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Cavan Sullivan’s City pathway attracts Real Madrid and Barcelona
LeadReal Madrid and Barcelona could make a future move for USMNT teenager Cavan Sullivan, according to an ESPN report citing TEAMtalk. The 16-year-old has already agreed to join Manchester City when h...
Nursing Home Beds Are Disappearing. That’s a Problem.
As the oldest baby boomers turn 80, researchers worry there won’t be enough room in nursing facilities for a rapidly graying nation.
Art-filled Old Metairie home has a vacation feel with a billiards room and pool
After losing their home in Lakeview to post-Hurricane Katrina flooding, the Wainers made sure their new home is full of what they call a ‘wow factor.’
Why New Orleans businesses are keeping it old-school as AI flyers explode in popularity
Despite the large presence of AI promotion, all across NOLA you can still find the real deal taped to telephone poles, pinned to cork boards and posted on social media.
Golden Nuggets: Eddy Pineiro remains the league’s sickest kicker
Your daily San Francisco 49ers news for Saturday, September 19th, 2026
I love my mom with dementia. I don't love being her caregiver.
Angela Davis, a 65-year-old in New Orleans, has cared for her mother with dementia, facing high costs, and balancing work and personal life.
Kaniksu Community Health earns national honors
Kaniksu Community Health received five national quality recognition badges from the Health Resources and Services Administration, including a Gold Badge awarded to health centers ranking among the top 10% nationwide for clinical quality performance.
Is Hinge Health (HNGE) Still Undervalued As Its Digital Care Growth Draws Attention?
Jim Cramer put Hinge Health (HNGE) in the spotlight on a recent Mad Money lightning round, contrasting its rapid expansion with Aveanna Healthcare as investors reassess digital musculoskeletal care businesses. Hinge Health has been riding strong momentum, with the share price at $94.9 after a 36.7% 90 day share price return and a 108.3% year to date share price return. The 1 year total shareholder return of 66.8% shows how quickly sentiment has shifted in favor of the stock. Scan beyond Hinge...
Apple Exec Says 'Hold Us Accountable' on iPhone Duo Crease
Apple hardware engineering VP Tom Marieb spoke with TechRadar and shared some candid thoughts about Apple's upcoming iPhone Duo. The iPhone Duo uses a matte nano-texture display, which is meant to cut down on glare and minimize the visibility of the crease. When asked if the iPhone Duo's crease would be more visible over time, as that's what tends to happen on other foldables, Marieb said the nano-texture display would help.
Twins 3, Angels 0: Prielipp pitches a gem
Seven innings and only two hits for the 25-year-old (not the guy in this photo).
Frustration grows as Houthis widen Middle East conflict with US unwilling to intervene
Dramatic recent advances by the Iran-backed Houthis, including the seizure of a strategically important island in the Red Sea, have dealt another blow to a region reeling from the US war with Iran and exacerbated an already severe global energy crisis. But neither the US nor its key ally Saudi Arabia has a clear plan to beat back the group, multiple sources told CNN, leading many in the region to ask where the counteroffensive will come from.
Warriors Add 2 Intriguing Prospects, Cut 6-Foot-10 Forward
The Golden State Warriors added two intriguing prospects and cut a 6-foot-10 forward as training camp roster competition heats up. The post Warriors Add 2 Intriguing Prospects, Cut 6-Foot-10 Forward appeared first on HEAVY.
Politics Unplugged Podcast: The governor’s race with Stacey Barchenger
Arizona Republic reporter Stacey Barchenger returns to look at the governor’s race and another Hobbs investigation from legislative Republicans. Arizona’s race for governor is entering a volatile final stretch, with Gov. Katie Hobbs holding a major advertising advantage over Republican challenger Andy Biggs. The Politics Unplugged podcast breaks down the campaign cash gap, the increasingly negative messaging and the fight for voters before early ballots go out.
Politics Unplugged Podcast: The governor’s race with Stacey Barchenger
Arizona Republic reporter Stacey Barchenger returns to look at the governor’s race and another Hobbs investigation from legislative Republicans. Arizona’s race for governor is entering a volatile final stretch, with Gov. Katie Hobbs holding a major advertising advantage over Republican challenger Andy Biggs. The Politics Unplugged podcast breaks down the campaign cash gap, the increasingly negative messaging and the fight for voters before early ballots go out.
Politics Unplugged Podcast: The governor’s race with Stacey Barchenger
Arizona Republic reporter Stacey Barchenger returns to look at the governor’s race and another Hobbs investigation from legislative Republicans. Arizona’s race for governor is entering a volatile final stretch, with Gov. Katie Hobbs holding a major advertising advantage over Republican challenger Andy Biggs. The Politics Unplugged podcast breaks down the campaign cash gap, the increasingly negative messaging and the fight for voters before early ballots go out.
