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Florida State’s NIL Missteps Could Cost Mike Norvell
Florida State is spending millions on its roster, but poor talent evaluation could ultimately cost Mike Norvell his job.
Watch - Princeton tops Lakota West in Skyline Chili Crosstown Showdown
Princeton overcame six turnovers to beat Lakota West in the Skyline Chili Crosstown Showdown in Week 5.
Week 4 Texas high school football scores
Check out final scores from Week 4 of the 2026 Texas high school football season from across the state.
Warriors Add 2 Intriguing Prospects, Cut 6-Foot-10 Forward
The Golden State Warriors added two intriguing prospects and cut a 6-foot-10 forward as training camp roster competition heats up. The post Warriors Add 2 Intriguing Prospects, Cut 6-Foot-10 Forward appeared first on HEAVY.
Astros Get Blasted by Braves 6-2
And the plot thickens. Braves 6 Astros 2. With the loss and the combination of the Rangers win, things are once again knotted up atop the A.L. West. Peter Lambert was cruising along until the 4th. The Braves strung together three straight hits, the biggest coming off the bat of Michael Harris who took […]
A Venezuelan Business Owner Is Growing His Footprint Across Northwest Florida
As Hispanic Heritage Month gets underway, Venezuelan business owner Jose Rivero is expanding his culinary footprint across the Panhandle, bringing authentic flavors and a message of perseverance to Panama City.
Person with measles rode Amtrak trains and buses across CA, health officials say
The California Department of Public Health said the unvaccinated passenger stopped at six California stations, including downtown Sacramento.
Falcons Watching Potential 1st-Round QB
The Atlanta Falcons‘ quarterback of the future might not currently be on their roster. That means that the 2026 college football season is crucial. When they scout games, they have to be sure to watch the right passers and pick up on the right things to know which QB in a strong 2027 NFL Draft […] The post Falcons Watching Potential 1st-Round QB appeared first on HEAVY.
ESPN Is Asking the Wrong Question About Scoot Henderson
Instead of weighing the rookie down as a franchise savior, Portland must craft a role that harnesses his elite athleticism and playmaking within a newly balanced roster.
Rockets’ First Round Draft Pick Signs With Western Conference Rival
After leaving Houston and bouncing around the league, Cam Whitmore finds himself signing a two-way contract for a potential contender.
Patriots Should Still Pursue Maxx Crosby After Failed Ravens Trade
Crosby would be a difference-maker in this Patriots' defense.
Michigan politicians float gas tax suspension amid 'bloodsucking' gas prices
Fuel prices continue to rise Friday, frustrating drivers across Mid-Michigan. At a gas station in Lansing, drivers were filling up their tank for 4.97 per gallon.
Big game, big business: Central Mississippi feels Ole Miss-LSU impact
Fans across the Metro are preparing for the Ole Miss-LSU matchup, and the excitement is translating into business for Central Mississippi companies more than 100 miles from Oxford.
This tiny organism can shrink to one quarter its size in milliseconds
A single-celled organism can shrink to one-quarter of its length in milliseconds using a remarkable calcium-powered protein “fishnet.” Scientists hope its unusual machinery could inspire artificial muscles capable of moving far faster than today’s designs.
Social Inequality and Structural Vulnerability as Predictors of Health-Related Quality of Life: A Prospective Cohort Study
Background Social inequality and structural vulnerability are increasingly recognized as important social determinants of health; however, longitudinal evidence regarding their impact on heal...
Belmont Park reopens as new sports and entertainment destination
ELMONT, N.Y. (PIX11) — The horses are running again at Belmont Park. For the first time in three years, race calls echo across the iconic Nassau County track as thousands of fans gather for the reo…
West African scientists warn of weakening health systems and urge stronger outbreak detection
LOME, Togo (AP) — West African laboratory scientists called on governments Friday to strengthen capacity to detect disease outbreaks to avoid another major outbreak, saying health systems across the region are becoming weaker.
Mapping tsunamis and building trust in Alaska’s coastal communities
For more than two decades, Elena Troshina has been traveling to Alaska coastal communities to support the National Tsunami Hazard Mitigation Program.
