SCROLL NEWS / DISCOVERY
Search headlines
Find the stories shaping the conversation.
Results for " continues " 2,057 found 🔀 AI-powered Shuffle
Governor Stein Announces $5 Million to Strengthen Small Businesses in Western North Carolina
(RALEIGH) Today in Lansing, Governor Stein announced $5 million in new infrastructure grants to support small business recovery in western North Carolina through the Small Business Infrastructure Grant Program. Two years since Hurricane Helene struck western North Carolina, Governor Stein continues to advocate for a $10 billion appropriation from Congress to support the next phase …
Haaland scores twice as Norway beat Denmark
Erling Haaland continues his fine form with two goals as Norway secure a 3-2 victory over Denmark in their opening Nations League match.
Wabash Valley educators highlight evolving role of forensic science in modern criminal justice
As communities observe National Forensic Science Week, educators across the Wabash Valley are highlighting how forensic science continues to transform criminal investigations from local police departments to federal agencies.
Angels Quest To Set Franchise Record Continues In Seattle
The Los Angeles Angels have never lost 100 games in a season, but they're playing record-setting baseball for sure.
3 Rojiblancos in the Mexico Under-23 squad!
Talent development at Guadalajara continues to produce players for different National Team processes. The latest Mexico U-23 call-up proves it, as El Tri will have three Tapatío representatives in th...
New York Giants starting quarterbacks since 2019 season
The New York Giants quarterback carousel continues as Jameis Winston steps in following Jaxson Dart's injury.
Erling Haaland's ridiculous Norway record continues to grow 📈
Erling Haaland is simply a goal-scoring machine when he puts on the Norway kit. The Manchester City striker is no stranger to finding the back of the net at the club level, but when he suits up for hi...
Advanced Health Tech Research Continues to Protect Astronaut Health
Advanced health research, including ultrasound scans, blood tests, and exercise studies, using the latest technology in microgravity was on Thursday’s schedule for the Expedition 75 crew. The orbital residents also continued their ongoing cargo operations and maintenance tasks aboard the International Space Station.
Reddit mod ordered to pay Nintendo $4.5 million in Switch piracy lawsuit
Nintendo’s copyright crusade continues.
Starbucks is closing hundreds of locations
Starbucks is closing approximately 250 locations in the coming days as the coffee chain continues to prune its store count during its turnaround efforts.
Novant Health Forsyth Medical Center operating on generator power after outage
A localized power interruption affected Novant Health Forsyth Medical Center earlier this morning. The hospital is operating on generator power, and patient care continues without interruption.
Sam Darnold limited Wednesday
Seattle Seahawks QB Sam Darnold continues recovery from glute injury
Hands-on science can be cool
After spending many long days conducting experiments to find a new way to combat bacterial infections in crops, Misha Hegde and Mia Soleil Maurer have been rewarded with international recognition and access to top research facilities. But these are not typical scientists. They are 16-year-old German high school students.“Our supervisor told us that in order to start a project, you need to begin with either a question or a problem,” says Misha, adding that she and Mia had read about antibiotic resistance in certain plants being treated for bacterial infections. “We found out that antibiotics overuse is very common in agriculture,” explains Mia. “Our aim was to create an alternative to antibiotics and to try to raise awareness of the problem of overusing antibiotics.”Their subsequent research has focused on harnessing bacteriophages, the natural predators of bacteria, to eliminate pathogens threatening food crops treated with antibiotics. At the Schuldorf Bergstraße Jugend forscht MakerLab in Seeheim-Jugenheim, located in the German state of Hesse, they discovered a novel phage that infects the Rhizobium rhizogenes bacterium, which causes the hairy root disease that can reduce yields of tomatoes, carrots, soya beans and other food staples.The students believe their method could curb antibiotic use, while protecting plants from infections without disturbing the natural soil microbiome. “The application of phages is host-specific, so they would only kill the targeted pathogen or disease-causing bacteria,” explains Mia. It may also offer environmental benefits, since applying antibiotics can contaminate groundwater.Getting to this point has not been easy. The childhood friends admit to feeling frustrated when their trials did not yield the expected results. “We spent six months on our first experiment, just doing the same thing over and over and over again, to the point where