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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.
Pirates Skipper Evaluates Paul Skenes’ Season
Don Kelly breaks down Paul Skenes' up-and-down season for the Pittsburgh Pirates.
ESPN Is Asking the Wrong Question About Scoot Henderson
Instead of weighing the rookie down as a franchise savior, Portland must craft a role that harnesses his elite athleticism and playmaking within a newly balanced roster.
Buccaneers Wirfs Talks About Browns Edge Rusher Jared Verse
Tampa Bay's star left tackle Tristan Wirfs talked about the challenges the offensive line will face from the Browns' defensive line, including young edge rusher Jared Verse, who came over in the Myles Garrett trade.
Rockets’ First Round Draft Pick Signs With Western Conference Rival
After leaving Houston and bouncing around the league, Cam Whitmore finds himself signing a two-way contract for a potential contender.
Markets digest fed rate hike, oil prices
The 'Barron's Roundtable' panel analyzes the market impact of the Fed's rate hike and soaring diesel prices.
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.
Guardians Pitcher Has Set Back in Rehab Outing
Cleveland Guardians' Colin Holderman was taken out of his most recent rehab appearance.
Second-Year Raptors Forward Poised For Breakout Season
Collin Murray-Boyles is a Raptor worth keeping an eye on this upcoming season.
Adem Bona Injury Could Open Up an Opportunity for Others
With a costly injury to the bench, the Philadelphia 76ers must look to their recent signings for help.
Phoenix Suns' Future Now Seen in More Optimistic Manner
Rising youth talent and savvy management have sparked a turnaround in the desert, as Phoenix climbs out of the cellar toward a more sustainable contending window.
Scientists find that “perfect” systems may be surprisingly fragile
Complex systems may work better when their parts are not perfectly alike. Northwestern physicists found that carefully balanced variation, or “disorder,” can make networks such as power grids, ecosystems, neurons, and materials more stable. Even random differences sometimes improved stability compared with completely uniform systems. The discovery could help researchers design more resilient technologies and explain why natural systems are so rarely perfectly uniform.
Cleveland Guardians Playoffs Chances Are Surging
The Cleveland Guardians have a better chance of making the playoffs than not based on one model.
Derek McInnes Drops Major Update Right Before Celtic Face Rangers
Derek McInnes has dropped a major update right before the Rangers face Celtic at Parkhead this weekend.
Rams Hit With Concerning Puka Nacua Injury
Los Angeles Rams wide receiver Puka Nacua has been added to the injury report with a concerning issue.
Florida State Already Clamoring for Jimbo-Sized Hire
A familiar face with with a history of winning, top ten recruiting classes, and championship success could be back at the Florida State football operations building. Mike Norvell's coaching seat is a raging inferno. He has led the Seminoles to eight wins in their last 18 games. Change is coming.
Memphis ranked No. 94 in EvanMiya’s preseason ranking
Memphis basketball will begin its season in a little over a month, but as we get closer to the start of the basketball season, more preseason predictions are being released. On Friday, Evan Miya released his preseason rankings for all 365 Division I teams, and he had the Tigers ranked No. 94.
Big Seven Roundtable connects Lima business leaders with state officials
State officials made their way to Lima today as part of the Lima/Allen County Chamber of Commerce’s Big Seven Roundtable.
Many Hitters Could Benefit From Hearing Pirates' Brandon Lowe's Approach
The veteran has an approach that works for any age.
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...
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
Penn State WR Says Offense Feels Like a 'Video Game'
Penn State's offense has thrown the football at a high level, but it's far from video game like.
Broncos Face A New But Familiar Challenge This Week
The Denver Broncos will need to rediscover their pass rush if they're going to beat Trevor Lawrence and the Jags.
