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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.
NASA spacecraft discovers a huge new crater on the moon
Scientists have discovered a crater on the moon that's bigger than the Roman Colosseum, the result of a powerful impact two years ago.
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
Fred Payne: Poverty costs Indiana businesses millions of dollars
Research shows employees experiencing financial stress lose productive work time. When a workforce is financially fragile, productivity losses compound.
Where to watch El Clásico de México live?
The time has come to support Guadalajara, Chivahermanos! This Saturday, El Rebaño will visit its fiercest rival in another edition of El Clásico de México, where it will look to make the most of it...
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...
Public Administration vs. Politics: What Public Administrators Can Do Beyond the Rhetoric
The views expressed are those of the author and do not necessarily reflect the views of ASPA as an organization. By George S. WelchSeptember 18, 2026 Every election cycle produces a familiar pattern. Candidates make promises. Political leaders exchange criticism. Advocacy groups mobilize supporters. Social media amplifies conflict. News coverage focuses on controversy, competition and […]
Jeff Traylor recalls decision to leave Gilmer for Texas
A smart woman and a well-timed song convinced Traylor to leave his hometown for the college coaching world.
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
Bilingual Storytime, Anime, and Science Sundays
See upcoming dates/times for adventures in reading at Hillsboro Libraries...
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...
KCTV Sports Huddle: Preview, predictions for Chiefs-Colts primetime matchup
The KCTV sports team gathers to answer pressing questions and predict what's to come for Chiefs-Colts this week on 'Sunday Night Football.'
James Talarico, Seeking Black Votes in Texas Senate Rate, Wins Crucial Endorsement
The Congressional Black Caucus’s political wing backed James Talarico, who defeated a Black opponent in the primary. He faces Ken Paxton, the Republican state attorney general, in November.
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.
Harrison Running Out of Time to Earn Brewers Postseason Role
Deteriorating movement on his fastball and recent struggles have pushed Kyle Harrison to the roster fringe, leaving the Milwaukee Brewers searching for mechanical fixes before the postseason begins.
INTRODUCING MIRROR MI™: MORE THAN A FASHION DOLL, A NEW ENTERTAINMENT UNIVERSE BRINGING PRODUCT, MUSIC, FASHION AND EMOTIONAL STORYTELLING TOGETHER
/PRNewswire/ -- It's time for a new doll in the dollhouse. MGA Entertainment (MGA), the company behind Bratz®, Rainbow High® and L.O.L. Surprise!®, today...
Alabama Florida State Rematch: What’s Changed Since 2025
Alabama’s Florida State rematch comes at a time when head coach Kalen DeBoer and his team are still trying to figure out what they trust. Last year, the Seminoles defeated Alabama 31-17 by controlling the line of scrimmage and making the Crimson Tide chase the game. Now Alabama is 2-0, is ranked No.10, and is …
Disney names first-ever chief technology officer
Walt Disney Co. has named Karandeep Anand as the company's first-ever chief technology officer, a role that underscores the company's focus on tech.
Redrawing Madison's map, Cap City's charming song cycle, Reunion to close
In this week's newsletter, Reunion will close in Spring Green, Madison's Capital City Theatre debuts a delightful song cycle, a murder mystery rec and more.
Can UAlbany shock Monmouth again? Inside Saturday's crucial CAA rematch
Great Danes' first-year coach Tom Perkovich is keeping his team focused on the present as they head into Saturday's rematch against Monmouth.
Charlotte's Allspring on block for perhaps $4B, FT says
Allspring Global Investments, a Charlotte-based business that was formerly the asset management division of Wells Fargo, is considering a sale that could be as much as $4 billion, the Financial Times reported Friday. No decision has been made and talks are in early stages, according to the report, which cited people familiar with the transaction. […]
In ‘If I Go Will They Miss Me,’ a family seeks healing under the LAX flight path
Writer-director Walter Thompson-Hernández's feature film "If I Go Will They Miss Me" explores connection and healing under the LAX flight path.
