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Can Leeds move closer to 40 points against 'unimpressive' Palace?
"You've got to wait until at least 10 games into a season to talk about that stuff," said Kaiser Chiefs bassist Simon Rix when quizzed about Leeds United's chances of qualifying for European football this season. Daniel Farke's side are yet to lose a Premier League game in 2026-27, picking up eight points from their opening four games of the season. Defender James Justin has also highlighted "the aspiration is to get to 40 points first and foremost" in their second campaign since Championship promotion.
Sutton's predictions: Brighton v Arsenal
There might be a bit of an edge to this one after Brighton boss Fabian Hurzeler had a pop at Arsenal over their time-wasting when they beat the Seagulls near the end of last season. It doesn't seem to matter who they are missing from their team, Brighton are just bold as brass with the way they press and get men forward. Luka Vuskovic, who they got from Spurs for £46m in the summer, is only 19 but he strolled through the game against United.
Jacob Render heads to Darlington on loan
Leeds United can confirm Academy forward Jacob Render has joined Enterprise National League North side Darlington on a short-term youth loan.The versatile attacker has made seven appearances for Scott...
Southampton test a chance to get back on track
Phil Parkinson says Wrexham's Championship contest with Southampton (15:00 BST) gives his side the opportunity to get "back on track" following their 6-0 loss to West Ham United last time out. The Red Dragons had been in encouraging form prior to that emphatic defeat by the Hammers. "It's a great opportunity for us to get ourselves back on track," said the Wrexham manager.
2. Bundesliga preview: Energie Cottbus vs. St. Pauli
In a meeting between two sides who have made encouraging recoveries after difficult spells, Sunday’s clash presents Energie Cottbus with an opportunity to continue their impressive recent form, whil...
2. Bundesliga preview: Hannover 96 vs. VfL Bochum
In a meeting between two sides separated by three points in the lower half of the table, Sunday’s clash presents Hannover 96 with an opportunity to make an immediate response following the dismissal...
Predicted Newcastle United team v Hull City with four changes
Looking at this Newcastle United team v Hull City. Matthias Jaissle and his players looking to bounce back from Monday’s defeat at Leeds.
2. Bundesliga preview: Arminia Bielefeld vs. 1. FC Heidenheim
In a meeting between two sides at opposite ends of the table after five games, Sunday’s clash presents Bielefeld with an opportunity to end their recent run without a win, while Heidenheim will be l...
Fulham Boss Alvaro Arbeloa Makes Michael Carrick "Under Pressure" Claim
Fresh off a gritty draw at Anfield, the Cottagers aim to exploit a fragile Manchester United side reeling from consecutive defeats and mounting pressure on Michael Carrick.
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.
FAST FIVE: Lindsey Beacham: Bringing together science and community
Meet Lindsey Beacham, a communications strategist with the Idaho Water Resources Research Institute.
EU urges US to reconsider visa denial to Palestinian delegation for UN meeting
'We urge the United States to reconsider this decision'
WBNS 10TV
From its founding in 1949, WBNS-10TV has strived to bring to central Ohio the highest quality news and entertainment programming, while utilizing the best in television technology. WBNS is the most-watched news channel in central Ohio, delivering 24-hour news, CBS programming and sports, top-rated syndicated programs and award-winning local programming. WBNS stands on the cutting edge of television broadcasting as it has since its inception. On television, online and on the go, 10TV News is Central Ohio's News Leader. WBNS is part of TEGNA, a publicly traded local media company dedicated to serving the greater good of our communities.
Covington Business Council creates new award to honor late community advocate Katie Meyer
The Covington Business Council has announced the creation of a new award named in honor of a community icon, the late Katie Meyer. The Katie Meyer Spirit of Covington Award will be presented every…
Rewiring the Human Aging Clock – The Science of Aging
SBCC School of Extended Learning welcomes the community to a free lecture and discussion. Please RSVP. Extending Healthy Lifespan: The Promises and Societal Challenges of Longevity Science Join Professor Joel […]
Mind Your Manners: Kindness counts — and might provide surprising health benefits
Because I work closely with the medical community, I receive a weekly digest featuring the latest medical updates, developments, studies and hot topics from around the world. One recent article,
New sports complex opens in Forrest County’s Dixie community
After sitting undeveloped for more than a decade, a plot of land in Forrest County's Dixie community has been transformed into a sports complex with courts and fields.
