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Trade pickup Jaylen Reed showing positive strides since Patriots arrival
Acquired in the Kayshon Boutte trade, the safety was used exclusively on special teams in his Patriots debut.
Best Hulu deals and bundles: Best streaming deals in September 2026
Stream excellent shows and movies at a heavily discounted price.
Poll: What were your favorite announcements from Xbox Tokyo Game Show 2026?
With 17 reveals and announcements from this year's show, for this week's poll, we want to know: what were your favorite announcements from Xbox Tokyo Game Show 2026?
Mamdani Heralds ‘Pothole Politics’ in First Management Report
The report, which represents Mayor Zohran Mamdani’s first six months in office, shows improvements in some areas and challenges ahead in others.
Is Hinge Health (HNGE) Still Undervalued As Its Digital Care Growth Draws Attention?
Jim Cramer put Hinge Health (HNGE) in the spotlight on a recent Mad Money lightning round, contrasting its rapid expansion with Aveanna Healthcare as investors reassess digital musculoskeletal care businesses. Hinge Health has been riding strong momentum, with the share price at $94.9 after a 36.7% 90 day share price return and a 108.3% year to date share price return. The 1 year total shareholder return of 66.8% shows how quickly sentiment has shifted in favor of the stock. Scan beyond Hinge...
Friday Night Football 2026 Highlights & Scores
The full 60-minute Friday Night Football show can be watched on-demand on our KFDX+ app for smart TVs, or it can be streamed online here. Brownwood at Graham Graham defeats Brownwood 64-9 (5)Jacksboro at Bowie Jacksboro defeats Bowie 70-34 (8)Windthorst at Henrietta Windthorst defeats Henrietta 49-21 City View at Iowa Park Iowa Park defeats City […]
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.
Saints’ Kellen Moore Makes Telling Alvin Kamara Admission After Return
The New Orleans Saints are getting Alvin Kamara back, but head coach Kellen Moore does not sound interested in simply handing the entire backfield back to him.Kamara’s return adds another proven option to a running back room that showed its depth without him in Week 1. Travis Etienne Jr. carried nine times for 46 yards […] The post Saints’ Kellen Moore Makes Telling Alvin Kamara Admission After Return appeared first on HEAVY.
Watch - Princeton tops Lakota West in Skyline Chili Crosstown Showdown
Princeton overcame six turnovers to beat Lakota West in the Skyline Chili Crosstown Showdown in Week 5.
Defence Firm Anduril Says US Delay on Taiwan Arms Sales Affecting Its Business
By Ben Blanchard TAIPEI, Sept 19 (Reuters) - US defence tech firm Anduril's founder Palmer Luckey said on Saturday that President Donald Trump's delay in approving arms sales to Taiwan is affecting its business and that he has discussed this with Trump. The $14 billion package for Taiwan has been ...
Fashion executive resigns days after restraining PETA protesters at New York runway show
The longtime chief executive of the Council of Fashion Designers of America says he is stepping down.
‘Terrible Segment,’ ‘Best Sports Show on TV’ — NFL Fans Have Mixed Reactions to FOX Sports Analyst Mocking ESPN Star Pat McAfee’s Latest Controversy
Pat McAfee’s latest viral moment did not stay confined to ESPN for long. By Friday, Nick Wright and the “First Things First” crew turned it into material for their own show, and the response to the bit was almost as divided as the original controversy.
'Lollipop Chainsaw': Feature Film Of Cult Japanese Video Game Coming
'Lollipop Chainsaw', the cult Japanese video game, is becoming a feature film, just announced at the Tokyo Game Show.
“Sweet Magnolias” canceled after 5 seasons at Netflix as star and creator reteam for new show
Creator Sheryl J. Anderson and star JoAnna Garcia Swisher are already working on a new series together.
COVID-19 cases increased in August, September. Why doesn't Metro Health's dashboard show it?
