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Bills Under Fire for Josh Allen Decision Before Lions Win
The Buffalo Bills are taking heat for not including quarterback Josh Allen on the injury report while he suffered flu-like symptoms. The post Bills Under Fire for Josh Allen Decision Before Lions Win appeared first on HEAVY.
New sports complex opens in Forrest County’s Dixie community
After sitting undeveloped for more than a decade, a plot of land in Forrest County's Dixie community has been transformed into a sports complex with courts and fields.
College Football Roundup: Pre-T25 Week Two
Two weeks are in the books for what’s already been one of the weirder, wackier starts to a college football season in recent memory. With that, we are just two weeks away from my first Top 25 (I detail the formula and why I wait until week four here), and let me just say, there’s […]
Get Week 5 Licking County football final scores
A trio of Licking County teams moved above .500 with wins on Sept. 18, and Licking Valley remained unbeaten.
New York Yankees Announce Paul Goldschmidt Decision Before Diamondbacks Series
The New York Yankees are out West on Friday night to begin a weekend series with the Arizona Diamondbacks.Ahead of the matchup, New York received some bad news as superstar Aaron Judge heads back to the IL with a calf strain. Yankees manager Aaron Boone also made a few notable changes to his starting lineup […] The post New York Yankees Announce Paul Goldschmidt Decision Before Diamondbacks Series appeared first on HEAVY.
He Was Known As A Simple Man In The Neighborhood, But Behind His Doors Lay Thousands Of Remains And Ledgers Of Names
For decades, Andrés Mendoza was regarded as a quiet, helpful neighbor. Beneath his home, investigators found thousands of bone fragments and ledgers documenting a homicide spree of dozens of women.
Trump will be at the airport to greet Xi when China’s leader arrives for his US state visit
WASHINGTON (AP) — The first state visit by the leader of China in more than a decade takes place next week when President Xi Jinping arrives in Washington for h
Twins Make Trevor Larnach Decision With Just Nine Games Left
A late-season wrist injury has likely put an end to the outfielder's breakout campaign.
Watch Lakota West’s Jason Lewis intercept a Princeton pass
Lakota West’s Jason Lewis intercepts a Princeton pass during their Greater Miami Conference game Friday, Sept. 18, 2026.
“Big Bang Theory ”creator reflects on why the show is still so popular years after ending
Chuck Lorre shared the key detail that he thinks “speaks on some subliminal, powerful level” on great sitcoms.
Broncos make decision on Courtland Sutton's option bonus, impacting 2027
The Broncos did not utilize the option bonus mechanism in Courtland Sutton's contract, and it would be easy to exit the deal in 2027.
Mapping tsunamis and building trust in Alaska’s coastal communities
For more than two decades, Elena Troshina has been traveling to Alaska coastal communities to support the National Tsunami Hazard Mitigation Program.
Syracuse Women's Basketball Announces Unique Tip Off For December Game
The Orange will host a different group of fans to the winter match up
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 […]
Welcome to The World's Game: EA Sports FC 27 Early Access Trial with EA Play Available Today
The EA Sports FC 27 10-hour EA Play trial is now available on XBOX Series X|S, XBOX One, and XBOX on PC for Game Pass Ultimate and PC Game Pass members. If they decide to buy, their progress carries over to the full game, so they can pick up the season right where they left off.
Curtis Pride: I felt the cheers and found belonging in baseball
Deaf Awareness Month has a deep, personal meaning to me.
Cheers Bar and Grill announces sale to new ‘woman-owned business owner’
“Over seven years, people met their best friends here, had first dates here, fell in love here, celebrated here, broke up here, sang terribly here, and occasionally made decisions that required legal representation,” Steve Mihaljevic said.
Florida confirms a death from dengue as the state struggles with one of its worst recent outbreaks
Florida is experiencing one of its worst surges of dengue fever in decades, and the toll now includes a death. The Florida Department of Health confirmed the death Friday, though it didn't provide fu...
Toronto Blue Jays Make Late Roster Move with Veteran Pitcher
With nine games left in the regular season, the Blue Jays are shuffling the deck.
