SCROLL NEWS / DISCOVERY
Search headlines
Find the stories shaping the conversation.
Results for " Grams " 1,599 found 🔀 AI-powered Shuffle
Business Brief: neonFROG wins regional Lantern Awards for client work
Two projects led by neonFROG team members were recognized with Lantern Awards for top projects and programs in the Southern Public Relations Federation.
USC has one of best business programs in US, according to US News & World Report
A business program at the University of South Carolina was ranked the best in the country once again, US News & World Report says.
Breast Cancer Research Foundation launches $100M venture fund with radiologist startup scoring 1st investment
BCRF’s first venture funding is going to Clairity Inc., which uses AI to analyze routine mammograms and predict a woman’s five-year risk of developing cancer.
Catching up with: Ginger Ewing, executive director of Terrain
Terrain, the nonprofit arts organization that began as a one-off event nearly two decades ago, is entering a new era of growth as it expands its staff, programs, and economic impact on Spokane’s creative community.
Cuyahoga County Board of Developmental Disabilities kicks off levy campaign
Without more funding, officials with the Cuyahoga County Board of Developmental Disabilities predict they'll have to start making cuts to programs in the next two years.
Bipartisan bill would expand federal maternal health programs, research and rural care
The Mothers and Newborns Success Act would put more federal money into maternal care.
Hospitals Spend Millions to Settle With Trump on Trans Care
At least six hospitals have chosen to close programs and take penalties rather than uphold gender-affirming care for minors.
The American announces Memphis attendees for American Tipoff
The American announced on Tuesday that the 2026 American Tipoff will be held in Tampa, Florida on October 11-12. The event will cover both the men’s and women’s programs in the conference over the two days.
Health foundations, UP organizations discuss programs to improve aging in the UP
Last year, 14 U.P. organizations received funding to support aging adults and their caregivers. On Wednesday, they met up to share updates about new initiatives for the region.
Health Care Partnership outlines workforce progress
More local nursing graduates are staying in the region, according to officials offering an update on the progress of the New Hanover Healthcare Career Partnership at a public forum last night. According to Jack Watson, dean of UNCW’s College of Health & Human Services, the number of UNCW nursing graduates choosing to remain in the area after graduation has climbed from 27% to the mid-40% range. The New Hanover Healthcare Career Partnership aims to address the region’s healthcare worker shortage, with a key focus on nursing through strategic partnerships between UNCW, Cape Fear Community College (CFCC), New Hanover County Schools and the Wilmington Chamber of Commerce Foundation. "Each of the partners had pathway programs,” said Watson, “but they were almost at times done in a silo." One of the New Hanover Community Endowment's largest commitments to date, the collaborative received a $22.3 million grant in 2023, to be disbursed over three years, beginning in 2024. At the public forum, leadership addressed the nursing bottleneck created by the pandemic, and Laurie Whalin, president of the Novant Health Coastal Region, acknowledged that Novant Health had relied heavily on travel nurses during that period, with travel nurses making up about 47% of staff and nursing turnover at 35% at the height of the pandemic. "I can say we are in a tremendously different place today,” Whalin said at the forum. The number of travel nurses employed by the Novant Health Coastal Region has dropped to around 100 today, which Whalin says accounts for less than 4% of the workforce. Roughly two years into the grant term, major stakeholders in the collaboration pointed to various accomplishments tied to the initiative. According to Stephen Hill, vice president of talent development with the Greater Wilmington Chamber of Commerce, 250 more nurses live in New Hanover County in 2026 than in 2023. Whalin added that between 2021 and 2025, the Novant Health Coastal Region has hired close to 1,200 registered nurses. Additionally, according to Whalin, over the past two years, hiring and retention of nursing graduates from UNCW increased by 103%, while hiring and retention of nursing graduates from CFCC increased by 70%. Mandy Mills, director of career & technical education at New Hanover County Schools, pointed to the launch of its first Health Sciences Academy program, established across the county's four traditional high schools (Hoggard High School, Laney High School, Ashley High School and New Hanover High School), which started with 38 students last year. Mills also pointed to growth in the district’s Nursing Fundamentals course, which grew from 10 seats in 2023 to 50 in 2025-2026 and is now offered at all four traditional high schools. Watson emphasized the growing nursing class sizes and offered an update on the school’s accelerated nursing degree, which launched last year. Eleven students graduated in the first class, and all passed their boards on the first try, Watson said. This year’s class has 24 students. When the endowment announced its $22.3 million grant for the collaborative in 2023, UNCW and CFCC were each slated to receive the bulk of the funds, at about $10 million each. UNCW’s plans for the grant money included expanding its simulation lab, Watson said. He added that construction is expected to begin on the simulation lab this year and will likely extend through next year. According to Mary Ellen Naylor, dean of Health & Human Services at CFCC, the college has experienced growth in its associate degree nursing retention, rising from 59% in 2023 to 76% for the May 2026 class. CFCC used part of its endowment funding to support wraparound services, including a housing stipend, tuition assistance, exam assistance, emergency assistance, drop-in daycare and clinical and educational supplies. "We have very strong … students, but once they get into the program, there are competing priorities,” Naylor said. “They are working multiple jobs. They have children. They're single parents." According to Naylor, in 2026, 94% of students who used support services are still enrolled or have graduated. Addressing a question from an audience member about an approaching “enrollment cliff,” driven largely by dropping birth rates, Watson and Naylor said demand remains strong at both schools. “Right now … we do have more applicants than we have spots in our nursing program, and it is still a competitive process to get into,” Watson said. “I do not foresee that changing.” "(We've) doubled enrollment in our nursing programs over the last few years, but just as Dean Watson said, we still have very robust applicant pools, so it is still very competitive to get in,” Naylor