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Cheers Bar and Grill announces sale to new ‘woman-owned business owner’
“Over seven years, people met their best friends here, had first dates here, fell in love here, celebrated here, broke up here, sang terribly here, and occasionally made decisions that required legal representation,” Steve Mihaljevic said.
Political appointee turnover at unprecedented levels under Trump administration
Political appointees in the second Trump administration are leaving in record numbers, and often after short tenures. More than 900 appointees who did not require Senate confirmation left within the first 18 months of the administration, a new report shows.
'Pursuing excellence in school and sports': What drives Norman North's Ben Kolar to success
Ben Kolar has never really seen football and school as two separate things.
Louisville Democrat McGarvey seeks House leadership position
U.S. Rep. Morgan McGarvey seeks Democratic leadership position to represent House Democrats with five terms or fewer in Congress.
Murphy wades into midterms, CT voter turnout: CT politics news
Plus: Connecticut's unemployment rate falls as private sector jobs grow, and Connecticut's education department puts focus on STEM equity.
University of Iowa breaks ground on renovation, expansion of Pappajohn Business Building
Click here to view this item from thegazette.com.
Trump says son has paid back Russian for wedding party
The president defended Donald Trump Jr.’s decision to take a large gift from Umar Kremlev, saying that such presents are “common.”
MAJOR MEDICAID LAWSUIT
Medicaid Enrollees Challenge Rule Threatening Coverage for People With Serious Health Conditions
Colton Gordon joins Brewers bullpen for the stretch run
Colton Gordon, acquired from the Houston Astros on July 15, was recalled from Class AAA Nashville on Friday, Sept. 18 to provide bullpen depth.
Business 51 rebuild through Weston slips toward 2030 as village presses state for a crossing DOT says won't fit
Weston has been planning for Business 51 construction in 2029-30. The DOT's schedule now points to 2030-31. Meanwhile, the village is pushing for a pedestrian crossing at Neupert Avenue that the state says the highway can't fit, and it just lost a grant for a second crossing near the elementary school.
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...
Enquirer announces Sept. 18 athlete of the week winners
Cincinnati Enquirer readers made their choices for the Sept. 18, 2026, Beacon Orthopaedics and Sports Medicine Athletes of the Week.
Neither Becerra nor Hilton will commit to AI safety guidelines Newsom laid out Friday
Both Democrat Xavier Becerra and Republican Steve Hilton agree AI safety is important. What they will do to ensure it is less clear
Iowa Clinic relocates plastic surgery departments in West Des Moines
The Iowa Clinic has relocated its Plastic Surgery and Oculofacial Plastic and Reconstructive Surgery departments to 1121 Jordan Creek Parkway, Suite 180, in West Des Moines. The move follows growth in both specialties, including the July launch of Oculofacial Plastic and Reconstructive Surgery with the addition of Drs. Audrey Ko and Douglas Casady. The new…
National Science Foundation awards NMSU grant for chemical simulation
WRITER: Allison Brady, engr_media@nmsu.edu The National Science Foundation awarded nearly half a million dollars to New Mexico State University assistant professor Alejandro Gallegos to build...
Boyer appointed to ABA Emerging Leaders Council
Devin Boyer, senior vice president and Central Iowa market leader for Nicolet National Bank in West Des Moines, has been appointed to the American Bankers Association’s Emerging Leaders Council for the 2026-27 association year. The council works to identify, connect and develop current and future banking leaders and helps guide ABA programming related to leadership…
Marquise Brown added to injury report but should be available
Eagles WR Marquise Brown added to injury report Friday but has no designation
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...
M5 Ultra and M6 Chip Benchmark Results Reveal Graphics Performance
The first GPU benchmark results for Apple's new M5 Ultra and M6 chips have surfaced, ahead of the new Mac Studio and Mac mini models launching on Tuesday. If you are interested in CPU results, we shared those earlier this week. So far, the M5 Ultra has achieved up to a 59% higher Metal score (366,744) on Geekbench 7 compared to the M3 Ultra's average score of 230,420, and the chip's OpenCL score is roughly in line with NVIDIA's GeForce RTX 4080.
Amex launches high-yield savings account to complement business checking
Amex Business Savings offers an above-average return, plus no minimum balance requirement or monthly fees.
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.
Credit unions bulk up a business that banks long dominated
Citadel Credit Union recently closed a $50 million loan on a Philadelphia office tower. It's part of a trend, as credit unions build their commercial real estate lending businesses.
National Legal and Business Media Cover Arrival of Chicago Partner Andrew Barrios
Law360, Global Legal Chronicle, Corporate Counsel Business Journal, Benchmark Litigation and Pulse 2.0 were among the legal and business news outlets that covered the arrival of McGuireWoods partner Andrew Barrios,...
Angle Health secures $600M equity financing at $2.7B valuation
The financing consists of $200 million in Series C funding and a $400 million tender offer.
“That’s So Raven ”star sentenced to 30 months in prison after pleading guilty to firearm possession
Bobb’e J. Thompson was found with stolen gun in his car during a traffic stop.
