SCROLL NEWS / DISCOVERY
Search headlines
Find the stories shaping the conversation.
Results for " ratio " 14,863 found 🔀 AI-powered Shuffle
Winless Villa and Spurs face telling early showdown
Aston Villa and Tottenham are winless in the Premier League - and both in need of inspiration as they prepare to face each other on Saturday.
Why losses haven't shaken Pearl-Cohn football's championship aspirations
Here's why Pearl-Cohn football isn't sweating three early-season losses, with aspirations of a state title in December.
Frustration grows as Houthis widen Middle East conflict with US unwilling to intervene
Dramatic recent advances by the Iran-backed Houthis, including the seizure of a strategically important island in the Red Sea, have dealt another blow to a region reeling from the US war with Iran and exacerbated an already severe global energy crisis. But neither the US nor its key ally Saudi Arabia has a clear plan to beat back the group, multiple sources told CNN, leading many in the region to ask where the counteroffensive will come from.
How a Minneapolis clinic helped bring healthcare to patients during Operation Metro Surge
Operation Metro Surge took a toll on schools, businesses, restaurants and medical care. Inspire Change Clinic in south Minneapolis responded by changing how it delivered care.
Trump administration wants to crown the next 'big small business'
Real estate mogul Grant Cardone explains his role in the Million Dollar Pitch Competition on 'The Ingraham Angle.'
Trump administration begins building border wall in Big Bend region of Texas
The start of construction marks an important milestone in the administration's $46 billion plan to line the border with walls, barriers, roads and technology as it seeks to make good on a key campaign promise by Trump to finish the wall.
Trump says his son paid back Russian billionaire who funded parts of wedding celebration
President Donald Trump on Friday claimed his son, Donald Trump Jr., paid back the Russian billionaire who spent hundreds of thousands of dollars to fund parts of Trump Jr.’s wedding celebration in the Bahamas.
Under pressure from Trump administration, NYU Langone Health will end gender-affirming care to minors and pay an $8.5M fine
The head of Gender Equality New York assailed NYU Langone for its "surrender" to the Justice Department, and the Trump administration for "attacking our small, marginalized community."
New public charge rule takes effect amid lawsuits
The new rule gives immigration officials significantly broader discretion in determining whether someone is likely to become primarily reliant on public assistance.
Florida State Already Clamoring for Jimbo-Sized Hire
A familiar face with with a history of winning, top ten recruiting classes, and championship success could be back at the Florida State football operations building. Mike Norvell's coaching seat is a raging inferno. He has led the Seminoles to eight wins in their last 18 games. Change is coming.
Boalsburg Renaissance Faire Returns to Boal Mansion With Reennactors, Live Entertainment
A day of historical demonstrations, live entertainment and hands-on activities will return to Boalsburg in October as the Columbus Chapel and Boal Mansion
Trump admin to host UN event on AI next week
The Trump administration will convene a high-level event on artificial intelligence on the sidelines of the UN General Assembly Wednesday, multiple sources familiar with the matter tell CNN, as the issue is expected to loom large over the global gathering.
Environmental and Public Health Groups Sue Over the Trump EPA’s Latest Attempt to Bolster Fossil Fuels
Environmental and public health groups are suing the Trump administration over its most recent move to eliminate protections against climate-warming pollution. The Environmental Protection Agency announced a plan on Monday, finalized in the Federal Register on Thursday, to revoke most of a Biden-era rule to limit greenhouse gas emissions from fossil fuel power plants. The […]
Trump announces all 50 states joining Medicaid drug pricing model
President Donald Trump announced that all 50 states will join a program to provide Most Favored Nation pricing for some Medicaid drugs. The administration claims this plan, called the Medicaid
Kremlin takes temporary control of Nestle, Auchan units
Russia placed Nestle and Auchan operations under temporary control, a step that has previously led to forced sales to Russian owners.
Political appointee turnover at unprecedented levels under Trump administration
Political appointees in the second Trump administration are leaving in record numbers, and often after short tenures. More than 900 appointees who did not require Senate confirmation left within the first 18 months of the administration, a new report shows.
Iran war’s cost grows to $43.6 billion in new U.S. military estimate
The figure is from U.S. Central Command, which oversees operations in the Middle East
Health wonks question who saves in Trump drug program
President Trump boasted about his administration’s work on drug pricing, announcing the “most-favored-nation” program, but health policy experts question whether the changes will directly save consume...
Trump declares victory in historic deal with Greenland as he secures 'permanent' US military rights
President Donald Trump's Greenland deal bars China and Russia from the Arctic island and grants permanent U.S. military basing with no expiration.