said. "We have the applicant pool to support that, but again, it's not as easy as just saying, 'Okay … we're going to take another 90 students.' It's making sure all the resources and infrastructure that we need to educate the students outside the classroom is there as well." In response to a question about applying the collaborative model to other healthcare positions besides nursing, Sophie Dagenais, CEO and president of the endowment, said she sees the potential for the model to expand to other healthcare jobs and even other industries, but that the endowment hopes to learn from this model first. “This is a grant that is in year two of three years, and first we wanted to learn what is this going to demonstrate, what will we learn and then how may we scale it possibly,” she said. According to endowment spokesperson Amber Rogerson, funds for the program are set to expire after June 2027. “It's too early to discuss what happens after that,” wrote Rogerson in an email, “though we know the partners are considering the future, and some of the work supported by the grants is now built into their regular operations.”
Health Care Partnership outlines workforce progress
More local nursing graduates are staying in the region, according to officials offering an update on the progress of the New Hanover Healthcare Career Partnership at a public forum last night. According to Jack Watson, dean of UNCW’s College of Health & Human Services, the number of UNCW nursing graduates choosing to remain in the area after graduation has climbed from 27% to the mid-40% range. The New Hanover Healthcare Career Partnership aims to address the region’s healthcare worker shortage, with a key focus on nursing through strategic partnerships between UNCW, Cape Fear Community College (CFCC), New Hanover County Schools and the Wilmington Chamber of Commerce Foundation. "Each of the partners had pathway programs,” said Watson, “but they were almost at times done in a silo." One of the New Hanover Community Endowment's largest commitments to date, the collaborative received a $22.3 million grant in 2023, to be disbursed over three years, beginning in 2024. At the public forum, leadership addressed the nursing bottleneck created by the pandemic, and Laurie Whalin, president of the Novant Health Coastal Region, acknowledged that Novant Health had relied heavily on travel nurses during that period, with travel nurses making up about 47% of staff and nursing turnover at 35% at the height of the pandemic. "I can say we are in a tremendously different place today,” Whalin said at the forum. The number of travel nurses employed by the Novant Health Coastal Region has dropped to around 100 today, which Whalin says accounts for less than 4% of the workforce. Roughly two years into the grant term, major stakeholders in the collaboration pointed to various accomplishments tied to the initiative. According to Stephen Hill, vice president of talent development with the Greater Wilmington Chamber of Commerce, 250 more nurses live in New Hanover County in 2026 than in 2023. Whalin added that between 2021 and 2025, the Novant Health Coastal Region has hired close to 1,200 registered nurses. Additionally, according to Whalin, over the past two years, hiring and retention of nursing graduates from UNCW increased by 103%, while hiring and retention of nursing graduates from CFCC increased by 70%. Mandy Mills, director of career & technical education at New Hanover County Schools, pointed to the launch of its first Health Sciences Academy program, established across the county's four traditional high schools (Hoggard High School, Laney High School, Ashley High School and New Hanover High School), which started with 38 students last year. Mills also pointed to growth in the district’s Nursing Fundamentals course, which grew from 10 seats in 2023 to 50 in 2025-2026 and is now offered at all four traditional high schools. Watson emphasized the growing nursing class sizes and offered an update on the school’s accelerated nursing degree, which launched last year. Eleven students graduated in the first class, and all passed their boards on the first try, Watson said. This year’s class has 24 students. When the endowment announced its $22.3 million grant for the collaborative in 2023, UNCW and CFCC were each slated to receive the bulk of the funds, at about $10 million each. UNCW’s plans for the grant money included expanding its simulation lab, Watson said. He added that construction is expected to begin on the simulation lab this year and will likely extend through next year. According to Mary Ellen Naylor, dean of Health & Human Services at CFCC, the college has experienced growth in its associate degree nursing retention, rising from 59% in 2023 to 76% for the May 2026 class. CFCC used part of its endowment funding to support wraparound services, including a housing stipend, tuition assistance, exam assistance, emergency assistance, drop-in daycare and clinical and educational supplies. "We have very strong … students, but once they get into the program, there are competing priorities,” Naylor said. “They are working multiple jobs. They have children. They're single parents." According to Naylor, in 2026, 94% of students who used support services are still enrolled or have graduated. Addressing a question from an audience member about an approaching “enrollment cliff,” driven largely by dropping birth rates, Watson and Naylor said demand remains strong at both schools. “Right now … we do have more applicants than we have spots in our nursing program, and it is still a competitive process to get into,” Watson said. “I do not foresee that changing.” "(We've) doubled enrollment in our nursing programs over the last few years, but just as Dean Watson said, we still have very robust applicant pools, so it is still very competitive to get in,” Naylor said. "We have the applicant pool to support that, but again, it's not as easy as just saying, 'Okay … we're going to take another 90 students.' It's making sure all the resources and infrastructure that we need to educate the students outside the classroom is there as well." In response to a question about applying the collaborative model to other healthcare positions besides nursing, Sophie Dagenais, CEO and president of the endowment, said she sees the potential for the model to expand to other healthcare jobs and even other industries, but that the endowment hopes to learn from this model first. “This is a grant that is in year two of three years, and first we wanted to learn what is this going to demonstrate, what will we learn and then how may we scale it possibly,” she said. According to endowment spokesperson Amber Rogerson, funds for the program are set to expire after June 2027. “It's too early to discuss what happens after that,” wrote Rogerson in an email, “though we know the partners are considering the future, and some of the work supported by the grants is now built into their regular operations.”