we thought, is it even worth it? Why are we doing this?” Misha says. “You just need to be brave enough to take that first step and keep going.”The benefits of inquiry-based learningTheir determination has paid off. In 2025, the pair won first prize in biology at Jugend forscht, Germany’s national competition for young people interested in science, technology, engineering and mathematics. They were also among the winners of the German Research Foundation Europa-Preis, which is awarded to selected national winners at Jugend forscht, and took third place in the 2025 European Union Contest for Young Scientists.The Jugend forscht Foundation opens doors for young people to connect with scientists as well as industry professionals. Jessica Bönsch, executive director of the Foundation, sees Misha and Mia as prime examples of how young people can develop a deeper understanding of science through their own research projects. “The experience of working on your own research question is very important,” she explains, adding that “inquiry-based learning engages with real-life problems in a way that can be more motivating than traditional classroom teaching.”The Jugend forscht Foundation offers financial support through sponsor pools in Germany’s federal states. Some projects are developed in cooperation with student research centres, university labs or informal collaborative learning areas called makerspaces. Other activities start as hands-on “garage projects” and can grow within the Jugend forscht network and infrastructure.The Jugend forscht Foundation is also a partner of Science Comes to Town, an EU initiative to strengthen public awareness about science and create bridges between researchers and communities. The EU-financed project involves universities, research institutions and other stakeholders in three host cities — Brest (France), Kiel (Germany) and Split (Croatia).“It's so important for people not to live in a bubble, because I think science can be very scary if you misunderstand it,” Mia says of SCTT. The initiative’s aim of raising awareness about science is “absolutely amazing,” Misha adds. “I think it's the best way to kind of make science digestible for the public. In a world where misinformation in science is getting more radical, more dangerous, becoming more of a threat to the trust in scientific infrastructure and foundations, we need such programmes.”Misha and Mia also believe that SCTT can help break down gender stereotypes in science by encouraging young women to study and pursue careers in scientific fields. Both students have benefited from female mentors and encouragement they had when they were much younger. Mia’s love of science began with a class trip to a lab, while Misha — with a smile on her face — says she wanted to study history until “a teacher kind of coerced me into joining a school science club.”Recognition beyond EuropeIn May, Misha and Mia were among the finalists at the Regeneron International Science and Engineering Fair held in Phoenix, Arizona, and involving nearly 1,700 pre-university students from over 60 countries. “It was very crazy because there were so many people and so many teenagers interested in science,” Mia recalls. The event was also challenging. “It was eight hours of continuously presenting your project,” adds Misha.Attending the fair was a chance for the young women to see first-hand the value of international collaboration as well as how research cultures differ. “America is a bit more willing to take risks, and I think that's something we can learn about here in Europe,” Misha explains. However, she continues, “I think Europe has the talent, has the innovation and has the resources” to be competitive.Misha and Mia plan to continue their phage experiments in the new school year, inspired by the project’s hands-on nature and the support they receive from their supervisors. They have also attracted the interest of professional scientists and received invitations to leading research facilities, including the Centre for Synthetic Microbiology, jointly run by the University of Marburg and the Max Planck Institute for Terrestrial Microbiology in Germany. “It is so cool that we can do something to try to move the world in our school and at this age,” Mia says.After completing secondary school, Mia plans to study microbiology and pursue a career in medical research, focusing on Ebola and other infectious diseases. “This has been my dream for so long,” she says. Her friend Misha is interested in biological research with a focus on medicine. “I've gotten addicted to the process of going to the lab, planning out experiments, then failing, trying again,” Misha says. “I think there's just so much to be discovered, so much to be done.”The students' names and photos were published with the permission of their parents.Science|Business, which connects policymakers, academics and industry through its news reporting, analysis and events, is an SCTT partner.
