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Kamala Harris launches into the 2026 midterms as her 2028 decision looms
Kamala Harris is diving into the midterms, campaigning with Democrats like Senate nominee Abdul El-Sayed in Michigan
Schalke defender frustrated by lack of contract talks
With his contract expiring next summer, Schalke 04 centre-back Hasan Kurucay has expressed his disappointment that the club have yet to approach him about an extension.“I haven’t heard anything fr...
Microsoft: September updates break File History backup feature
Microsoft warned that the built-in File History backup feature in Windows may stop working on some systems after installing the September 2026 security updates.
France Football turns its spotlight on Algeria's ‘Mazadona’
The Algerian wonderkid blends multi-cultural roots with midfield mastery, earning Ballon d’Or recognition and a legendary nickname as he anchors the future of Bayer Leverkusen’s ambitious project.
The Daily Mauling: 9/21/26
Kansas Jayhawks News Dillon Davis of SI writes about the disappointment in London this weekend The full basketball Big 12 conference schedule is out. What does KU’s slate look like? Through the Phog writes that Tate Nagy could be a bigger contributor to the team than we may have realized Links! A blind loggerhead sea […]
Scientists claim elastocaloric cooling breakthrough
HONG KONG: Scientists claim to have developed what is said to be the world’s first zero-degradation elastocaloric cooling device....Read More...
See Mamaroneck roadway where state DOT plans to add bike lanes
A Mamaroneck business owner believes that bike lanes on Boston Post Road will increase traffic backups and be dangerous for young cyclists.
Vitek Vanecek making case to be third goalie as Islanders weigh Semyon Varlamov's health risk
Nobody knows what the demands of an 84-game season — the travel, the practices, the 25 to 30 games the Islanders hope to get from their backup spot — will do to Varlamov’s knees.
6 Ways to Manage Your Healthcare Costs
Rent. Groceries. Utilities. A car payment. Most households know what these expenses cost each month and plan for them accordingly. Healthcare is different. Unlike a fixed monthly bill, healthcare costs can vary from month to month. One month may include only a routine checkup. The next could bring a specialist visit, a new prescription, or an unexpected trip to urgent care.
New Pittston meal prep business delivers comfort food
Michael Langdon, chef at Pittston’s Rotten Tomato Company meal prep store, competed on “Hell’s Kitchen” with Gordon Ramsay. The business offers delivery and pickup.
This One Yankees’ Brent Headrick Concern
It’s no secret that Yankees left-handed relief pitcher Brent Headrick has been one of, if not their most dominant relief pitcher this season in 2026. However, concerns are growing about Brent Headrick as we approach the final week of the regular season before the postseason.Yankees beat writer Brendan Kuty of The Athletic posted earlier this […] The post This One Yankees’ Brent Headrick Concern appeared first on HEAVY.
Young people in Morocco split over whether politics can deliver change as election draws near
In Morocco’s election race, a rural funeral has become an unexpected campaign stop for candidates aiming to engage disenchanted young voters
Garth Brooks Loves When Trisha Yearwood Steals the Spotlight
He's happy to be upstaged by Trisha.
Garth Brooks Loves When Trisha Yearwood Steals the Spotlight
He's happy to be upstaged by Trisha.
Garth Brooks Loves When Trisha Yearwood Steals the Spotlight
He's happy to be upstaged by Trisha.
Garth Brooks Loves When Trisha Yearwood Steals the Spotlight
He's happy to be upstaged by Trisha.
Garth Brooks Loves When Trisha Yearwood Steals the Spotlight
He's happy to be upstaged by Trisha.
Europe faces Q4 jet fuel supply deficit even as South Korea becomes latest big supplier
Europe faces a fourth-quarter jet fuel deficit, even as it turns to far-flung suppliers including South Korea, which is set to boost its jet exports to Europe to a four-year high in September, according to analysts and shipping data.
Dr. Bucan-Kurepa prescribes a more personal approach to healthcare - Cross Timbers Gazette | Southern Denton County | Flower Mound
After 27 years of practicing medicine in Flower Mound, it would be easy to assume that Dr. Jelena Bucan-Kurepa has developed quite a following that has created a loaded daily schedule with a seemingly endless number of patients. But it’s actually quite the opposite. Sure, she has a devoted following of families who trust her […]
Ube MKE: Child-run small business brings Filipino-inspired sweet treats to Milwaukee
A child-run small business is bringing Filipino-inspired sweet treats to Milwaukee and the Shorewood Farmers Market.
David Njoku carted off due to knee injury
Los Angeles Chargers tight end David Njoku was carted off in Week 2 due to a knee injury.