Iowa Hospital Association creates cybersecurity leadership role
Brice Jager has joined the Iowa Hospital Association as vice president of cybersecurity, a newly created position focused on strengthening cybersecurity programs and support for Iowa hospitals and healthcare organizations. Jager will lead the association’s operational and technical cybersecurity program, including security operations, governance and risk management. He most recently served as information security officer…
ESPN predicts Memphis basketball’s floor and ceiling
On Tuesday, ESPN’s Myron Medcalf predicted the floor and ceiling for 13 mid-major programs, including the Tigers. Medcalf predicts a floor of 15 wins and a ceiling of 19 wins for Penny Hardaway’s team.
These 6 Grant Programs Offer Chicago Small Businesses Up to $5.2 Million
Entrepreneurs in the Windy City are eligible for a number of grant programs. Here are six to know about.
Cosmo's Corner: More Science, Please!
Cosmo the Library Cat announces upcoming science and farm animal programs at Grand County Public Library this September.
Health and Human Services seeks community input to inform programs and services
In April, Coconino County Health and Human Services (CCHHS) launched the Community Health Needs Assessment (CHNA) survey to help identify the health priorities, community needs, strengths and risk fac
Washburn University Forensic Science Programs team up with the KBI for National Forensic Science Week
TOPEKA (KSNT) – It’s National Forensic Science Week, and the Kansas Bureau of Investigation (KBI) is teaming up with Washburn’s forensic science programs to kick off the festivities. Students at Washb...
Nearly $17 million awarded to expand mental health and addiction services across Kentucky
Kentucky has secured nearly $17 million in federal grants for 988 crisis services, youth mental health programs and addiction recovery support.
STC Sees 12% Jump in Dual Credit Students
South Texas College’s nationally recognized Dual Credit Programs is celebrating a 12% enrollment increase for the 2026-2027 academic year - a milestone that represents advances in college readiness for students across Hidalgo and Starr Counties.
Florida State’s roster overhaul gets harsh early grade by 247 Sports
247Sports’ Cody Nagel gave Florida State the lowest grade among Power Four programs with 50-plus newcomers after a 1-2 start.
Texas A&M undergraduate engineering programs improve in national rankings
The College of Engineering and eight of its undergraduate engineering programs earned top 10 rankings among public institutions.
Rice rises to No. 16 in US News rankings as engineering, business programs climb
Rice has climbed one spot to No. 16 in the nation in U.S. News & World Report’s Best Colleges rankings, with the university also earning top 10 recognition for value, undergraduate teaching and student experience.
Police, fire, EMT and mental health: How one city is leading the charge to reshape 911
Alternative response programs, where mental health clinicians respond to 911 calls instead of police, have proliferated since George Floyd's murder. What does it take to do this work well?
Police, fire, EMT and mental health: How one city is leading the charge to reshape 911
Alternative response programs, where mental health clinicians respond to 911 calls instead of police, have proliferated since George Floyd's murder. What does it take to do this work well?
Police, fire, EMT and mental health: How one city is leading the charge to reshape 911
Alternative response programs, where mental health clinicians respond to 911 calls instead of police, have proliferated since George Floyd's murder. What does it take to do this work well?
UCF’s Guidance Earned Daunte Culpepper’s Commitment in 1995
While elite programs vanished as his grades plummeted, a lone coach’s academic roadmap inspired the future NFL star to choose loyalty over prestige and rewrite record books.
New facility at K-State brings grain, food and animal science together
K-State's Western Star center brings grain, food and animal science programs together for research and hands-on education.