New York Yankees Announce Brutal Aaron Judge Decision
The New York Yankees have announced a brutal decision on Aaron Judge.
Novant Health’s economic impact hits $4.33B as Cape Fear population surges
Novant Health’s Coastal Region now generates $4.33 billion in annual economic output, more than triple what it reported a decade ago, according to an updated independent analysis by University of North Carolina Wilmington economist Mouhcine Guettabi.
Novant Health’s economic impact hits $4.33B as Cape Fear population surges
Novant Health’s Coastal Region now generates $4.33 billion in annual economic output, more than triple what it reported a decade ago, according to an updated independent analysis by University of North Carolina Wilmington economist Mouhcine Guettabi.
Trump says son has paid back Russian for wedding party
The president defended Donald Trump Jr.’s decision to take a large gift from Umar Kremlev, saying that such presents are “common.”
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.
Nebraska DHHS extends health alert for toxic algae at lakes in Gage and Jefferson counties
Nebraska Department of Health and Human Services has extended a health alert for toxic blue-green algae at Big Indian Lake in Gage County and Cub Creek Lake in Jefferson County.
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.
Baltimore Orioles Make Pitching Decision for Brewers Series
The Baltimore Orioles made a move before Friday's game against the Milwaukee Brewers.
MN Vikings Make Week 2 Quarterback Decision
The Minnesota Vikings have ruled starting quarterback Kyler Murray out for Week 2 and Carson Wentz will go in his place.
Liverpool captain Virgil van Dijk reaches Netherlands national team decision
Liverpool captain Virgil van Dijk has reached a decision regarding his international career with the Netherlands, putting an end to speculation regarding the 35-year-old
WA, FTC reach $225M settlement with multilevel marketing company Amway
The lawsuit accused Amway and two of its affiliates of using unfair and deceptive tactics to recruit members.
Barcelona star confirms plans to retire at the club
All of a Barcelona persuasion will no doubt be delighted to learn of the latest comments laid out by Raphinha regarding his future with the club.This comes after the Brazilian revealed his intention t...
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.
Jeff Traylor recalls decision to leave Gilmer for Texas
A smart woman and a well-timed song convinced Traylor to leave his hometown for the college coaching world.
Rays Roundtable: Yankees Showdown, Playoff Rotation and October Concerns
The Tampa Bay Rays enter their final seven AL East games with a five-game lead over the Yankees. Our Rays Roundtable discusses the pivotal series in New York, Kevin Cash's postseason rotation, bullpen concerns and what Tampa Bay needs to do before the MLB playoffs.
Your Weekly Michigan Political Brief
A coalition of 600 Michigan Jews have affirmed their support for Democratic U.S. Senate nominee Abdul El-Sayed. The group, Michigan Jews for Democracy, includes former Congressman Sander Levin; former Congressman Andy Levin; Washtenaw County Prosecuting Attorney and Democratic nominee for Michigan Attorney General Eli Savit; and Jessica “Decky” Alexander, the Chair of the Michigan Democratic […]
Warren Buffett steps down as Berkshire chairman after six decades
Since taking control in 1965, Buffett grew a struggling textile mill into a global conglomerate.
Bills' decision to play Canadian anthem is "all about the business"
The Bills christened their new stadium with both the American and Canadian national anthems, with the quartet known as Barenaked Ladies singing O Canada before kickoff.
Buffalo debate grows over O.J. Simpson at new stadium
A Buffalo group wants O.J. Simpson restored to the Bills Wall of Fame, reigniting debate over legacy, history and the team's decision.