Rare, Beloved Super Nintendo JRPGs Receive First Re-Released
After 30 years the first two Lufia games will be ported to modern devices, and while the first may seem rudimentary, fans know the series goes to some amazing heights
Incumbent, political newcomer to face off in race for Texas House District 91
Republican David Lowe and Democrat Yisak Worku are running to represent the northeast Tarrant district.
Crews battle large 3-alarm fire at Rockport business, town water supply affected
Crews are battling a large three-alarm fire at a business in Rockport, Massachusetts.
Marvel Tōkon: Fighting Souls' Future Already Looks Bleak
Marvel Tōkon: Fighting Souls' has dipped into three-figure player counts on Steam, and it's less-than-impressive sales numbers are likely to blame
"Lessons to learn from today" - Post-match reaction to #B04RBL
RB Leipzig returned home empty-handed after a 2-0 defeat away at Bayer 04 Leverkusen on Bundesliga matchday 4. Afterwards, head coach Martín Demichelis, captain David Raum and Ridle Baku analysed th...
To Your Good Health: Word-recall difficulty causes concern in 70-year-old female
Occasional tip-of-the-tongue word-recall problems are a normal part of healthy aging.
'Something called esophagitis': Kim Kardashian shares health diagnosis in TV show trailer
Kim Kardashian is opening up about a recent health diagnosis in the upcoming season of the show, "The Kardashians."
'Something called esophagitis': Kim Kardashian shares health diagnosis in TV show trailer
Kim Kardashian is opening up about a recent health diagnosis in the upcoming season of the show, "The Kardashians."
'Something called esophagitis': Kim Kardashian shares health diagnosis in TV show trailer
Kim Kardashian is opening up about a recent health diagnosis in the upcoming season of the show, "The Kardashians."
'Something called esophagitis': Kim Kardashian shares health diagnosis in TV show trailer
Kim Kardashian is opening up about a recent health diagnosis in the upcoming season of the show, "The Kardashians."
'Something called esophagitis': Kim Kardashian shares health diagnosis in TV show trailer
Kim Kardashian is opening up about a recent health diagnosis in the upcoming season of the show, "The Kardashians."
Prop 40 would create a first-in-the-world tax on billionaires
California voters will decide this November on Proposition 40, a proposal to impose a one-time, 5% tax on billionaires living in the state.
California High-Speed Rail watchdog says cash crisis could mean even shorter Central Valley segment
The California High-Speed Rail project is expected to run out of funding by December 2027, and it could mean an even shorter first segment through the Central Valley than what lawmakers and project officials had been planning, according to the project's government watchdog.
How will California's new law restricting social media for kids work?
California will implement a new law in January that bans social media platforms from offering addictive features, such as infinite scroll, autoplay, and algorithm-driven "For You" feeds, to kids under the age of 16.
California Politics 360 full episode | Financial troubles ahead for CA high-speed rail
The project’s watchdog is sounding the alarm that the high-speed rail project could be out of money by December 2027.
Steve Hilton talks tax cuts, DMV overhaul, $3 gas and his other plans for California
Republican candidate for governor, Steve Hilton, was pressed more about his plan to make major tax changes, restructure the DMV, and lower gas prices during a detailed interview on California Politics 360.
Raiders Have Best Backup QB In NFL, Per This Report
The Las Vegas Raiders have their franchise quarterback, and according to this list he's the best backup, too.
Bayer 04 Mourns The Loss Of Peter Hermann
The quintessential assistant, Hermann masterminded German football’s greatest triumphs from the shadows, leaving an indelible mark on Leverkusen and Bayern Munich during a legendary forty-year coaching career.
Shaheen says funding healthcare is not 'an issue of resources'
Answering a voter’s question, Democratic 1st District congressional candidate Stefany Shaheen said she believes Medicare for All is the best way to make health care affordable. She said the federal government should focus its efforts on making the policy a reality.
Business People: Julie Batliner named president at Padilla
ADVERTISING/PUBLIC RELATIONS Padilla, a Minneapolis-based public relations firm, announced that it has named Julie Batliner president, succeeding Matt Kucharski, who will transition to a planned retirement at the end of 2026. Kucharski…
NH's Business: Access to healthcare for adults in rural New Hampshire & Vermont
Fred Kocher sits down with Dr. Nathan Goldstein and Angelo Volandes with Dartmouth Health to talk about how adults can navigate healthcare in rural settings.
NH's Business: Access to healthcare for adults in rural New Hampshire & Vermont
Fred Kocher sits down with Dr. Nathan Goldstein and Angelo Volandes with Dartmouth Health to talk about how adults can navigate healthcare in rural settings.
KCCI's full one-on-one interview with Democratic governor candidate Rob Sand
How would Rob Sand govern Iowa? Democratic nominee gets specific on key proposals
KCCI's full one-on-one interview with Republican governor candidate Zach Lahn
How would Zach Lahn govern Iowa? GOP nominee gets specific on key proposals
1993 Classic, Starring Kurt Russell, Features the ‘Greatest Western Movie Character of All Time'
This film became a success at the box office.