Analysis: Schuster shines as Igor Thiago breaks his duck
Three weeks without a game is not something any Premier League fan is looking forward to, but Brentford supporters can at least spend the forthcoming international break reflecting on their side's excellent start to the season. It is now six games unbeaten to start 2026-27 and, for now at least, they are looking down on all but Arsenal and Manchester City in the table. Arguably, Brentford's biggest strength is their adaptability - finding the approach that is best suited for any given game or opponent.
Brewers Prove Doubters Wrong Once Again
The Milwaukee Brewers continue to find ways to prove themselves year after year.
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.
Steph Curry Calmly Assures He Never Wants to Leave Warriors
The extension is not signed yet, and Curry keeps explaining, in the most relaxed way possible, why that should not worry anyone.
Nebraska's Final Test before a Tough Big Ten Schedule
While an FCS opponent may seem like an easy win for the Huskers, North Dakota might be the toughest opponent Nebraska has played in 2026.
Galaxy Tab S12 leak spills the beans on the Plus and Ultra specs
A leak may have revealed the full specs of Samsung's upcoming tablets, the Galaxy Tab S12 Plus and S12 Ultra.
Pederson Takes Key Step but Rangers Still Await His Return
Joc Pederson is finally gripping a bat after a painful left hand fracture, offering a glimmer of hope for a Texas Rangers lineup chasing a crucial postseason berth.
Marlins Look to Reach .500 Against the Red-Hot Padres
The Miami Marlins must go 5-4 down the stretch to have an even mark on the year, but they will battle a buzzsaw in the playoff-bound Padres at Petco Park in the opener of a three-game series
Y Combinator insurance tech alum Angle Health hits $2.7B valuation
Angle Health has grown to 5,000 customers and become profitable, by helping small businesses get "level-funded" health insurance.
Saints Players with Chance to Break Out Against Ravens
A difficult matchup, but with some weaknesses.
Nottingham Forest vs Coventry City: Team News, Preview & More
Everything you need to know as Nottingham Forest prepare to host Coventry City on Saturday in the Premier League.
Iowa Football: Betting Prediction For Northern Iowa Game
HawkeyeRoundtable Publisher Brad Schultz shares his betting prediction for Iowa's non-conference finale, including spread, total and more.
Big Seven Roundtable connects Lima business leaders with state officials
State agency directors and representatives met with Lima-area business leaders during the Lima/Allen County Chamber of Commerce's Big Seven Roundtable. The event focused on sharing information and resources to support Ohio's business community.
Anthony Edwards Comments on LeBron James' Move to Philadelphia
Former Team USA teammate Anthony Edwards feels slighted that LeBron James didn't join him in Minnesota.
Washington Nationals, Cade Cavalli Agree to Contract Extension
The Washington Nationals have locked in their ace pitcher after announcing a four year deal with right hander Cade Cavalli
A's Add Mason Barnett to Rotation for Stretch Run
After Barnett's struggles in the A's rotation last month he was optioned to Triple-A. In his most recent outing he tossed a gem — then a spot opened up in the rotation.
Rams Make Multiple Roster Moves Ahead of Giants Matchup
The Los Angeles Rams have made multiple roster moves ahead of their Week 2 matchup against the New York Giants.
Baltimore Orioles’ Chris Bassitt Makes Bold Pete Alonso Claim
Chris Bassitt praised Baltimore Orioles first baseman Pete Alonso.
Baltimore Orioles Make Pitching Decision for Brewers Series
The Baltimore Orioles made a move before Friday's game against the Milwaukee Brewers.
Salomon: Seminoles Should Appreciate Norvell, not Bury Him
In what could be his final weekend at the helm of the Florida State Seminoles, FSU fans should hope that the administration does not pull the trigger on firing Mike Norvell.
Last call for former Cheers owner
After seven wild, crazy, entertaining, exhausting and unforgettable years, Cheers Bar & Grill is officially changing hands,. according to the current owner.Chee
Nottingham Forest v Coventry City: Key stats and talking points
Nottingham Forest earned their first win of the season last weekend and now face a bottom-of-the-table Coventry City side yet to score or avoid defeat since their return to the Premier League. Nottingham Forest answered Oliver Glasner's call to find the "final bit missing" when they deservedly beat Aston Villa last weekend. Head coach Glasner was referring to his team's goalscoring issues but it could just as easily apply to their troublesome home form.