9 best movies of TIFF 2026: 'River,' 'Misty Green,' ''The Debut,' more
Julianne Moore, Kate and Rooney Mara and Amanda Seyfried captivated in their showcases, while more young horror directors continue to rise worldwide.
Scientology-backed Clearwater entertainment complex clears roadblock
A Church of Scientology-backed $50 million entertainment center in downtown Clearwater cleared an early hurdle Thursday, after lengthy public comment and City Council debate. In a 3-2 vote Thursday, t...
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.
A Lot Of People Are Seemingly Taking Time Off Work To Play GTA 6. Are You?
A playthrough can take 80 hours, so you might need a second day off.
It'd Be A Disaster If The Blood Of Dawnwalker Sequels Got Rid Of The Time Mechanic
It's the most interesting thing about the game and players should be mature enough to accept that
Windows 11 can now rewind your whole PC, including the file you just created
System Restore is good, but this new feature is even better.
Scientists discover metabolite fueling aggressive brain tumor growth
Virtually all high-grade, aggressive gliomas in adults accumulate massive amounts of a metabolite called guanidinoacetate (GAA) that overstimulates nearby neurons and promotes tumor growth, according to new research from scientists at Children’s Medical Center Research Institute at UT Southwestern (CRI) published in Cell.
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…
Former PlayStation Execs Recreate Iconic Disc-Sharing Xbox Diss — Without the Physical Games This Time
Former PlayStation executives Shuhei Yoshida and Adam Boyes have recreated their iconic game-sharing instructional video as Sony helps the industry barrel toward a discless future.
3 reasons for optimism for Raiders Week 2 vs Chargers
There are some reasons to be optimistic if you're the Raiders heading into their Week 2 matchup with the Chargers.
Nintendo has updated the Super Mario logo, plus new Mario renders
There’s a lot of talk going around about an updated logo for the Super Mario Bros. series. Recently, fans noted the new design on Nintendo’s official website. Ultimately, this doesn’t mean much – it’s still a logo at the end of the day. However, it’s interesting to look at how the design has been modified over the years. Nintendo doesn’t...
Photos show lines around the world for iPhone 18 Pro launch
Apple's new CEO, John Ternus, visited the NYC flagship store for the iPhone 18 Pro launch, an appearance his predecessor, Tim Cook, has long made.
PlayStation Legends Recreate Iconic PS4 Game-Sharing Meme But This Time There's No Disc
Two veterans reunited at Tokyo Game Show 2026
New Species of Cat Discovered for First Time in a Century
The species, called a tilcayo, is smaller than a house cat and lives in the cloud forests of the Andes Mountains in Bolivia.
CRN Best Of The Channel Awards 2026: How AI Is Transforming The Way Solution Providers Do Business
CRN’s Best Of The Channel Awards finalists for Best AI Solution Provider reveal where AI is having the biggest impact on their businesses and solutions.
Trump’s Open Claims That He Directs Super PAC Spending Draw Watchdog Complaint
Federal law bars those holding federal office from directing spending decisions for a political organization with no contribution limits.
Trinity Health celebrates opening of Springfield primary care
New facility at 905 W. Sproul Road taking new patients.
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
Russia begins 3 days of voting in a parliamentary election set to cement the Kremlin's power
Russians on Friday began three days of voting in the country’s first wartime parliamentary election, which features virtually no opposition and is all but certain to secure the Kremlin’s political dominance.
Duncan Sheik, Tony- and Grammy-winning ‘Spring Awakening’ composer and pop star, dies at 56
Tony- and Grammy-winning musician Duncan Sheik has died at 56. Before Broadway's “Spring Awakening,” he had been best known for the hit “Barely Breathing.”
