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UFC 331 Rivals Separated After Tense Ceremonial Weigh-In
All 24 fighters made weight in Los Angeles. The full UFC 331 card with every official weight, start times and Saturday's stakes.
As Europe warms, Italy sees West Nile virus spread
Italian health authorities see evidence that rising temperatures and longer warm seasons are helping mosquitoes spread West Nile virus across a wider area, during more months of the year.
Permission to Spend
Over a decade ago I was approached by a reporter to comment on how I, as financial advisor, convince people to spend less money. I candidly responded I wasn’t a
Drew Doughty Has Waited Long Enough to Be Kings Captain
Drew Doughty got a long-overdue honor, placing him among the franchise's all-time icons as he potentially rides off into the sunset. The post Drew Doughty Has Waited Long Enough to Be Kings Captain appeared first on HEAVY.
California health department notifies of measles exposure from unvaccinated Amtrak passenger
The California Department of Public Health (CDPH) is urging residents to get their measles vaccination after notifying the public of an exposure from an Amtrak passenger who traveled on the rail system's train and Thruway bus service in six different counties earlier this month.
I WITNESS: A column that has nothing to do with politics and everything to do with hormones
After 20 years of hormone replacement therapy (HRT), my doctor cut me off at the age of 55. I am now nearly 70 and ready to report back from the front lines of menopause.
Can Cardinals break historic losing streak to Seahawks in Week 2?
GLENDALE – The Arizona Cardinals look to exercise some demons in Week 2 vs. NFC West rivals Seattle Seahawks.
Mobile-health-clinic-health-yemen-2016
Julien Harneis, CC BY-SA 2.0, via Wikimedia Commons
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 York Yankees Announce Paul Goldschmidt Decision Before Diamondbacks Series
The New York Yankees are out West on Friday night to begin a weekend series with the Arizona Diamondbacks.Ahead of the matchup, New York received some bad news as superstar Aaron Judge heads back to the IL with a calf strain. Yankees manager Aaron Boone also made a few notable changes to his starting lineup […] The post New York Yankees Announce Paul Goldschmidt Decision Before Diamondbacks Series appeared first on HEAVY.
Yankees at Diamondbacks live updates. Carroll dropped in lineup
The Arizona Diamondbacks open a three-game series against the New York Yankees on Friday, Sept. 18, at Chase Field.
Vandalia Health to host nursing expo in Fairmont
Vandalia Health will host a free nursing expo Sept. 23 in Fairmont for nursing students and recent graduates. Attendees can explore jobs, externships, residency programs, education benefits and professional development opportunities.
Pathways Community raises money for mental health
Members of the Pathways Community and their staff served hotdogs and bratwursts to support upcoming mix and mingle events.
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…
Tanning bed use resurging as Fresno dermatologist warns of health risks
Some local doctors say they are seeing a resurgence in the use of tanning beds, particularly among young people, and are warning about the health risks.
Scientists Just Discovered a New Cat Species, and It’s Ridiculously Cute
A CDC report found that 71.5% of adults experienced fatigue over three months, with young adults reporting especially high rates.
Belmont Park reopens as new sports and entertainment destination
ELMONT, N.Y. (PIX11) — The horses are running again at Belmont Park. For the first time in three years, race calls echo across the iconic Nassau County track as thousands of fans gather for the reo…
Rams’ Aaron Donald Gives Hopeful Update on Monday’s Game
Los Angeles Rams legend Aaron Donald is coming out of retirement and sounds ready to hit the field. The post Rams’ Aaron Donald Gives Hopeful Update on Monday’s Game appeared first on LA Sports Report.
The 2001 Diamondbacks' group chat is buzzing ahead of anniversary
If a group chat can ever replicate a major league clubhouse, the 2001 Diamondbacks' text thread is as close as it gets.
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.
The science of grief and how it can impact physical health
If we are lucky enough to live full lives and form meaningful relationships, chances are, we will also experience loss, and with it, grief. As common as grief is, it’s also mysterious. Horizons guest moderator Ali Rogin explores the science of grief with Liz Gleeson and Dr. George Slavich.
The science of grief and how it can impact physical health
If we are lucky enough to live full lives and form meaningful relationships, chances are, we will also experience loss, and with it, grief. As common as grief is, it’s also mysterious. Horizons guest moderator Ali Rogin explores the science of grief with Liz Gleeson and Dr. George Slavich.