1993 Classic, Starring Kurt Russell, Features the ‘Greatest Western Movie Character of All Time'
This film became a success at the box office.
Bundesliga Sunday on OneFootball, plus loads of Brasileirão: fixtures 📲
Today's Highlights 🔥Bundesliga (German Championship)10:30 – Bayer Leverkusen vs RB Leipzig – OneFootball PPV12:30 – Schalke 04 vs Elversberg – OneFootball PPV14:30 – Paderborn vs Hoffenhe...
Announcers, Referees and Jersey Combination for Cardinals Week 2 Game vs. Seahawks
Get the full Week 2 game details for Cardinals vs.
Bristol, Blue Star ‘breakup’ has Ivywild hallways abuzz
Bristol Brewing Co. and Blue Star restaurant marked the beginning of a beautiful business partnership almost 30 years ago, inside neighboring operations, in co-owned property near the intersection of South Tejon Street and East Ramona Avenue. When the historic former Ivywild elementary building went on the market just blocks away at 1604 S. Cascade Ave., […]
Mississippi Science Fest brings hands-on STEAM activities to Jackson
Four Jackson museums join for Mississippi Science Fest
Carson Wentz Receives Harsh Ranking Among NFL Backup Quarterbacks
Despite a stellar three-touchdown debut, analysts remain skeptical of Minnesota's new signal-caller. Discover why critics view the former starter as a mediocre backup ahead of Sunday's showdown.
National nurses union hosts rally in Bangor against federal healthcare cuts
Maine organizations representing nurses met with the largest registered nurses union in the nation to push back against federal healthcare cuts in Bangor on Saturday.
NFL Fines 2 Packers Players For Actions Against Vikings
League officials issued financial penalties following a physical divisional clash, targeting a late hit on a backup quarterback while clearing the controversial tackle that sidelined Minnesota’s starter.
Volunteers help Carson City locals receive health checkups at first Love Heals Free Clinic
Locals unable to afford health checkups can get them done by medical professionals today, Saturday, at the Carson City Community Center during the first Love Heals Free Clinic event happening […]
J Balvin Publicly Celebrates Ex Valentina Ferrer Days After Split
J Balvín is publicly giving his ex Valentina Ferrer her flowers following their shocking breakup after a decade together.
Krösche and Hütter concede Freiburg outperformed Frankfurt
Eintracht Frankfurt ended SC Freiburg’s perfect start of the campaign with a 2-2 draw at Deutsche Bank Park on Saturday afternoon. However, Markus Krösche and Adi Hütter conceded that the hosts we...
Patriots DC calls Darnell Washington a ‘big challenge’
The New England Patriots have plenty to prepare for as they get set to face the Pittsburgh Steelers, and tight end Darnell Washington presents a particularly difficult matchup. Patriots defensive coordinator Zak Kuhr singled out Washington as a “big challenge,” pointing to the fourth-year tight end’s rare combination of size, strength and athleticism. Washington has […]
Baku, Decisive for Williams: Its Upgrade Must Validate the Future
The British team introduces the long awaited FW48 upgrade package in Azerbaijan. More than scoring points, the update must prove that the new processes and tools work and that the path toward the 2027 FW50 is the right one.
West Bend run/walk raising awareness for substance abuse prevention and mental health
A West Bend run/walk is bringing families and the community together to raise awareness about substance abuse and mental health.
Apple Watch Ultra 4 Sees First Discount After Launch, Now $779.99 on Amazon
The new Apple Watch Ultra 4 just launched yesterday, and Amazon is offering the first cash discounts on select models for the first time since their launch. You can get the Apple Watch Ultra 4 in Natural with Translucent Gray Ocean Band for $779.99, down from $799.00. Note: MacRumors is an affiliate partner with some of these vendors. When you click a link and make a purchase, we may receive a small payment, which helps us keep the site running.
Ensuring Continuity in Science Education for Bar Harbor Students
Parents express concerns over Bar Harbor's science curriculum continuity post-pandemic, urging reevaluation of the current instructional model.
PA Health Department prepares to withdraw request for CDC aid amid rise measles cases
Pennsylvania Secretary of Health calls on the CDC to publicly recognize four measles-associated deaths
Evaluating Knicks’ Biggest Roster Hole Ahead of Training Camp
The Knicks will look to figure out the backup shooting guard spot.