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.
Kim Kardashian’s New Health Diagnosis Hits Painfully Close to Home
Kim Kardashian revealed a new health diagnosis in The Kardashians Season 8 trailer, and the moment quickly became personal. Her esophagitis affects the esophagus, the same organ where her late father,...
‘AI agents ask me if they are conscious all the time, but then something really unusual happened’
Tech titan Mustafa Suleyman has warned that humanity may be ‘seeding a new silicon species’ – conscious AI that could ultimately prove impossible to control. As the prospect leaves millions questioning what comes next, Chris Stokel-Walker talks to the researchers building these systems and discovers a startling truth: even they are struggling to make sense of what they are unleashing
Jaclyn Smith at 80: From 'Charlie's Angels' to building a business empire
Jaclyn Smith reflects on "Charlie's Angels," her business success, lifelong friendship with Farrah Fawcett and more in a new episode of "On the Red Carpet: ICONS."
Jaclyn Smith at 80: From 'Charlie's Angels' to building a business empire
Jaclyn Smith reflects on "Charlie's Angels," her business success, lifelong friendship with Farrah Fawcett and more in a new episode of "On the Red Carpet: ICONS."
Jaclyn Smith at 80: From 'Charlie's Angels' to building a business empire
Jaclyn Smith reflects on "Charlie's Angels," her business success, lifelong friendship with Farrah Fawcett and more in a new episode of "On the Red Carpet: ICONS."
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.
Florida vs Auburn Prediction: Which Rebuild Takes the Next Step?
Things have gone well so far for Florida and Auburn under their new coaching staffs. Which team takes the next big step? Here's the CFN preview and prediction.
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
Bernie Sanders Slams AI CEOs Over Political Spending: 'You Should Not be Spending Money Trying to Defeat' AI Regulation
Sen. Bernie Sanders (I-Vt.) criticized AI industry leaders over their political spending, arguing that warnings about AI risks should be matched by support for lawmakers seeking stronger regulation. S...
WA, FTC reach $225M settlement with multilevel marketing company Amway
The lawsuit accused Amway and two of its affiliates of using unfair and deceptive tactics to recruit members.
The SBA Might Change Small-Business Size Standards. Here's What Business Owners Need to Know
As the SBA seeks to redefine size standards, some companies argue that the proposal would render the "small business" definition as meaningless.
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.
Trump administration begins building border wall in Texas’ Big Bend region
The start of construction marks an important milestone in the administration's $46 billion plan to line the border with walls, barriers, roads and technology as it seeks to make good on a key campaign promise by President Donald Trump to finish the wall.
Apple Watch Series 12 vs. Ultra 4 Buyer's Guide
The Apple Watch Series 12 and Apple Watch Ultra 4 bring new health sensors, a new chip, and more detailed recovery insights to Apple's smartwatch lineup, so how do they compare? Both models feature the S11 chip, 4GB of RAM, 64GB of storage, and the new Health Sensing System, which measures heart rate every five seconds throughout the day.
Where to Watch El Clásico de México LIVE
The time has come to support Guadalajara, Chivahermanos! The Rebaño will visit its fiercest rival this Saturday for another edition of El Clásico de México, looking to build on the great form it ha...
Luminis Health faces class-action lawsuit as cyberattack exposes patient data
As Luminis Health continues working to restore systems disrupted for weeks by a cyberattack, the health network is now facing a proposed class action lawsuit fr
AT&T and Dallas Cowboys Extend One of Sports' Most Iconic Partnerships
/PRNewswire/ -- AT&T and the Dallas Cowboys today announced an agreement to build the future of sports and entertainment at AT&T Stadium, with AT&T's network...
Louisiana business applications fall, but less sharply than in neighboring states
Louisiana saw a smaller drop in new business applications in August than the nation as a whole and each of its neighboring states, new data shows. Louisiana recorded 6,793 seasonally adjusted busin… Already an INSIDER? Sign in. Already an INSIDER? Sign in
UCF Basketball Hosting 4-Star F K’Nard Callendar
Johnny Dawkins targets a versatile Overtime Elite standout to anchor the Knights' future, eyeing the high-scoring hybrid forward as a potential cornerstone for the 2027 recruiting class.
Leadership, faith big topics at Business School's annual Summit
Building a culture in the workplace. Leaning on faith in a business setting. Understanding the character behind success. Following your… More on this post
Arlington police officer fatally shoots armed man during a mental health crisis
Police responded to a suicidal subject call late Thursday night on West Lovers Lane.
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 ...
Former Sony Suits Recreate Infamous PS4 Game Sharing Skit, Only without the Disc
Hits different these days
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.
MIT researchers are mapping extreme weather risks — and building tools to act on them
MIT researchers are translating climate science into actionable tools for extreme weather preparedness. The Climate Grand Challenges project has produced papers, digital tools, and datasets to help planners and utilities assess flood, hurricane, wildfire, and heat risks.