Walter Anderson Museum of Art hosting Science Saturday
Art and science come together this weekend at the Walter Anderson Museum of Art for Science Saturday, a hands-on celebration of STEAM in conjunction with the Mississippi Science Festival. Joining us is Director of Arts and Environmental Education Sandra Bilbo with more. Categories: Community Headlines, Local News Tags: Walter Anderson museum of Art
Trailside Nature & Science Center Modified Hours of Operation
Trailside Nature & Science Center will be closed to the public beginning Wednesday, September 23 at 12:00 p.m. through Friday, September 25 at 1:00 p.m. due to a scheduled conference being held…
Judge isn't swayed by government's claims that plans for an 'anti-weaponization fund' are dead
U.S. District Judge Leonie Brinkema in Virginia rejected the notion that the case's claims are moot because the Trump administration says the fund is dead and won't go forward.
Texas Secures $7.5 Billion Border Security Reimbursement
Texas is set to receive $7.5 billion from the federal government to reimburse the state for border security expenditures, Gov. Greg Abbott announced, marking one of the largest federal reimbursements associated with the state’s Operation Lone Star initiative.
Williamson County Performing Arts Center presents One Hit Wonderful!
Franklin – The Williamson County Performing Arts Center (WCPAC) at Academy Park and the Williamson County Parks and Recreation Department (WCPR) invite audiences to relive the soundtrack of a generation
OpenAI vs. Anthropic: the agent platform gap
69% of enterprises using OpenAI's agent platform make it primary, vs. 38% for Anthropic's, per VB Pulse. Anthropic leads on consideration relative to users.
Remedy Honors the Late David Lynch in Control Resonant With Powerful Twin Peaks Quote
Remedy's games have always had Lynchian inspirations, including its new open-world action game Control Resonant.
United Bank hires Phil Poliquin to lead government contracting business
Phil PoliquinUnited Bank, a subsidiary of United Bankshares, Inc. (NASDAQ: UBSI), has announced that Phil Poliquin has joined the Bank as senior vice president and managing director of Government Contracting (GovCon), leading the next phase of growth for United’s GovCon business across the Bank’s footprint.United has a longstanding history of serving government contractors and meeting the dynamic banking needs of companies supporting federal, state and commercial markets. Building on that foundation, the Bank is establishing a dedicated GovCon team led by Poliquin. The new team will bring together bankers from across United's footprint under a focused strategy designed to deepen industry expertise, strengthen client relationships and expand the Bank's presence in this important market.“Government contractors operate in a complex and highly specialized environment, and Phil understands that environment from multiple perspectives,” said United Bank Chief Commercial Lending Officer Mike Proctor in a press release. “His extensive commercial banking experience, combined with more than two decades of military and government service, brings tremendous depth and expertise to our team. We’re excited to have his leadership and insight as we continue strengthening how United serves our GovCon clients across the nation’s capital and beyond.”In his new role, Poliquin will lead United’s GovCon lending strategy and a team of specialists, with a focus on deepening client relationships and expanding the Bank’s presence in the government contracting and defense sectors. He will also serve as a subject matter expert across the organization, partnering with bankers across United’s footprint to support GovCon clients and opportunities.“Government contracting has long been an important part of the economy across the Washington region, and we believe it remains an attractive sector for growth,” said United Chief Executive Officer Richard M. Adams, Jr. in a press release “As the needs of these companies continue to evolve, investing in specialized leadership strengthens our ability to build on our established presence, expand how we serve this market, and pursue new opportunities.”Poliquin has a decade of experience in commercial banking, most recently serving as executive director of Aerospace, Defense, and Government Services (ADG) commercial banking at JPMorgan Chase. In this role, he led a team responsible for providing specialized financing and treasury advice to federal government contractor companies across the nation. Previously, he also held senior leadership positions at Bank of America.Prior to his banking career, Poliquin served 24 years in the U.S. Navy, retiring at the rank of Captain in 2013. A Naval aviator, he flew more than 100 combat missions in operations around the world and served in senior leadership positions, including as commanding officer of an F/A-18 Super Hornet squadron, leading more than 250 personnel during two combat deployments. He later joined the Intelligence Community as a program manager at the National Reconnaissance Office and contributed to the development of the Navy’s unmanned aircraft system strategy.“United has a strong foundation in government contracting, and I’m excited about the opportunity to build on that foundation by expanding our industry presence, deepening relationships, and developing a team with specialized expertise focused on serving government contractors,” said Poliquin in the release. “The goal is to be a trusted resource for growth-oriented companies that need a banking partner who understands what they do, where they’re headed and can help them navigate the opportunities and complexities of this market.”Poliquin holds a bachelor’s degree in mathematics from the University of Oklahoma, a master’s degree in national security strategy from the U.S. Naval War College, and an MBA from the University of North Carolina at Chapel Hill’s Kenan-Flagler Business School.
Trump says he is banning CNN, MS NOW and Politico from White House
It is the administration's latest test of constitutional First Amendment protections
Amazon and Wiwynn Expand Texas Manufacturing to Socorro Texas
Amazon and Wiwynn are expanding advanced manufacturing operations in Socorro, near El Paso, with plans to create nearly 1,000 new jobs by the end of 2027 and increase domestic production of hardware used in Amazon’s data center infrastructure.