I went hands-on with the iPhone Duo, and I'm genuinely excited
Apple nailed the design of its foldable, and the inner panel is an absolute delight to use.
Bears vs. Vikings Predictions: Spread, Total, and 1 Bold Pick!
Our guy @wiltfongjr makes his Bears-Vikings pick vs. the spread, the total, and more right here.
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.
Kirk Herbstreit Trashed For 'Cowardly' Stance On Ted Cruz, American Politics
Fans aren't holding back.
Kirk Herbstreit Trashed For 'Cowardly' Stance On Ted Cruz, American Politics
Fans aren't holding back.
Kirk Herbstreit Trashed For 'Cowardly' Stance On Ted Cruz, American Politics
Fans aren't holding back.
Kirk Herbstreit Trashed For 'Cowardly' Stance On Ted Cruz, American Politics
Fans aren't holding back.
Kirk Herbstreit Trashed For 'Cowardly' Stance On Ted Cruz, American Politics
Fans aren't holding back.
Kirk Herbstreit Trashed For 'Cowardly' Stance On Ted Cruz, American Politics
Fans aren't holding back.
Kirk Herbstreit Trashed For 'Cowardly' Stance On Ted Cruz, American Politics
Fans aren't holding back.
What Was RV Marquette’s Plan Against #9 Georgetown?
The Golden Eagles gave up an early goal and never mounted much of an attempt at a comeback.
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
Guardians Pitcher Has Set Back in Rehab Outing
Cleveland Guardians' Colin Holderman was taken out of his most recent rehab appearance.
Southern Illinois business hires 12-year-old to create stop-motion animation ad
PMR Automotive hired a 12-year-old from North Carolina to create a stop-motion animation commercial for them, highlighting not only the business but the boy’s creativity.
Trump says he will demand drug companies split up vaccines into more doses
Those comments came a day after Health Secretary Robert F. Kennedy Jr. told attendees of a conference for the anti-vaccine group he founded that they have a “friend at the White House.”
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.
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.
7-year-old boy burned in fire after science experiment with household items goes wrong
A family is speaking for the first time after a science experiment sent a 7-year-old boy to the hospital with serious burns in Lake Worth.
Health Minute: Congress holds hearing on gaps in care for menopause
Congress holds hearing on gaps in women's and menopause care.
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.
7-year-old boy burned in fire after science experiment with household items goes wrong
7-year-old boy burned in fire after science experiment with household items goes wrong
Wider concourses, new clubs and a glass façade: Ball Arena's $135M glow-up is coming
If you were holding out hope that Denver would eventually get a shiny new arena to replace Ball Arena, Friday's announcement from Kroenke Sports &
Boy born with limb difference pursues sports dreams with help from Shriners Children’s
An 8-year-old named Zane was born with a limb difference, but that hasn’t stopped him from playing the sports he loves.
Boy born with limb difference pursues sports dreams with help from Shriners Children’s
An 8-year-old named Zane was born with a limb difference, but that hasn’t stopped him from playing the sports he loves.
Boy born with limb difference pursues sports dreams with help from Shriners Children’s
An 8-year-old named Zane was born with a limb difference, but that hasn’t stopped him from playing the sports he loves.
NCDOA holds series of forum for minority small business owners after elimination of HUB in budget
Following its elimination in the new state budget, minority businesses will no longer have the aid of the Office for Historically Underutilized Businesses, which helped provide assistance with state contracts for more than 25 years.
NCDOA holds series of forum for minority small business owners after elimination of HUB in budget
Following its elimination in the new state budget, minority businesses will no longer have the aid of the Office for Historically Underutilized Businesses, which helped provide assistance with state contracts for more than 25 years.
Steph Curry Calmly Assures He Never Wants to Leave Warriors
The extension is not signed yet, and Curry keeps explaining, in the most relaxed way possible, why that should not worry anyone.
I listened to every ACL Fest 2026 act
Every year when the Austin City Limits Music Festival lineup comes out, a new group of people joins the "I can't believe I'm this old and out of touch" crew. Trust us, we don't recognize half of the acts either.
Triune Entertainment Holds Auditions for Exciting World Premiere
Triune Entertainment Holds Auditions for Exciting World Premiere
“Two and a Half Men” creator says Charlie Sheen’s 2011 meltdown was ‘ratings gold’
Chuck Lorre and Sheen reunited years after their public feud.
Trump says his son told him he will pay back Russian oligarch for wedding contribution
WASHINGTON, Sept 18 (Reuters) - U.S.
Kennedy questions vaccine safety at Children’s Health Defense event
The health secretary told attendees at a conference of the antivaccine group that they have a “strong and steadfast friend in the White House.”