Charlotte's Allspring on block for perhaps $4B, FT says
Allspring Global Investments, a Charlotte-based business that was formerly the asset management division of Wells Fargo, is considering a sale that could be as much as $4 billion, the Financial Times reported Friday. No decision has been made and talks are in early stages, according to the report, which cited people familiar with the transaction. […]
The Latest: Early midterm voting gets underway with control of Congress at stake
In-person voting for this year’s midterm elections is underway in Virginia, ushering in the final six weeks for Americans to decide which party they trust to lead Congress at a
Early voting begins in US midterm elections that could flip control of Congress
In-person voting for this year’s midterm elections is underway. Friday marked the start of early voting in Virginia, ushering in the final six weeks for Americans to decide which party
Early voting begins in U.S. midterm elections that could flip control of Congress
In-person voting for this year’s midterm elections began Friday, ushering in the final six weeks for Americans to decide which party they trust to lead Congress through a cost-of-living crisis, a prolonged war in Iran and other pressing issues.
Iowa’s Rural Mainstreet Index decreases, farm prices increase in September
Iowa’s Rural Mainstreet Index decreased to 44.6 from 46.2 in August, according to a monthly survey of rural bank CEOs. The state’s farm and ranchland price index increased to 50 from 44.2 since last month. The Rural Mainstreet Index covers 10 regional states and rural communities, providing the most current real-time analysis of the rural…
Anthropic and the golden rules of business
Shifts in technology and geopolitics mean the ideal of the perfect company is changing
Dave Portnoy defends Robert Kraft’s right to ban Macklemore from stadium
Dave Portnoy rejected claims of censorship, arguing that the New England Patriots billionaire has every right to decide who takes the stage at his Massachusetts stadium.
Wake leaders to vote on proposed WakeMed-Atrium deal Monday
The Board of Commissioners in May delayed a decision on the combination after concerns arose over costs and quality of healthcare.
Photos show lines around the world for iPhone 18 Pro launch
Apple's new CEO, John Ternus, visited the NYC flagship store for the iPhone 18 Pro launch, an appearance his predecessor, Tim Cook, has long made.
Manor College Expands Dental Health Center and Dental Hygiene Program Capacity
The improvements were made possible thanks to a grant from the Pennsylvania Department of Community and Economic Development. After decades of service to the surrounding community, Manor College’s Dental Health Center completed a total overhaul this summer that will allow the clinic to expand services to even more patients. “It’s exciting,” said Jaime Simpson, Director Read more >
Trump’s Open Claims That He Directs Super PAC Spending Draw Watchdog Complaint
Federal law bars those holding federal office from directing spending decisions for a political organization with no contribution limits.
Amway, affiliates face $225 million payout over alleged deceptive business practices
The Federal Trade Commission says the settlement is the largest the agency has reached with a multilevel marketing company.
Billy Porter gets candid on cancel culture, teases 'Hunger Games' role
Billy Porter has spent four decades speaking out. But doing so now, in today's cultural climate, he says, can come at a cost. "It's easy when it's easy. What are
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.
Dodgers Face Sasaki Decision After Encouraging Live Session
Roki Sasaki’s recovery forces a strategic crossroads for Los Angeles Dodgers manager Dave Roberts: deploy the flamethrower as a high-leverage reliever or vital rotation insurance.
Mathematicians Build Long-Awaited Graph Sandwich
The proof of a decades-old conjecture has given researchers a new way to understand complex networks.
Gorham planning board OKs Amazon distribution center proposal
The decision angered residents who have been objecting to the project for more than a year.
Georgia Woman Sentenced in $158,000 Business Email Fraud Scheme
GWINNETT CO. — A Decatur woman receives a 10-year sentence for laundering proceeds from a $158,000 email scam.
Talking Business with Don Cunningham: Making things is in the Lehigh Valley’s DNA
After a couple decades of manufacturing decline starting in the 1990s, manufacturing is once again the largest part of the Lehigh Valley economy with more than 700 manufacturers generating about $9 billion in annual GDP from 37,000 workers.
The Clicks Communicator Ships in December With More RAM and New Mobile Service
A new video shows off the BlackBerry-like phone's features, including the speech-to-text Prompt Key, Message Hub and new Clicks Mobile wireless service.