Author and podcast host shares story of grief and inspiration at UVM's Women's Health and Cancer Conference
Nora McInerny was a keynote speaker at the event hosted by The University of Vermont Cancer Center
Trump says he is banning CNN, MS NOW and Politico from White House
It is the administration's latest test of constitutional First Amendment protections
Political appointee turnover at unprecedented levels under Trump administration
Nearly half of Trump appointees who have separated from government served less than one year, and about 25% served under six months, new research shows.
Salomon: Seminoles Should Appreciate Norvell, not Bury Him
In what could be his final weekend at the helm of the Florida State Seminoles, FSU fans should hope that the administration does not pull the trigger on firing Mike Norvell.
Apple Intelligence has 20+ brand new features in iOS 27, here’s the full list
Many of iOS 27’s new features are powered by the next generation of Apple Intelligence. Here are 20+ new AI features in iOS 27.
Kremlin orders Russia businesses of Nestle, Auchan seized
The Kremlin ordered the Russian businesses of Swiss-based food and beverage company Nestle and French retailer Auchan placed in temporary administration.
BCIC Announces Four New eBridge Business Academy Cohorts Through 2027
- The Brownsville Community Improvement Corporation (BCIC) has opened applications for four upcoming eBridge Business Academy cohorts beginning Oct. 7. The no-cost entrepreneurship program is sponsored by BCIC, facilitated by the UTRGV Entrepreneurship and Commercialization Center (ECC), and held in person at the eBridge Center for Business and Commercialization in downtown Brownsville.
Novant Health drives $4.33B in regional economic impact, study says
Novant Health Coastal Region generates an annual overall economic impact of $4.33 billion in the Wilmington Metropolitan Statistical Area (MSA), according to a new report. Commissioned by Novant Health and conducted by Mouhcine Guettabi, associate professor of economics at the University of North Carolina Wilmington and the area’s regional economist, the report evaluates population growth in New Hanover, Brunswick and Pender counties and whether the area’s healthcare infrastructure is positioned to meet the region’s demand. According to the study, while healthcare employment has kept pace with population growth in New Hanover and Pender counties, it has not kept up with the rapid population growth in Brunswick County, which is skewed toward an older population. “It points very clearly to Brunswick County being the bottleneck, or being the place where investment is most needed,” Guettabi said to the Business Journal Friday, “because the growth is the fastest, the composition of the growth is older (adults) and demand for healthcare is much higher for the subpopulation.” The Novant Health Coastal Region employs 8,295 full-time equivalent workers, according to the report, and is the region’s largest employer. Overall, through direct, indirect and induced impacts, the Novant Health Coastal Region supports 19,573 jobs, the report said. Using data collected from internal payroll, financial and capital reports, the report estimates that Novant Health Coastal Region pays approximately $1.15 billion in total compensation to its employees. According to the study, the provider’s annual operating expenditures, or direct economic impact, total $2.36 billion. That direct impact ripples through the regional economy through spending at its suppliers, or indirect impact, and household spending by staff and its suppliers’ workers, or induced impact. The report estimates the Novant Health Coastal Region’s indirect economic impact is $786 million, reflecting the multiplying effect of the provider’s operating expenses on expenditures like medical supplies, facilities, food, IT and professional services. Because 86.9% of Novant Health Coastal Region employees live within the tri-county region, the report estimates that wages paid by Novant circulate into the regional economy, creating an induced economic impact of $1.17 billion. “That money just doesn’t go into thin air,” Guettabi said of the wages paid to Novant Health Coastal Region employees. “Some of that money is being re-spent, and therefore it’s supporting grocery stores, hiring, restaurants and bars, and there are a lot of other companies or organizations whose employment, whose activity partially depends on that.” The combination of direct ($2.36 billion), indirect ($786 million), and induced ($1.17 billion) impacts totals an estimated $4.33 billion, according to the report. A study commissioned by Novant Health in 2024 and conducted by FTI Consulting’s Center for Healthcare Economics and Policy found that Novant Health generated nearly $2 billion of direct impact, with $628 million in indirect impact and $857 million in induced impact. Healthcare investments in the pipeline for Brunswick County Additionally, the study found that while healthcare employment has kept pace with population growth in New Hanover and Pender counties, it lags in Brunswick County. “Once you go below the metro level and you decompose the three counties that make up the Wilmington Metro,” Guettabi said, “it becomes fairly clear that Brunswick is the standout. And not only that, but clearly the growth there is fully domestic migration and largely retiree-driven migrants.” Using data from the Centers for Medicare and Medicaid Services on per-capita healthcare spending among age groups, Guettabi estimates that adults aged 65 and older demand 2.44 times the healthcare of working-age adults. “The share of the population in Brunswick County that’s over the age of 65 is 33%,” Guettabi said, “which is so much higher than the average share of people over the age of 65 within the state or within the country.” The report