The new Sangamon Mental Health Board selects Tatyana Gardner to be its first executive director
In a statement, the board said her appointment represents a major milestone as the panel continues building the organizational foundation necessary to carry out its mission.
Octopuses Can Disappear Right Before Your Eyes: Here’s The Incredible Science Behind Their Powers
The octopus rarely stays the same shape or color for long. In the wild, its ability to disappear against a shimmering coral or jagged rockface continues to baffle even the most experienced marine researchers. These creatures transform their appearance not only in an instant, but with a precision that seems logic-defying.
New Jersey Department of Health Celebrates Newborn Screening Awareness Month, Public Health Laboratory Appreciation Month and Continues to Lead Robust Newborn Screening Efforts Statewide
New Jersey Department of Health Celebrates Newborn Screening Awareness Month, Public Health Laboratory Appreciation Month and Continues to Lead Robust Newborn Screening Efforts Statewide
Juvenile arrested after burglary at Chisholm business
Suspect held at Duluth juvenile facility as investigation continues
Brandi Glanville’s Never-Ending Health Battle Gets Yolanda Hadid Assist
Brandi Glanville has received support from her former RHOBH costar Yolanda Hadid as she continues treatment for a mysterious facial condition. The 53-year-old said the issue began after she filmed Rea...
Holland America continues to raise the bar for cruise ship entertainment with 4 new shows on Oosterdam
Last year's "Fosse and Verdon, The Duet That Changed Broadway" was only the beginning of a whole new approach to onboard productions.
Jonathon Brooks returns to injured reserve
Panthers annual injury driven roster shuffle continues
NASA’s Hubble Seeks Lensed Supernova, Marks 200,000 Orbits
NASA’s Hubble Space Telescope completed its 200,000th orbit around Earth on Sept. 19, marking another new milestone for an observatory that continues to
Merck Life Science Expands Bengaluru Manufacturing with €13 Million Investment
Merck Life Science is expanding its manufacturing capabilities in Bengaluru with an investment of approximately €13 million, strengthening the company’s ability to supply critical materials to customers across India and the wider Asia-Pacific region. The expansion at Merck Life Science’s Jigani site in Bengaluru will introduce biological buffer manufacturing alongside the facility’s established chemistry capabilities. The investment is designed to enable faster and more reliable access to critical materials used by customers across research, diagnostics, biotechnology and biopharmaceutical manufacturing. The development further advances Merck Life Science’s “in-region, for-region” approach, under which the company is expanding manufacturing capabilities closer to the markets and customers it serves. By adding biological buffer production in India, the Jigani expansion will broaden the site’s manufacturing capabilities while strengthening Merck Life Science’s regional supply infrastructure for the rapidly developing life sciences sector across India and Asia-Pacific. The company said the expansion reflects both the contribution of its teams and its collaboration with government and industry stakeholders. Merck Life Science acknowledged the support of India’s Department for Promotion of Industry and Internal Trade (DPIIT), the German Embassy New Delhi, and Invest India in helping strengthen life science manufacturing capabilities in the region. The investment comes as India continues to expand its role across pharmaceutical, biotechnology, diagnostics and biomanufacturing value chains, increasing demand for dependable regional access to materials supporting research and manufacturing operations. The Bengaluru expansion reinforces Merck Life Science’s focus on building manufacturing capacity within Asia-Pacific and supporting customers through a more regionalised supply network.