Texas Longhorns offer rising ACC LB commit
Texas is still without a linebacker prospect in its 2027 recruiting class. On Monday, the Longhorns dished out an offer to a new target that’s currently committed elsewhere. Prattville (Ala.) three-star LB Jason Crenshaw plays for one of the top high school football programs in Alabama. Back in June, amidst official visit season, he made […]
NYC Health + Hospitals’ Dental Residency Program Wins Highest Recognition in Dental Education
New York, NY – NYC Health + Hospitals today announced its system-wide dental residency programs received the 2027 William J. Gies Award for Eminence in
Access Health CT Revises Open Enrollment Dates For 2027
Access Health CT is Connecticut’s official health insurance marketplace, where residents can shop, compare and enroll in health and dental plans. It is also where eligible customers can get financial help and enroll in low or no-cost insurance through HUSKY Health Programs (Medicaid and the Children’s Health Insurance Program (CHIP)) or the Covered CT Program
Private, public universities develop medical science doctoral programs
Des Moines University has launched a doctor of medical science program, with the University of Iowa set to do the same next year.
Aboard the Lake Guardian, Scientists Search for Clues About the Great Lakes’ Health
One of the longest-running lake monitoring programs provides data critical for researchers and resource managers.
Columbia Ability Alliance launches Giving Blitz
Columbia Ability Alliance is launching its annual Giving Blitz today. The five-day event seeks to raise money for the nonprofit’s programs.
$27,000 raised to support mental health awareness and local mental health programs
NAMI Northern Nevada has put on this event for two consecutive years.
HCA Healthcare (HCA) Acquires a Healthcare College. Can Training Capacity Improve Staffing?
HCA Healthcare, Inc. (NYSE:HCA) announced on September 15 that it had completed its acquisition of The College of Health Care Professions. The institution serves more than 8,000 students annually through 10 Texas campuses and online programs, offering more than 20 accredited healthcare programs. For HCA Healthcare, Inc. (NYSE:HCA), the opportunity is to connect education more […]
Ruth Patrick Science Education Center returns with SEED STEM Festival
AIKEN — The Ruth Patrick Science Education Center’s 41st annual SEED STEM Festival was held at the University of South Carolina Aiken on Sept. 19, and director of special programs John Hutchens said t...
Business Bash connects students with campus clubs and career opportunities
Students gathered in the Schneider Hall courtyard Sept. 17 to explore business-focused Registered Student Organizations (RSOs), departments, majors, study abroad programs and career resources at the annual Business Bash hosted
WBNS 10TV
From its founding in 1949, WBNS-10TV has strived to bring to central Ohio the highest quality news and entertainment programming, while utilizing the best in television technology. WBNS is the most-watched news channel in central Ohio, delivering 24-hour news, CBS programming and sports, top-rated syndicated programs and award-winning local programming. WBNS stands on the cutting edge of television broadcasting as it has since its inception. On television, online and on the go, 10TV News is Central Ohio's News Leader. WBNS is part of TEGNA, a publicly traded local media company dedicated to serving the greater good of our communities.
Vandalia Health to host nursing expo in Fairmont
Vandalia Health will host a free nursing expo Sept. 23 in Fairmont for nursing students and recent graduates. Attendees can explore jobs, externships, residency programs, education benefits and professional development opportunities.
Business briefs
NEW TO BOARD: The Autism Society of Mahoning Valley recently named four new members to its board of directors. The new board members bring diverse professional experience in human resources, healthcare, workforce and economic development, and real estate, strengthening the Autism Society’s leadership as it expands programs, partnerships, community engagement, and resources for individuals and […]
Business briefs
NEW TO BOARD: The Autism Society of Mahoning Valley recently named four new members to its board of directors. The new board members bring diverse professional experience in human resources, healthcare, workforce and economic development, and real estate, strengthening the Autism Society’s leadership as it expands programs, partnerships, community engagement, and resources for individuals and […]
Watch: Rouse vs. Cedar Ridge football live
Two Raider football programs meet in Week 4 as Cedar Ridge hosts Rouse at Kelly Reeves Athletic Complex for a nondistrict showdown.
Cattleman’s Ball honoree Nyle Maxwell discusses journey of reorienting his business toward philanthropy
Former Round Rock Mayor and car businessman Nyle Maxwell is this year’s honoree at the Cattleman’s Ball in recognition of his philanthropic efforts and legacy in Williamson County. The Williamson Museum fundraiser will take place at Kalahari Resorts & Conventions in Round Rock and will feature live entertainment, food and an auction to support the museum’s educational programs. The event takes place from 6:30-9:30 p.m. on October 15.
Sacramento receives $6 million state grant for cannabis enforcement, public health and youth programs
The City of Sacramento has received $6 million in state funding to expand efforts to address illicit cannabis activity while supporting public health education and youth development programs. The Sacramento City Council on Tuesday authorized the City to accept the Proposition 64 Public Health and Safety Grant from the California Board of State and Community […]
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.