emphasizes that Brunswick County is the “strongest candidate” for new healthcare investment, adding that patient discharge records show Brunswick residents rely heavily on facilities in New Hanover County for inpatient care. “Investments in Brunswick County would not only meet the demand for those residents, but it would also relieve pressure for New Hanover County residents,” Guettabi said. Laurie Whalin, president of the Novant Health Coastal Region, told the Business Journal Friday that the provider plans to expand services at Novant Health Brunswick Medical Center, in addition to other investments in the area. In April, the state granted conditional approval to both Novant Health and Columbus Regional Healthcare System to build new hospitals, just miles apart, on either side of the Columbus County and Brunswick County borders. Columbus Regional’s $214 million 30-bed hospital would be located at the former Acme-Delco Middle School in Delco, according to the application. The project’s approved timetable has construction slated to finish in May 2029, with the hospital open for service by October 2029. The Whiteville-based provider, which Atrium Health manages, broke ground on an Advanced Care facility in December 2025 and operates four specialty clinics in Leland. Meanwhile, Novant Health’s proposed $251 million 20-bed hospital would be built just miles from Columbus Regional’s proposed hospital, near the Compass Pointe community in Leland. The provider estimates the hospital will open by 2030. State officials also approved Novant Health in March to build a freestanding emergency department in Carolina Shores, near U.S. 17. The project is estimated to cost $24 million, according to the application, and will operate under the Novant Health Brunswick Medical Center license. Additionally, Novant Health’s 16,000-square-foot ambulatory surgery center is slated to open in Leland by year’s end, officials said.
Trump administration begins building border wall in Texas’ Big Bend region
The start of construction marks an important milestone in the administration's $46 billion plan to line the border with walls, barriers, roads and technology as it seeks to make good on a key campaign promise by President Donald Trump to finish the wall.
San Juan Regional Medical Center Teams with Oracle Health to Streamline Patient Flow
/PRNewswire/ -- San Juan Regional Medical Center has strengthened its clinical operations with several new Oracle Health solutions that help streamline patient...
2026 Gartner® Critical Capabilities™ for Business Orchestration and Automation Technologies Report Ranks Appian #1 for the Deterministic Workflow Automation Use Case and Platform Consolidation Use Case
/PRNewswire/ -- Appian (Nasdaq: APPN) today announced it has ranked #1 for the Deterministic Workflow Automation Use Case and Platform Consolidation Use Case...
Public Administration vs. Politics: What Public Administrators Can Do Beyond the Rhetoric
The views expressed are those of the author and do not necessarily reflect the views of ASPA as an organization. By George S. WelchSeptember 18, 2026 Every election cycle produces a familiar pattern. Candidates make promises. Political leaders exchange criticism. Advocacy groups mobilize supporters. Social media amplifies conflict. News coverage focuses on controversy, competition and […]
James Burdick, MD: Harnessing health care wizardry
AMA member and senior physician James F. Burdick, MD, has made a big mark over his extensive career as a transplant surgeon.
Trump administration doles out $16.8M for healthcare tech in rural Kansas
Rural healthcare in Kansas will benefit from nearly $17 million in federal dollars to expand technology such as telehealth, artificial intelligence and diagnostic tools, and expedite transportation to specialty healthcare.
Iran claims it struck an oil tanker in the Strait of Hormuz, and other Mideast developments
Iran says it struck an oil tanker trying to transit the Strait of Hormuz, while hundreds of thousands of people rallied in Tehran in the largest show of support for the government since the United States and Israel launched attacks in February. Meanwhile, South Korea says it is considering expanding a naval operation in the […]
New white paper calls for integrating oral and general healthcare
Oral health can no longer be treated separately from general health, according to a new white paper from the European Federation of Periodontology (EFP) and the European Association of Dental Public Health (EADPH) which calls for closer collaboration between dental, medical, public-health and social-care professionals.
Zelenskyy welcomes leaders from 7 countries for a regional summit
KYIV, Ukraine (AP) — Ukrainian President Volodymyr Zelenskyy hosted leaders and representatives from seven regional countries for talks on deepening cooperation on Friday, as overnight Russian strikes in multiple regions sparked fires and caused several deaths and injuries. The inaugural summit of the so-called “Carpathian Eight” brings together Ukraine, Romania, Serbia, Poland, Slovakia, the Czech […]
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
Lysol Maker Plans New Science and Innovation Center in Nutley
A new research complex is coming to Essex County as the company behind Lysol and Mucinex expands its New Jersey operations.
Build columns, not Trump’s arch, D.C. official tells administration
Local officials, preservationists and historians are pushing to scale back Trump's planned arch, advocating the slender columns originally envisioned by architects and lawmakers a century ago.
Wenger Corporation Launches GearBoss® Sports Rigging for Sports and Entertainment Venues
OWATONNA, MINN. | Serving arenas, stadiums, universities and other large-scale venues with specialized rigging solutions for increasingly complex environments.