Ernst Names Small Business of the Week, North Lumber & Home Center
Read the release on Sen. Ernst's website HERE. Throughout this Congress, Chair Ernst plans to recognize a small business in every one of Iowa’s 99 counties. RED OAK, Iowa – U.S. Senator Joni Ernst (R-Iowa), Chair of the Senate Small Business Committee, today announced her Small Business of the Week: North Lumber & Home Center of Decatur County. Throughout the 119th Congress, Chair Ernst plans to recognize a small business in each of Iowa's 99 counties. “North Lumber & Home Center has truly gotten to the root of what it means to be a hardworking, dedicated small business” said Chair Ernst. “For more than four decades, this family-owned and operated business has continued to branch out by providing quality services and staying actively engaged in its community.” In 1980, current owner Sally Dykes and her family purchased North Lumber. As the family continued to expand their inventory and operations to better serve its customers, they renamed the business to North Lumber & Home Center. In 2002, they opened a second store in Lamoni, Iowa. Today, Sally continues to run the lumberyard and building materials supplier business alongside her son, Tony Dykes. Stay tuned as Chair Ernst continues to recognize outstanding Iowa small businesses with her Small Business of the Week award. ###
The mental health of high school students continues to improve from the lows of the COVID-19 pandemic
But teen girls continue to struggle more with persistent sadness, hopelessness and suicidality than young men, new CDC data shows.
Situation Report No.11: Earthquakes in Venezuela 2026 (M7.2 and M7.5)
Nearly three months after the 24 June 2026 earthquakes in Venezuela, the response has moved into early recovery while sustaining essential emergency operations. Efforts now center on maintaining continuity of care across mental health, sexual and reproductive health, maternal and neonatal care, NCDs, and rehabilitation, alongside restoring affected facilities, supporting transitional camps, and strengthening Health Cluster coordination as Emergency Medical Teams and international partners withdraw. Health system recovery is advancing, with 16 ASICs and 356 health facilities assessed (61% operational) and rehabilitation progressing under CERF, CFE and US funding, while fluctuating electricity, medication refrigeration and emergency-generator gaps continue to challenge the safe continuity of essential health services. Public health surveillance and prevention remain active, with 47,145 cumulative vaccine doses administered and 556 health professionals trained, while intensified surveillance in La Guaira and Miranda and mounting environmental risks from tropical rains and heatwaves continue to require sustained vector-control and water/sanitation action. Contraception remains the most consistent unmet need across assessed shelters, particularly among adolescents and young women, while mental health needs continue to rise across the transitional camps amid limited supplies and specialized personnel. PAHO/WHO continues to support the response with critically needed medical supplies and medicines, having shipped 46.6 metric tons to Venezuela to date, benefiting 72 actors and reaching 117,714 people with treatment through PAHO and partner donations, while sustained technical and logistical support to the Ministry of Popular Power for Health (MPPS) has strengthened the national supply chain and ensured the continuity of health services through the coordination, reception, and mobilization of international donations of essential medical products.
Motorola's Android 17 rollout is bringing a helpful feature to more devices
As Motorola continues its roll out of Android 17, the brand is also expanding access to this helpful feature.
Earth Science Tech’s (ETST) Uplist to OTCQB Venture Market Continues Series of Milestones in Fiscal 2027
Austin, Texas, September 22nd, 2026, FinanceWireEarth Science Tech (OTCQB: ETST), a strategic holding company in the healthcare, pharmacy, and telemedicine sector, successfully uplisted to the OTCQB Venture Market effective September 17, 2026. The listing on OTCQB, an established public market for…
Flyers and NexGen Hyperbaric Announce Multi-Year Partnership Extension
Extension Builds on Multiple Seasons of Experience and Continues Flyers' Commitment to True Medical-Grade Hyperbaric Oxygen Therapy for Player Health, Recovery and Performance.
When Health Uncertainty Follows You to Work: The Hidden Labor of Staying Functional
Prolonged health uncertainty does not always stay in clinics or medical appointments. It can become part of everyday life, shaping work, relationships, identity, and the ability to imagine the future even when a person continues to function outwardly.
When Health Uncertainty Follows You to Work: The Hidden Labor of Staying Functional
Prolonged health uncertainty does not always stay in clinics or medical appointments. It can become part of everyday life, shaping work, relationships, identity, and the ability to imagine the future even when a person continues to function outwardly.
