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Politics Unusual: NYS Comptroller nominee Hernandez, NYC Deputy Mayor for Housing and Planning
In this episode of Politics Unusual, FOX 5 NY's political reporter Morgan McKay sits down with Joseph Hernandez, the Republican candidate for the NYS Comptroller race, to discuss how he would handle his responsibilities if elected. Also, a conversation with New York City Deputy Mayor for Housing and Planning Leila Bozorg about policy ideas regarding affordable housing.
New public charge rule takes effect amid lawsuits
The new rule gives immigration officials significantly broader discretion in determining whether someone is likely to become primarily reliant on public assistance.
Kim Kardashian's scary diagnosis. What is esophagitis?
Kim Kardashian reveals she has been diagnosed with esophagitis in a new trailer for "The Kardashians." The condition, left untreated, can lead to the same cancer that killed her dad.
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.
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+ Florida Politics Now: Discussing the Protect College Sports act and Alligator Alcatraz
On this episode, we’re discussing the Protect College Sports act and Alligator Alcatraz.
Health Brief: White House touts Medicaid drug deals
Plus: Three pressure points for global health.
Campobasso puts neighbors before politics
Dear Editor, In today’s world, it seems easier than ever to divide ourselves by politics, opinions and differences. What I appreciate most about John Campobasso is that he refuses to see people through...
Big Seven Roundtable connects Lima business leaders with state officials
State officials made their way to Lima today as part of the Lima/Allen County Chamber of Commerce’s Big Seven Roundtable.
Trump signs sweeping Russia sanctions bill, aiming to choke off funds for Moscow in Ukraine war
President Donald Trump has signed a major sanctions package targeting Russian officials and key sectors of its economy
Capitol Hill Trades Politics for Puppies at Pet Night
For the best cause ever, lawmakers from both parties set aside their differences and gathered around therapy animals, adoptable puppies and a champion show dog to celebrate the pets who share their li...
Trump signs sweeping Russia sanctions bill, aiming to choke off funds for Moscow in Ukraine war
WASHINGTON (AP) — President Donald Trump on Friday signed into law a sweeping sanctions package targeting Russian officials and key pillars of its economy that
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
Alabama public health officials withdraw objection to federal marijuana rescheduling
Alabama's Department of Public Health withdrew their objection to the federal rescheduling of marijuana following a July public hearing.
Snoqualmie Valley Health Recognized for Quality Excellence
It was one of six hospitals statewide to receive a silver-level distinction — the program’s highest recognition for hospitals of its size.
Michigan Reveals Uniform Combo for UTEP Matchup
Michigan has revealed its uniform combination for Saturday's matchup against UTEP at the Big House.
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...
UA Trustees seek review of athletic program competitiveness
With Razorback football program failure becoming an obvious concern debated with varying degrees of vigor in many breakfast diners statewide, a member of the University of Arkansas Board of Trustees...
Score Entertainment officials project fall opening for Deerbrook Mall location
Score Entertainment officials project a fall opening for a new 155,000-square-foot entertainment venue in the former Sears space at Deerbrook Mall in Humble.
Joe Burrow listed as questionable for Week 2
Bengals QB Joe Burrow was upgraded to full practice but is questionable
Pennsylvania health officials urge early measles vaccinations as outbreak grows
Pediatricians are urging families to vaccinate their children against measles earlier than usual as Pennsylvania continues to see rising case counts.
Colorado health officials warn of possible measles exposure in Denver, Steamboat Springs
Officials from the Colorado Department of Public Health and Environment issued an alert about a possible measles exposure after a confirmed case with an unvaccinated out-of-state visitor earlier this week.
Games Workshop: New TonePro Paints, Blood Bowl Goblins, Tomb Kings, and More On The Way
Warhammer's specialist games and hobby supplies are also getting some reveals in today's big autumn preview.
Russia Aims to Inject Chaos Into Elections, U.S. Intelligence Finds
The Kremlin is once again seeking to undermine confidence in American democracy with online influence campaigns, U.S. officials said.
Health department to provide overdose training, materials across the county
People can learn in Frederick County on Thursday how to reverse opioid overdoses with naloxone.