Meghan McCain slams Aidy Bryant’s ‘cruel’ impression of her on “SNL”
“I didn’t find it funny,” the conservative personality complained of her portrayal on the show back in 2018.
Good Sports: League giving girls a chance at flag football in the Valley
There are some new top dogs in the Central Valley as more young girls get the opportunity to showcase their skills on the field.
Don't Sleep on Fate/Extra Record - This Story-Driven PS5 RPG Shows Real Promise
Yes, master
“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.
Paseo businesses burglarized, suspect caught on security footage
Businesses in Oklahoma City's Paseo District, including Soul Café, were burglarized, with security footage showing the suspect breaking in and stealing cash.
COVID-19 cases increased in August, September. Why doesn’t Metro Health’s dashboard show it?
Capitol Hill Trades Politics for Puppies at Pet Night
For the best cause ever, lawmakers from both parties set aside their differences and gathered around therapy animals, adoptable puppies and a champion show dog to celebrate the pets who share their li...
Bears' Caleb Williams faces biggest challenge yet in Vikings showdown
Chicago Bears quarterback Caleb Williams is off to a strong start for the 2026-27 season, but he's coming up against his biggest challenge so far with the Minnesota game.
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.
Move over, Timothée Chalamet: Morgan Freeman named celebrity guest picker for “College GameDay”
The Ole Miss fan will be on site for the epic showdown with LSU this weekend.
Watch: Rouse vs. Cedar Ridge football live
Two Raider football programs meet in Week 4 as Cedar Ridge hosts Rouse at Kelly Reeves Athletic Complex for a nondistrict showdown.
Come for the whimsy, stay for the science: Free All Science. No Fiction live show Saturday, Sept. 26, at OSU
Oregon State University employees and students can score free tickets to an All Science. No Fiction live show Saturday evening on the Corvallis campus, hosted by Jes Burns and Brandon Swanson from Oregon Public Broadcasting.
What’s GoiNg On in Sports?: Lane Kiffin returns to Ole Miss and the Saints seek a bounce back win
In the latest episode of What's GoiNg On in Sports? WGNO's Jared Paul Joseph and Meagan Glover preview LSU's primetime showdown against Ole Miss and discuss the New Orleans Saints heading into week two.
Even the RTX 5090 can't hit 60FPS in Control Resonant without upscaling
TechPowerUp testing shows Control Resonant can drop the RTX 5090 to 48 FPS at native 4K with ray tracing, making upscaling essential.
Asus Googlebook shows off a big trackpad and plenty of ports in leaked images [Gallery]
New images of a Googlebook laptop from Asus have surfaced, showing off of selection of ports and a big ol’...
Oklahoma's OL faces underrated challenge against New Mexico
Oklahoma's offensive line needs to show improvement on Saturday against a top-ranked New Mexico defense.
Broadway composer and singer Duncan Sheik dies at 56
NEW YORK — Duncan Sheik, who composed the Tony Award-winning show “Spring Awakening” and sang the 1996 Grammy-nominated pop music hit “Barely Breathing,” has died. He was 56. His death
First look: New renderings show exhibit spaces at MOSH's new museum
New renderings released by MOSH show some of the museum's exhibit spaces at its planned Northbank facililty.
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.
Gilbert primary care doctor explains why he and his Banner Health colleagues voted to unionize
Dr. Justin Watkins is a family medicine physician at Banner Medical Group in the Gilbert Health Clinic. He spoke with The Show more about the concerns that he and his colleagues had that led to the effort to unionize.
Emma Slater shows off ‘not cute’ “Dancing With the Stars” injury after week 1
“This is my actual toenail,” the professional dancer told fans.
Stukes Is Showing Out Without Big-Time College Credentials
The Las Vegas Raiders took safety Treydan Stukes in the second round, and he showed a surprising skillset on Sunday.
Study links soaring health care spending to higher insurance premiums
Since 2011, health insurance premiums in the United States have increased at twice the rate of inflation. A new Yale study shows that rising health care spending is to blame.