Liverpool's Search For A New Sporting Director Continues as Top Candidates Emerge
Liverpool are stepping up their hunt for a new sporting director following the departure of Richard Hughes at the start of the month, with two names in particular being linked with the high-profile role.
The Green Bay Packers receive intriguing Micah Parsons return scenario
The Green Bay Packers enter Week 3 at 1-1 as the Atlanta Falcons visit Lambeau Field, while Micah Parsons continues his recovery from last season’s torn left ACL. His return date remains uncertain, and the same can be said for Jayden Reed following his frightening Week 2 injury. Peter Bukowski of Locked On Packers pointed [...]
Cade Smith takes consistent, disciplined approach to mound for Guardians
Closer Cade Smith continues to take a consistent and disciplined approach to the mound for the first-place Cleveland Guardians.
Hiscox USA names a new finance chief from Liberty Mutual
The hire comes as Hiscox USA continues expanding its specialty insurance platform
iOS 27.2 beta 2 reveals new details about anti-snatching feature
Apple continues to work on a feature that automatically locks an iPhone when it detects that the device has been snatched from its owner’s hand.
Mamdani hosts Trump at Gracie Mansion as unlikely rapport continues
The two leaders have traded insults but forged an unusually cordial personal relationship, with regular calls and texts.
Giants' Rookie Continues His Development
San Francisco Giants rookie Matt Wilkinson put in perhaps his best start on Sunday against the Los Angeles Dodgers.
Drew Lock lights up Arizona in Week 2
Drew Lock continues to shine to begin 2026 with three scores in Week 2 vs. Arizona.
Zelensky said Trump agrees to speak in New York for diplomatic meeting
Ukrainian President Volodymyr Zelensky announced plans for a high-stakes meeting with President Donald Trump in New York. As the Ukraine-Russia war continues for more than four years, the U.S. has provided support valued at billions. Zelensky and Trump have had a strained relationship as the U.S. president balances relations with Ukraine and Russian leader Vladimir […]
PHOTOS: Scenes from the 2026 Gwinnett County Fair
The Gwinnett County Fair continues this week at the Gwinnett County Fairgrounds.
Carrot Top Breathing on His Own as Rep Shares Major Health Update
Scott Thompson, known professionally as Carrot Top, is awake and breathing on his own while he remains hospitalized in Las Vegas. His representative said the comedian continues to receive close medica...
Trump 'grand conspiracy' probe continues with subpoenas after prosecutor's exit
Investigators face not only legal hurdles and personnel upheaval but an impatient White House after more than a year of fits and starts
St. Johns County adds hospital and medical offerings as region continues to grow
UF Health and Baptist Health will open hospitals and medical facilities next week, with more expansion ahead for those systems and other healthcare companies.
Kolo Muani says Juventus showed the right mentality against Atalanta
Randal Kolo Muani is proud of the mindset Juventus showed as they beat Atalanta 2-0 in Serie A this weekend, and he hopes that mentality continues.Juventus performed well in their midweek match agains...
You can now claim your payout from Apple’s $250 million Siri settlement
The major class action lawsuit against Apple over Siri and Apple Intelligence delays continues to progress. Apple is expected to...
What Mikel Arteta thinks about allowing Madueke to leave Arsenal
Noni Madueke has been linked with a January move away from Arsenal, and the attacker could be open to leaving as he continues to struggle for regular game time.Given their performances this season, it...
Alan Ritchson’s 2nd 2026 Box Office Flop Continues To Crash Amid Reacher Success
Alan Ritchson is riding high on streaming, but the big screen is telling a different story. His action-thriller has managed just $13.1 million worldwide since opening on September 11. It is the second...
Bucs Rookie LB Trotter Continues Hot Start to NFL Career
The Tampa Bay Buccaneers have quickly found their top linebacker of the future in Josiah Trotter, who has arguably been the best player on the team through two weeks.