Attorney General Blanche's appearances at political events blur Justice Department boundaries
Attorney General Todd Blanche is blurring traditional boundaries between politics and federal law enforcement with speeches at political events that depart from longstanding norms meant to protect the Justice Department
WHO flags growing health workforce gap as workers and patients age
GENEVA, Sept 18 (Reuters) - The World Health Organization warned on Friday of a gap in the medical workforce around the world in the 2030s, with a quarter of doctors set to retire in the next decade. "In many countries both our populations and health...
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'); });
Warren Buffett steps down as chairman of Berkshire Hathaway
Warren Buffett, who ended his decades-long tenure as CEO of Berkshire Hathaway at the end of last year, is giving up the chairman post he has held since 1970.
Health Insurance Will Cost A Lot More In 2027. Here’s How To Pay Less
Health insurance costs rise again in 2027. A physician explains open enrollment deadlines, the ACA subsidy cliff, Medicare drug plan changes and what to check by Dec. 15.
Phillies Castoff Sends Another Ultimatum Before Clutch Moonshot
The Philadelphia Phillies’ polarizing former outfielder won’t stop taking career decisions into his own hands.
Capcom details performance for Monster Hunter Wilds on Nintendo Switch 2
Capcom gave us our first look at Monster Hunter Wilds on Nintendo Switch 2 during last week’s direct, and they have just provided details how it will run on Nintendo Switch 2. Monster Hunter Wilds is set to release on the platform December 4, 2026. It seems that Nintendo Switch 2 is locked onto just one setting in handheld, running...
A truck driver built a model of NYC with over 800,000 structures for fun. Now it's a museum exhibit
A truck driver who spent two decades building a massive scale model of his native New York City was delighted when it went viral on TikTok | WBBM Newsradio 780 AM & 105.9 FM
A truck driver built a model of NYC with over 800,000 structures for fun. Now it's a museum exhibit
A truck driver who spent two decades building a massive scale model of his native New York City was delighted when it went viral on TikTok | KCBS All News 106.9FM and 740AM
A truck driver built a model of NYC with over 800,000 structures for fun. Now it's a museum exhibit
A truck driver who spent two decades building a massive scale model of his native New York City was delighted when it went viral on TikTok | NewsRadio 1080 KRLD
They’re the Greatest Political Villains in America. Trump Can’t Stop Talking About Them. I Went Into Their Shadowy Lair.
“It is the greatest threat to our country, including World War I, World War II, Pearl Harbor, or even 9/11,” Trump declared.
Nestlé Weighing All Options After Kremlin Takes Control of Its Russian Business
Nestlé said Friday that it was weighing all options to protect its rights after the Kremlin decided to take control of the Swiss food maker's Russian business, the latest move against a Western company since the full-scale invasion of Ukraine.
Nestle reviewing options after Russia business seized by Putin
Vladimir Putin made a presidential decree to take control of Nestle’s Russian assets, alongside those of French supermarket chain Auchan.
A truck driver built a model of NYC with over 800,000 structures for fun. Now it's a museum exhibit
A truck driver who spent two decades building a massive scale model of his native New York City was delighted when it went viral on TikTok.
Jaissle 'still in a phase of figuring things out'
Matthias Jaissle spent the bus journey home from Monday's tough game at Leeds United digging into the detail behind the defeat with his analysts. "They analysed the situation and, where necessary, made one or two adjustments, but nothing drastic," Junuzovic said of the Newcastle boss' approach to losses during their time in Austria.
Congress has failed to regulate AI for years – and there’s little sign that’s changing
In December 2024, a bipartisan congressional task force studying the possible perils of artificial intelligence issued 85 recommendations for how lawmakers could act on the issue. GOP Rep. Jay Obernolte, a key figure on the task force, asked Republican leaders to go even further, establishing a special committee to draft legislation.
Nestle weighing all options after Kremlin moves to seize Russia business
By John Revill ZURICH, Sept 18 (Reuters) - Nestle said on Friday it was weighing all options to protect its rights after the Kremlin's decision to take control of the Swiss food maker's Russian
Hawai‘i’s Quality of Life
Business leaders and the general public say the overall quality of life for Hawai‘i’s people has declined, but they remain far more positive about their own lives
Nestle weighing all options after Kremlin moves to seize Russia business
By John Revill ZURICH, Sept 18 (Reuters) - Nestle said on Friday it was weighing all options to protect its rights after the Kremlin's decision to take control of the Swiss food maker's Russian business, the latest move against a Western company since ...