Cowboys moving forward with notable change after DeMarvion Overshown injury
The Dallas Cowboys are moving forward with a notable change before Sunday's game against the Washington Commanders.
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.
Fred Payne: Poverty costs Indiana businesses millions of dollars
Research shows employees experiencing financial stress lose productive work time. When a workforce is financially fragile, productivity losses compound.
Pittsburgh Football Show, Episode 2, Sept. 18, 2026
Welcome to the show, Pittsburgh. I’m incredibly pleased to unveil The Pittsburgh Football Show, our new three-hour weekly broadcast that […]
Browns' Secondary May Be Shorthanded Against Buccaneers
Only one player has been ruled out for Cleveland Browns showdown with Baker Mayfield and the Tampa Bay Buccaneers, while a key member of the secondary is questionable.
DHS Secretary Markwayne Mullin reacts to video showing ICE officer punching teenager after altercation
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.
Louisiana business applications fall, but less sharply than in neighboring states
Louisiana saw a smaller drop in new business applications in August than the nation as a whole and each of its neighboring states, new data shows. Louisiana recorded 6,793 seasonally adjusted busin… Already an INSIDER? Sign in. Already an INSIDER? Sign in
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 […]
Business Trade Show coming Oct. 15
The Key West Chamber of Commerce and Mount Sinai present the 37th annual Showcase of Key West Businesses Trade Show on Oct. 15, 2026.
Show-Me-State Politics: Governor Kehoe sits down with KY3 to discuss congressional map, Flock cameras
This week in Show-Me-State Politics, KY3 Capitol Bureau Chief Hannah Falcon discussed congressional maps and Flock cameras with Missouri Gov. Mike Kehoe.
Stanford DB May Have Provided Extra Motivation for Duke
With the Stanford Cardinal coming to Durham for a showdown with Duke, they may have provided some extra motivation.
9 best movies of TIFF 2026: 'River,' 'Misty Green,' ''The Debut,' more
Julianne Moore, Kate and Rooney Mara and Amanda Seyfried captivated in their showcases, while more young horror directors continue to rise worldwide.
Four new life sciences departments showcase USC Dornsife’s strengths in biology
USC Dornsife has given four longstanding fields clearer academic identities, increasing their visibility in research and graduate education.
Canada brings its tariff worries to Chicago as U.S. trade ties fray
Canada’s minister of industry traveled to Chicago for a major manufacturing technology trade show at McCormick Place and to meet with Gov. JB Pritzker and various Chicago companies.
Gabriel Rajkovic: Man United battling Barcelona for Norwegian gem
1Manchester United have shown renewed desire to sign some of the best young talents in the world in recent years. The Red Devils have invested equally in the first team and the academy of late, and no...
Broadway composer and singer Duncan Sheik dies at 56
NEW YORK — Duncan Sheik, who composed the Tony Award-winning show “Spring Awakening” and sang the 1996 Grammy-nominated pop music hit “Barely Breathing,” has died. He was 56. His death
Windows 11 can now rewind your whole PC, including the file you just created
System Restore is good, but this new feature is even better.
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.
PlayStation Legends Recreate Iconic PS4 Game-Sharing Meme But This Time There's No Disc
Two veterans reunited at Tokyo Game Show 2026
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.
“Rain Man” Director Barry Levinson’s New Doc Shows How Politics Tore Apart an ‘Idyllic’ Pennsylvania Town (Exclusive)
“You wanna be a Republican, you wanna be a Democrat. Okay. But does that mean we can’t communicate?,” Levinson tells PEOPLE while discussing ‘Bucks County, USA’
Jayson Tatum Shows Real Vulnerability in Dan Patrick Interview
The Boston Celtics star revealed his emotions upon returning to the Boston Celtics last March.
iPhone Duo videos reveal split keyboard, app multitasking, more
iPhone Duo hands-on videos have surfaced online showing off the software keyboard, app multitasking, camera features, and more.
