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Former First-Round Pick Named Breakout Candidate for Boston Celtics
Following Jaylen Brown’s offseason departure, the Boston Celtics will need some players to step up to fill his void next season. One particular young Celtics player has been named as a breakout candidate for the team heading into the 2026-27 campaign. Hugo González Named Breakout Candidate for Boston Celtics Greg Swartz of Bleacher Report recently […] The post Former First-Round Pick Named Breakout Candidate for Boston Celtics appeared first on HEAVY.
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
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.
Former Duke Star Cooper Flagg Lands Impressive NBA Ranking
Former Duke Blue Devils star Cooper Flagg has received a prestigious ranking before the upcoming NBA season.
The Politics of Religion
Good afternoon. We're some 45 days away from the 2026 midterms. Most media observers - recalling with well-earned humility how they felt after the "red wave" of 2022 turned into a mild reddish ripple ...
Cosell: Jaguars WR Washington is New 'Bromance'
As the Jacksonville Jaguars continue to ascend, so does young wide receiver Parker Washington. Will he be able to replicate his success against the Denver Broncos in Week 2?
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.
Americans cite high insurance premiums, out-of-pocket costs as top health care concerns
A recent Commonwealth Fund survey of more than 25,000 U.S. adults found that Americans are struggling to afford health insurance and care.
Cincinnati Reds' Brady Singer Gets Honest About Recent Struggles
The right-hander was charged with the loss on Thursday after giving up nine hits and seven earned runs in only 3.1 innings pitched.
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.
NASA-JAXA XRISM Mission Sees Pulsar Gathering Companion’s ‘Wind’
Using data from the Japan-led XRISM (X-ray Imaging and Spectroscopy Mission) observatory, astronomers have directly observed a giant star’s outflow, called a
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 …
MD-based R&R Contracting expands woman-owned business
It’s been a busy — and banner — year for Maryland-based R&R Contracting Utilities Inc., which received WBENC certification.
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.
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.
The Political Recap: The debate over political deabtes
Capitol Bureau reporter Tyler Englander breaks down what happened in Virginia politics this week.
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.
Aidan Hutchinson Sets Lions Franchise Sack Record
Aidan Hutchinson has a sack in six straight games, a new Detroit Lions franchise record. #Lions
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.
Mineral County lawmaker raises concern over Rural Health grant recipient
CHARLESTON, W.Va. — As West Virginia continues to announce recipients of its federal Rural Health Transformation program funding, a state lawmaker this week raised concerns about one organization set to
Former Sony Suits Recreate Infamous PS4 Game Sharing Skit, Only without the Disc
Hits different these days
It’s not personal: US Supreme Court justices focus on law, not politics
Justice Amy Coney Barrett told a UVA audience justices get along even in disagreement, but the job can be lonely.
Cattleman’s Ball honoree Nyle Maxwell discusses journey of reorienting his business toward philanthropy
Former Round Rock Mayor and car businessman Nyle Maxwell is this year’s honoree at the Cattleman’s Ball in recognition of his philanthropic efforts and legacy in Williamson County. The Williamson Museum fundraiser will take place at Kalahari Resorts & Conventions in Round Rock and will feature live entertainment, food and an auction to support the museum’s educational programs. The event takes place from 6:30-9:30 p.m. on October 15.
Attorney General Blanche blurs Justice Department boundaries by appearing at political events
Attorney General Todd Blanche is blurring traditional boundaries between politics and federal law enforcement with recent speeches at political events that mark a sharp departure from norms meant to protect the Justice Department from the appearance of partisan bias.
RFK Jr. assures anti-vaccine group as measles spreads
The measles surge has been driven largely by unvaccinated people
Can We Appreciate Aaron Rodgers’ Last Ride?
Welcome to Steelers Morning Rush, our new daily short-form podcast with Alan Saunders, giving a longer perspective on a single […]
2. Bundesliga Preview: Holstein Kiel vs. VfL Osnabrück
Holstein Kiel entertain Osnabrück on Saturday afternoon as they both hope to recover from last week’s defeats. The hosts conceded late against Heidenheim, while the newcomers were defeated at home ...
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 | Talk 1370
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 | WWL
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.
ArtRio opens amid political uncertainty as Brazil’s art market continues to grow
The Rio fair brings together 76 galleries as an upcoming presidential election and a new generation of collectors shape the market
‘Jersey Shore’ Star Closes the Door on Seven-Month Health Nightmare
Nicole Polizzi shared a major health update seven months after receiving a stage 1 cervical cancer diagnosis, saying doctors found no evidence of disease following her hysterectomy. The Jersey Shore s...
Alice Walton Foundation, Mercy break ground on massive Bentonville health care campus
The project has its roots in recent efforts to address the number of NWA residents who leave the region for specialized treatment.
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.