Giving Back Is Good Business For Cannabis Retailers
Three cannabis retailers reveal how charitable giving programs are boosting customer loyalty, retention and revenue — and why purpose-driven business is paying off.
Giving Back Is Good Business For Cannabis Retailers
Three cannabis retailers reveal how charitable giving programs are boosting customer loyalty, retention and revenue — and why purpose-driven business is paying off.
UNCW grad returns to New Hanover to offer healthy-living programs
New Hanover County extension agent Allison Mattocks shares how the 'Med Instead of Meds' program promotes health.
Opponent Defensive Preview: Eastern Washington Eagles
Wrapping up our non-conference schedule, the Huskies host the Eastern Washington Eagles on Montlake this weekend. Despite having a couple of memorable games over the years, this is just the fourth match up between these two in-state programs. The Eagles, a periodic contender at the FCS level, have played the Huskies close in the first […]
Paramount Business Jets gains two industry safety certificates
Paramount Business Jets has attained certified broker status from both the ARGUS and Wyvern safety audit programs
From Python and Statistics to Agentic AI: 5 Data Science Certificate Programs in 2026
Python and statistics still sit at the center of data science, but the work surrounding them has expanded. Professionals now move from cleaning data and testing hypotheses into predictive modeling, recommendation systems, deep learning, Generative AI, and applications that can retrieve information or act through external tools. That progression matters when comparing programs. A curriculum […]
Employee health plans to remain unchanged for 2027, contributions to increase
When Penn State’s 2027 benefits open enrollment period begins on Nov. 2, benefits-eligible faculty and staff will continue to have access to the same high-quality health care coverage and programs. Beginning Jan. 1, 2027, employees will see an increase in their payroll contributions to keep pace with rising health care costs.
WBNS 10TV
From its founding in 1949, WBNS-10TV has strived to bring to central Ohio the highest quality news and entertainment programming, while utilizing the best in television technology. WBNS is the most-watched news channel in central Ohio, delivering 24-hour news, CBS programming and sports, top-rated syndicated programs and award-winning local programming. WBNS stands on the cutting edge of television broadcasting as it has since its inception. On television, online and on the go, 10TV News is Central Ohio's News Leader. WBNS is part of TEGNA, a publicly traded local media company dedicated to serving the greater good of our communities.
Health: State Abortion Bans And Ectopic Pregnancies
Between 2020 and 2025, nearly 200 women have died from ectopic pregnancies. That’s almost double the number of deaths in the previous six years.Ectopic pregnancies happen when an embryo implants outside the uterus and can’t develop properly. If left untreated, the embryo can rupture, causing deadly bleeding. The treatment for ectopic pregnancies – which are almost never viable – is termination. But since the reversal of Roe v. Wade in 2022, terminating a pregnancy has become more complicated in states with abortion restrictions.We sit down to talk about a new investigation from ProPublica that explores the role these state abortion bans could be playing in the rise in deaths related to ectopic pregnancies.Find more of our programs online. Listen to 1A sponsor-free by signing up for 1A+ at plus.npr.org/the1a.
iPhone 18 Pro Unboxing: New Colors, Better Photos, and Smaller Dynamic Island
The iPhone 18 Pro and iPhone 18 Pro Max are launching tomorrow, but we were able to get one early to share some initial impressions. Subscribe to the MacRumors YouTube channel for more videos. Both the 18 Pro and Pro Max are heavier than the iPhone 17 Pro and Pro Max models they replace, and it's most noticeable when you pick up the Pro Max. It was a heavy phone to begin with, and now there's more weight (249 grams vs. 233 grams).
College of Public Health Students to Participate in National Ambassador Program
Leylah Esmail and Zharia Harris, both students in the University of Arkansas for Medical Sciences (UAMS) Fay W. Boozman College of Public Health, earned the opportunity to participate in the 2026-2027 Association of Schools and Programs of Public Health’s This is Public Health Ambassador Program.
Belief That Diversity Drives Profit Surges 10 Points To 71% In The US
The Trump administration has led a pull back on diversity and inclusion programs, but Americans think they benefit businesses in more ways than one.
Scientists Found Tiny Ancient Arrowheads Where Humans Weren’t Supposed to Be
They weigh just grams—yet they show that modern humans reached Eurasia 35,000 years earlier than previously thought.
CHLA Research Programs Encourage High School and College Students to Explore Careers in Science and Medicine
Participants in the Chuck Lorre Research Scholars Program and the Samuels Family Los Angeles High School Internship Program at Children's Hospital Los Angeles lead guided research projects, gaining experience for future medical and scientific careers.
Iowa universities propose new programs for academic and workforce demand
Iowa's public universities received initial approval for new academic programs and centers from the Iowa Board of Regents Wednesday.
Bethel University launches School of Business with 12 degree programs
Bethel University is launching a School of Business, bringing together every business degree program the university offers under one academic unit.