The Prestige Eatery and Entertainment brings Vegas to the stage
Singer Lady Yvonne will headline spectacular show paying tribute to some of music's greatest artists.
Midland Business Alliance wins IEDC economic development award
The organization received a silver award for its Talentx video series, which helps local employers recruit talent by showcasing Midland County's community value proposition.
Alliance Entertainment and BioVie Interviews to Air Nationally on the RedChip Small Stocks, Big Money(TM) Show on CNBC and Bloomberg TV
ORLANDO, FL / ACCESS Newswire / September 18, 2026 / RedChip Companies will air interviews with Alliance Entertainment Holding Corp. (Nasdaq:BIVI) on the RedChip Small Stocks, Big Money™ show, a sponsored television program airing on Bloomberg TV this Saturday, September 19, at 7:00 p.
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.
USRA Contributes Planetary Science Expertise to NASA-IBM Lunar Foundation Model
Open-source artificial intelligence model combines diverse lunar datasets to support scientific analysis of the MoonThe NASA-IBM model reproduces patterns of lunar ice prospectivity (scaled from blue to yellow), shown at four locations (left) near the Moon’s pole. Top row: reference ice prospectivity map of Mons Mouton near the lunar south pol...
Back in black: Princess Diana's 'revenge dress' goes on show ahead of Sotheby's auction
A striking black dress worn by Princess Diana on the day her estranged husband admitted adultery is going up for auction at Sotheby’s | WBBM Newsradio 780 AM & 105.9 FM
Back in black: Princess Diana's 'revenge dress' goes on show ahead of Sotheby's auction
A striking black dress worn by Princess Diana on the day her estranged husband admitted adultery is going up for auction at Sotheby’s | KMBZ
Back in black: Princess Diana's 'revenge dress' goes on show ahead of Sotheby's auction
A striking black dress worn by Princess Diana on the day her estranged husband admitted adultery is going up for auction at Sotheby’s.
All currently known pre-order bonuses for Zelda Ocarina of Time remake
X user estarland has put together a handy infographic showing the various regional pre-order bonuses for the long-awaited The Legend of Zelda: Ocarina of Time remake for the Nintendo Switch 2.
4 Best New Shows to Watch This Weekend (September 18-20): ‘Youth' and More
Summer is officially ending next week, so why not watch a good new TV show or two?
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.
North Carolina Small Business Center Network Names Winners of Inaugural 'Startup Showdown' Competition
After a rigorous, months-long training and pitch competition, the North Carolina Small Business Center Network (SBCN) announced Rinse-A-Poo, Victorious Wellness, and The Gilded Lantern as the first-, second- and third-place winners, respectively, of the state's inaugural SBCN Startup Showdown.
Leaked audio shows Orbán defiant as anti-graft probes begin
The Fidesz leader blamed external forces, rather than his own political failings, for his defeat
Vikings Receive Bold Predictions for Game vs. Chicago Bears
Explosive offensive forecasts suggest Minnesota could rack up 450 yards in Chicago as Jordan Addison looks to capitalize on defensive lapses and a high-stakes divisional showdown.
Galaxy S27 Pro, S27 Ultra charging and battery specs just leaked, and it's good news
New regulatory filings have revealed battery and charging details for the Galaxy S27 Pro and S27 Ultra. And there's good news.
‘Swagger on a trillion’: The booming business of styling NFL players
Custom menswear designers and stylists explain why players use the bowels of stadiums to build their brands and show off their individuality.
Harwich cranberry festival features drone show, cider and music
The 50th Harwich Cranberry Arts and Music Festival returns this weekend with a drone show, live music, and crafts.
Drag star Alaska Thunderf*ck, a Provincetown favorite, to star in Broadway hit
Drag performer Alaska Thunderf*ck has a popular show in Provincetown. Now she's starring in a national tour of the Tony-winning play 'Oh, Mary!'