Florida's Jadan Baugh Earns Strong NFL Draft Prediction
Florida Gators running back Jadan Baugh has received a bold prediction for the 2027 NFL Draft.
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.
Analytics and Data Science News for the Week of September 18; Updates from Alteryx, Databricks, Golden Analytics & More
Solutions Review Executive Editor Tim King curated this list of notable analytics and data science news for the week of September 18, 2026. Keeping tabs on all the most relevant analytics and data science news can be a time-consuming task. As a result, our editorial team aims to provide a summary of the top headlines […]
Former Duke Star Cooper Flagg Lands Impressive NBA Ranking
Former Duke Blue Devils star Cooper Flagg has received a prestigious ranking before the upcoming NBA season.
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.
Cosell: Jaguars WR Washington is New 'Bromance'
As the Jacksonville Jaguars continue to ascend, so does young wide receiver Parker Washington. Will he be able to replicate his success against the Denver Broncos in Week 2?
Nets' Second-Year G Dёmin Tagged As Breakout Candidate
With members of the Brooklyn Nets setting lofty expectations on this year's group, second-year G Egor Dëmin is at the forefront of this belief. If he can carry over his strides in the Summer League, Dëmin is in for a big year.
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.
Nike Formally Announces UM Partnership – Extra Details Upon Agreed Deal
The Swoosh returns to Coral Gables in 2027, bringing exclusive Blue Ribbon Elite benefits, NIL opportunities, and heritage-inspired throwback collections to a surging Miami Hurricanes athletic department.
Cincinnati Reds' Brady Singer Gets Honest About Recent Struggles
The right-hander was charged with the loss on Thursday after giving up nine hits and seven earned runs in only 3.1 innings pitched.
I Toured the Company Mapping Space Debris. Then I Polled Worried and Hopeful Scientists
From portable radars in shipping containers to orbital cameras, I asked scientists how the space-junk tracking industry plans to avoid catastrophic crashes.
Brentford vs Chelsea: Confirmed Starting XIs for Premier League Clash
The team news for the west London derby between Brentford and Chelsea in the Premier League is in.
Florida Alum Trey Smack Had Solid NFL Debut With Packers
Former Florida Gators kicker Trey Smack had a solid debut in his first NFL game.
Falcons Roundtable: Can Atlanta Overcome Its Quarterback Crisis Against Panthers?
The Atlanta Falcons face the Carolina Panthers in Week 2 with major quarterback concerns after their loss to the Steelers. Our Falcons Roundtable breaks down Cooper Rush, Tua Tagovailoa's injury, Kevin Stefanski's challenges and score predictions for the NFC South matchup.
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.
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.
What Can Mike Conley Bring to Boston Celtics This Season?
The veteran guard signed with the Celtics earlier this offseason.
UCF Basketball Hosting 4-Star F K’Nard Callendar
Johnny Dawkins targets a versatile Overtime Elite standout to anchor the Knights' future, eyeing the high-scoring hybrid forward as a potential cornerstone for the 2027 recruiting class.
Harrison Running Out of Time to Earn Brewers Postseason Role
Deteriorating movement on his fastball and recent struggles have pushed Kyle Harrison to the roster fringe, leaving the Milwaukee Brewers searching for mechanical fixes before the postseason begins.
Yamamoto Makes Strong Case for Dodgers’ Game 1 Start
Yoshinobu Yamamoto’s dominant performances and World Series MVP pedigree solidify his status as the Los Angeles Dodgers’ most reliable weapon for a high-stakes postseason opening assignment.
Texas Tech, Kentucky Injury Reports Shape Key Week 3 Matchup
Texas Tech and Kentucky enter major Week 3 games with injury questions that could affect pass rush, secondary depth and offensive firepower.