United Bank hires Phil Poliquin to lead government contracting business
Phil PoliquinUnited Bank, a subsidiary of United Bankshares, Inc. (NASDAQ: UBSI), has announced that Phil Poliquin has joined the Bank as senior vice president and managing director of Government Contracting (GovCon), leading the next phase of growth for United’s GovCon business across the Bank’s footprint.United has a longstanding history of serving government contractors and meeting the dynamic banking needs of companies supporting federal, state and commercial markets. Building on that foundation, the Bank is establishing a dedicated GovCon team led by Poliquin. The new team will bring together bankers from across United's footprint under a focused strategy designed to deepen industry expertise, strengthen client relationships and expand the Bank's presence in this important market.“Government contractors operate in a complex and highly specialized environment, and Phil understands that environment from multiple perspectives,” said United Bank Chief Commercial Lending Officer Mike Proctor in a press release. “His extensive commercial banking experience, combined with more than two decades of military and government service, brings tremendous depth and expertise to our team. We’re excited to have his leadership and insight as we continue strengthening how United serves our GovCon clients across the nation’s capital and beyond.”In his new role, Poliquin will lead United’s GovCon lending strategy and a team of specialists, with a focus on deepening client relationships and expanding the Bank’s presence in the government contracting and defense sectors. He will also serve as a subject matter expert across the organization, partnering with bankers across United’s footprint to support GovCon clients and opportunities.“Government contracting has long been an important part of the economy across the Washington region, and we believe it remains an attractive sector for growth,” said United Chief Executive Officer Richard M. Adams, Jr. in a press release “As the needs of these companies continue to evolve, investing in specialized leadership strengthens our ability to build on our established presence, expand how we serve this market, and pursue new opportunities.”Poliquin has a decade of experience in commercial banking, most recently serving as executive director of Aerospace, Defense, and Government Services (ADG) commercial banking at JPMorgan Chase. In this role, he led a team responsible for providing specialized financing and treasury advice to federal government contractor companies across the nation. Previously, he also held senior leadership positions at Bank of America.Prior to his banking career, Poliquin served 24 years in the U.S. Navy, retiring at the rank of Captain in 2013. A Naval aviator, he flew more than 100 combat missions in operations around the world and served in senior leadership positions, including as commanding officer of an F/A-18 Super Hornet squadron, leading more than 250 personnel during two combat deployments. He later joined the Intelligence Community as a program manager at the National Reconnaissance Office and contributed to the development of the Navy’s unmanned aircraft system strategy.“United has a strong foundation in government contracting, and I’m excited about the opportunity to build on that foundation by expanding our industry presence, deepening relationships, and developing a team with specialized expertise focused on serving government contractors,” said Poliquin in the release. “The goal is to be a trusted resource for growth-oriented companies that need a banking partner who understands what they do, where they’re headed and can help them navigate the opportunities and complexities of this market.”Poliquin holds a bachelor’s degree in mathematics from the University of Oklahoma, a master’s degree in national security strategy from the U.S. Naval War College, and an MBA from the University of North Carolina at Chapel Hill’s Kenan-Flagler Business School.
South Grand business leaders apologize for letter targeting homeless
Leaders of the South Grand Boulevard business district in St. Louis have issued an apology after a letter shared to business owners earlier this week told them not to offer food or water to people exp...
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.
Exclusive-Kennedy names new chair for US autism advisory panel, sources say
WASHINGTON, Sept 18 (Reuters) - US Health Secretary Robert F. John Gaitanis, to lead a key federal advisory panel on autism on Friday, two people with knowledge of the announcement told Reuters.
Baltimore Orioles’ Chris Bassitt Makes Bold Pete Alonso Claim
Chris Bassitt praised Baltimore Orioles first baseman Pete Alonso.
Cardinals’ Jeremiyah Love Shares Bold Update on Health Entering Week 2
The Arizona Cardinals had a shocking upset over the Los Angeles Chargers in Week 1. This was fueled by No. 3 pick Jeremiyah Love’s impressive debut with the team. Coming off an ankle injury, Love looked the part of a first-round pick with 50 yards from scrimmage and a touchdown, playing in less than half of […] The post Cardinals’ Jeremiyah Love Shares Bold Update on Health Entering Week 2 appeared first on HEAVY.
Manager responds to Arsenal’s interest in his teenage star
Luca Weinhandl is the latest name being linked with a move to Arsenal this season after impressing for Sturm Graz, where the 17-year-old competes domestically and in European football.Weinhandl is dev...
PENN Entertainment, Inspired, Lovesac, Rush Street Interactive, and Marriott Vacations Stocks Trade Down, What You Need To Know
What Happened? A number of stocks fell in the afternoon session after rising Treasury yields and higher interest rates intensified worries over household fin...
To read 2,000-year-old burned scrolls, scientists burn their own
Douglas Seiler painstakingly sourced papyrus and reed pens from Egypt and traditional lampblack ink from Japan, then paid some high school students to inscribe the papyrus with lines from Star Wars and ...