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.
Sounders Annual Business Meeting scheduled for Sept. 26
Fans will have a chance to ask questions of club leadership before the Minnesota United match.
Good Sports: League giving girls a chance at flag football in the Valley
There are some new top dogs in the Central Valley as more young girls get the opportunity to showcase their skills on the field.
Adem Bona Injury Could Open Up an Opportunity for Others
With a costly injury to the bench, the Philadelphia 76ers must look to their recent signings for help.
Business briefs
NEW TO BOARD: The Autism Society of Mahoning Valley recently named four new members to its board of directors. The new board members bring diverse professional experience in human resources, healthcare, workforce and economic development, and real estate, strengthening the Autism Society’s leadership as it expands programs, partnerships, community engagement, and resources for individuals and […]
Business briefs
NEW TO BOARD: The Autism Society of Mahoning Valley recently named four new members to its board of directors. The new board members bring diverse professional experience in human resources, healthcare, workforce and economic development, and real estate, strengthening the Autism Society’s leadership as it expands programs, partnerships, community engagement, and resources for individuals and […]
Under pressure from Trump administration, NYU Langone Health will end gender-affirming care to minors and pay an $8.5M fine
The head of Gender Equality New York assailed NYU Langone for its "surrender" to the Justice Department, and the Trump administration for "attacking our small, marginalized community."
Nashville celebrates Phil Ponder amid health battle
As community legend Phil Ponder works through health battles, the community wants to share their love and support.
Mapping tsunamis and building trust in Alaska’s coastal communities
For more than two decades, Elena Troshina has been traveling to Alaska coastal communities to support the National Tsunami Hazard Mitigation Program.
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.
Peabody business prioritizes patriotism
PEABODY — For Nutré Meal Plans, honoring 9/11 meant doing more than writing a check. The Peabody-based family-owned meal delivery company sponsored and participated in SURVIVE 24: a 24-hour endurance… Related posts: 25 years later, community reflects Region to mark 25-year anniversary of 9/11 9/11/26 Bunnies lend an ear to Peabody readers
Trump says US reached Greenland security deal
President Donald Trump said Friday that the United States has reached an agreement with Denmark and Greenland that gives the United States “permanent control” over Greenland’s security and bars any US adversary from having a military presence on the island.
Trump announces ‘forever’ deal to defend Greenland as Denmark says signing ‘expected’ next week
President Trump announced an agreement with Denmark that he said gives the United States "permanent" sway over Greenland's security.
Kremlin takes temporary control of Nestle, Auchan units
Russia placed Nestle and Auchan operations under temporary control, a step that has previously led to forced sales to Russian owners.
Steelers' Aaron Rodgers could have big opportunity against Patriots
The Pittsburgh Steelers and Aaron Rodgers are coming up on what could be a fun game against the New England Patriots.
Volunteer days initiative unites Sarasota businesses, nonprofits and community
This is the fifth year of the initiative bringing together Sarasota’s business community, and local non-profits.
Harvard School of Public Health Weighs Partnerships with CVS, United Healthcare, Tenet Amid Funding Uncertainty
Harvard School of Public Health Weighs Partnerships with CVS, United Healthcare, Tenet Amid Funding Uncertainty
“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.
Walter Anderson Museum of Art hosting Science Saturday
Art and science come together this weekend at the Walter Anderson Museum of Art for Science Saturday, a hands-on celebration of STEAM in conjunction with the Mississippi Science Festival. Joining us is Director of Arts and Environmental Education Sandra Bilbo with more. Categories: Community Headlines, Local News Tags: Walter Anderson museum of Art
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.
PL: Chelsea sink at Brentford!
The Blues are no longer moving forward.Traveling to Brentford for the fifth league matchday, Chelsea stumbled badly (3-0).Kept quiet by a brave and united Bees side, the Blues were caught out from a c...
Former Broward Health security officer reunites with Memorial Rehab caregivers
Former Broward Health security officer Catherlen Moore and more than two dozen former patients reunited with doctors, therapists, and caregivers at Memorial Regional Hospital South in Hollywood, Florida.