Health First announces layoffs of 214 workers
Health First is cutting 214 jobs across its Brevard County operations, impacting administrative and patient programs.
Health First announces layoffs of 214 workers
Health First is cutting 214 jobs across its Brevard County operations, impacting administrative and patient programs.
Health First announces layoffs and ends some local programs
Health First announced the elimination of 214 positions, roughly 2% of its workforce, mostly in administrative roles.
If LSU Wins or Loses vs. Ole Miss
The Tigers look to keep momentum rolling against Ole Miss after both programs have gone back-and-forth all summer.
Duke football's roster among lowest paid in Power Four conferences
Duke and Manny Diaz are doing more with a lot less than most of its fellow ACC and Power Four football programs.
VCU BOV votes to combine several Master of Science programs
The Virginia Commonwealth University Board of Visitors voted to consolidate six Master of Science programs into one in a Sept. 11 meeting.
A-State Exercise Science Programs receive STEM Designation
JONESBORO — Arkansas State University’s undergraduate and graduate exercise science programs have officially received a science, technology, engineering, and mathematics designation, further recognizing the scientific rigor and workforce relevance of
Siena athletics to add a new sport in 2027-28
Acrobatic and tumbling programs typically carry 35 to 45 student-athletes, according to Siena, one of many schools grappling with enrollment issues. Siena's enrollment dropped more than 9% last year.
Onspire Health Marketing Partners with Vidscrip to Bring Provider-Recorded Video Into Patient Engagement Programs
New capability helps practices personalize patient communications and strengthen their digital presence using their providers’ own voicesKansas City, MO, Sept. 15, 2026 (GLOBE NEWSWIRE) -- Onspire Health Marketing today announced a partnership with Vidscrip that gives healthcare practices a simple way to incorporate provider-recorded video into automated patient communications, practice websites and digital marketing. The initial rollout focuses on independent specialty practices, with potential
Southern Nevada Health District marks Hispanic Heritage Month with diabetes, blood pressure programs
The Southern Nevada Health District is using new local data to better understand the health needs of Hispanic and Latino families in southern Nevada.
Maine Center for Entrepreneurs joins UMaine
The Maine Center for Entrepreneurs is merging with the UMaine Graduate and Professional Center in Portland to join its programs with the university’s research opportunities. Anyone involved with the MCE will see continuity in staff and programming.
Ranking Members Markey, Velázquez, American Small Businesses Fight Back Against Trump SBA’s Discriminatory Anti-Immigrant Lending Policies
More than 120 small businesses and organizations pen letter of support for Ranking Member Markey’s resolution striking down Trump’s ban on awarding SBA loans to green card holders Letter (PDF) (Washington, September 15) – Ranking Member Edward J. Markey (D-Mass.) today garnered additional support from Main Street small businesses for his Congressional Review Act (CRA) resolution to rescind the Trump administration’s discriminatory policy that bans green card holders from accessing essential Small Business Administration (SBA) loans. In a letter of support, more than 120 American small businesses and community organizations, led by Small Business Majority, applauded Ranking Member Markey’s efforts to overturn the Trump administration’s anti-immigrant lending ban and advocated for the passage of Ranking Member Markey’s CRA resolution in the Senate. House Small Business Committee Ranking Member Nydia M. Velázquez (D-NY-7) is leading the resolution in the House of Representatives. The Trump administration’s green card holder ban is the most recent escalation of SBA’s draconian citizenship restrictions that are killing jobs and putting the American Dream further out of reach for entrepreneurs. In Fiscal Year 2025, Trump’s SBA made an estimated $5.5 billion in loans to green card holders, which supported more than 80,000 jobs nationwide. “The Trump administration’s continued attacks on American small businesses and jobs are anti-American, they’re discriminatory, and they’re dragging down our communities and our economy. Thanks to partners like Small Business Majority, countless small businesses, and community organizations, we are fighting back and holding them accountable,” said Ranking Member Markey. “I will not stop fighting to rescind this hateful policy that attacks American entrepreneurs and prevents them from pursuing the American Dream.” “Small businesses and organizations across the country are sending a clear message that the Trump administration's discriminatory lending rules are bad for business,” said Ranking Member Velázquez. “I want to thank Small Business Majority for leading this effort and amplifying the voices of the entrepreneurs who create jobs and strengthen our local economies. As Ranking Member of the House Small Business Committee, I will keep pushing to stop these attacks on the American Dream and ensure that every eligible entrepreneur can access the capital they need to succeed.” In the letter, the small businesses write, “Congress must reaffirm its commitment to serving those who are rightfully and legally entitled to accessing key government guaranteed loan programs in pursuit of the American Dream. Restoring access to responsible, government-guaranteed loans for such a critical segment of our economy will allow thousands of small businesses to access the capital they require to grow and invest in American communities. If Congress does not act to protect access to the