interface principles and expectations for future features, in a new interview with GQ. The interview features Apple CEO John Ternus, Vice President of Industrial Design Molly Anderson, and Vice President of Human Interface Design Steve Lemay.
🚨 Zidane's first squad is out, with some new faces!
A historic first for Zidane!This Friday at 6 p.m., Zinédine Zidane unveiled his very first squad list as head coach of the France national team. Check it out below!It is worth noting that ZZ has sele...
ABI names 2026 Legends in Manufacturing honorees
The Iowa Association of Business and Industry and Elevate Iowa Manufacturing have announced four recipients of the 2026 Legends in Manufacturing Awards. The honorees are Steve Anderson of Merrill Manufacturing in Storm Lake in the under 100 employees category; Lori Schaefer-Weaton of Agri-Industrial Plastics Co. in Fairfield in the 100-300 employees category; Pat Weiler of…
3 reasons for optimism for Raiders Week 2 vs Chargers
There are some reasons to be optimistic if you're the Raiders heading into their Week 2 matchup with the Chargers.
USRA Contributes Planetary Science Expertise to NASA-IBM Lunar Foundation Model
/PRNewswire/ -- Universities Space Research Association (USRA) contributed planetary science expertise, lunar dataset development, and scientific evaluation to...
Noahkai Banks to represent Germany in international play
Accepting a Germany U-21 call-up means it’s the end of the road for Banks and the USMNT.
Acceldata Launches xFactory for Building Governed AI Applications From Business Intent, on Federated Data
Enterprises can now create AI applications and agents — executing natively on open engines including Apache Spark, Trino and Kafka — and connecting to Snowflake and Databricks, so your data stays where it is. LONDON, Sept. 18, 2026 — Acceldata has announced the launch of xFactory, a private AI software factory to build, test and deploy […]
Trinity Health celebrates opening of Springfield primary care
New facility at 905 W. Sproul Road taking new patients.
Amway, affiliates face $225 million payout over alleged deceptive business practices
The Federal Trade Commission says the settlement is the largest the agency has reached with a multilevel marketing company.
Southern California University of Health Sciences Earns 2026 Great Colleges to Work For Honor Roll Distinction for Fourth Consecutive Year
/PRNewswire/ -- Southern California University of Health Sciences (SCU) has been named a 2026 Great College to Work For® and earned elite Honor Roll...
Emery on team news, performances and facing Spurs
Aston Villa boss Unai Emery has been speaking to the media before Saturday's Premier League game against Tottenham Hotspur at Tottenham Hotspur Stadium (kick-off 12:30 BST). Marco Asensio, Amadou Onana, Modou Cisse, Pau Torres, Ian Maatsen, Leon Goretzka and Brian Madjo are all out through injury and will not feature against Tottenham.
New York Giants' Latest Move Could Signal Major Trouble
The New York Giants just made a move that could signal big trouble before facing the Los Angeles Rams.
This Former Alabama Star is Facing Intense NFL Pressure
This former Alabama Crimson Tide star is under more pressure than you think.
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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