Health officials confirm first dengue fever death in Hillsborough County
The Florida Department of Health confirmed the first dengue fever-related death in Hillsborough County.
Espanyol star’s release clause to increase after Spain NT call
The board at La Liga outfit Espanyol look set to imminently see their clever work behind the scenes on the transfer front rewarded.This comes after star goalscorer Roberto Fernández was afforded a ma...
Trump says he is banning CNN, MSNOW and Politico from the White House
The president chalked the ban up to what he called unfavorable coverage, and he threatened that bans on other media companies could be coming.
Biltmore Championship Asheville brings business boost beyond the golf course
As thousands of golf fans attend the Biltmore Championship Asheville, some businesses beyond the course say they are also seeing a boost.
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.
Big Seven Roundtable connects Lima business leaders with state officials
State agency directors and representatives met with Lima-area business leaders during the Lima/Allen County Chamber of Commerce's Big Seven Roundtable. The event focused on sharing information and resources to support Ohio's business community.
Hands-On With the Apple Watch Series 12
The Apple Watch Series 12 came out today, and we picked one up to get a look at the new feature set. There are no major external changes, but Apple updated the device's internals and health sensors. Subscribe to the MacRumors YouTube channel for more videos. The Apple Watch Series 12 has the same design as the Series 11, but it does come in different colors.
Reading vs Notts County: 2026/27 Match Preview
Can the Royals get back to winning ways against newly promoted Notts County?
Samsung’s battery upgrades for Galaxy S27 Ultra and Pro leak
A new leak reveals the battery sizes of Samsung’s upcoming Galaxy S27 Ultra and S27 Pro including some long overdue...
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
iPhone 18 Pro Max in U.S. Equipped With Qualcomm's Snapdragon X80 Modem
TechInsights has published an iPhone 18 Pro Max teardown that confirms the U.S. version of the device is equipped with Qualcomm's Snapdragon X80 modem. The device's modem firmware also points towards the Snapdragon X80 modem. The smaller iPhone 18 Pro and the iPhone Duo use Apple's custom-designed C2 modem worldwide, and the iPhone 18 Pro Max uses the C2 modem in every other country, so the U.S. version of the iPhone 18 Pro Max having a Qualcomm modem is unique.
Vance campaigns in deep-red territory, highlighting risks for GOP
JD Vance went for a campaign twofer on Friday: He visited a deep-red district in a swing state where the GOP desperately needs to mobilize voters. It’s also the state that happens to be the first to get a say in who will be the 2028 Republican nominee.
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.
Top Takeaways From Variety Entertainment and Technology Summit 2026
Industry professionals discussed AI, fandom, the creator economy and more at the 2026 Variety Entertainment & Technology Summit presented by EY.
Kim Kardashian reveals new health scare with haunting connection to father’s cancer death
Kim Kardashian reveals her esophagitis diagnosis in a new "The Kardashians" trailer, raising fears tied to her father's esophageal cancer death.
Tottenham v Aston Villa: Key stats and talking points
Tottenham and Aston Villa have scored just one league goal between them so far, with both clubs making poor starts to the season. BBC Sport takes a look at the key themes before the game on Saturday (12:30 BST). In the wake of their Carabao Cup exit to Liverpool, Tottenham boss Roberto de Zerbi said his side have to find "La Scintilla" (the spark) to kick-start their season and finally score some goals.
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.
Stukes Is Showing Out Without Big-Time College Credentials
The Las Vegas Raiders took safety Treydan Stukes in the second round, and he showed a surprising skillset on Sunday.
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...
‘It doesn’t really matter what divides, so long as the poor lack compassion for one another’
Opinion, comment and editorials of the day
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.
From 22,000 Miles Up, This Satellite Tracks Airborne Health Threats Almost in Real Time
The new instrument, called TEMPO, captures hourly snapshots of the pollutants swirling in the daytime atmosphere over North America—“chemical weather” reports that are helpful to public health researchers and government officials
Novant Health’s economic impact hits $4.33B as Cape Fear population surges
The report ties that growth to a fast-expanding, aging population, particularly in Brunswick County, the fastest-growing county in North Carolina and ninth-fastest in the nation.
Bilingual Storytime, Anime, and Science Sundays
See upcoming dates/times for adventures in reading at Hillsboro Libraries...