Day 1 in the books at reopened Belmont Park
Fans returned to Belmont Park for the first time in three years Friday.
Palmetto Sports Daily: Dabo, Belichick share mutual respect, SC’s anticipated Mississippi State matchup
The crew discusses what to look forward to in Gamecock's SEC opener against Mississippi State and how Clemon QB Tait Reynolds can improve his play against UNC.
When your boss is your landlord: UVM Health Network job cuts put employee housing at risk
Employer-sponsored housing was pitched as a lifeline to draw workers to Vermont, but following hundreds of job cuts at the UVM Health Network, some healthcare workers say losing their job now means potentially losing their home, too.
Memphis ranked No. 94 in EvanMiya’s preseason ranking
Memphis basketball will begin its season in a little over a month, but as we get closer to the start of the basketball season, more preseason predictions are being released. On Friday, Evan Miya released his preseason rankings for all 365 Division I teams, and he had the Tigers ranked No. 94.
Tarrant County Public Health is seeking your input. Here’s when and where
The health department will hold 14 community listening sessions this month to gather input from Tarrant County residents.
Max Dowman: Mikel Arteta admits 16-year-old Arsenal wonderkid could go out on loan in the future
Arsenal manager Mikel Arteta has not ruled out loaning out Max Dowman in the future and says the club evaluates the 16-year-old sensations progress every six months.
Boalsburg Renaissance Faire Returns to Boal Mansion With Reennactors, Live Entertainment
A day of historical demonstrations, live entertainment and hands-on activities will return to Boalsburg in October as the Columbus Chapel and Boal Mansion
Environmental and Public Health Groups Sue Over the Trump EPA’s Latest Attempt to Bolster Fossil Fuels
Environmental and public health groups are suing the Trump administration over its most recent move to eliminate protections against climate-warming pollution. The Environmental Protection Agency announced a plan on Monday, finalized in the Federal Register on Thursday, to revoke most of a Biden-era rule to limit greenhouse gas emissions from fossil fuel power plants. The […]
Xavier Taylor's father shares health update 4 months after freak baseball injury: "He hears us"
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
Art Garfunkel to perform at Modesto’s Gallo Center. When, relationship with Simon
“If you’re not alive and happening now, what are you?”
La. School for Math, Science, and the Arts welcomes Hammond student
Louisiana School for Math, Science, and the Arts officially welcomed 134 new students during its 44th annual Matriculation Ceremony held on Sept. 4, including first-year LSMSA student Nox Betz of
Curtis Pride: I felt the cheers and found belonging in baseball
Deaf Awareness Month has a deep, personal meaning to me.
Trump says he has a deal to bolster U.S. military presence in Greenland
The announcement comes after months of threatening to take island by force from the NATO ally
Trump says he has a deal to bolster U.S. military presence in Greenland
The announcement comes after months of threatening to take island by force from the NATO ally
Trump says he has a deal to bolster U.S. military presence in Greenland
The announcement comes after months of threatening to take island by force from the NATO ally
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…
Political appointee turnover at unprecedented levels under Trump administration
Political appointees in the second Trump administration are leaving in record numbers, and often after short tenures. More than 900 appointees who did not require Senate confirmation left within the first 18 months of the administration, a new report shows.
Black congressional leaders endorse James Talarico in Texas Senate race
Talarico has strong support among Black voters in public polls, but he has recently stepped up his efforts to reach them.
PAHO: Strengthening El Niño raises growing health risks across the Americas
Drought, food insecurity, dengue, wildfires, and flooding are already affecting several countries across the region as El Niño intensifies.Washington, D.C., September 18, 2026 (PAHO) – El Niño continues to strengthen and could have significant public health impacts across the Americas in the coming months, according to the Pan American Health Organization’s (PAHO) first regional situation report on the phenomenon.
Trump says son has paid back Russian for wedding party
The president defended Donald Trump Jr.’s decision to take a large gift from Umar Kremlev, saying that such presents are “common.”
'The Ford/Hill Project' review: Anita Hill, Christine Blasey Ford testify
In 'The Ford/Hill Project,' a new docudrama created by Elizabeth Marvel and director Lee Sunday Evans now at REDCAT, the Senate testimonies of Anita Hill and Christine Blasey Ford are entwined to throw into relief enduring political patterns.