Fresno unemployment rises to 7.8% in August
Fresno County unemployment rose to 7.8% in August as Valley rates remained above California’s average. See how local counties and jobs compare.
Local health officials urge measles vaccination amid exposures
ROCHESTER, N.Y. (WROC) — More measles exposures are being reported across the region. Exposures are now being tracked at the Frederick Douglass Greater Rochester International Airport, as well as a fe...
Toronto Blue Jays Make Late Roster Move with Veteran Pitcher
With nine games left in the regular season, the Blue Jays are shuffling the deck.
PAHO: Strengthening El Niño raises growing health risks across the Americas
Drought, food insecurity, dengue, wildfires, and flooding are already affecting several countries across the region as El Niño intensifies.Washington, D.C., September 18, 2026 (PAHO) – El Niño continues to strengthen and could have significant public health impacts across the Americas in the coming months, according to the Pan American Health Organization’s (PAHO) first regional situation report on the phenomenon.
From basketball prospect to Newport's focal point
Newport County's focal point Christian Doidge could have pursued a very different sporting career but is happy to be scoring for his home-city club.
Colton Gordon joins Brewers bullpen for the stretch run
Colton Gordon, acquired from the Houston Astros on July 15, was recalled from Class AAA Nashville on Friday, Sept. 18 to provide bullpen depth.
Business 51 rebuild through Weston slips toward 2030 as village presses state for a crossing DOT says won't fit
Weston has been planning for Business 51 construction in 2029-30. The DOT's schedule now points to 2030-31. Meanwhile, the village is pushing for a pedestrian crossing at Neupert Avenue that the state says the highway can't fit, and it just lost a grant for a second crossing near the elementary school.
Heavy caffeine users and deeper sleep; wonders of microscopic life; preparing for life after an Alzheimer’s diagnosis; plus other stories with Vanderbilt Health sources
Beth Malow, MD, Professor of Neurology and Pediatrics in the Vanderbilt Sleep Division, was quoted in Women’s Health about a surprising study from the Journal of Psychopharmacology indicating that heavy caffeine users get deeper non-rapid-eye-movement sleep, even while sleeping less time. The New York Times quoted Dylan Burnette, PhD, Associate Professor of Cell and Developmental Biology, in a story (with videos) about the wonders of the microscopic life all around us. William Schaffner, MD, Professor of Preventive Medicine, was quoted by several news outlets about public health issues, including: Prevention (rabies vaccinations); Healthline (update on the Cyclospora outbreak); Prevention again (hundreds now sickened in measles outbreak); and AARP (“How do we know vaccines are safe?” video interview and transcript). Science posted a story about a new NIH research center on vaccine harms. The piece quotes Kathryn Edwards, MD, Professor of Pediatrics, Emerita. Lealani Mae Acosta, MD, MPH, Associate Professor of Neurology, was quoted in an Everyday Health story about how a person, after a diagnosis of Alzheimer’s disease, can enrich their life and prepare for the future. Amalia Peterson, MD, Assistant Professor of Neurology, was quoted by Everyday Health in a piece about common medications linked to lower dementia risk.
iOS and iPadOS 27 expand language support for several system features
Apple today confirmed that more than 30 new languages and language variants are now supported across iOS and iPadOS features.
Bethany Children's Health Center to feature assistive technology, adapted sports at resource fair
The free event was born out of a desire to meet the needs of children with physical and intellectual disabilities and their families.
Health department to provide overdose training, materials across the county
People can learn in Frederick County on Thursday how to reverse opioid overdoses with naloxone.
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.
From Proselytism to Politics: Bishop Barron Addresses Hot-Button Issues on EWTN
The Word on Fire founder clarifies the call to evangelize, defends his nonpartisan advisory role on religious liberty, and warns of resurgent communism.
Rams Make Multiple Roster Moves Ahead of Giants Matchup
The Los Angeles Rams have made multiple roster moves ahead of their Week 2 matchup against the New York Giants.
Lions Should Bench Rock Ya-Sin for Ennis Rakestraw
Rock Ya-Sin's struggles have Detroit's cornerback job in question, and his replacement is already on the roster. #Lions
Ian Donnis’ Rhode Island politics roundup for Sept. 18, 2026
Can Ken Block win the governor’s race as an independent?