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.
Koning Health Announces Australian Regulatory Approval for Koning Breast CT System
/PRNewswire/ -- Koning Health, a global leader in advanced breast imaging technology, today announced that the Koning Breast CT System has been successfully...
Attorney General Blanche's appearances at political events blur Justice Department boundaries
Atty. Gen. Todd Blanche took the stage this week at an event for a Republican Senate candidate in North Carolina days after speaking at a GOP midterm convention, where he praised President Trump and touted the administration's tough-on-crime approach.
Rosalind Franklin University Opens Virtual Health System to Prepare the Next Generation of Healthcare Teams
/PRNewswire/ -- Rosalind Franklin University of Medicine and Science (RFU) has officially opened its groundbreaking Virtual Health System (VHS), a fully...
High-resolution dataset tracks health impacts of urban heat stress
Heat stress is a leading cause of weather-related deaths and can be especially dangerous in cities where phenomena like urban heat islands drive temperatures higher than surrounding rural areas.
Duncan Sheik, Tony Award-winning composer, dies at 56
Duncan Sheik attends 'The Broadway Legacy Foundation Launch' at the Broadway Museum on November 11, 2025 in New York City. (Santiago Felipe/Getty Images)Duncan Sheik, the Tony Award-winning composer behind Spring Awakening and more, has died, according to his Instagram. He was 56.The Friday morning Instagram post said the "father, husband, son, brother, and friend" died on Thursday night "surrounded by love."A message shared on Sheik's Instagram earlier this week by his family said he was "receiving medical care" and was "in critical but stable condition.""The world has a lost a singular talent, and deeply influential voice in music and theater," Friday's statement said. "From his Grammy-nominated hit “Barely Breathing” to his groundbreaking, Tony and Grammy Award-winning work on Spring Awakening, Duncan’s artistry touched many and leaves an indelible mark on the cultural landscape."Born on Nov. 18, 1969, in Montclair, New Jersey, Sheik rose to fame in 1996 when he released his self-titled debut album, which included his hit song, "Barely Breathing."The song peaked at No. 16 on the Billboard Hot 100 chart and earned him a Grammy nomination for best male pop vocal performance.Following his debut album, he released Humming in 1998, Phantom Moon in 2001 and Daylight in 2002.While "Barely Breathing" established Sheik as a singer-songwriter, his career later expanded into musical theater, where he found success as a composer.Sheik collaborated with lyricist Steven Sater and composed the music for Spring Awakening, which opened on Broadway in 2006.He told Broadcast Music, Inc. in 2015 that around the time he was making the music for Spring Awakening, he wasn't "a huge fan" of music that was happening on Broadway and he wanted to make the music for an audience "beyond the normal crowd that would go to a Broadway musical."The rock musical, based on Frank Wedekind's 1891 play and starring Jonathan Groff, Lea Michele, John Gallagher and Skylar Astin, became a major success. It won eight Tony Awards in 2007, including best musical, best original score and best orchestrations.He went on to compose music for several other stage productions, including American Psycho and Because of Winn-Dixie. He also collaborated with Sater again on Alice by Heart and The Secret Life of Bees.In his interview with Broadcast Music, Inc., he added that working on musical theater has "helped broaden my palette."Sheik went on to release several more albums throughout his career, including White Limousine, Whisper House, Covers 80s, Legerdemain and Claptrap.In May, it was announced that Sheik's new musical, Memoirs of Amorous Gentlemen, would make its off-Broadway debut this fall. The musical is based on Moyoco Anno's manga graphic novel of the same name.An off-Broadway revival of Spring Awakening is also set to open this fall. Copyright © 2026, ABC Audio. All rights reserved.
Paramount reportedly eyeing Nashville for possible move
Paramount is reportedly taking a closer look at Nashville as the entertainment giant considers moving at least some of its operations out of Los Angeles.
Kremlin orders businesses seized
FRANKFURT, Germany (AP) — The Kremlin has ordered the Russian businesses of Swiss-based food and beverage company Nestle and French retailer Auchan placed in temporary administration, procedure that previously has led to the forced sale of Western businesses to Russian owners at knockdown prices.
Kremlin orders Russia businesses of Nestle, Auchan seized
The Kremlin ordered the Russian businesses of Swiss-based food and beverage company Nestle and French retailer Auchan placed in temporary administration, in a procedure that previously has led to the sale of Western businesses at knockdown prices.
Adopt This Data Center Plushie and Hear Its Piercing Scream
The satirical collaboration between a creative studio and the music producer behind Big Data, “Bezzy” is a cute little doll that spews the sounds of real data centers.
Kremlin orders businesses seized
The Kremlin ordered the Russian businesses of Swiss-based food and beverage company Nestle and French retailer Auchan placed in temporary administration, in a procedure that previously has led to the sale of Western businesses at knockdown prices.
The ethical cases for immigration as a human right
A political philosopher explains the ethical arguments in favor of free movement.