Phoebe Dynevor marries Cameron Fuller in secret south of France wedding
Phoebe Dynevor, the original diamond of the season, is officially off the marriage mart! The “Bridgerton” star, secretly married fellow actor Cameron Fuller in a lavish ceremony at a chateau
Watch: Round Rock vs. Vandegrift football live
Former district foes Round Rock and Vandegrift meet Friday night at Ed W. Monroe Memorial Stadium for a Week 4 clash on KXAN+.
Heavy caffeine users and deeper sleep; wonders of microscopic life; preparing for life after an Alzheimer’s diagnosis; plus other stories with Vanderbilt Health sources
Beth Malow, MD, Professor of Neurology and Pediatrics in the Vanderbilt Sleep Division, was quoted in Women’s Health about a surprising study from the Journal of Psychopharmacology indicating that heavy caffeine users get deeper non-rapid-eye-movement sleep, even while sleeping less time. The New York Times quoted Dylan Burnette, PhD, Associate Professor of Cell and Developmental Biology, in a story (with videos) about the wonders of the microscopic life all around us. William Schaffner, MD, Professor of Preventive Medicine, was quoted by several news outlets about public health issues, including: Prevention (rabies vaccinations); Healthline (update on the Cyclospora outbreak); Prevention again (hundreds now sickened in measles outbreak); and AARP (“How do we know vaccines are safe?” video interview and transcript). Science posted a story about a new NIH research center on vaccine harms. The piece quotes Kathryn Edwards, MD, Professor of Pediatrics, Emerita. Lealani Mae Acosta, MD, MPH, Associate Professor of Neurology, was quoted in an Everyday Health story about how a person, after a diagnosis of Alzheimer’s disease, can enrich their life and prepare for the future. Amalia Peterson, MD, Assistant Professor of Neurology, was quoted by Everyday Health in a piece about common medications linked to lower dementia risk.
Wayne County warns of potential measles exposure at local business
Wayne County Public Health is warning residents of a potential measles exposure at a local business earlier this month.
Cherokee Nation shines light on Alzheimer’s
To help raise awareness for Alzheimer’s disease and dementia, a proclamation was signed Sept. 15 in the Cherokee Nation recognizing September as World Alzheimer’s Month.
Amex launches high-yield savings account to complement business checking
Amex Business Savings offers an above-average return, plus no minimum balance requirement or monthly fees.
Arkansas Department of Health to hold community flu clinics statewide
The Arkansas Department of Health will begin hosting community flu vaccine clinics statewide starting Monday, Sept. 21.
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.'
A's Add Mason Barnett to Rotation for Stretch Run
After Barnett's struggles in the A's rotation last month he was optioned to Triple-A. In his most recent outing he tossed a gem — then a spot opened up in the rotation.
Author and podcast host shares story of grief and inspiration at UVM's Women's Health and Cancer Conference
Nora McInerny was a keynote speaker at the event hosted by The University of Vermont Cancer Center
Who you gonna call? Mon-davi ...
The first two events in the Mondavi Center's all season are coming up in late September, with many more events scheduled in October and November.
UVM experts on the science of fall foliage
With leaf-peeping season around the corner, the University of Vermont shares some insight from researchers William Keeton , Alexandra Kosiba , and Lisa Chase , who explain the science behind the explosion of color we see in trees each fall.
Political appointee turnover at unprecedented levels under Trump administration
Nearly half of Trump appointees who have separated from government served less than one year, and about 25% served under six months, new research shows.
Salomon: Seminoles Should Appreciate Norvell, not Bury Him
In what could be his final weekend at the helm of the Florida State Seminoles, FSU fans should hope that the administration does not pull the trigger on firing Mike Norvell.
6 ways to manage your healthcare costs
Unlike a mortgage or utility bill, healthcare costs can vary widely each month. These strategies can help you understand your coverage and better prepare costs.
National Legal and Business Media Cover Arrival of Chicago Partner Andrew Barrios
Law360, Global Legal Chronicle, Corporate Counsel Business Journal, Benchmark Litigation and Pulse 2.0 were among the legal and business news outlets that covered the arrival of McGuireWoods partner Andrew Barrios,...
“That’s So Raven ”star sentenced to 30 months in prison after pleading guilty to firearm possession
Bobb’e J. Thompson was found with stolen gun in his car during a traffic stop.
Yankees lose versatile utilityman to Reds before Diamondbacks series
The Yankees DFA'd the infielder on Wednesday.