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.
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
‘Big Brother’ star Yash Patel reveals ‘chaotic’ renom discussions with Melody and Taylor
‘Big Brother’ star Yash Patel reveals ‘chaotic’ renom discussions with Melody and Taylor, and whom he would have voted out between Dee and Drew.
Martin County health officials warn of harmful algae near Lake Okeechobee
Health officials issued a blue-green algae alert for part of Lake Okeechobee after Sept. 15 samples found harmful toxins. Avoid visible blooms.
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.
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...
New white paper calls for integrating oral and general healthcare
Oral health can no longer be treated separately from general health, according to a new white paper from the European Federation of Periodontology (EFP) and the European Association of Dental Public Health (EADPH) which calls for closer collaboration between dental, medical, public-health and social-care professionals.
Politics Friday: Mark Dayton calls perseverance a 'prerequisite for success' as he reflects
Friday at noon, MPR News politics editor Brian Bakst talk speaks with former Gov. Mark Dayton about his new autobiography. Also, a conversation with the state’s party chairs about the upcoming midterm election as voting begins.
Indianapolis still being eyed for MLS team, but with new stadium location
City officials met with MLS executives last week in New York City, during which Indianapolis Mayor Joe Hogsett pitched an undisclosed site near Lucas Oil Stadium for a soccer-specific venue.
Spanberger bans by-right approvals, NDAs for data centers
Gov. Abigail Spanberger unveiled a data center accountability plan and and an executive order that includes creating an AI task force.
Sleep Divorce vs. Sharing a Bed: Here’s What Scientists Found About Your Sleep Health
Is sleeping apart from your partner actually good for your relationship? Here are the ins and outs of the sleep divorce trend.
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.
Lewis County health officials identify source of foul odor reported in Weston
The Lewis County Health Department has identified the source of an unpleasant odor reported across parts of Weston, confirming it originated from a nearby dam rather than the sewer system.
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.
Congress session highlights value of youth engagement in health
The European Respiratory Society Congress featured a special session on Wednesday 9 September, that put youth engagement in the spotlight. On the final day of the Congress, passionate youth advocates took to the stage, alongside researchers and healthcare professionals, to deliver a key message that young voices can drive positive change in healthcare.
Forza Horizon 6, Skyrim, and More Microsoft-Published Games Are Getting Big Discounts in Best Buy’s Deal of the Day
Best Buy has dropped big discounts on Starfield for PS5, Skyrim for Switch 2, and a few more Microsoft-published games, but only for today.
Will even one of the U.N.'s 17 'sustainable development goals' be met by 2030?
The 17 goals agreed upon by world leaders are incredibly ambitious. Are we even close to achieving any of them? If we don't, is the project a failure?
Investor bets big on Akron’s Centre Plaza with $3.4 million in upgrades
Pioneer Acquisitions purchased the building at a discounted price via auction in 2024 and, since then, has given the interior a new look and upgraded mechanicals.
Build columns, not Trump’s arch, D.C. official tells administration
Local officials, preservationists and historians are pushing to scale back Trump's planned arch, advocating the slender columns originally envisioned by architects and lawmakers a century ago.
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.
Person with measles visited Denver’s Union Station, Steamboat Springs hotel, state says
A person with a confirmed case of the measles may have exposed others at Denver’s Union Station and a hotel in Steamboat Springs, state health officials announced Friday.
Kim Kardashian Reveals Esophagitis Diagnosis as Health Scare Brings Back Memories of Her Dad’s Cancer
Kim Kardashian’s latest health scare landed on an especially sensitive subject for her family. In the newly released Season 8 trailer for The Kardashians, Kardashian ... Read More
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.
Breweries in Pigtown, Carroll-Camden hope murals will entice sports fans to visit businesses
Breweries hope colorful murals near Camden Yards and M&T Bank Stadium will entice sports fans to support local businesses.
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.
Joe Burrow expected to play in Week 2
Cincinnati Bengals QB Joe Burrow (back) is expected to play in Week 2 against the Houston Texans.
Philadelphia Health Officials Warn Of Possible Measles Exposure At Children’s Hospital
Infants who were potentially exposed to the extremely contagious airborne virus are being given a preventative antibody product.
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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