Javier Bardem to star in, produce 'The Spread' for HBO
HBO announced Friday that it has ordered the series "The Spread," starring and executive produced by Javier Bardem, directed by Matthew Vaughn.
Long-standing Lac Du Flambeau business unveils new manufacturing facility
A long-standing business in the Lac Du Flambeau community has just opened a newly constructed facility.
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.
Maine nurses condemn Prime Healthcare’s illegal firings and suspensions at Central Maine Medical Center
Maine State Nurses Association/National Nurses Organizing Committee, an affiliate for National Nurses United (NNU), released the following statement today in response to illegal discipline against nurses by Prime Healthcare.
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.
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.
Ask a Professor turns difficult topics into opportunities for dialogue
MSU Denver faculty host a series of student discussions designed to put the ‘civil’ back in civil discourse
Proposed transmission lines unite some Republicans and Democrats in opposition
Proposed transmission line developments through southwestern Wisconsin have made for unlikely political bedfellows this election season.
PHOTOS: Tennessee Entertainment Commission announces Tennessee Music Advisory Council
Fox 17 provides local news, weather, sports, traffic and entertainment for Nashville and nearby towns and communities in Middle Tennessee, including Forest Hills, Brentwood, Franklin, Fairview, Dickson, Clarksville, White House, Greenbrier, Springfield, Gallatin, Hartsville, Lebanon, Mt Juliet, Smyrna, College Grove, Thompson’s Station, Centerville, Murfreesboro, Columbia, Lewisburg, Shelbyville, Manchester, McMinnville, Smithville, Sparta, Cookeville, Hohenwald, Waverly, Camden, Paris, Lafayette, Portland, and in Kentucky, Russelville, Bowling Green, Franklin, Alvaton, Scottsville, Hopkinsville, Glasgow.
Oct. 16: Family Support Conference
The Spokane Disability Collaborative presents the Family Support Conference on October 16, 2026, at Spokane Community College. This free one-day event is…
Community-funded health clinic opens at Old Town Elementary
The clinic will be available to all Winston-Salem/Forsyth County Schools students.
Opinion: Chicago is losing affordable housing faster than it can build it
Chicago can’t solve its housing affordability crisis through new construction alone. Preserving existing affordable units is cheaper and faster.
Olsen Stelzer building preserves Henrietta history while welcoming new business
The historic Olsen Stelzer Boot and Saddlery Building in Henrietta is getting a new chapter while preserving its connection to the community’s past.
Study links soaring health care spending to higher insurance premiums
Since 2011, health insurance premiums in the United States have increased at twice the rate of inflation. A new Yale study shows that rising health care spending is to blame.
BCIC Announces Four New eBridge Business Academy Cohorts Through 2027
- The Brownsville Community Improvement Corporation (BCIC) has opened applications for four upcoming eBridge Business Academy cohorts beginning Oct. 7. The no-cost entrepreneurship program is sponsored by BCIC, facilitated by the UTRGV Entrepreneurship and Commercialization Center (ECC), and held in person at the eBridge Center for Business and Commercialization in downtown Brownsville.