very ideals that our country was founded upon by rewarding those who adhere strictly to legal immigration pathways, local economies, communities and Main Street will pay the price.” Ranking Member Markey’s CRA resolution follows his introduction of the Investing in the American Dream Act alongside Ranking Member Velázquez earlier this year. The Investing in the American Dream Act would roll back the SBA’s draconian lending restrictions and restore previous SBA lending policies for immigrant entrepreneurs lawfully in the U.S., including green card holders, refugees, and asylees. More than 100 organizations have called for the passage of the legislation and more than 60 Massachusetts state legislators have raised concerns about the impact of the citizenship restrictions in their local communities. Ranking Member Markey is fighting for small business owners and immigrants that rely on SBA loans to start and run their businesses, create jobs, and contribute to their communities. In July, Ranking Member Markey and Ranking Member Velázquez introduced a bicameral resolution to rescind the Trump administration’s policy that bans green card holders from accessing essential SBA loans to start and grow their businesses and invest in Main Streets nationwide. In May, Ranking Member Markey highlighted the significant contributions of immigrant entrepreneurs in Massachusetts and across the country and condemned the Trump administration’s repeated attacks on immigrant communities at a Small Business Committee hearing. MIRA’s Elizabeth Sweet, who participated in Ranking Member Markey’s listening session earlier in May, provided testimony at the hearing. Also in May, Ranking Member Markey hosted a listening session at the Urban College of Boston to hear directly from several Massachusetts immigrant small business owners, lenders, and chambers of commerce how President Trump’s cruel and callous anti-immigrant policies are hurting Main Streets in the Bay State. Earlier in May, Ranking Member Markey hosted a press conference alongside Ranking Member Velázquez, Democratic lawmakers, and stakeholders to condemn the Trump administration’s harmful anti-immigrant lending policies and to introduce the Investing in the American Dream Act. In March, Ranking Member Markey released a comprehensive report detailing the harms to small business owners, workers, and consumers caused by the Trump administration’s ICE raids in communities across the country. In February, Ranking Member Markey introduced the Small Business ICE Disruption Fund Act, which would provide grants to small businesses that have been impacted by the Trump administration’s violent immigration enforcement actions on Main Streets across the United States. Earlier in February, Ranking Member Markey, Ranking Member Velázquez, Congressional Black Caucus Chair Yvette Clarke (D-N.Y.), Congressional Hispanic Caucus Chair Adriano Espaillat (D-N.Y.), and Congressional Asian Pacific American Caucus Chair Grace Meng (D-N.Y.) sent a letter urging the SBA to rescind their lending rule change that bars legal permanent residents from receiving SBA loans. Previously, Ranking Members Markey and Velázquez released a statement condemning the actions of the SBA after it announced that small businesses with legal permanent residents will be barred from receiving SBA loans. In December 2025, Ranking Member Markey and all Democratic members of the Senate Small Business Committee sent a letter to the SBA reiterating concerns with the SBA’s citizenship requirements and highlighting a drop in SBA lending volume. In September 2025, Ranking Member Markey heard directly from SBA lenders about the issues with the citizenship verification requirements. In July 2025, Ranking Members Markey and Velázquez sent a letter to the SBA expressing serious concerns with the agency’s new, draconian citizenship verification requirements that require small businesses seeking SBA loans to be 100% owned by U.S. citizens, nationals, and legal permanent residents. ###
SBA approves 31 Iowa small business loans in August
Three businesses across the Quad Cities region are among 31 Iowa small businesses approved for loans last month by the U.S. Small Business Administration (SBA). In its monthly report, the SBA announced it backed 31 loans totaling $21,807,400 in August from participating lenders using its two largest lending programs. The QC area businesses and loan […]
Providence to receive $1.1B from Nike co-founder to build women’s health hospital in Oregon
Providence will receive $1.1 billion from Nike co-founder Phil Knight and his wife, Penny — one of the largest gifts ever pledged to a U.S. healthcare institution — to build Oregon's first women's hospital and expand cardiovascular services. The funds, directed to Portland's Providence St. Vincent Medical Center and Providence Heart Institute, build on the Knights' prior $200 million gift to the heart institute.
2 Morgantown business owners appear in court in $245M nationwide COVID loan fraud sweep
Two Morgantown business owners have been sentenced or entered guilty pleas in federal court for defrauding pandemic-era relief programs as part of a nationwide enforcement sweep totaling over $245 million in intended losses.
Lawndale Christian Health Center’s New Facility Specializes In Family And Senior Care
The Ogden Avenue center will serve 11,000 patients annually and will house Lawndale Christian's family medicine and doctor residency programs.
LinkedIn Releases List of Top 100 Business Schools
Over half of the top MBA programs are located outside the United States.
New Programs Support Hispanic Business Owners During Hispanic Heritage Month
The Pennsylvania Metropolitan Area Hispanic Chamber of Commerce is offering grants, English classes and roundtable conversations for entrepreneurs.