Culver-Stockton business class recognized for downtown Canton projects
CANTON — A Culver-Stockton College business class that pairs students with real Main Street projects instead of traditional lectures is drawing national attention as a model for experiential learning. Robin […]
Lysol Maker Plans New Science and Innovation Center in Nutley
A new research complex is coming to Essex County as the company behind Lysol and Mucinex expands its New Jersey operations.
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.
These San Antonio restaurants fell short in August health inspections
The Express-News looked at establishments that fell short of an "A" grade, which is 90 points or more. Here are the ones that received a score of 75 or below.
Trump’s reason for holding the Kennedy Center hostage doesn’t even make sense
There is plenty that’s bizarre about President Donald Trump’s attempt to take the Kennedy Center hostage over a judge’s refusal to let him put his name on it. He’s now indicated twice in recent days that he will abandon the center — and even let it be “ripped down” — if the courts don’t change the ruling.
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...
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...
Broadway composer and singer Duncan Sheik dies at 56
NEW YORK — Duncan Sheik, who composed the Tony Award-winning show “Spring Awakening” and sang the 1996 Grammy-nominated pop music hit “Barely Breathing,” has died. He was 56. His death
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.
McLean County honors forensic professionals during Forensic Science Week
McLean County recognized coroners, forensic pathologists, technicians and autopsy assistants while proclaiming Sept. 20–26 as Forensic Science Week during Thursday’s board meeting in Bloomington with a ceremony honoring local professionals.
ABI names 2026 Legends in Manufacturing honorees
The Iowa Association of Business and Industry and Elevate Iowa Manufacturing have announced four recipients of the 2026 Legends in Manufacturing Awards. The honorees are Steve Anderson of Merrill Manufacturing in Storm Lake in the under 100 employees category; Lori Schaefer-Weaton of Agri-Industrial Plastics Co. in Fairfield in the 100-300 employees category; Pat Weiler of…
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…
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.
'Of course I am worried': Live Science readers react to US weapons in space
Are you worried about an arms race in space? Live Science readers shared their thoughts.
Wenger Corporation Launches GearBoss® Sports Rigging for Sports and Entertainment Venues
OWATONNA, MINN. | Serving arenas, stadiums, universities and other large-scale venues with specialized rigging solutions for increasingly complex environments.
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...
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
Google’s Pixel VIPs redesign starts rolling out to users
Pixel VIPs is getting a visual refresh with swipe navigation, redesigned profile pages, and the removal of activity recommendations.
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.
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.
2026 UT Foundation President’s Award Honors UT Health Sciences’ Kelly Davis
Kelly Davis, executive director of development for the College of Medicine at UT Health Sciences hit a well-deserved home run.
‘American Idol’ star recalls being outed on live TV: ‘I died inside’
Clay Aiken reflected on Rosie O’Donnell publicly discussing his sexuality in 2006, two years before he came out publicly.
The Last of Us Game Director Apologises for Dragging God of War Laufey into 'Boring' AAA Game Discussion
Bruce Straley weighs in on big budget titles
Modern AAA Games Are 'Boring', Says The Last of Us Game Director
Bruce Straley weighs in on big budget titles
Ethan Hawke on 'The Weight' and how kids 'open your heart'
Love movies? Live for TV? USA TODAY's Watch Party newsletter has all the best recommendations, delivered right to your inbox. Sign up now and be one of the cool kids.
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.
Paris Regional Health Residents Gain Hands-On Training at PJC Simulation Lab
[vc_row][vc_column][vc_column_text css=".vc_custom_1789741770286{padding-top: 25px !important;padding-bottom: 25px !important;}"] Internal Medicine Residents from Paris Regional Health recently…
Dodgers Face Sasaki Decision After Encouraging Live Session
Roki Sasaki’s recovery forces a strategic crossroads for Los Angeles Dodgers manager Dave Roberts: deploy the flamethrower as a high-leverage reliever or vital rotation insurance.
Late Collapse Against Red Sox Ends Rangers' Winning Streak
The Texas Rangers squandered a chance at recapturing a winning record by losing 4-3 to the Boston Red Sox on Thursday.
How existential fears are shaping the debate over AI
The current round of panic over artificial intelligence is based on the conviction that the technology has slipped out of human control to do its own bidding in several recent
“Rain Man” Director Barry Levinson’s New Doc Shows How Politics Tore Apart an ‘Idyllic’ Pennsylvania Town (Exclusive)
“You wanna be a Republican, you wanna be a Democrat. Okay. But does that mean we can’t communicate?,” Levinson tells PEOPLE while discussing ‘Bucks County, USA’
'The Betrayers' Director on Navigating Political Treachery in Crimea Thriller
Director David Bezmozgis' drama about two Soviet Union-era Jews facing off is set for a world premiere at the Toronto Film Festival.
‘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 […]
Pikachu in space! New ESA-Pokemon partnership sends the electric mouse to the ISS
The coming family-friendly exhibitions across Europe will unite science and imaginative visual storytelling.