Bucs Rookie LB Trotter Continues Hot Start to NFL Career
The Tampa Bay Buccaneers have quickly found their top linebacker of the future in Josiah Trotter, who has arguably been the best player on the team through two weeks.
NYC Health expands Legionnaires' disease outreach area in South Bronx as testing continues
The NYC Health Department is expanding its South Bronx Legionnaires' disease outreach into two additional ZIP codes following a recent uptick in cases.
Roma’s Wesley out of Brazil squad after thigh strain
Wesley’s difficult relationship with the Brazil national team continues, with the Roma full-back withdrawing from Carlo Ancelotti’s squad through injury.According to Corriere dello Sport, the Braz...
☀️ Estupinan starts, Soulé frustrated, Koop benched: morning news
The fifth round of Serie A continues on the day that will then lead into the long break for international duty.Watch the entire Serie BKT live with LaB Channel on OneFootball: subscribe for just €9....
Charlie Becker Continues To Dominate As Indiana Rolls
Through three games, Indiana wide receiver Charlie Becker has been virtually unguardable.
Betts' Offensive Barrage Leads Dodgers to Series Win Over Giants
Mookie Betts continues his hot hitting for the Los Angeles Dodgers with a four-hit day in the win against the San Francisco Giants.
Tennessee Cruises Past Kennesaw State to Stay Perfect
The Tennessee Volunteers continued their strong start to the 2026 season Saturday night, cruising past Kennesaw State 42-9 at Neyland Stadium. The No. 15 Volunteers improved to 3-0 with the victory, wrapping up their nonconference schedule undefeated and setting up a massive matchup with No. 1 Texas next weekend. Faizon Brandon Continues to Impress Freshman…
Cam Schlittler Gets Great Sign For Entering AL MVP Race
Second year pitcher Cam Schlittler is the strong American League Cy Young candidate, but he may have a chance at another award. The New York Yankees ace continues to add to the great body of work and saw his ERA dropping below 2.00 in recent weeks. Schlittler has an outside chance at the AL MVP […] The post Cam Schlittler Gets Great Sign For Entering AL MVP Race appeared first on HEAVY.
Columbia football continues hot start with overwhelming win against Amsterdam
The Blue Devils got four touchdown passes and 301 yards through the air from senior quarterback Tyler Connolly in a 42-8 victory over Amsterdam.
Carter Jensen sets Royals rookie record for home runs
The young core of the Kansas City Royals continues to shine this season.
Massachusetts labor union endorses nearly all incumbents as businesses, workers flee
The Massachusetts AFL-CIO is endorsing 14 of 15 incumbents in major state and federal races in the general election as a massive outmigration of businesses and working-aged residents continues.
Giants Prospect Continues Hot Stretch
Bo Davidson has carried his breakout from August into September for the San Francisco Giants.
Ed Sheeran's PA Concert Undergoes Major Change Amid Macklemore Controversy
Ed Sheeran's Saturday, September 19, Loop Tour concert in Philadelphia will feature a major change as the singer continues to face backlash.
Thousands join protest outside Kennedy Center, expressing concern that Trump might tear it down
Friday's event followed a tumultuous week in federal courts in Washington where filings and counter-filings flooded the courts as the administration continues pushing for the president’s vanity projects.
Enjoy Mud Hens Opening Day, Walleye game, and Hensville entertainment all in one
Some days bring Toledo together. This one brings the entire city downtown. On Friday, March 26, 2027, we're launching the first-ever Fins and Feathers Festival. It all starts with Mud Hens Opening Day, continues with live music and entertainment throughout Hensville, and concludes with a Toledo Walleye game that night.
NFL Week 2 fantasy flex rankings: Top streamers, starts
The versatile Christian McCaffrey continues to be a top starter in NFL Week 2 fantasy football rankings.
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.
Pennsylvania health officials urge early measles vaccinations as outbreak grows
Pediatricians are urging families to vaccinate their children against measles earlier than usual as Pennsylvania continues to see rising case counts.