This sports retailer is opening another Baton Rouge location
Sports apparel and merchandise retailer Rally House is adding another Baton Rouge location, signing a lease for roughly 3,800 square feet of retail space in the Matherne’s anchored development acros… Already an INSIDER? Sign in. Already an INSIDER? Sign in
Iraola on Bournemouth return, Araujo and Ngumoha's England call
Liverpool boss Andoni Iraola has been speaking to the media before Sunday's Premier League game against Bournemouth at Vitality Stadium (kick-off 14:00 BST). On returning to the Vitality Stadium for the first time since he gave up his job as Bournemouth manager, Iraola said he is looking forward to "meeting and hugging" the players and staff, but noted: "There is another part that is the most important one right now - that we need to go there and beat them and be as ruthless as possible." Iraola said that Bournemouth haven't changed much since he left: "They continue to be very dangerous, a very good team."
Eisman: Tesla’s Multiple Is Crazy Unless You “Believe that Tesla’s Robotaxi Business will Conquer the World.” “Count Me As a Skeptic”
Steve Eisman, the Neuberger Berman senior portfolio manager made famous by The Big Short, laid out the math on his weekly wrap podcast: “The consensus estimate for Tesla for 2026 is $1.66, so the 2026 PE is 220 times. Auto stocks by contrast, have very low multiples. GM’s 2026 P E is 6.5 times. The […]
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.
Attorney General Blanche's appearances at political events blur Justice Department boundaries
Atty. Gen. Todd Blanche took the stage this week at an event for a Republican Senate candidate in North Carolina days after speaking at a GOP midterm convention, where he praised President Trump and touted the administration's tough-on-crime approach.
‘LaPolitics’: Former chief of staff for U.S. Rep. Julia Letlow rejoins political firm
Andrew Bautsch, the former chief of staff for U.S. Rep. Julia Letlow and former executive director of the Louisiana Republican Party, has rejoined the Devise Strategy Group, which he founded. “I started Devise in 2019,” he tells LaPolitics. “I hopped out to become chief of staff for Congresswoman Letlow. I stepped out of the chief […]
IMG Academy's newest sport has arrived. Its ambitions are already global
IMG Academy is building its next powerhouse, this time in the water.
Syracuse football: it’s time for a quarterback change
The one benefit of an early bye is making this adjusment easier
3 things to watch in Packers' game at New York Jets
Historically in the NFL, teams that start 0-2 have only made the playoffs 14% of the time.
Duncan Sheik, Tony Award-winning composer, dies at 56
Duncan Sheik attends 'The Broadway Legacy Foundation Launch' at the Broadway Museum on November 11, 2025 in New York City. (Santiago Felipe/Getty Images)Duncan Sheik, the Tony Award-winning composer behind Spring Awakening and more, has died, according to his Instagram. He was 56.The Friday morning Instagram post said the "father, husband, son, brother, and friend" died on Thursday night "surrounded by love."A message shared on Sheik's Instagram earlier this week by his family said he was "receiving medical care" and was "in critical but stable condition.""The world has a lost a singular talent, and deeply influential voice in music and theater," Friday's statement said. "From his Grammy-nominated hit “Barely Breathing” to his groundbreaking, Tony and Grammy Award-winning work on Spring Awakening, Duncan’s artistry touched many and leaves an indelible mark on the cultural landscape."Born on Nov. 18, 1969, in Montclair, New Jersey, Sheik rose to fame in 1996 when he released his self-titled debut album, which included his hit song, "Barely Breathing."The song peaked at No. 16 on the Billboard Hot 100 chart and earned him a Grammy nomination for best male pop vocal performance.Following his debut album, he released Humming in 1998, Phantom Moon in 2001 and Daylight in 2002.While "Barely Breathing" established Sheik as a singer-songwriter, his career later expanded into musical theater, where he found success as a composer.Sheik collaborated with lyricist Steven Sater and composed the music for Spring Awakening, which opened on Broadway in 2006.He told Broadcast Music, Inc. in 2015 that around the time he was making the music for Spring Awakening, he wasn't "a huge fan" of music that was happening on Broadway and he wanted to make the music for an audience "beyond the normal crowd that would go to a Broadway musical."The rock musical, based on Frank Wedekind's 1891 play and starring Jonathan Groff, Lea Michele, John Gallagher and Skylar Astin, became a major success. It won eight Tony Awards in 2007, including best musical, best original score and best orchestrations.He went on to compose music for several other stage productions, including American Psycho and Because of Winn-Dixie. He also collaborated with Sater again on Alice by Heart and The Secret Life of Bees.In his interview with Broadcast Music, Inc., he added that working on musical theater has "helped broaden my palette."Sheik went on to release several more albums throughout his career, including White Limousine, Whisper House, Covers 80s, Legerdemain and Claptrap.In May, it was announced that Sheik's new musical, Memoirs of Amorous Gentlemen, would make its off-Broadway debut this fall. The musical is based on Moyoco Anno's manga graphic novel of the same name.An off-Broadway revival of Spring Awakening is also set to open this fall. Copyright © 2026, ABC Audio. All rights reserved.
