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Trump says he will demand drug companies split up vaccines into more doses
Those comments came a day after Health Secretary Robert F. Kennedy Jr. told attendees of a conference for the anti-vaccine group he founded that they have a “friend at the White House.”
Pacific Beach boardwalk-driving suspect ignites mental health diversion debate
San Diego County judges granted mental health diversion in over three hundred felony cases in 2025, and suspects reoffended in more than a quarter of those cases.
Are 'miracle' gut aids such as kombucha really good for you?
A university study trying to create a better kombucha analyses whether the drink affects health.
‘Whimsical’ event gives MSU students chance to learn about food science
Michigan State University Students got the chance to explore candy making and other hands-on activities at a "The Flavor Imaginarium" Friday.
‘Astronomical’: Las Vegas business owners react to record diesel prices
‘Astronomical’: Las Vegas business owners react to record diesel prices
Dashboard: Arkansas Rural Health Transformation Program Year 1 Awards
In August, Arkansas began awarding nearly $209 million as part of the Rural Health Transformation Program. This dashboard displays the award amounts by initiative, recipient, and funded project, and provides summary descriptions of projects from publicly available sources.
North Carolina gets nearly $7M from SAMHSA to boost mental health services
Nearly $7 million in grant funding is headed to the North Carolina Department of Health and Human Services (NCDHHS) to assist with mental health services.
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.”
Riley Greene Traded Homers For His Best Season Yet
Riley Greene cut his home runs nearly in half and posted the best OPS of his career. #Tigers
Joe Burrow listed as questionable for Week 2
Bengals QB Joe Burrow was upgraded to full practice but is questionable
Nebraska DHHS extends health alert for toxic algae at lakes in Gage and Jefferson counties
Nebraska Department of Health and Human Services has extended a health alert for toxic blue-green algae at Big Indian Lake in Gage County and Cub Creek Lake in Jefferson County.
Y Combinator insurance tech alum Angle Health hits $2.7B valuation
Angle Health has grown to 5,000 customers and become profitable, by helping small businesses get "level-funded" health insurance.
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...
Espanyol star’s release clause to increase after Spain NT call
The board at La Liga outfit Espanyol look set to imminently see their clever work behind the scenes on the transfer front rewarded.This comes after star goalscorer Roberto Fernández was afforded a ma...
What makes a sunset so vivid? The science behind fall's most colorful skies
Dry air, dust particles, and cloud cover are the keys to a vivid sunset. Fall is the best time of year to catch the most colorful skies.
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.
Exclusive-Kennedy names new chair for US autism advisory panel, sources say
WASHINGTON, Sept 18 (Reuters) - US Health Secretary Robert F. John Gaitanis, to lead a key federal advisory panel on autism on Friday, two people with knowledge of the announcement told Reuters.
Omar Cooper Jr. ruled out for Week 2
Omar Cooper Jr. will not be playing in Week 2 for the Jets.
UVM experts on the science of fall foliage
With leaf-peeping season around the corner, the University of Vermont shares some insight from researchers William Keeton , Alexandra Kosiba , and Lisa Chase , who explain the science behind the explosion of color we see in trees each fall.
Donald Trump says he is banning CNN, Politico and MSNOW from White House
The US president has had a tense and fiery relationship with the US media since returning to office.
Zay Flowers unlikely to play in Week 2
Ravens WR Zay Flowers was upgraded to limited but listed as doubtful for Week 2
Salomon: Seminoles Should Appreciate Norvell, not Bury Him
In what could be his final weekend at the helm of the Florida State Seminoles, FSU fans should hope that the administration does not pull the trigger on firing Mike Norvell.
Community-funded health clinic opens at Old Town Elementary
The clinic will be available to all Winston-Salem/Forsyth County Schools students.
Everton v Ipswich: Key stats and talking points
Everton aim to continue their unbeaten start against an Ipswich side bidding for back-to-back away wins. BBC Sport examines some of the key themes going into their meeting at Hill Dickinson Stadium on Saturday. The win over Wolves in the Carabao Cup on Wednesday provided the dual positives of extending Everton's unbeaten start to the season and allowing fringe players to come to the fore.
Joliet refinery shutdown adds fuel to Chicago’s gas-price surge
Chicago drivers are getting another dose of pain at the pump as an extended shutdown of ExxonMobil’s massive Joliet refinery adds pressure to an already tight fuel market.
Juwan Johnson ready to play in Week 2
Saints TE Juwan Johnson upgraded to full practice and set to play
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.
Shrewsbury soup-maker sees business soar after Dragons' Den meeting
Bella Acland won the backing of guest dragon Susie Ma, along with a £40,000 investment.