Jon Stewart explains his ongoing philanthropic support of first responders
Jon Stewart says he never planned to focus his charity work on first responders and their families, but it grew organically. “The Daily Show” host said he wanted to support
Most Michigan voters disapprove of Trump’s tariffs on Canada, poll shows
Among the state’s independents, who could determine the outcome of several key midterm races, 68 percent disapprove of Trump's levies on Canadian products.
Sunshine State Earthquake? St. Pete Polls shows Ashley Moody, Angie Nixon neck-and-neck in heated Senate race
Both candidates are winning about 45% support from likely voters.
Cost-Saving Medicaid Meal Deliveries Threatened by Cuts, Policy Uncertainty
An experiment to provide meals to some Medicaid recipients shows food can be cost-effective medicine. But even as federal officials tout the power of nutrition, Medicaid budget cuts could lead states to think twice about covering healthy food for sick residents. One has already reconsidered.
What are Louisiana business leaders watching -- and what does it say about them?
Louisiana executives shared what shows they're currently binge-watching outside of work, including documentary deep dives and shows that offered escaped into historical and futuristic settings.
Candidates Balkcom and Buckhout campaign with Trump in moment on national stage
Plus, polls show widespread support for the constitutional amendments on the ballot.
Brighton Handed Injury Boost Ahead of Arsenal Clash
Fabian Hürzeler welcomes key starters back to the squad as the Seagulls aim to derail the league leaders’ momentum in a high-stakes showdown at the Amex.
To err is human, to forgive takes work: what science and therapy reveal about truly letting go
Family gatherings can reopen old wounds, but research shows resentment can affect both mind and body; psychotherapist Edna Arbel explains why forgiveness cannot be forced and how processing pain, setting boundaries and therapy can help us truly let go
One of the Pixel 11’s exclusive features is already showing up on Pixel 10
Google is testing the Pixel 11’s Proactive Assistance feature on the Pixel 10 with the latest Android 17 QPR2 Beta 5.
Retail sales bounce back across Great Britain
Latest data to defy economic gloom shows 0.5% rise boosted by purchases of sports items, aircon units and fans amid heatwaves
Scott's Stumper
The News-Gazette presents “Scott’s Stumper,” a feature by Scott Shaffer that shows zoomed-in photos of various things around Randolph County.
Cody Fern says he was cast as a ‘Jared Kushner type’ villain on ‘House of Cards’ before the show imploded
‘American Horror Story’ actor Cody Fern says he was cast as a ‘Jared Kushner type’ villain on ‘House of Cards’ season 6 before the show imploded amid the firing of Kevin Spacey.
Bills Mafia Steals the Show in $2.2B Highmark Stadium Debut
The new stadium easily transcended its league-low seating capacity.
Opinion: The UFC is on Autopilot
UFC Freedom 250 showed what the promotion can produce when it has something extraordinary to chase, but the challenge now is finding a way to bring that same sense of ambition to the rest of its schedule.
Melanie Griffith, 69, rocks black swimsuit and shows off impressive yoga pose during 'health reset'
US fans with Ed Sheeran tickets are 'torn' by Macklemore controversy
With Sheeran's next gig due this weekend, some fans said they were in two minds about the show.
Sarkisian challenges No. 1 Texas to avoid letdown against UTSA
After an emotional comeback win over Ohio State and an eventful week off the field, Steve Sarkisian wants No. 1 Texas to refocus and show what it's made of Saturday night against UTSA.
Entertainment Quality Control: Emmys takeaways, Vince Gilligan's shows, and Reacher season finale
The Emmys aired on Monday, September 14. With them came a well-deserved win for a prominent actress in Vince Gilligan's shows. Also, the "Reacher" season four finale verdict is in.
Sports betting lifts revenues, raises concerns in New York
New York’s legal sports betting industry is showing no signs of slowing down, bringing in record state revenues while prompting concerns over problem gambling.