Clover Health Sees PPO Edge, Cohort Gains as Medicare Advantage Pricing Tightens
Clover Health Investments (NASDAQ:CLOV) is positioning its Medicare Advantage business to benefit from industry pricing discipline, member retention and the maturation of member cohorts, Interim Chief Financial Officer Clay Thornton said at Jefferies’ Healthcare Services and Technology Conference in
Chico entertainment zones not ready despite ordinance taking effect
CHICO, Calif. - An ordinance allowing entertainment zones in Chico where people can move from business to business with alcoholic drinks takes effect on Friday, September 18. But the zones are not yet operational.The ordinance was approved August 18, with the effective date set for 30 days. City officials said they hope to have the zones up and running this fall, but an exact date isn't set. The city is working with the Chamber of Commerce, Meriam Park and the Downtown Chico Business Association on details like approved containers and wristbands.The city is also installing signs that show the boundaries of the entertainment zones. Once operational, the zones will allow customers 21 and over to buy alcoholic drinks from participating businesses and carry them within the boundaries from 10 a.m. to 10 p.m.
CVS Health Redevelops Soccer Pitch Alongside Seattle Reign FC and the RAVE Foundation
Originally published on Company NewsroomThe new mini-pitch brings safe access to play to Orchards Elementary School in Vancouver, WA, as part of 's multi-year field revitalization commitmentNORTHAMPTON, MA AND WOONSOCKET, RI / ACCESS Newswire / September 18, 2026 / ® (NYSE:CVS) announced it has redeveloped a mini soccer pitch in collaboration with Seattle Reign FC and the club's charitable arm, the RAVE Foundation. The mini-pitch, which is located at Orchards Elementary in Vancouver, WA, is now
Four generations of family keep this chocolate business sweet
Bob and Martha Pollack enlist four generations of the family to keep their candy business running.
Four generations of family keep this chocolate business sweet
Bob and Martha Pollack enlist four generations of the family to keep their candy business running.
Four generations of family keep this chocolate business sweet
Bob and Martha Pollack enlist four generations of the family to keep their candy business running.
Four generations of family keep this chocolate business sweet
Bob and Martha Pollack enlist four generations of the family to keep their candy business running.
Can windows cool buildings without electricity?
Thermochromic smart windows can automatically adjust solar and thermal radiation in response to temperature, offering a passive route to reduce building energy demand and improve indoor comfort. A new review published in Science Bulletin examines why these windows have not yet achieved large-scale application, despite rapid materials progress. The authors identify key challenges in spectral regulation, switching temperature, response speed, durability, scalable fabrication, glazing integration, lifecycle impacts, and building control. They argue that future development should shift from isolated material optimization toward deployment-oriented design and system-integrated adaptive building envelopes.
The Rockefeller University » Why high levels of the amino acid cysteine are toxic to cells
The findings explain why the cell prefers glutathione, and may lead to new therapies for certain types of neurodegeneration and cancers.
Global health reform and last-mile integration: the missing link in pandemic preparedness
As the UN General Assembly's High-Level Week kicks off, global health reform is back on the agenda, but the real test will not be in New York conference rooms. It will be in whether reform reaches the last mile.
Putin targets Nestle's Russian business as Kremlin tightens grip on Western assets
Nestlé is assessing its options after Russia placed the Swiss food giant’s local assets under temporary external administration.
Xiamen Comfort Science & Tech's Shareholders To Sell Stake
Xiamen Comfort Science & Technology Group Co Ltd SZSE:002614:
Amazon Just Lowered the Price on the Hard-To-Find Pokémon TCG 30th Anniversary ETBs, if You Can Believe It — Yet There Is Still a Big Catch to Consider
Amazon US is accepting invite requests for Pokémon TCG 30th Celebration ETBs at $84—roughly $96 below market resale value on TCGplayer.