Bernie Sanders Slams AI CEOs Over Political Spending: 'You Should Not be Spending Money Trying to Defeat' AI Regulation
Sen. Bernie Sanders (I-Vt.) criticized AI industry leaders over their political spending, arguing that warnings about AI risks should be matched by support for lawmakers seeking stronger regulation. S...
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.
Americans cite high insurance premiums, out-of-pocket costs as top health care concerns
A recent Commonwealth Fund survey of more than 25,000 U.S. adults found that Americans are struggling to afford health insurance and care.
Arkansas health officials offer free flu vaccines statewide
The Arkansas Department of Health will begin offering free flu vaccines at community clinics across the state starting Monday, Sept. 21
Why Spurs are not finishing moves
When an attacking side accelerate play, it is common for the defending team to drop back in an urgent manner, looking to protect their goal. Omar Marmoush has tried to do this on a number of occasions but has not always been found. For Savio, it may also be a wide player struggling to pull the ball back on their weak foot.
Can UAlbany shock Monmouth again? Inside Saturday's crucial CAA rematch
Great Danes' first-year coach Tom Perkovich is keeping his team focused on the present as they head into Saturday's rematch against Monmouth.
Poland warns Russia is planning drone or rocket strikes on NATO territory
WARSAW, Poland (AP) — Polish Prime Minister Donald Tusk warned on Thursday that Russia is planning hybrid strikes with drones or rockets on European countries supporting Ukraine, among them Poland. Russia will pretend the attacks are “accidental” in order to “paralyze or at least weaken the motivation of NATO countries” to rush to the defense […]
‘Jersey Shore’ Star Closes the Door on Seven-Month Health Nightmare
Nicole Polizzi shared a major health update seven months after receiving a stage 1 cervical cancer diagnosis, saying doctors found no evidence of disease following her hysterectomy. The Jersey Shore s...
TC Business Council Hears About CDD Changes, School Bond Measure, PG&E Challenges
Over 20 business leaders in Tuolumne County attended a monthly luncheon this week hosted by the Tuolumne County Business Council.
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.
Why the Miami Heat Should Retire Jimmy Butler's Jersey
From dragging an eighth seed to the Finals to legendary triple-doubles, Jimmy Butler revitalized a directionless franchise and cemented a remarkable legacy among the Miami Heat's all-time greats.
Manor Solomon's contract examined after West Ham exploits
West Ham star Manor Solomon and Nuno Espirito Santo
McLean County honors forensic professionals during Forensic Science Week
McLean County recognized coroners, forensic pathologists, technicians and autopsy assistants while proclaiming Sept. 20–26 as Forensic Science Week during Thursday’s board meeting in Bloomington with a ceremony honoring local professionals.
Iowa’s Rural Mainstreet Index decreases, farm prices increase in September
Iowa’s Rural Mainstreet Index decreased to 44.6 from 46.2 in August, according to a monthly survey of rural bank CEOs. The state’s farm and ranchland price index increased to 50 from 44.2 since last month. The Rural Mainstreet Index covers 10 regional states and rural communities, providing the most current real-time analysis of the rural…
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 […]
Wake leaders to vote on proposed WakeMed-Atrium deal Monday
The Board of Commissioners in May delayed a decision on the combination after concerns arose over costs and quality of healthcare.
Tom Cruise subtly addresses “Digger” fan theories, reveals where character came from
Fans have been convinced for months that Alejandro G. Iñárritu’s new movie is a musical.
Houston’s Kelvin Sampson among Texas coaches backing college sports bill
More than 70 senators vote to advance Sen. Ted Cruz’s sweeping college sports bill.
Houston’s Kelvin Sampson among Texas coaches backing college sports bill
More than 70 senators vote to advance Sen. Ted Cruz’s sweeping college sports bill.
What 'Monster: The Lizzie Borden Story' gets right (and wrong) about the Borden murders
Lizze Borden has fascinated true crime junkies for over 100 years. Now, her story lies in the hands of Ryan Murphy.
120-Acre Whole Health Campus Begins Taking Shape in Bentonville
The Alice L. Walton Foundation and Mercy have broken ground on a 120-plus-acre health care campus in Bentonville that aims to expand access
Are the Chiefs back?
What did Kansas City prove with their dominant win Monday night against Denver?
Bark and Mane cuts ribbon to celebrate new business
THOMPSON'S STATION — Husband and wife duo Chelsea and Mike Rushworth celebrated the official launch of their new venture, Bark and Mane, with a Williamson Inc. ribbon cutting ceremony on
The ‘GTA 6 Online’ Release Year Has Been Revealed, It Seems
'Grand Theft Auto 6' is now just two months away, and we know that it is not launching alongside GTA 6 Online, a multiplayer mode. But we may know when it's coming now.