Dancing With The Stars: Night One and Two Recap
Season 35 of Dancing With The Stars has officially begun after a two-night premiere featuring 16 celebrity contestants that already sent two pairings home.
A Closer Look at the $50 Billion Rural Health Transformation Program
The 2025 budget reconciliation created the Rural Health Transformation Program, which will award $50 billion in state grants over a five-year period. This brief provides an overview of the program, describing its structure, how funds can be used, how funding compares to Medicaid spending reductions in the reconciliation law, and how the funds are being distributed across and within states.
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.
The Pixel Weather widget now lets you catch up on the forecast with a single tap
Google's latest Pixel Weather update brings a new refresh button lets the home screen widget grab a fresh forecast in a single tap.
Holy Cross Health Recognized for Zero Reported Hospital-Onset
The hospital is committed to evidence-based strategies that protect patients by reducing infection risks. August 26, 2026 – Holy Cross Health is one of a select group of U.S. hospitals to be recognized in the Healthcare Associated Infections-Hospital database for reporting zero hospital-onset Methicillin-resistant Staphylococcus aureus (MRSA) bloodstream infections. The database relies on publicly reported […]
Truro City skipper dreaming of FA Cup success
Truro City captain Connor Riley-Lowe hopes his side can improve their FA Cup record before a second qualifying round trip to Merthyr Town.
Sedlacek: How digital wallets are modernizing business payments
UMB Bank’s Lanie Sedlacek explains how digital wallets can help businesses streamline payments, improve controls and reduce manual work.
Reality TV star Porsha Williams reveals she had to undergo emergency partial hysterectomy: "It all happened so fast"
Porsha Williams revealed to "CBS Mornings" co-anchor Gayle King that she had to undergo an emergency partial hysterectomy this year after doctors discovered 21 uterine fibroids
Georgia Woman Sentenced in $158,000 Business Email Fraud Scheme
GWINNETT CO. — A Decatur woman receives a 10-year sentence for laundering proceeds from a $158,000 email scam.
Rumour Mongering: Liverpool Eye Brentford’s Dykes for Sporting Director Role
Liverpool are yet to appoint a new sporting director following the departure of Richard Hughes.
Attorney General Todd Blanche's appearances at political events blur Justice Department boundaries
WASHINGTON — Attorney General Todd Blanche is blurring traditional boundaries between politics and federal law enforcement with recent speeches at...
Final Fantasy 7 Revelation will be "around 200GB" says game director, as he details Sephiroth and Vincent Valentine DLC plans
"I understand there are a lot of opinions about this topic," explains Naoki Hamaguchi.
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.
Black moms and pregnant women forced out of their homes in metro Detroit face health and safety threats
Detroit had 20,370 eviction cases filed in 2025. But evictions that do not go through the formal court process are not included in the city’s official eviction data.
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. Now,
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.
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
Midland Business Alliance wins IEDC economic development award
The organization received a silver award for its Talentx video series, which helps local employers recruit talent by showcasing Midland County's community value proposition.
‘Monster’ star Ella Beatty reveals 1-word advice from parents Annette Bening and Warren Beatty
Ella Beatty, who stars in ‘Monster: The Lizzie Borden Story,’ shares the one-word advice she received from her parents, Annette Bening and Warren Beatty.
Screenless Wearables Forecast a Minimalist Health-Tracking Future
Popular alternatives to the Apple Watch, Galaxy Watch, and Pixel Watch are a sign of wearables reaching a new level of maturity and acceptance.
Olympic Studies Centre wins international sports management award
The Olympic Studies Centre (OSC) has received the 2026 European Association for Sport Management (EASM) Sports Organisation Award for its contribution to academic research and for strengthening ties between academia and the Olympic Movement.
Could Canada join the EU?
Mark Carney eyes up ‘associate membership’ status as Brussels seeks closer alignment on trade and security
How Oklahoma State's new human performance complex benefits athletes, state
Rob Glass, Oklahoma State's Assistant Athletic Director for Athlete Performance, explains howthe new facility will benefit OSU athletes.
Participants sought for postpartum health study
Researchers at WVU are recruiting individuals in their third trimester of pregnancy or up to six weeks postpartum to study movement and health.
MU Health Care earns national recognition by SNMMI
(9/18/26) MU Health Care has been designated a Clinical Radiopharmaceutical Therapy Center of Excellence by the Society of Nuclear Medicine and Molecular Imaging (SNMMI).
Scientists just named a new snake after Guns N’ Roses legend Slash
A newly discovered snake from New Guinea has been named after Guns N’ Roses guitarist Slash, who has loved reptiles since childhood. Genetic testing and physical differences confirmed that the reddish-brown groundsnake, Lielaphis slashi, is a species scientists had never formally recognized before. The nonvenomous snake may use large rear teeth to catch slippery lizards and reptile eggs.