Gimme Him: Underrated Steelers LB could spark Patriots pass-rush
The Patriots could benefit from the play of Steelers edge rusher Nick Herbig.
Brentford and Chelsea kick off Premier League weekend's action
2026-09-18T17:46:54ZTeam news has just landed at the Gtech Community Stadium and here's how both sides are lining up2026-09-18T17:43:31ZHello and welcome to our live coverage of Friday's Premier Leagu...
Interview: Bishop Olson on the ‘racist and sinful rhetoric’ of a Texas politician
Bishop Olson responded to Bo French: “This is racist and sinful rhetoric that seeks to harm and to divide. It is disturbing that it comes from a candidate for public office. An apology is called for.”
Browns' Secondary May Be Shorthanded Against Buccaneers
Only one player has been ruled out for Cleveland Browns showdown with Baker Mayfield and the Tampa Bay Buccaneers, while a key member of the secondary is questionable.
Mega Man: Dual Override Adds Some Nice New-School Touches to the Beloved Old-School Formula
Proto Man offers a distinctly different challenge than Mega Man. Not necessarily harder, just different. It’s worth noting that you won’t be switching back and forth between the two; at the start of your playthrough you’ll select which character to control for the entire run, offering some potential replayability to see the game both ways. I’m particularly curious about the various chips that can be unlocked, how those will affect gameplay, and what sort of moveset a fully upgraded Proto Man will have at his disposal. For that, I’ll have to wait for Mega Man: Dual Override’s launch, scheduled for Spring 2027.
Tanenbaums establish a new chair for science in women's sport
A transformative gift from Larry and Judy Tanenbaum is helping create a unique chair dedicated to women’s sport.
Tua Tagovailoa listed as doubtful for Week 2
Tua Tagovailoa is not likely to play in Week 2 for the Falcons.
Warren Buffett steps down as Berkshire chairman after six decades
Since taking control in 1965, Buffett grew a struggling textile mill into a global conglomerate.
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
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.
ResearchHub: An Answer to “Dysfunction” in Traditional Science Giving?
The platform, cofounded by cryptocurrency billionaire and philanthropy critic Brian Armstrong, aims to eliminate counterproductive incentives that scientists face in traditional grant seeking.
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 ...
Gleyber Torres’ Tigers Future Just Got Complicated
Gleyber Torres grounded into a game-ending double play, and Detroit already has a cheaper option waiting. #Tigers
Stanford DB May Have Provided Extra Motivation for Duke
With the Stanford Cardinal coming to Durham for a showdown with Duke, they may have provided some extra motivation.
Olympiacos Starts European Campaign With Victory; Armando Gonzalez Emotional
Mexican and Olympiacos forward Armando González fueled a spirited comeback at Georgios Karaiskakis Stadium, dedicating a milestone European goal to his mother and country during a thrilling continental debut.
Pair of Washington Commanders Awarded for Week One Performances
Before the Washington Commanders kick off week two, a pair of Washington Commanders drew weekly awards for their week one performances
TC Business Council Hears About CDD Changes, School Bond Measure, PG&E Challenges
Over 20 business leaders in Tuolumne County attended a monthly luncheon this week hosted by the Tuolumne County Business Council.
Taylor data center faces state investigation over parkland conveyance
Texas Attorney General Ken Paxton investigates a proposed data center development on land intended for parkland in Taylor.
SF's Bill Graham Civic Auditorium to host a professional sports team in 2027
"It really ticks all the boxes."
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.
Apple's iPhone 18 Pro line hits stores with a $100 price bump amid memory crunch, AI pressure
Apple's iPhone 18 Pros hit stores Friday.
Kim Kardashian Reveals Esophagitis Diagnosis as Health Scare Brings Back Memories of Her Dad’s Cancer
Kim Kardashian’s latest health scare landed on an especially sensitive subject for her family. In the newly released Season 8 trailer for The Kardashians, Kardashian ... Read More
“The Traitors ”season 5 cast revealed: Kristin Chenoweth, “Big Brother”’s Taylor Hale and more
Broadway legends, Bachelors, and “Big Brother” alums make up the next group headed to the castle to battle it out as Traitors and Faithfuls.
Duncan Sheik, 'Spring Awakening' composer known for '90s hit 'Barely Breathing,' dies at 56
The Tony Award-winning musician died of organ failure on Thursday after being hospitalized, his family said.
Cristiano Ronaldo named in Portugal squad for Nations League
Cristiano Ronaldo is set to continue his international career beyond the 2026 World Cup.The experienced forward has been included in new head coach Jorge Jesus’ first Portugal squad for the upcoming...
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.
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
Netflix's 'Monster' revisits the notorious Lizzie Borden case. Critics are divided.