Council of Europe urges Turkey to free jailed Kurdish politicians
The Council of Europe’s Committee of Ministers has called on Turkey to immediately release jailed Kurdish politicians Selahattin Demirtaş and Figen Yüksekdağ Şenoğlu, repeating a demand based on binding European court rulings. The committee adopted the decision during a human rights meeting in Strasbourg on September 15 and 16. It urged Turkey’s government and courts […]
Using imagination to 3D print with the Orlando Science Center
The Science of It: Where imagination becomes reality
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.
Martinez’s Optimism Reflects a Leverkusen Team Still Finding Its Shape
Statistical dominance and attacking flair mask a lingering lack of clinical control. Carles Martinez must now transform flashes of brilliance into the consistent results his vision demands.
Bill Skarsgård Sounds Very Excited To Be Starring In Hideo Kojima's Physint
The actor released a new video promoting the project
Apple Exec Says 'Hold Us Accountable' on iPhone Duo Crease
Apple hardware engineering VP Tom Marieb spoke with TechRadar and shared some candid thoughts about Apple's upcoming iPhone Duo. The iPhone Duo uses a matte nano-texture display, which is meant to cut down on glare and minimize the visibility of the crease. When asked if the iPhone Duo's crease would be more visible over time, as that's what tends to happen on other foldables, Marieb said the nano-texture display would help.
AI fears are fueling progressive Democrat's campaign in Michigan battleground district
Will Lawrence, a progressive Democratic congressional candidate in Michigan, is trying to harness unease over the rapid pace of artificial intelligence development to defeat Republican Rep. Tom Barrett
Converse apologizes after ad is slammed for imagery likened to KKK
The popular sneaker brand Converse has apologized and pulled a controversial ad condemned by social media users who said it evoked Ku Klux Klan imagery.
Arab business owner says sewage backups along North Main Street are a recurring problem
A sewage backup along North Main Street in Arab has been cleaned up, but a local business owner says it is not the first time she has dealt with the city’s sewer system overflowing.
Sen. Rick Scott headlines New Hampshire GOP dinner
U.S. Sen. Rick Scott (R-Florida) visited the Granite State on Friday, headlining the New Hampshire GOP Amos Tuck Dinner.
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.
Insomniac Confirms Wolverine Doesn't Contain AI-Generated Assets After A Weird-Looking Sign Goes Viral
A funky-looking bathroom sign is the result of an in-game glitch and is not AI slop
DHS may have violated state election law, Virginia's AG says after whistleblower report
Virginia's attorney general said Thursday that the Department of Homeland Security may have violated several state laws after a whistleblower accused its employees of misrepresenting themselves on voter lookup tools to hunt for noncitizen voters.
Guns Are The Best Narrative Thing That Has Ever Happened To Fire Emblem
As a weapon, they're fine. As a storytelling accessory, they're peak
Dude Rips Out Mic And Wifi From New LG TV That Reportedly Spies On Customers: 'You Don't Own The Glass On This One!'
People are cheering the guy on in the comments and commiserating about the sorry state of tech in 2026
Tokyo considers ordinance banning littering in entertainment districts
The Tokyo metropolitan government is considering an ordinance banning littering, as trash left in entertainment districts has increased with the rise in tourists following the COVID-19 pandemic, government sources said Thursday. While Shibuya and Shinjuku wards already have such ordinances in place, rules at the metropolitan level would prevent disparities…
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
GTA 6 Boss Seems A Bit Grumpy And Defensive While Answering An Investor's Question About Frequent Delays
During a recent stockholder meeting, Take-Two CEO Strauss Zelnick quibbled about a question
Education notes: Sterling student graduates from Des Moines University Medicine and Health Sciences
Here's a roundup of local students and their college achievements.
It'd Be A Disaster If The Blood Of Dawnwalker Sequels Got Rid Of The Time Mechanic
It's the most interesting thing about the game and players should be mature enough to accept that
GTA V's Canceled Liberty City Expansion Revealed In Massive New Leak
An older 190GB leak from 2022 seems to have finally been dumped online for everyone to dig into
Breweries in Pigtown, Carroll-Camden hope murals will entice sports fans to visit businesses
Breweries hope colorful murals near Camden Yards and M&T Bank Stadium will entice sports fans to support local businesses.
PlayStation Legends Recreate Iconic PS4 Game-Sharing Meme But This Time There's No Disc
Two veterans reunited at Tokyo Game Show 2026
Someone Gifted The Pope A Giant Hunk Of Materia
I regret to inform you that the Materia is cursed
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.
FL health department proposes allowing pharmacists to administer chikungunya vaccine
In Florida, there have been 189 reported cases of chikungunya disease so far this year, according to DOH’s reportable diseases frequency report. Most were reported in Miami-Dade.
Alzheimer's Association launches 6-step challenge for brain health
Ways to 'Rethink Your Brain'
Flames engulf trailer at Cumberland County pallet business
Flames engulfed a trailer at a pallet business on Thursday, leaving the vehicle gutted.