Fulton Fall Festival to offer variety of attractions, entertainment
FULTON — The Fulton Fall Festival, presented by the Richard S. Shineman Foundation, will bring a full day of family fun Sept. 26.The free event will be held from 10 a.m. until 4 p.m. throughout the Fulton War Memorial complex. × This page requires Javascript. Javascript is required for you to be able to read premium content. Please enable it in your browser settings. kAmxE H:== :?4=F56 3@F?46 9@FD6D AC@G:565 3J t!xr tG6?ED !2CEJ #6?E2=[ EC242? u@F?52E:@?[ 7246 A2:?E:?8 3J uF=E@? w:89 $49@@= pCED[ 32==@@? 2?:>2=D 3J $E2CCJ $Ajv p?:>2=D[ 2?5 |28:4 |2EE 3J E96 ~DH68@ r@F?EJ *@FE9 qFC62F]k^Am#placement_726068_0_i{width:100%;margin:0 auto;}var rnd = window.rnd || Math.floor(Math.random()*10e6);var pid726068 = window.pid726068 || rnd;var plc726068 = window.plc726068 || 0;var abkw = window.abkw || '';var absrc = 'https://ads.empowerlocal.co/adserve/;ID=181918;size=0x0;setID=726068;type=js;sw='+screen.width+';sh='+screen.height+';spr='+window.devicePixelRatio+';kw='+abkw+';pid='+pid726068+';place='+(plc726068++)+';rnd='+rnd+';click=CLICK_MACRO_PLACEHOLDER';var _absrc = absrc.split("type=js"); absrc = _absrc[0] + 'type=js;referrer=' + encodeURIComponent(document.location.href) + _absrc[1];document.write('');kAmp=D@[ |C] $@?87=@H6C[ A6C7@C>2?46D 3J q6==6 #@J2=6 s2?46 p4256>J 2?5 ~77 qC@25H2J s2?46 r6?E6C[ 2 56>@?DEC2E:@? 3J |2DE6C !CJ@C’D %266C:42[ J2C5 82>6D[ E6>A@C2CJ E2EE@@D[ 2?5 >@C6]k^AmkAm%96C6 H:== 36 5@K6?D @7 G6?5@CD[ =@ED @7 7@@5[ 2?5 =:G6 >FD:4 2?5 6?E6CE2:?>6?E E9C@F89@FE E96 52J]k^Am googletag.cmd.push(function() { googletag.display('yup-rectangle-one'); });
Scientists Have Uncovered Previously Hidden Microbial Activity on Human Skin
The most abundant microbes on your skin may not be the ones doing most of the work. Human skin supports vast communities of bacteria, fungi, and viruses that can influence its protective barrier, immune defenses, and overall health. Yet simply cataloging these organisms cannot reveal which ones are active, how they respond to their surroundings,
EasyJet and IHG in Business Traveler Program Partnership
Collaboration is aimed at SME’s
Why Trump’s new rule for green card applicants is sparking controversy
A new Trump administration rule that is expected to make it harder for many legal immigrants to obtain green cards if they receive or are deemed likely to need public assistance is set to take effect Friday – even as lawsuits seeking to halt it wind their way through federal court.
A DHS email raises new questions about the Trump administration's election plans
A heavily redacted email from last year, reported first by NPR, reveals that DHS personnel shared a list of jurisdictions that offer election materials in non-English languages. It's unclear why.
A DHS email raises new questions about the Trump administration's election plans
A heavily redacted email from last year, reported first by NPR, reveals that DHS personnel shared a list of jurisdictions that offer election materials in non-English languages. It's unclear why.
Best Pokémon TCG deal: Shop 30th Celebration Elite Trainer Box for under market price
There's an extra step involved, but it's worth it.
16th Asian Chief Dental Officers Meeting: Advancing universal health coverage for oral health in the WHO Western Pacific and South-East Asia Regions
Session 3 of the 100-Day Sprint BackgroundOral diseases remain among the most prevalent noncommunicable diseases (NCDs) across Asia, affecting people throughout the life course and placing a significant burden on individuals, families and health systems. Countries across the World Health Organization (WHO) Western Pacific Region and South-East Asia Region have committed to strengthening oral health through regional action plans and by advancing universal health coverage (UHC). The 16th Asian Chief Dental Officers Meeting (ACDOM) serves as a regional platform for Chief Dental Officers in Asia to exchange experiences, strengthen collaboration and accelerate implementation of oral health commitments. For the first time, the meeting is being jointly organized by the WHO Regional Offices for South-East Asia and for the Western Pacific and the ACDOM Secretariat. This year's meeting introduces a 100-Day Sprint, bringing together oral health and UHC leads and technical experts to support countries in strengthening integration of oral health within national UHC benefit packages. Through the Sprint, participating countries will develop, refine, cost and operationalize country-specific essential oral health-care benefit packages using WHO tools, including the Service Package Delivery and Implementation (SPDI) Platform. The in-person 16th Asian Chief Dental Officers Meeting represents Session 3 and the midpoint of the 100-Day Sprint, providing an opportunity for countries to review progress, exchange experiences, identify challenges and refine their approaches before continuing with the remaining Sprint sessions. 100-Day SprintSession Date Format Title Session 1 (Day 0) 19 Aug Virtual Setting the Scene and Introducing Key Principles and Frameworks Session 2 16 SepVirtual Introduction to the SPDI Platform and Initial Mapping Exercise Session 3 27-29 Sep In-person, 16th Asian Chief Dental Officer Meeting, Malaysia Review and Refinement of Oral Health Service Packages Session 4 14 Oct Virtual Finalizing National Essential Oral Health Services Packages and Costing Exercise Session 5 (Day 100) 26 Nov Virtual Country Presentations and Closing of the 100-Day Sprint ObjectivesLeverage the 100-Day Sprint to define priority implementation actions for oral health in countries; Strengthen national capacity to design, cost and operationalize country-specific essential oral health care packages using SPDI platform; andExplore cross-country collaboration to expand access to essential oral health supplies and products, including harmonized specifications and pricing, and improve supply chains for essential dental preparations and medicines.Expected outcomesA draft country-specific essential oral health care benefit package developed using the SPDI platform and aligned with WHO’s Essential Oral Health Care packageA strengthened regional network in Asia of oral health and UHC leaders, fostering collaboration among South-East Asia and Western Pacific countries, WHO offices and WHO Collaborating Centres to support sustained implementation beyond the meetingParticipantsChief Dental Officers and national oral health programme leads;National focal points responsible for universal health coverage, health financing and health systems;Representatives from WHO country offices, regional offices and headquarters;WHO Collaborating Centres; andAcademic institutions and technical partners.