Washington Commanders Rule Two Starters Out vs. Dallas Cowboys
The Washington Commanders will be without two key pieces for the week two road matchup against the Dallas Cowboys
Minnesota farm-to-table business faces higher costs as fuel prices rise
A farm-to-table business owner says rising fuel prices are negatively impacting her bottom line. Traci Walkowski sells produce and pasture raises turkeys and chickens in Hutchinson, Minnesota and tells Brownfield traveling to farmers markets is getting more expensive. “Obviously we don’t see the impact as much as someone who’s using gallons of diesel to you […]
ESPN Projects Jalen Hurts' Stat Line for Eagles-Titans Game
ESPN projected Jalen Hurts' stat line for the Philadelphia Eagles-Tennessee Titans game.
New York Giants Facing Explosive Tyrone Tracy Situation
The New York Giants are facing a complicated situation with running back Tyrone Tracy.
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.
Kings Land Two NBA Champions in 2017 Redraft
The Sacramento Kings are hoping Darius Acuff Jr. is the lead guard of the future, after dealing former draft picks Tyrese Haliburton and De'Aaron Fox. See who was swapped out for Fox at the No. 5 pick of the 2017 draft below.
Olympiacos Starts European Campaign With Victory; Armando Gonzalez Emotional
Mexican and Olympiacos forward Armando González fueled a spirited comeback at Georgios Karaiskakis Stadium, dedicating a milestone European goal to his mother and country during a thrilling continental debut.
Pair of Washington Commanders Awarded for Week One Performances
Before the Washington Commanders kick off week two, a pair of Washington Commanders drew weekly awards for their week one performances
Why the Miami Heat Should Retire Jimmy Butler's Jersey
From dragging an eighth seed to the Finals to legendary triple-doubles, Jimmy Butler revitalized a directionless franchise and cemented a remarkable legacy among the Miami Heat's all-time greats.
Angel Reese announces new shoe release after 30-point game
Angel Reese had plenty to celebrate after helping the Atlanta Dream secure a comfortable win over the Connecticut Sun in her return to WNBA action
Yankees' Latest Austin Wells Update Won't Shock Anyone
New York Yankees fans won't be surprised over the latest Austin Wells update.
Long Island Nets Unveil New-Look Coaching Staff
The Long Island Nets have a new-look coaching staff heading into the 2026-27 season. After losing Mfon Udofia to the NBA, Shawn Swords is taking over, with four new additions joining him on the sidelines.
Huge Steelers TE has perfectly acceptable excuse for practice absence
The Pittsburgh Steelers saw one of their biggest players miss practice ahead of Week 2, but he may have a perfectly good excuse.
Everton vs Ipswich: Preview, Team News, and Predicted XI
Everton host Ipswich Town in the Premier League at the Hill Dickinson Stadium on Saturday afternoon.
Ibrahim Mbaye has given Unai Emery a Tottenham selection dilemma
Ibrahim Mbaye strengthened his case for a Premier League start against Coventry and Dan Bardell believes the teenager has done enough to claim one of the two remaining places alongside John McGinn behind Nicolas Jackson as Unai Emery considers his attacking options for Tottenham.
Preview: Wrexham AFC Vs Southampton
Wrexham return to Championship action on Saturday afternoon when they welcome in-form Southampton to the STōK Cae Ras for their final fixture before the international break.
Angels Top Prospect Powers Double-A Club into Championship Series
Top Angels prospect Arjun Nimmala homered for the third straight game as Double-A Rocket City clinched its first trip to the Southern League Championship Series.
New York Giants' Latest Move Could Signal Major Trouble
The New York Giants just made a move that could signal big trouble before facing the Los Angeles Rams.
This Former Alabama Star is Facing Intense NFL Pressure
This former Alabama Crimson Tide star is under more pressure than you think.
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.
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