Luminis Health faces class-action lawsuit as cyberattack exposes patient data
As Luminis Health continues working to restore systems disrupted for weeks by a cyberattack, the health network is now facing a proposed class action lawsuit fr
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
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
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.
Tech stocks today: Apple's iPhone 18 Pro goes on sale, AI safety debate continues
Tech stock news for the week of Sept. 14.
Penelope Health raises $100M from Matt Holt's Thoreau, others
Thoreau continues to build its arsenal.
Republican candidates' appearance at a USF football game sparks debate
Ahead of Saturday’s game against Delaware State, the presence of two Republican candidates at USF's home opener two weeks ago continues to spark a conversation about state universities hosting political candidates.
La U already working to keep Aránguiz
Universidad de Chile is clear about its plans for Charles Aránguiz, who continues to keep the club uncertain about his future.As journalist Cristián Caamaño reported on Puntapié Inicial on Radio A...
Denver Fair features rides, food, live entertainment, agricultural exhibits and more [photos]
The Denver Fair kicked off Tuesday, bringing rides, food, live entertainment, agricultural exhibits and more to Denver Memorial Park at 801 Main St. The fair continues 10 a.m. Friday and
Business Profile: Crust & Co. continues to build connections with community
Crust & Co. is about to mark one year since opening in Hopkinton. Owner Ryan Dion continues to emphasize community service and connection while
Rodo Sayagues Signs With Brillstein Entertainment Partners (EXCLUSIVE)
Filmmaker Rodo Sayagues has signed with Brillstein for management. He continues to be represented by WME and attorney Karl Austen.
Cowboys LB DeMarvion Overshown’s health continues to be a major concern
Health is already a tricky thing for the Cowboys.
Android Bench 2.0 focuses on long-horizon tasks, agent evaluations
Google’s development of Android Bench continues today with a version 2.0 that reflects how AI can handle more complex development tasks.
Oregon defensive line is dramatically underachieving before USC game
Oregon's defensive line was supposed to be elite, but the Ducks have been surprisingly impotent up front. USC hopes that continues
Buccaneers vs. Browns: Initial injury report for Week 2
The Tampa Bay Buccaneers opened preparations for their Week 2 matchup against the Cleveland Browns with a relatively light injury report Wednesday. Safety Miles Killebrew was limited as he continues to work through the concussion protocol, while cornerback Jacob Parrish was also limited with a back injury. The encouraging news for Tampa Bay came with […]
Hard Rock Hotel & Casino Atlantic City Named Among Nation's Best for Dining and Entertainment
(ATLANTIC CITY, NJ) -- /PRNewswire/ -- Hard Rock Hotel & Casino Atlantic City continues to position itself as a premier destination for award-winning dining and world-class entertainment, earning national recognition across several of its signature venues. From Kuro's acclaimed Japanese cuisine and Il Mulino's Old-World Italian fare to the star-studded performances at Hard Rock Live at Etess Arena, the resort's culinary and entertainment offerings continue to garner praise from leading industry and consumer publications.
SEMO District Fair beats heat, continues through weekend
Despite the heat, the SEMO District Fair draws regional crowds to Cape Girardeau, with grandstand events continuing through Saturday night.
Google doubles down on today's preview builds with Android 17 QPR2 Beta 5
Android 17 QPR1 just had its stable release earlier this week, but development continues on QPR2, with Beta 5 now landing.
Google rolling out Android 17 QPR2 Beta 5 for Pixel
The two-week update cycle continues with Google rolling out Android 17 QPR2 Beta 5 for Pixel devices today...
Bendon continues strategic expansion; acquires Hinkler's North American business
Hinkler’s Australian and international operations are not part of the transaction and will continue to operate independently under existing ownership.