Melinda French Gates Shares the State of Women’s Health
Melinda French Gates joins the 3rd Hour of TODAY to talk about new surveys from her organization, Pivotal, which found that one in four women are living in fair or poor health. “Women have been telling us this for years, and yet we’re not making changes to really support them in their health,” she says, adding, "I want to make sure that women can get the care they deserve at the right time in life." Melinda also talks about doubling donations at Olivia Rodrigo’s Daisy Chain Fields Festival and opens up about being a grandmother. "They are just the light of my life," she says of her two grandchildren.
Kremlin orders Russia businesses of Nestle, Auchan seized
The Kremlin ordered the Russian businesses of Swiss-based food and beverage company Nestle and French retailer Auchan placed in temporary administration, in a procedure that previously has led to the sale of Western businesses at knockdown prices.
New Teen Social Media Safeguards: What Parents Need to Know
Learn what new social media safeguards mean for teen screen time and how parents can support healthy digital habits.
Why Karl Rove is voting for a Democrat over Bo French
The GOP strategist who helped turn Texas into a ruby-red Republican paradise will be voting for a Democrat for just the second time in his life.
Kilmarnock v Hearts: Pick of the stats
Kilmarnock have lost all three of their home league games this season, last losing four in a row in the Scottish Premiership in August 2017, and last doing so within a single campaign in May 2015. Hearts have scored a league-high four goals from set-pieces (excluding penalties) in the Premiership this season, while Kilmarnock have conceded the most from non-penalty set-pieces (5). After their 1-0 victory in March, Kilmarnock are looking for back-to-back home wins over Hearts in the league for the first time since March 2014.
Before the final midterm whistle, Senate spends time on sports
WASHINGTON — The last thing the Senate does before the midterms could be a bill on college athletics. It’s been on the to-do list for a while, but as senators
‘Control Resonant’ Review: Yes, It Resonates
'Control Resonant' is a return to a universe that began in a different genre. The new game cannot match the old, but it's worth your time all the same.
In 1924, the Montreal Canadiens left the Stanley Cup on the side of the road
The roadside mishap isn’t even the craziest thing to happen to hockey’s ultimate prize.
Scientists hope deeper-rooted soybeans can withstand climate extremes and store more carbon
For years, scientists have explored ways to remove carbon from the atmosphere, including through direct air capture, changes to ocean chemistry so seawater can absorb more carbon and reforestation.
Samsung Galaxy S26 FE review: An incremental price hike for incremental updates
It’s tough times for the midrange phone.
Keeping kids safe in the age of AI: What safeguards does WA have?
Technology companies have come under scrutiny for the effects AI chatbots have on youth mental health. Here's what you should know.
California health clinics accuse influential union and its leader of racketeering in civil lawsuit
The California Primary Care Assn. filed a lawsuit in federal court Friday accusing SEIU United Healthcare Workers West and its president, Dave Regan, of advancing and then offering to call off a punitive ballot measure in exchange for unionizing 25,000 industry workers.