Engrams Embedding Entendre: Codesign for Efficient DRAM/SSD Offloading
Engram extends standard token embeddings with learned multi-token lookups. Recurring local patterns retrieve vectors directly, reducing the need to reconstruct them through attention and feed-forward layers. With Engram model architecture optimization, it allows for lower HBM capacity to be needed for models at the same quality. This does not mean there won’t be an insane demand for HBM but it just means that model architecture will continue to innovate around constraints. This model architecture design is naturally codesigned for parameter offloading: each token accesses a few embedding rows whose addresses depend on token IDs, not hidden states. The runtime can prefetch those rows from host DRAM while earlier layers compute, keeping the table outside HBM without transferring entire weight matrices. Our Memory model contains our latest estimates of quarter by quarter HBM, DRAM, & NAND supply and demand. Offloading frees HBM for model weights and KV cache, potentially supporting larger batches or more concurrent sessions. When DRAM becomes the next constraint, NVMe offers another tier. Recommendation systems already cache frequently or recently accessed embedding rows in faster memory while backing colder rows with SSDs. After NVIDIA roadmap had to change due to massively despec’ing Rubin Ultra from 1024GB to now ~200GB of HBM per chip, model architecture optimizations like emgram maybe helpful. Our DeepSeek-V4.1-Flash configuration uses roughly 189 GiB of memory for Engram. We replace it with a memory-mapped (mmap) file and measure serving performance with offload to SSD. Later on in our report, we will show our Engram offloading experiments along with the official InferenceX agentic inference serving results on Engram models like DeepSeekv4.1 Flash across all 6 NVIDIA GPU SKUs along with MI355X. Unsurprisingly, the CUDA Moat is still mogging MI355X on the ultra popular DeepSeekV4.1 Flash model. We also show how even on high capacity HBM SKUs, offloading emgrams to DRAM could result in even better performance for most of the pareto than keeping the emgram in HBM. Our benchmark has been widely reproduced, validated and/or supported by almost every major buyer of compute from Google Cloud to Microsoft Azure to Oracle, to Meta and many more. Furthermore, it has the support of the ML community including from vLLM, LMCache, SGLang, PyTorch, Huggingface and the support of major labs like OpenAI, MiniMax, ZAI, Qwen, Moonshot Kimi, etc. Star the InferenceX GitHub repository if you find the open-source benchmark and data useful!. InferenceX is the only inference benchmark in the world to have TPUv7, Jalapeño, Nvidia Rubin NVL72, AMD, and soon, SambaNova and Trainium. Due to how realistic AgentX scenario is to real world agentic inference workloads, AMD has committed to collaborating on MI455X UALoE72 too. DeepSeek did not release the original paper’s two trained Engram models. We replicated its setup on fineweb-edu using the released code and training hyperparameters, at an estimated 6E18 FLOPs per run. We observed the same U-shape scaling: Engram improved performance over pure MoE baselines. We also reproduced DeepSeek’s results, where earlier-layer representations with Engram resembled those of later layers. Like the original Engram paper, it is possible to probe Engram’s gate scores to see what n-grams DeepSeek-V4.1-Flash makes the most use of. Our gate scan finds names, code fragments, relational phrasing, and boilerplate. These examples prioritize interesting-ness over gate strength. One unexpected result was Wright : Ace Attorney. These examples suggest learned memory optimizes the training objective, not a judgment of which facts deserve storage. Licenses, bibliography fragments, API scaffolding, and website furniture can provide prediction shortcuts, so the value of additional Engram capacity may depend on what survives data preparation. This does not show that table capacity is “wasted”: the evaluation-corpus scan establishes neither training exposure nor the capacity occupied by each category. For offloading, strong gates do not identify cache-hot rows. Low gates do not automatically save reads either: computing the gate requires the retrieved key and undoes the performance gain of a fused kernel. Skipping reads would require a separate usefulness predictor before retrieval. In the original paper’s inference-time ablation, factual-knowledge benchmarks retained just 29–44% of their original performance, while reading comprehension retained 81–93%. This is due to the training–inference mismatch. The resulting degradation therefore measures this trained model’s dependence on Engram, not the performance difference between models trained with and without it. In our ablations, suppressing Engram worsens token likelihood across all evaluated domains, especially