NCDHHS receives federal grants to improve mental health programs
RALEIGH, N.C. (WNCT) — The North Carolina Department of Health and Human Services said it received three federal grants from the Substance Abuse and Mental Health Services Administration that…
RWJBarnabas Health Earns Top State and National Ranking by U.S. News & World Report in the 2026-27 Best Children’s Hospitals
RWJBarnabas Health Children’s Health hospitals have been ranked among the nation’s Best Children’s Hospitals for 2026–2027 by U.S. News & World Report, with The Bristol-Myers Squibb Children’s Hospital (BMSCH) at Robert Wood Johnson University Hospital named the #1 Children’s Hospital in New Jersey (tie), ranked #11 in the Mid-Atlantic Region (tie) and earning the highest ranked programs in the state.
Exercise — and echocardiograms — in space protected astronauts’ hearts in study
If humans journey to Mars in 2035, exercise will be critical to keeping their hearts strong in microgravity.
Petoskey library, Table Health launch wellness series
Petoskey District Library and Table Health will offer free programs on pediatric literacy, preventive care and healthy aging.
Cornell scientists win History Center treasure hunt, claim $10,000 bounty of jewels
A motley crew of mostly Cornell University graduate students and scientists from across different STEM programs won the History Center in Tompkins County’s Treasure Hunt Sunday, taking home a prize […]
FDA warning patients who received mammogram from California health facility
Have you received a mammogram in the last three years? There is a new warning over concerns about the quality of mammograms at one California health facility.
NCDHHS receives grants to strengthen mental health programs
September marks National Suicide Prevention Month, and the department says the funding will help its efforts to lower suicide deaths and attempts in the state.
SuperH™ 5K Run, Walk & Wheel Supports Adaptive Sports Athletes at MedStar National Rehabilitation Hospital
/PRNewswire/ -- SuperH™ 5K Run, Walk & Wheel is celebrating its 23rd year raising funds for adaptive sports and fitness programs at MedStar National...
A-State Exercise Science Programs Receive STEM Designation
Undergraduate and graduate exercise science programs at A-State have received a science, technology, engineering and mathematics (STEM) designation, further recognizing the scientific rigor and workfo
Phoenix student-led fundraiser shines light on teen mental health
The Swim for the Light raises money for Valleywise Health’s behavioral health programs.
Phoenix student-led fundraiser shines light on teen mental health
The student-led fundraiser “Swim for the Light” raises money for Valleywise Health’s behavioral health programs.
Jefferson County Community Center celebrates 20th anniversary
HARPERS FERRY — Twenty years after opening its doors, the Jefferson County Community Center has become more than a home for parks and recreation programs.
Virtuix Provides Business Update Highlighting 3X Omni One Order Growth and Expanding Defense and Enterprise Opportunities
Omni One Orders Increase Threefold Following Meta Launch Company Advances Defense Programs, Enterprise Sales and Acquisition Strategy AUSTIN, Texas, Sept. 14, 2026 (GLOBE NEWSWIRE) -- Virtuix Holdings Inc. (NASDAQ: VTIX), a leading developer of AI-driven, full-body simulation systems, today provided an update on the strength of its business and progress across its consumer, defense, and enterprise markets, as well as its acquisition strategy. The number of Omni One orders is up approximately 3X
Texas health department requests additional funding to support local departments, maintain programs
The Texas Department of State Health Services is requesting $230 million in additional funding from state lawmakers to support local health departments, maintain critical programs and handle new responsibilities. On Friday, the agency presented its budget request ahead of the 2027 legislative session.
Local businesses take center stage in support of Fashion Week Rochester
Fashion Week Rochester returns Oct. 15-17 with local businesses supporting the Center for Youth's programs for homeless and at-risk youth.
A Generation of Kids Suffer as Trump Destabilizes Immigrant Families
Children in immigrant families are facing health threats from President Donald Trump’s policies: separation from parents detained or deported by Immigration and Customs Enforcement, economic and housing instability, withdrawal from health and nutrition programs, and an overarching environment of fear.
CPHS Prospective Student Day offers firsthand look at health sciences programs
Campbell University’s College of Pharmacy & Health Sciences welcomed prospective Doctor of Pharmacy, Doctor of Physical Therapy and Physician Assistant… More on this post
Ivy Business Week returns with career prep, service and events
Iowa State students will have opportunities to connect with business professionals, explore careers and build professional skills during this year’s Business Week from Monday to Friday. The annual celebration, hosted by the Ivy College of Business, lets students join an employer panel, receive resume and professional introduction feedback, learn about graduate programs and take part...
Barbershop singers expand Mohawk Valley outreach
Mohawk Valley Barbershop singers plan student programs and a Music Medics outreach initiative supported through this year’s Mohawk Valley Gives campaign.
14 Daytime TV Shows That Only Had 1 Season
David Letterman, Jeff Probst and Howie Mandel are among the celebrities who hosted daytime television shows that lasted only one season. Here’s what to know about the past programs.