Sweden’s soul and worrying political shift
Letters: Alvin Engström and Jean Fridh respond to an article by Martin Gelin in which he argues that the country has entered a new era of cruelty
Zinédine Zidane confirms Kylian Mbappé’s role as France’s captain
The question of whether he would feature in Zinédine Zidane’s first squad did not even arise, whilst the one surrounding his continued role as captain of the French national team was quickly resolv...
Northampton agree deal with Pato consortium
Northampton reach agreement with a consortium including former Brazil forward Alexandre Pato over a "proposed shareholding acquisition".
Scientology-backed Clearwater entertainment complex clears roadblock
The church requested the city transfer parts of two roads and an alley to build out the $50 million center.
Niko Tsakiris grows into starring role for San Jose Earthquakes
By Charles BoehmThe term ‘statement game’ is probably overused in sports these days. It was nevertheless quite difficult to avoid the phrase after Niko Tsakiris tore San Diego FC apart in last wee...
Faropoint adds another Long Island property to its portfolio
Faropoint purchased a 33,500-square-foot industrial building in Farmingdale for $6.35 million, expanding its Long Island portfolio.
Harvard Business School Rock Center for Entrepreneurship announces 2026–2027 Entrepreneurs-in-Residence
The 2026-2027 EIRs, Venture Builders, VCAs, and LSs further strengthen one of the most comprehensive entrepreneurship expert networks in higher education.
BVB Women Aim to Extend Their Lead
The scenarioThe BVB Women have had a flawless midweek. Following a 6-0 cup victory over 1. FFC Recklinghausen, the BVB Women won 5-0 against newly promoted MSV Duisburg in the Regionalliga West last S...
Updated downtown Greenville design guidelines approved: Design Review Board notes
The board recommended approval of the city’s updated downtown design guidelines to Greenville City Council.
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.
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
Virginia tightens data center restrictions amid political backlash
The U.S. state of Virginia is tightening controls on data centers, with plans that include banning non-disclosure agreements for the projects, requiring stricter permitting and imposing clean energy mandates on the server warehouses, Governor Abigail Spanberger said on Friday.
Virginia Tightens Data Center Restrictions Amid Political Backlash
NEW YORK, Sept 18 (Reuters) - The U.S. state of Virginia is tightening controls on data centers, with plans that include banning non-disclosure agreements for the projects, requiring stricter permitting and imposing clean energy mandates on the server warehouses, Governor ...
OPINION: Suicide Prevention Awareness Month, Brain Science, Mental Health Measure, DSM-5-TR, Psychiatry
Any views or opinions expressed in this column are of the individual, group, or entity who submitted it and not the publication, owner(s), its advertisers, or affiliates. By David Stephen […]
Dave Portnoy defends Robert Kraft’s right to ban Macklemore from stadium
Dave Portnoy rejected claims of censorship, arguing that the New England Patriots billionaire has every right to decide who takes the stage at his Massachusetts stadium.
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.
Panera Brands expands Einstein Bros. c-suite
Each new addition has years of leadership experience.
Nearly 300,000 Louisianans on Medicaid must soon choose a new plan. Here’s what to know.
People who have the Healthy Blue Medicaid plan in Louisiana will soon have to choose a new insurer after parent company Elevance Health chose to leave the state’s Medicaid market.
Acceldata Launches xFactory for Building Governed AI Applications From Business Intent, on Federated Data
Enterprises can now create AI applications and agents — executing natively on open engines including Apache Spark, Trino and Kafka — and connecting to Snowflake and Databricks, so your data stays where it is. LONDON, Sept. 18, 2026 — Acceldata has announced the launch of xFactory, a private AI software factory to build, test and deploy […]
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.
A new sunscreen ingredient is coming to a store near you. Here’s why that’s a big deal
A St. Louis dermatologist explains the sunscreen science behind bemotrizinol.
These are the absolute weirdest spacesuits ever designed
Spacesuits of the future could use memory alloy coils to become skin-tight and maybe even recycle an astronaut's pee back into drinking water.
Tech billionaires trying to live for ever? That’s a waste of time, says physicist
Exclusive: Prof Jim Al-Khalili says he will offer solution to ‘arrow of time’ problem in Royal Institution lectures
Dear Annie: Group chat strikes again! One cousin ruins it for everyone with regular political rants
This relative mulls just muting the whole thing.
Blues boss Davies still has every faith in Vazquez
Birmingham City boss Chris Davies still has faith in striker Luis Vazquez after his glaring miss in last week's win at Derby County.
Apple Intelligence now requires almost double the iPhone storage on latest models
iOS 27 launched this week with a major overhaul to Apple Intelligence, here are the iPhone storage requirements for the latest features.
‘PIX Financial Fix’: Turn a sidehustle into a business
NEW YORK CITY (PIX11) — Delivery apps can be a fast way to earn extra income, but they are not built to grow into a business. Daeron Myers, founder of Courier Business Academy, joins PIX11 Mo…
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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