encyclopedia text and several code corpora. Surprisingly, GSM8K accuracy stays within measured run-to-run variation and removing Engram has no effect. Engram is not a detachable dictionary beside an unchanged MoE. Removing it changes downstream features and expert selection. We tested whether rerouting hurts or compensates by holding tokens fixed in a teacher-forced experiment on CRUXEval, a code-reasoning benchmark of small Python functions where the model predicts a function’s output from its code and an input, and scoring the reference answer. Removing Engram raised answer loss from 0.2848 to 0.3093 bits/token. Forcing the ablated model to use the original Engram-on expert choices made it worse still, at 0.3375 bits/token. Rerouting partially compensates for the missing memory. Memory features and expert selection work together, rather than following a clean “memory stores facts; experts reason” division. On the same CRUXeval, removing Engram during either phase reduced accuracy and increased generated tokens; removing it throughout produced the largest changes. Keeping Engram for prefill leads to more correct answers than keeping for decode likely due to semantically richer KV cache transferred to decode workers, allowing it to mitigate some of the performance loss. Engram’s table is large, but each lookup is small. DeepSeek-V4.1-Flash requests 24 rows at each of two Engram layers, about 12.4 KiB per processed token position across the model, or 3.1 KiB per GPU when split across four GPUs. Currently as of Day 7 since Model Release, MI355X is still 2-4x worse performance per dollar compared to B200 even when normalized by Mi355X’s lower TCO. Our full total cost of ownership breakdown comes from our AI Cloud TCO Model along with monthly market surveys of over 100+ gpu clouds & gpu cloud customers. On the Day 0 release of DeepSeekv4.1 Flash, NVIDIA vLLM works out of the box with zero issues across all 6 SKUs: H100, H200, B200, B300, GB200, GB300! This was thanks to the amazing work by the NVIDIA & Interact teams! In comparison, AMD vLLM did not work on day 0 for DeepSeekv4.1 Flash.Source: SemiAnalysis InferenceX AMD’s vLLM documentation points to using vllm/vllm-openai-rocm:deepseekv41-flash-0909, but from hour 0 of the model release to hour 23, AMD has not publicly released the image. AMD claims, “SPEED IS THE MOAT,” yet it has still not released it by the 23rd hour. We wish that, going forward, the AMD team has a better process for hour 0 model releases. Eventually when they did publicly release for “day 0” image support, performance-wise, it is currently up to 14.8x worse perf per dollar than H200 and up to 42x worse perf per dollar than B200/B300. The power of the CUDA MOAT is NVIDIA’s collaboration with its massive 6 million-developer community ecosystem including most of the vLLM & SGLang & Tokenspeed maintainers which means that CUDA is optimized on day 0. Overall, AMD did make significant improvements but the performance per dollar is still currently 2-4x worse than B200. AgentX Engram DRAM Offloading Improving Performance The HBM and DRAM offload use the same GPU kernel to select and dequantize rows. With HBM, it reads GPU memory; with Unified Virtual Addressing (UVA), it reads pinned host memory directly. Both support full decode graphs. Moving the table into HBM accelerates only the sparse lookup, leaving decoder computation and communication unchanged, resulting in little overall benefit while consuming memory otherwise available to KV cache. Another benefit of Engram offloaded to DRAM which means you can reduce the communication overhead by using less HBM GPUs per replica. For example, when enabling Engram offloading on B300, we are able to switch from TP4 to now TP2 which improves the pareto curve by up to 1.6x. When iso-model quality, less HBM is required as the engrams could be offloaded to host DRAM. Thus HBM bandwidth matters way more than HBM capacity. For inference workloads where memory bandwidth matters the most, 4-hi HBM provides the best $/bandwidth and therefore lowest cost per token. If China continues to make more and more revolutionary model architecture innovations, soon it could potentially 0Hi HBM stacks. [ ](https://newsletter.semianalysis.com/p/long-live-the-short-king-why-4-hi) [ Long Live the Short King: Why 4-hi HBM Wins ](https://newsletter.semianalysis.com/p/long-live-the-short-king-why-4-hi) Myron Xie, Bryan Shan, and 3 others · Sep 13 [ Read full story ](https://newsletter.semianalysis.com/p/long-live-the-short-king-why-4-hi) Moreover, on B300 and week-0 stack, moving the Engram table back to HBM did not improve results and stay within run-to-run variance. This is a result of the work optimizing DRAM offload, such as async, and overlap. SSD Offloading On B200, we created a unoptimized vLLM fork and stored the Engram tables in memory-mapped files on local SSDs. File backing lets the OS reclaim