Barcelona star continues red-hot scoring streak 📈
Raphinha has provided a serious threat for Barcelona early in the new campaign. The Brazilian attacker came into Wednesday's LaLiga clash against Racing Santander in sensational form.In his opening si...
Omaha sports bar owner honors sister’s memory during Nebraska-Creighton volleyball match
Owner says demand for spaces to watch women’s sports continues to grow.
See the latest measles count for the Pennsylvania outbreak
The state’s measles outbreak continues to grow.
Playoff Countdown: Griezmann sparks Orlando, RSL slide continues
By J. Sam JonesWe’re nearly 75% of the way through the 2026 MLS season.Yep, that’s right. It’s already almost the end of the season, the end of the year and time is moving faster than ever. But...
Kaiser Permanente leads the nation in top-rated health plans
/PRNewswire/ -- Kaiser Permanente continues to provide some of the highest-rated health care in the nation. In the 2026 National Committee for Quality...
Hard Rock Hotel & Casino Atlantic City Named Among Nation's Best for Dining and Entertainment
/PRNewswire/ -- Hard Rock Hotel & Casino Atlantic City continues to position itself as a premier destination for award-winning dining and world-class...
Gray knows the consequences if slump continues
The lack of consistency from Hibs is alarming, but not a surprise. Tuesday night's home defeat by Kilmarnock - Hibs' third successive league loss and sixth in a row at home in the Premiership - came after one of the poorest performances at Easter Road I can remember in recent years. The statistics show Hibs dominated possession and had more shots on goal than Kilmarnock, but they rarely troubled Max Stryjek in the visitors' goal.
Cumberland County Schools Business Operations earns Meritorious Budget Award for third consecutive year
Cumberland County Schools continues to demonstrate strong fiscal leadership as the district’s Business Operations Department has earned the 2026–2027 Meritorious Budget Award from the Association of School Business Officials International for the third consecutive year.The national recognition honors excellence in budget preparation and presentation, highlighting the department’s commitment to transparency, accountability and sound financial practices. The award is presented following a rigorous peer review by experienced school finance professionals who evaluate district budgets against nationally recognized standards.“This recognition reflects the leadership of the Cumberland County Board of Education and Superintendent Dr. Eric C. Bracy, along with the hard work of our Business Operations team,” said Jay Toland, associate superintendent of Business Operations, in a press release. “We take pride in using public funds wisely and making our budget clear and accessible so our community can see how those resources support student success.”ASBO International’s award program promotes budget documents that are comprehensive, accessible and informative for families, staff and community members.“An effective school budget is more than just numbers—it’s a vital tool for building trust and engaging the community,” said Executive Director of ASBO International Jim Rowan in a press release. “The Meritorious Budget Award recognizes districts like Cumberland County Board of Education that prioritize financial clarity and accountability.”
The Most Anticipated Football Matches in Azerbaijan
Azerbaijani football faces an unusual autumn. Sabah is entering the Champions League league phase for the first time; the national team has four matches packed into late September and early October, and the domestic championship continues around both schedules. Sabah Opens Its Campaign at Old Trafford Sabah starts the Champions League league phase against Manchester […] The post The Most Anticipated Football Matches in Azerbaijan appeared first on The Rugby Paper.
Sakurai Believes Industry Will "Slowly Die" Without Innovation As He Discontinues Game Designers Award
"We always need new discoveries"
Nebraska volleyball prepares for I-80 showdown
Husker volleyball continues with their winning streak as they kickoff the 2026 season. Despite the slight hiccup in the first set against Georgia Tech, Nebraska came back to win the next three sets. Coming up this Wednesday, the Huskers will take on Creighton.
Top insurance official recommends task force for studying Idaho's most critical healthcare issues
The Idaho Legislature continues to study the state’s health insurance system before reconvening for the 2027 legislative session.
Walmart to test health ambassador program in rural stores
Walmart continues to find ways to build and expand its healthcare business. The efforts, which include store pharmacists, telehealth options for Walmart+ members, now include testing a health ambassador role...