Autonomous airplane completes first cross-country flight
The retrofitted Cessna handled taxiing, takeoffs, bad weather, and landings without a human pilot.
Warhammer 40k & Horus Heresy: The New Custodes Are Here In Force Across Two Timelines
The Emperor's Finest steal the spotlight in both games this fall - check out the preview!
‘AI agents ask me if they are conscious all the time, but then something really unusual happened’
Tech titan Mustafa Suleyman has warned that humanity may be ‘seeding a new silicon species’ – conscious AI that could ultimately prove impossible to control. As the prospect leaves millions questioning what comes next, Chris Stokel-Walker talks to the researchers building these systems and discovers a startling truth: even they are struggling to make sense of what they are unleashing
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
Sportico Transactions: Moves and Mergers Roundup for Sept. 18
Welcome to Sportico’s transactions wire, a weekly rundown of personnel, partnerships and products across the sports business industry. PERSONNEL Íñigo Aznar Named CRO of Inter Miami CF and Nu Stadium Inter Miami CF announced Iñigo Aznar has been named chief revenue officer of the club and Nu Stadium. Aznar brings 25 years of international experience …
Arkansas Department of Health offering no-charge flu vaccinations in communities
The Arkansas Department of Health is scheduled to begin offering free community flu vaccine clinics across all 75 counties starting Sept. 21.
Memorial Health to host prostate cancer screenings and men’s health event
It's an all-encompassing men's health event.
Arkansas health officials offer free flu vaccines statewide
The Arkansas Department of Health will begin offering free flu vaccines at community clinics across the state starting Monday, Sept. 21
Your Weekly Michigan Political Brief
A coalition of 600 Michigan Jews have affirmed their support for Democratic U.S. Senate nominee Abdul El-Sayed. The group, Michigan Jews for Democracy, includes former Congressman Sander Levin; former Congressman Andy Levin; Washtenaw County Prosecuting Attorney and Democratic nominee for Michigan Attorney General Eli Savit; and Jessica “Decky” Alexander, the Chair of the Michigan Democratic […]
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.
Roma’s Perfect Start Faces Its Biggest Test Yet Against Inter
Roma’s perfect start faces its biggest test yet as the Giallorossi welcome defending champions Inter to the Olimpico.
ATA Action forms coalition to advance interstate telehealth licensure
The Cross-State Care Coalition brings together health systems, academic medical centers, telehealth companies and virtual care advocates to champion federal legislation that eases licensing constraints while maintaining state regulatory authority.
Lewis County health officials identify source of foul odor reported in Weston
The Lewis County Health Department has identified the source of an unpleasant odor reported across parts of Weston, confirming it originated from a nearby dam rather than the sewer system.
Forza Horizon 6, Skyrim, and More Microsoft-Published Games Are Getting Big Discounts in Best Buy’s Deal of the Day
Best Buy has dropped big discounts on Starfield for PS5, Skyrim for Switch 2, and a few more Microsoft-published games, but only for today.
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.
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…
Ahead of Roma vs. Inter; Nerazzurri's training session
It's the day before Roma vs. Inter on Serie A matchday 5. The Nerazzurri take on the Giallorossi at the Olimpico at 18:00 CEST on Saturday, 19 September. Before travelling to the capital, the Nerazzur...
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...
Wake leaders to vote on proposed WakeMed-Atrium deal Monday
The Board of Commissioners in May delayed a decision on the combination after concerns arose over costs and quality of healthcare.
Panera Brands expands Einstein Bros. c-suite
Each new addition has years of leadership experience.
Fortnite Is Selling Your Favorite Characters Back To You As Husks
Fortnite's latest crossover season is a weird branding exercise that's bad for both companies and fans
The Paramount Warner Bros Deal Isn't Considering The Independents
Nobody In The Paramount-Warner Bros. Deal Is Considering The Impact On The Independent Business -- Guest Column
Angels Top Prospect Powers Double-A Club into Championship Series
Top Angels prospect Arjun Nimmala homered for the third straight game as Double-A Rocket City clinched its first trip to the Southern League Championship Series.
‘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.