Amendment 86 will head off ‘redistricting war’
In November, Coloradans can pass Amendment 86, which protects the citizen-led-and-drawn mapmaking process by requiring any congressional redistricting map drawn mid-decade to be approved by the independent commission and the Colorado Supreme Court and by prohibiting any map drawn to purposefully favor one political party. This amendment is personal because five years ago I was […]
Fiji declares an HIV emergency and expands testing as cases surge
Officials said one in every 60 adults in the South Pacific island nation has HIV, compared with one in 167 five years ago. Among pregnant women, one in every 50 has HIV.
Guardant Health (GH) Lands First FDA Cleared Breast Cancer Liquid Biopsy Role
Guardant Health (NasdaqGS:GH) received FDA approval for its Guardant360 CDx liquid biopsy as a companion diagnostic in advanced HR-positive, HER2-negative breast cancer. The decision makes Guardant360 CDx the first FDA approved liquid biopsy companion diagnostic for longitudinal ctDNA testing in breast cancer care. The approval is supported by clinical trial data where early detection of ESR1 mutations using Guardant360 CDx informed treatment changes for patients. The Guardant360 CDx breast...
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.
In The Lead: Women-Owned Businesses 2026
Behind every business in this year’s In the Lead: Women-Owned Businesses section is a founder who decided, at some point, that building something of her own was worth the risk.
Early voting begins in US midterm elections that could flip control of Congress
In-person voting for this year’s midterm elections is beginning, ushering in the final six weeks for Americans to decide who they trust to lead Congress through a cost-of-living crisis, a prolonged war in Iran and other pressing issues | WBBM Newsradio 780 AM & 105.9 FM
How Do Scientists Decorate Their Lab Space?
From cherished keepsakes to unexpected collectibles, researchers share the décor that brings personality to their laboratory and workspaces.
🚨 Libertadores and Sudamericana semi-finals confirmed
The final stage has arrived! The Copa Libertadores and the Copa Sudamericana already have all their semifinalists confirmed.Flamengo struggled at home against Independiente del Valle, who were chasing...
Bills QB Josh Allen Shares Personal News Before Lions Game
Buffalo Bills quarterback Josh Allen revealed his new motivation in life. The post Bills QB Josh Allen Shares Personal News Before Lions Game appeared first on HEAVY.
Jupiter football players recap crazy fourth-quarter comeback at Lakes
Jupiter High football overturned a 14-point fourth-quarter deficit to win at Palm Beach Lakes on Thursday, Sept. 17 in West Palm Beach.
Bills Announce Decisions on 2 Players Hours Before Lions Game
The Bills announced decisions involving two players just hours before their Thursday night game against the Detroit Lions. The post Bills Announce Decisions on 2 Players Hours Before Lions Game appeared first on HEAVY.
GU Politics Introduces New Fellows to Capitol Campus
Georgetown’s Institute of Politics and Public Service will host two fellows at the Capitol Campus in Fall 2026 as Georgetown looks to expand its downtown presence.
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.
Ed Oliver injures hip during warmups
Bills DT Ed Oliver injures hip during pregame warmups and declared inactive
A Familiar Voice Is Returning to the 76ers
Matt Cord is back after a brief retirement. Cord decided to give it one last run with the new additions to the team.
FAO Makes the Case for Strong Science, Clear Risk Communication for Food Safety Decision-Making
In a new publication, FAO authors argued that robust scientific evidence and clear risk communication are essential to effective food safety decision-making, and highlighted challenges posed by emerging technologies like AI, social media misinformation, and the framing of scientific information.
Lions vs. Bills live score updates, highlights, analysis
Live score updates, highlights and news from Detroit Lions vs. Buffalo Bills on Sunday night.