Novant Health drives $4.33B in regional economic impact, study says
Novant Health Coastal Region generates an annual overall economic impact of $4.33 billion in the Wilmington Metropolitan Statistical Area (MSA), according to a new report. Commissioned by Novant Health and conducted by Mouhcine Guettabi, associate professor of economics at the University of North Carolina Wilmington and the area’s regional economist, the report evaluates population growth in New Hanover, Brunswick and Pender counties and whether the area’s healthcare infrastructure is positioned to meet the region’s demand. According to the study, while healthcare employment has kept pace with population growth in New Hanover and Pender counties, it has not kept up with the rapid population growth in Brunswick County, which is skewed toward an older population. “It points very clearly to Brunswick County being the bottleneck, or being the place where investment is most needed,” Guettabi said to the Business Journal Friday, “because the growth is the fastest, the composition of the growth is older (adults) and demand for healthcare is much higher for the subpopulation.” The Novant Health Coastal Region employs 8,295 full-time equivalent workers, according to the report, and is the region’s largest employer. Overall, through direct, indirect and induced impacts, the Novant Health Coastal Region supports 19,573 jobs, the report said. Using data collected from internal payroll, financial and capital reports, the report estimates that Novant Health Coastal Region pays approximately $1.15 billion in total compensation to its employees. According to the study, the provider’s annual operating expenditures, or direct economic impact, total $2.36 billion. That direct impact ripples through the regional economy through spending at its suppliers, or indirect impact, and household spending by staff and its suppliers’ workers, or induced impact. The report estimates the Novant Health Coastal Region’s indirect economic impact is $786 million, reflecting the multiplying effect of the provider’s operating expenses on expenditures like medical supplies, facilities, food, IT and professional services. Because 86.9% of Novant Health Coastal Region employees live within the tri-county region, the report estimates that wages paid by Novant circulate into the regional economy, creating an induced economic impact of $1.17 billion. “That money just doesn’t go into thin air,” Guettabi said of the wages paid to Novant Health Coastal Region employees. “Some of that money is being re-spent, and therefore it’s supporting grocery stores, hiring, restaurants and bars, and there are a lot of other companies or organizations whose employment, whose activity partially depends on that.” The combination of direct ($2.36 billion), indirect ($786 million), and induced ($1.17 billion) impacts totals an estimated $4.33 billion, according to the report. A study commissioned by Novant Health in 2024 and conducted by FTI Consulting’s Center for Healthcare Economics and Policy found that Novant Health generated nearly $2 billion of direct impact, with $628 million in indirect impact and $857 million in induced impact. Healthcare investments in the pipeline for Brunswick County Additionally, the study found that while healthcare employment has kept pace with population growth in New Hanover and Pender counties, it lags in Brunswick County. “Once you go below the metro level and you decompose the three counties that make up the Wilmington Metro,” Guettabi said, “it becomes fairly clear that Brunswick is the standout. And not only that, but clearly the growth there is fully domestic migration and largely retiree-driven migrants.” Using data from the Centers for Medicare and Medicaid Services on per-capita healthcare spending among age groups, Guettabi estimates that adults aged 65 and older demand 2.44 times the healthcare of working-age adults. “The share of the population in Brunswick County that’s over the age of 65 is 33%,” Guettabi said, “which is so much higher than the average share of people over the age of 65 within the state or within the country.” The report emphasizes that Brunswick County is the “strongest candidate” for new healthcare investment, adding that patient discharge records show Brunswick residents rely heavily on facilities in New Hanover County for inpatient care. “Investments in Brunswick County would not only meet the demand for those residents, but it would also relieve pressure for New Hanover County residents,” Guettabi said. Laurie Whalin, president of the Novant Health Coastal Region, told the Business Journal Friday that the provider plans to expand services at Novant Health Brunswick Medical Center, in addition to other investments in the area. In April, the state granted conditional approval to both Novant Health and Columbus Regional Healthcare System to build new hospitals, just miles apart, on either side of the Columbus County and Brunswick County borders. Columbus Regional’s $214 million 30-bed hospital would be located at the former Acme-Delco Middle School in Delco, according to the application. The project’s approved timetable has construction slated to finish in May 2029, with the hospital open for service by October 2029. The Whiteville-based provider, which Atrium Health manages, broke ground on an Advanced Care facility in December 2025 and operates four specialty clinics in Leland. Meanwhile, Novant Health’s proposed $251 million 20-bed hospital would be built just miles from Columbus Regional’s proposed hospital, near the Compass Pointe community in Leland. The provider estimates the hospital will open by 2030. State officials also approved Novant Health in March to build a freestanding emergency department in Carolina Shores, near U.S. 17. The project is estimated to cost $24 million, according to the application, and will operate under the Novant Health Brunswick Medical Center license. Additionally, Novant Health’s 16,000-square-foot ambulatory surgery center is slated to open in Leland by year’s end, officials said.
Nike Formally Announces UM Partnership – Extra Details Upon Agreed Deal
The Swoosh returns to Coral Gables in 2027, bringing exclusive Blue Ribbon Elite benefits, NIL opportunities, and heritage-inspired throwback collections to a surging Miami Hurricanes athletic department.