table pages when other applications need RAM. Pages already cached in memory can be served without reading the SSD again. Furthermore, note that we were unable to turn on GDS The unoptimized SSD implementation changes how rows reach the GPU. It copies row IDs to the CPU, deduplicates them, gathers the requested rows into pinned buffers, copies those rows back to the GPU and dequantizes them. This work runs between segments of the GPU execution graph. Native UVA performs row selection and dequantization directly on the GPU, avoiding the CPU round trip. A warm filesystem cache removes physical SSD reads, but leaves the coordination, row gathering and transfers. This is why a file already cached in RAM can still perform worse than a pinned DRAM table. The comparison measures the whole serving path; it does not separate the time spent on each of these operations. B200 DRAM dominates both measured SSD serving curves in total tokens per dollar and P90 interactivity. Near 125 tokens/s/user, DRAM delivers 121 million total tokens per dollar versus 52 million for SSD. For production serving, SSD offloading is likely not worth the tradeoff. On the B200 configurations we measured, SSD offloading loses on both measures: every observed SSD point has a DRAM alternative that delivers higher P90 interactivity and more total tokens per dollar. The only points where Cheaper storage does not automatically produce a cheaper inference service. Moving Engram to SSD leaves the same four expensive GPUs and the rest of the server in place. Reclaiming RAM only creates an economic benefit if it enables a cheaper server configuration or additional useful capacity. The current unoptimized path provides neither benefit, and the filesystem cache still consumes RAM when table pages are resident. Next we will look at the mechanisms and specific implementation of ngrams from DeepSeekv4.1 Flash, LongCat, Qwen3.8 Flash Next.
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Duncan Sheik attends 'The Broadway Legacy Foundation Launch' at the Broadway Museum on November 11, 2025 in New York City. (Santiago Felipe/Getty Images)Duncan Sheik, the Tony Award-winning composer behind Spring Awakening and more, has died, according to his Instagram. He was 56.The Friday morning Instagram post said the "father, husband, son, brother, and friend" died on Thursday night "surrounded by love."A message shared on Sheik's Instagram earlier this week by his family said he was "receiving medical care" and was "in critical but stable condition.""The world has a lost a singular talent, and deeply influential voice in music and theater," Friday's statement said. "From his Grammy-nominated hit “Barely Breathing” to his groundbreaking, Tony and Grammy Award-winning work on Spring Awakening, Duncan’s artistry touched many and leaves an indelible mark on the cultural landscape."Born on Nov. 18, 1969, in Montclair, New Jersey, Sheik rose to fame in 1996 when he released his self-titled debut album, which included his hit song, "Barely Breathing."The song peaked at No. 16 on the Billboard Hot 100 chart and earned him a Grammy nomination for best male pop vocal performance.Following his debut album, he released Humming in 1998, Phantom Moon in 2001 and Daylight in 2002.While "Barely Breathing" established Sheik as a singer-songwriter, his career later expanded into musical theater, where he found success as a composer.Sheik collaborated with lyricist Steven Sater and composed the music for Spring Awakening, which opened on Broadway in 2006.He told Broadcast Music, Inc. in 2015 that around the time he was making the music for Spring Awakening, he wasn't "a huge fan" of music that was happening on Broadway and he wanted to make the music for an audience "beyond the normal crowd that would go to a Broadway musical."The rock musical, based on Frank Wedekind's 1891 play and starring Jonathan Groff, Lea Michele, John Gallagher and Skylar Astin, became a major success. It won eight Tony Awards in 2007, including best musical, best original score and best orchestrations.He went on to compose music for several other stage productions, including American Psycho and Because of Winn-Dixie. He also collaborated with Sater again on Alice by Heart and The Secret Life of Bees.In his interview with Broadcast Music, Inc., he added that working on musical theater has "helped broaden my palette."Sheik went on to release several more albums throughout his career, including White Limousine, Whisper House, Covers 80s, Legerdemain and Claptrap.In May, it was announced that Sheik's new musical, Memoirs of Amorous Gentlemen, would make its off-Broadway debut this fall. The musical is based on Moyoco Anno's manga graphic novel of the same name.An off-Broadway revival of Spring Awakening is also set to open this fall. Copyright © 2026, ABC Audio. All rights reserved.
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