Forgot to Pre-Order iPhone 18 Pro? Apple Store Pickup Available Today at Most Locations
Apple's new iPhone 18 Pro and iPhone 18 Pro Max models are now being delivered to customers worldwide following the pre-order period that began on Saturday, September 12. For those who didn't pre-order, there's now a 3-4 week wait time for iPhone 18 Pro Max models across all storage options and colorways in the U.S. Demand has been less strong for iPhone 18 Pro models, but you're still looking at a 2-3 week wait for any configuration.
US approves potential $24 billion sale of F-35 jets to Saudi Arabia
The Trump administration said Thursday it has approved a potential multi-billion dollar sale of F-35 fighter jets to Saudi Arabia, bolstering the Gulf ally’s military capacity amid the threat of an expanding war in the Middle East.
NYT: Trump considers "appeasing" Russia with business deals before hostilities end
The Trump administration is reportedly considering economic deals with Russia before the war in Ukraine ends in an effort to incentivise Moscow to pursue peace.
Developing retail through people and purpose
Akemi Takase is a Retail Area Manager for Salomon at Amer Sports Japan, based in Tokyo. Working closely with store managers, she focuses on strengthening collaboration, growing the Salomon fan base…
Executive Profile: Laura Martina
Laura Martina Founder/CEO Leadby What we do: Results-driven leadership development services customized to meet the needs of executives and teams. Education: Bachelor of Science from Fresno State in business administration, human resources
Nestle responds to Putin's decision to put its Russian business under external administration
Nestle on Friday responded to the Kremlin's decision to take control of the Swiss food maker's business in Russia, saying it was assessing its options.
Sand Springs business owner rebuilds after deadly explosion
Three weeks after a deadly explosion at the Morrow-Gill Business Complex in Sand Springs, screen-printing business owner Brant Blackburn has relocated and resumed operations after a tense wait to recover his equipment.
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 […]
The government’s migration policy prioritises knee-jerk politics over careful planning
The government’s migration policy announcement was long-awaited, but the contents ultimately fell short of expectations.
In Your Neighborhood: Dennis House emcees Hartford Business Journal 40 Under 40 awards
PLANTSVILLE, Conn. (WTNH) — News 8 is in your neighborhood in Plantsville at the Aqua Turf for the 30th annual Hartford Business Journal’s 40 Under 40 celebration. The event honors movers and shake…
Healthy Hero Hustle 5K and community health fair set for Saturday in Buckhannon
The Healthy Hero Hustle 5K starts at 10 a.m. Saturday at Wesleyan, alongside a free community health fair from 9 a.m. to noon. Race-day registration is available.
WECT NEWS NOW: Bald Head Island Conservancy lands $424K federal grant to train next generation of scientists
Representatives from the Bald Head Island Conservancy joined Randy Aldridge on WECT News Now to discuss the $424,582 grant recently awarded to the organization.
Suki and MedStar Health’s National Center for Human Factors in Healthcare Partner to Pioneer the Science of Ambient AI Adoption
Suki, the leading Ambient Clinical Intelligence (ACI) platform, and MedStar Health’s National Center for Human Factors in Healthcare are announcing a strategic research collaboration. This partnership aims to study the impact of ambient AI on healthcare delivery.
Suki and MedStar Health’s National Center for Human Factors in Healthcare Partner to Pioneer the Science of Ambient AI Adoption
Suki, the leading Ambient Clinical Intelligence (ACI) platform, and MedStar Health’s National Center for Human Factors in Healthcare are announcing a strategic research collaboration. This partnership aims to study the impact of ambient AI on healthcare delivery.
Jazz Should Break Will Hardy’s Unwritten Rule for Darryn Peterson
Utah’s highest draft pick in decades brings generational scoring to Salt Lake City, forcing a necessary shift in Will Hardy’s patient approach to rookie development and rotations.
Scientists are about to test Einstein’s gravity with exotic matter
Scientists have found a new way to create a controlled beam of muonium, an exotic atom containing a heavier cousin of the electron. The advance could allow researchers to test for the first time whether gravity acts on second-generation particles exactly as Einstein’s theory predicts. Any unexpected difference would be a major surprise and could potentially point toward new physics, including a hypothetical fifth force.