All currently known pre-order bonuses for Zelda Ocarina of Time remake
X user estarland has put together a handy infographic showing the various regional pre-order bonuses for the long-awaited The Legend of Zelda: Ocarina of Time remake for the Nintendo Switch 2.
Mike Beltran shifts from ‘America First’ to ‘Tampa Bay First’ in race against Kathy Castor for CD 14
The Republican nominee is moderating his General Election pitch as he takes on longtime Hillsborough Democrat Kathy Castor.
Ronaldo named in Portugal squad for Nations League
Cristiano Ronaldo was called up for the start of Portugal's Nations League campaign on Friday as Jorge Jesus named his first squad since taking over as coach.Jesus, 72, coached five-time Ballon d'Or winner Ronaldo at Al-Nassr before leaving in May after guiding the club to the Saudi Pro League title.
Three talking points before Ligue 1 matchday 5
This weekend, it’s... Classique time!The three big storylines from this fifth Ligue 1 matchday can be found right here!Ligue 1+ available on OneFootball 📺This season, OneFootball has once again t...
Mavericks Get Middling ESPN Future Ranking Despite Cooper Flagg
The Dallas Mavericks landed 17th in ESPN's NBA Future Power Rankings, with Cooper Flagg providing optimism but questions remaining around the roster.
Can windows cool buildings without electricity?
Thermochromic smart windows can automatically adjust solar and thermal radiation in response to temperature, offering a passive route to reduce building energy demand and improve indoor comfort. A new review published in Science Bulletin examines why these windows have not yet achieved large-scale application, despite rapid materials progress. The authors identify key challenges in spectral regulation, switching temperature, response speed, durability, scalable fabrication, glazing integration, lifecycle impacts, and building control. They argue that future development should shift from isolated material optimization toward deployment-oriented design and system-integrated adaptive building envelopes.
Penelope Health Announces Partnership with Thoreau to Accelerate its Platform for Real-Time Policy Intelligence
NEW YORK, September 18, 2026--Penelope Health ("Penelope"), a real-time provider and payer policy intelligence platform, today announced a partnership with Thoreau, which is building healthcare’s foundational compute, rules, and research infrastructure platform, to create a shared infrastructure layer for real-time payments and clinical rules. Thoreau, along with other investors, has committed $100 million in funding to Penelope. Penelope will use the capital to create new products that bring ad
Incumbent NSHE regent challenged by UNR public health professor
Peter Reed, a long-time UNR professor, is challenging Nevada System of Higher Education regent Joseph Arrascada, who is seeking a second term, in the upcoming election for District 10. Arrascada, who was first elected in 2020, said he wants another term representing Northern Nevada constituents in order to provide continuity and build on the work […]
New GTA 5 Leak Suggests Rockstar Had Ambitious, City-Sized DLC Plans That Were Ultimately Scrapped
GTA 5 has suffered a new leak that suggests Rockstar Games had ambitious, city-sized DLC plans for the game.
NFL analyst picks Falcons to upset Panthers in Week 2
A longtime NFL analyst thinks a big day from RB Bijan Robinson will push the Falcons to an upset over the Panthers in Week 2.
Ex-Labour deputy leader Tom Watson joins Palantir
Lord Watson praises his new employers but says there are "legitimate questions" about big tech firms that "require answers".
JD Vance returns to Iowa as Senate and governor races heat up
Vice President JD Vance is heading to Iowa for the second time this year to campaign for Republican majorities in Congress
JD Vance returns to Iowa as Senate and governor races heat up
Vice President JD Vance is heading to Iowa for the second time this year to campaign for Republican majorities in Congress.
JD Vance returns to Iowa as Senate and governor races heat up
Vice President JD Vance is heading to Iowa for the second time this year to campaign for Republican majorities in Congress.