Community-funded health clinic opens at Old Town Elementary
The clinic will be available to all Winston-Salem/Forsyth County Schools students.
Liverpool captain Virgil van Dijk reaches Netherlands national team decision
Liverpool captain Virgil van Dijk has reached a decision regarding his international career with the Netherlands, putting an end to speculation regarding the 35-year-old
Florida's Jadan Baugh Earns Strong NFL Draft Prediction
Florida Gators running back Jadan Baugh has received a bold prediction for the 2027 NFL Draft.
Emma Slater shows off ‘not cute’ “Dancing With the Stars” injury after week 1
“This is my actual toenail,” the professional dancer told fans.
GTA 6 Boss Seems A Bit Grumpy And Defensive While Answering An Investor's Question About Frequent Delays
During a recent stockholder meeting, Take-Two CEO Strauss Zelnick quibbled about a question
Analytics and Data Science News for the Week of September 18; Updates from Alteryx, Databricks, Golden Analytics & More
Solutions Review Executive Editor Tim King curated this list of notable analytics and data science news for the week of September 18, 2026. Keeping tabs on all the most relevant analytics and data science news can be a time-consuming task. As a result, our editorial team aims to provide a summary of the top headlines […]
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.
World of Warcraft: Forever drops GeForce GTX 780 support, but 2012 Radeon HD 7850 is still supported
World of Warcraft: Forever raises its official GPU minimum to GTX 10 series and RDNA 1. A separate architecture cutoff still allows some much older GPUs.
Mega Man: Dual Override Adds Some Nice New-School Touches to the Beloved Old-School Formula
Proto Man offers a distinctly different challenge than Mega Man. Not necessarily harder, just different. It’s worth noting that you won’t be switching back and forth between the two; at the start of your playthrough you’ll select which character to control for the entire run, offering some potential replayability to see the game both ways. I’m particularly curious about the various chips that can be unlocked, how those will affect gameplay, and what sort of moveset a fully upgraded Proto Man will have at his disposal. For that, I’ll have to wait for Mega Man: Dual Override’s launch, scheduled for Spring 2027.
Google's new 'CC' is an AI agent that helps families run their households
Google is refocusing its CC AI agent on household coordination, letting families share emails, schedules, and tasks so the AI can manage calendars, fill out forms, make shopping lists, plan meals, and more.
‘You got to have amnesia’: How John Mateer looks to bounce back after Michigan loss
John Mateer can’t let the moment take hold of him.
FC Cincinnati sign Dutch defender Tyrell Malacia
By Jaime UribarriTRANSFER TRACKER STATUS: SigningFC Cincinnati have signed defender Tyrell Malacia, the club announced Friday. The 27-year-old Netherlands international is under contract through Jun...
Lost WWI trench lives on in immersive VR installation
Archeology and gaming technology join forces to preserve battlefields of the past.
It’s not personal: US Supreme Court justices focus on law, not politics
Justice Amy Coney Barrett told a UVA audience justices get along even in disagreement, but the job can be lonely.
Clancy Holdout Juror: Politics Fuel Backlash
Clancy Holdout Juror: Politics Fuel Backlash
‘COVID 2.0’: Lawmakers push back on sweeping health 'police power' in key battleground state
Pennsylvania lawmakers told Fox News Digital the state's 502-page health code rewrite amounts to government overreach worse than COVID-era lockdowns.
Northampton agree deal with Pato consortium
Northampton reach agreement with a consortium including former Brazil forward Alexandre Pato over a "proposed shareholding acquisition".
Black Gold Festival street closure boosts Hazard businesses
Main Street in Hazard will be closed for most of the weekend for the 45th annual Black Gold Festival, but how does this impact local businesses?
Trump’s reason for holding the Kennedy Center hostage doesn’t even make sense
There is plenty that’s bizarre about President Donald Trump’s attempt to take the Kennedy Center hostage over a judge’s refusal to let him put his name on it. He’s now indicated twice in recent days that he will abandon the center — and even let it be “ripped down” — if the courts don’t change the ruling.
According to Mitchell, Riley told him bluntly: “We …
According to Mitchell, Riley told him bluntly: “We …
Anthropic and the golden rules of business
Shifts in technology and geopolitics mean the ideal of the perfect company is changing
GTA V's Canceled Liberty City Expansion Revealed In Massive New Leak
An older 190GB leak from 2022 seems to have finally been dumped online for everyone to dig into
Trump’s Open Claims That He Directs Super PAC Spending Draw Watchdog Complaint
Federal law bars those holding federal office from directing spending decisions for a political organization with no contribution limits.
'Youth' review: HBO's coming-of-middle-age comedy is messy and moving, as only Sharon Horgan can
Sharon Horgan's latest is a frank look at a 50-year-old woman's search for love.
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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