VirtuPlay Zone coming to League City in late 2026
VirtuPlay Zone will open on Calder Road in League City in late 2026, offering virtual reality, sports simulators, interactive games and food.
Success Indicators for UW Against Eastern Washington; Preview & Prediction
Eastern Washington has yet to win a game on the road in two tries this season. It enters Husky Stadium with a 1-2 record to play Washington in what should be a definitive opportunity for the Huskies to put their early-season issues behind them. On paper, the FCS opponent provides a mismatch in favor of …
Google Adds Local Businesses To EEA Search Result Units
Google updated its Search documentation to add local business queries to the two result units rolled out in the EEA for directories and direct providers.
Arkansas Department of Health offering no-charge flu vaccinations in communities
The Arkansas Department of Health is scheduled to begin offering free community flu vaccine clinics across all 75 counties starting Sept. 21.
Brentford and Chelsea kick off Premier League weekend's action
2026-09-18T17:46:54ZTeam news has just landed at the Gtech Community Stadium and here's how both sides are lining up2026-09-18T17:43:31ZHello and welcome to our live coverage of Friday's Premier Leagu...
Former Man Utd left-back Malacia joins FC Cincinnati
FC Cincinnati sign former Manchester United left-back Tyrell Malacia on a free transfer.
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
Business news, wave pool, school closures: 6 trending Austin-area stories
Here are six trending Austin-area stories from Sept. 14-17.
Iran claims it struck an oil tanker in the Strait of Hormuz, and other Mideast developments
Iran says it struck an oil tanker trying to transit the Strait of Hormuz, while hundreds of thousands of people rallied in Tehran in the largest show of support for the government since the United States and Israel launched attacks in February. Meanwhile, South Korea says it is considering expanding a naval operation in the […]
Arsenal’s summer signing tipped to outshine Odegaard this season
Bruno Guimaraes has been tipped to play an important role in Arsenal’s success this season after arriving from Newcastle United in the last transfer window.Arsenal already have one of the strongest ...
Gabriel Rajkovic: Man United battling Barcelona for Norwegian gem
1Manchester United have shown renewed desire to sign some of the best young talents in the world in recent years. The Red Devils have invested equally in the first team and the academy of late, and no...
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…
Sacramento receives $6 million state grant for cannabis enforcement, public health and youth programs
The City of Sacramento has received $6 million in state funding to expand efforts to address illicit cannabis activity while supporting public health education and youth development programs. The Sacramento City Council on Tuesday authorized the City to accept the Proposition 64 Public Health and Safety Grant from the California Board of State and Community […]
United Way shares update on Food Security Plan
More than two years after helping launch the Central Iowa Food Security Plan, United Way of Central Iowa shared progress made through a community-wide effort to improve food access, strengthen partnerships and address the root causes of food insecurity across Polk, Dallas and Warren counties. The plan was developed through a partnership between United Way…
The Next Chapter of Entertainment and Fandom
At Character.ai, our goal has always been to power new formats for users to interact with their favorite characters, stories, and communities. While leading the industry in AI safety, we’ve focused on building a leading platform for entertainment and fandom—pioneering interactive features like Books, studio-made microdramas
Manor College Expands Dental Health Center and Dental Hygiene Program Capacity
The improvements were made possible thanks to a grant from the Pennsylvania Department of Community and Economic Development. After decades of service to the surrounding community, Manor College’s Dental Health Center completed a total overhaul this summer that will allow the clinic to expand services to even more patients. “It’s exciting,” said Jaime Simpson, Director Read more >
PlayStation Legends Recreate Iconic PS4 Game-Sharing Meme But This Time There's No Disc
Two veterans reunited at Tokyo Game Show 2026
DOH-Orange Issues Mosquito-Borne Illness Alert - Florida Department of Health in Orange County
DOH-Orange) is informing residents of two additional confirmed cases of locally-acquired dengue. DOH-Orange and Orange County Mosquito Control are coordinating surveillance and prevention efforts by continuing coverage within affected communities.
Windward Planning Commission approves permit for future Keaʻau health center
The $90 million health center promises comprehensive medical and behavioral health services, catering to growing community needs by 2028.
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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