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
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.
Defense questions DNA evidence in TJ Wiggins triple-murder trial
Defense attorney Debra Tuomey questioned the reliability of DNA evidence linking TJ Wiggins to the 2020 killings at Lake Streety in Frostproof.
Why Tatsuya Imai was not Astros' best rookie in 2026
Another right-hander has had a better season than Imai.
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.
Braves bid to 'take care of our business' vs. Astros
Following their second series loss in the past three sets, the Atlanta Braves will cap a crucial six-game road trip with a three-game series against the Houston Astros starting Friday.
Central Health’s Proposed 2027 Budget Focuses On Expanding Access To Care Across Travis County
Sponsored Content Central Health is looking ahead to 2027 with a proposed budget centered on one key goal: making health care easier to access for Travis County residents. Dr. Pat Lee, president an…
Rosalind Franklin University Opens Virtual Health System to Prepare the Next Generation of Healthcare Teams
/PRNewswire/ -- Rosalind Franklin University of Medicine and Science (RFU) has officially opened its groundbreaking Virtual Health System (VHS), a fully...
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.
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.
Holy Cross Health Recognized for Zero Reported Hospital-Onset
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16th Asian Chief Dental Officers Meeting: Advancing universal health coverage for oral health in the WHO Western Pacific and South-East Asia Regions
Session 3 of the 100-Day Sprint BackgroundOral diseases remain among the most prevalent noncommunicable diseases (NCDs) across Asia, affecting people throughout the life course and placing a significant burden on individuals, families and health systems. Countries across the World Health Organization (WHO) Western Pacific Region and South-East Asia Region have committed to strengthening oral health through regional action plans and by advancing universal health coverage (UHC). The 16th Asian Chief Dental Officers Meeting (ACDOM) serves as a regional platform for Chief Dental Officers in Asia to exchange experiences, strengthen collaboration and accelerate implementation of oral health commitments. For the first time, the meeting is being jointly organized by the WHO Regional Offices for South-East Asia and for the Western Pacific and the ACDOM Secretariat. This year's meeting introduces a 100-Day Sprint, bringing together oral health and UHC leads and technical experts to support countries in strengthening integration of oral health within national UHC benefit packages. Through the Sprint, participating countries will develop, refine, cost and operationalize country-specific essential oral health-care benefit packages using WHO tools, including the Service Package Delivery and Implementation (SPDI) Platform. The in-person 16th Asian Chief Dental Officers Meeting represents Session 3 and the midpoint of the 100-Day Sprint, providing an opportunity for countries to review progress, exchange experiences, identify challenges and refine their approaches before continuing with the remaining Sprint sessions. 100-Day SprintSession Date Format Title Session 1 (Day 0) 19 Aug Virtual Setting the Scene and Introducing Key Principles and Frameworks Session 2 16 SepVirtual Introduction to the SPDI Platform and Initial Mapping Exercise Session 3 27-29 Sep In-person, 16th Asian Chief Dental Officer Meeting, Malaysia Review and Refinement of Oral Health Service Packages Session 4 14 Oct Virtual Finalizing National Essential Oral Health Services Packages and Costing Exercise Session 5 (Day 100) 26 Nov Virtual Country Presentations and Closing of the 100-Day Sprint ObjectivesLeverage the 100-Day Sprint to define priority implementation actions for oral health in countries; Strengthen national capacity to design, cost and operationalize country-specific essential oral health care packages using SPDI platform; andExplore cross-country collaboration to expand access to essential oral health supplies and products, including harmonized specifications and pricing, and improve supply chains for essential dental preparations and medicines.Expected outcomesA draft country-specific essential oral health care benefit package developed using the SPDI platform and aligned with WHO’s Essential Oral Health Care packageA strengthened regional network in Asia of oral health and UHC leaders, fostering collaboration among South-East Asia and Western Pacific countries, WHO offices and WHO Collaborating Centres to support sustained implementation beyond the meetingParticipantsChief Dental Officers and national oral health programme leads;National focal points responsible for universal health coverage, health financing and health systems;Representatives from WHO country offices, regional offices and headquarters;WHO Collaborating Centres; andAcademic institutions and technical partners.
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