Phillies Castoff Sends Another Ultimatum Before Clutch Moonshot
The Philadelphia Phillies’ polarizing former outfielder won’t stop taking career decisions into his own hands.
MLS is shopping an eight-figure presenting sponsorship ahead of 'MLS 3.0'
Sportico reports MLS retained Altius8 to explore a presenting sponsorship worth eight figures, timed to next summer's new calendar, playoffs and commissioner.
Warren Buffett Steps Down as Berkshire Chairman, Names Son to Replace Him
“Father Time always wins,” the 96-year-old, who turned Berkshire Hathaway into an investing powerhouse, said in a letter to shareholders. “He has, however, been generous with me.”
Harwich cranberry festival features drone show, cider and music
The 50th Harwich Cranberry Arts and Music Festival returns this weekend with a drone show, live music, and crafts.
Anthropic quietly sets up biology lab as it ramps AI drug program
At a time when fears of AI are gripping the public, the startup has built a wet lab — or place for physical experiments — in the San Francisco Bay Area, two people familiar with the matter said.
Column: The cruel politics that pit struggling Americans against each other
Whether it’s race, geography, neighborhood … it doesn’t really matter what divides, so long as the poor lack compassion for one another.
Drag star Alaska Thunderf*ck, a Provincetown favorite, to star in Broadway hit
Drag performer Alaska Thunderf*ck has a popular show in Provincetown. Now she's starring in a national tour of the Tony-winning play 'Oh, Mary!'
Timberwolves Cannot Ignore NBA’s Upcoming 32-Team Expansion
How will the Minnesota Timberwolves do in the East?
Illinois' 2nd-largest government union spent 38 times more on politics than member representation
New federal LM-2 reports reveal SEIU Illinois spent 72% of its 2025 budget on politics and less than 2% representing members.
Dhani Harrison and Nigel Godrich on their trippy new band Dragonflies
Pals since their days living in L.A. in the early 2000s, the two English musicians have a new group called Dragonflies.
Wisconsin wants your help on how to spend opioid settlement
A Wisconsin health department survey open through Sept. 30 asks the public how to spend the next $11 million from a massive opioid lawsuit.
Badgers men's basketball team is 'built a little different'
As Wisconsin gets set to start practices Sept. 23, coach Greg Gard is working with a reshaped roster that is evolving with the times.
Nestlé Weighing All Options After Kremlin Takes Control of Its Russian Business
Nestlé said Friday that it was weighing all options to protect its rights after the Kremlin decided to take control of the Swiss food maker's Russian business, the latest move against a Western company since the full-scale invasion of Ukraine.
Arteta hopeful defenders will be available for Brighton clash
Mikel Arteta says he is “very optimistic” that Cristhian Mosquera, Ben White, Jurrien Timber and Piero Hincapie will all be available for Arsenal’s game against Brighton. The Gunners boss provid...
Ocasio-Cortez Donates to N.Y. Democrats, Will Barnstorm State Ahead of Midterms
The news has reignited speculation about whether the progressive representative from the Bronx is considering a run for senator or president.
Abortion Rights Activists in Idaho Find Their Pitch: Bring Back the Doctors
Organizers of a referendum to repeal an abortion ban in deep-red Idaho are far more focused on how the ban has broadly affected health care in the state.
Tribes hit hard by wildfires face health effects, cultural losses
Tribal leaders across Washington and Oregon told Stateline that this year’s record-breaking wildfires burned timber that they rely on for income, threatened food sources and waterways, and harmed the health of their communities.
Before the final midterm whistle, Senate spends time on sports
The last thing the Senate does before the midterms could be a bill on college athletics. It’s been on the to-do list for a while, but as senators think about their closing message ahead of the election, not everyone is sure it’s the best call. Many Republicans blame Democrats for not playing ball on anything […]
Make small business accounting way easier with this $60 lifetime tool
Make bookkeeping as easy as snapping a photo with Argo Books.