Ella Beatty, Rebecca Hall and Charlie Hunnam star in the fourth installment of Netflix's true-crime anthology.
‘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 […]
My son’s death during a college football workout was preventable. Lessons must be learned
Arizona State hockey player Matthew Mayich is fighting for his life after collapsing during practice. Tragedies like this can be avoided
Apple Music in iOS 27: Five new features just added for iPhone
Apple Music adds a variety of improvements in iOS 27, with five new features including landscape support, design updates, and more.
Founder Bobbi Brown Celebrates Jones Road Beauty, Brains & Business in The Heart of Silicon Valley
From better-for-you makeup to female empowerment, Bobbi Brown brought powerhouse women together to celebrate Jones Road Beauty's new store opening in Palo Alto.
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.
Hendrix Genetics acquires full ownership of swine business
Hendrix Genetics Swine will move forward as the Swine Business Unit of Hendrix Genetics with a dedicated focus on serving swine producers worldwide.
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.
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.
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.
Mavericks Get Middling ESPN Future Ranking Despite Cooper Flagg
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North Carolina Small Business Center Network Names Winners of Inaugural 'Startup Showdown' Competition
After a rigorous, months-long training and pitch competition, the North Carolina Small Business Center Network (SBCN) announced Rinse-A-Poo, Victorious Wellness, and The Gilded Lantern as the first-, second- and third-place winners, respectively, of the state's inaugural SBCN Startup Showdown.
Expanded Havelock health center adds exam rooms, pharmacy and VA behavioral clinic space
HAVELOCK, Craven County — Craven County leaders will cut the ribbon Monday on an expansion of the Craven County Community Health Center in Havelock.The ceremony
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".
Happonen and Orsolini back with the group
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How Lavia has avoided becoming risk-averse
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Warren Buffett steps down as chairman of Berkshire Hathaway
Warren Buffett, who ended his decades-long tenure as CEO of Berkshire Hathaway at the end of last year, is giving up the chairman post he has held since 1970.
Laurent Mekies: Red Bull’s RB22 Problem Will Carry Into 2027
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Logan Health Nurses Ratify New Contract with Immediate 18% Raise
Unionized nurses at Logan Health in Kalispell announced a new approved contract with the hospital last week, marking their biggest to date, said Donna Nelson, a registered nurse and union delegate. Nurses ratified their first contract with SEIU Healthcare 1199NW representing them in 2021, a process that took two years and included a three-day strike […]
Capcom details performance for Monster Hunter Wilds on Nintendo Switch 2
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Bird Brained Science: An ode to our salty kin
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Huijsen, Cucurella make Spain’s squad list
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Meet Allison Howard, the woman bringing the WNBA back to Cleveland
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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.
Burlington’s headquarters move to Philadelphia puts spotlight on New Jersey’s difficult business climate, experts say
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Désiré Doué handed PSG contract extension offer
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Sticker Shock at the Doctor's Office Could Motivate Midterm Voters
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Atlético CEO proposes 31 or 32-match LaLiga player limit
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Brighton Handed Injury Boost Ahead of Arsenal Clash
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Jack Campbell Fights Back Tears After Brutal Lions Loss
Before they could blink, the Detroit Lions found themselves trailing by a 14-0 score in the first quarter of Thursday evening’s contest against the Buffalo Bills, who were playing in front of a sold-out crowd in their first regular season game at the new Highmark Stadium.Josh Allen and the Bills racked up 399 yards of […] The post Jack Campbell Fights Back Tears After Brutal Lions Loss appeared first on HEAVY.
Novuna Business Cash Flow Launches Asset-Based Lending Proposition
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Eclipse Business Capital Adds Charlie Bacon to its Business Development Team
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Cuyahoga Falls cancels high school football game against Field
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Costume exhibition celebrates 50 years of city's 'spaceship-like' theatre
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When does being ‘apolitical’ become a political act? An ethicist on the Ed Sheeran saga
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Nestle responds to Putin's decision to put its Russian business under external administration
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The Cambridge Science Park workers who don't need a lab coat
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'Don't be silly' over Falklands and Irish unity, shadow foreign secretary tells Trump
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In The Lead: Women-Owned Businesses 2026
Behind every business in this year’s In the Lead: Women-Owned Businesses section is a founder who decided, at some point, that building something of her own was worth the risk.
Rooted Architecture Studio PLLC
Founded in 2021, Rooted Architecture Studio PLLC is a client-centered and wellness-centered architecture firm proudly built and led by a woman.
Rising Tide Distributors, Inc.
Rising Tide Distributors, Inc. is a New York-based wine and spirits distribution company founded by Nicole Lyons with a mission to create greater access, opportunity and visibility for emerging brands, with a particular commitment to brands led by diverse founders and women.