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📋 Atlético-MG reveal line-up for clash with Chapecoense
Atlético-MG are lined up to face Chapecoense in the opening match of the 28th round of the Brasileirão. Kickoff is at 4 p.m. this Saturday (19) at Arena MRV.Premiere will broadcast the match. And yo...
Steelers, Aaron Rodgers will be without top player vs Patriots
The Steelers matchup vs. the Patriots just got a lot harder.
Analysis: Fearless Seagulls rewarded for attacking approach
Brighton came into this match as the league's top scorers and did not disappoint with their attacking mindset. Diego Gomez on the wing did an excellent job of keeping Riccardo Calafiori quiet, while Charalampos Kostoulas caused problems for the Gunners backline throughout. The 19-year-old Greece international deserved his excellent goal, which was his third in successive games, as he looks to show he can step up to be Brighton's main striker following Danny Welbeck's summer departure to Chelsea.
Roberto De Zerbi Takes Responsibility After Aston Villa Defeat
Roberto De Zerbi took responsibility for Tottenham Hotspur’s 3-2 loss to Aston Villa, but he also raised concerns about his team’s defending, fitness, and leadership in a frank post-match press conference.
Newcastle 2-1 Hull: What Jaissle said
Newcastle have won three of their last four Premier League games against Hull (drawing the other), winning their first-ever home match in the competition against the Tigers. Lewis Hall's goal after just six minutes and 34 seconds was the earliest Newcastle have been 2-0 up in a Premier League home game since April 2023 against Spurs (Joelinton netting the second goal in the sixth minute).
Newcastle 2-1 Hull: What Jakirovic said
Mohamed Belloumi has been involved in four goals (two goals, two assists) in the Premier League this season, the joint-most by a Hull player in their first five matches in the competition, along with Mohamed Diame (four goals) and Dame N'Doye (three goals, one assist).
Training: Final prep for Sunderland clash
Check out images from training on the eve of our Etihad encounter with Sunderland. Match Preview City v Sunderland: Kick-off time and TV information The Black Cats head to Manchester for a 14:00 (UK) ...
Michigan Expected to Host Top-100 Quarterback for UTEP Game
Michigan is expected to host Top-100 2028 quarterback Carter Zingelmann during Saturday's matchup against UTEP.
🚨 Arsenal thrashed at Brighton!
One of the worst defeats of the Mikel Arteta era took place this Saturday.Arsenal were torn apart by Brighton (Premier League Matchday 5). Final score: 3-0 to the Seagulls against an unrecognizable Gu...
TST Best Bets: September 19, 2026
Lane Kiffin’s return to Oxford was always going to be loud. After leaving Ole Miss for LSU last season, he’ll walk back into Vaught-Hemingway Stadium on Saturday as the coach of one of the Rebels’ biggest rivals. With both teams ranked in the top 10, there’s plenty at stake beyond the reception Kiffin gets.Earlier in the day, No. 16 SMU visits No. 23 Louisville in a ranked ACC matchup. The Mustangs have opened 2-0, while the Cardinals have a chance to make an early statement at home after a 1-1
Key Injuries for Patriots, Steelers Could Determine Sunday’s Outcome
The New England Patriots and Pittsburgh Steelers are in jeopardy of missing key contributors that could affect the outcome of Sunday’s matchup.
Haaland the cover star for Sunderland matchday programme
Erling Haaland is our cover star for the matchday programme for City’s game against Sunderland on Sunday. Interviews Maresca: Opening day win was important for current form The City striker is also ...
Week 3 Game Predictions: Northwestern Wildcats vs. Colorado Buffaloes
The predictions are in for Northwestern vs. Colorado as the Wildcats return from their bye week for a highly anticipated Week 3 matchup.
Steelers CB Joey Porter Jr. ruled out vs. Patriots
Per the Pittsburgh Steelers’ Friday injury report, cornerback Joey Porter Jr. (NIR/conditioning/back) is out for Sunday’s matchup with the New England Patriots.
WSL: Arsenal host winless Manchester United
Follow live text commentary, score updates and match stats as Arsenal take on Manchester United in the Women's Super League.
🤝 Deco: Raphinha, Bernal and Espart extensions agreed
As a warm-up to tonight’s match against Sevilla, FC Barcelona held its ordinary assembly of delegate members, featuring noteworthy remarks from president Laporta and also from Deco. The latter took ...
Saturday football open thread
Tottenham may have already played, but there’s plenty of football yet to play today. This is your open thread for that match. Post away. Saturday Match Schedule Brighton vs. Arsenal10 am ET / 3 pm BSTTV: USA Network (USA), not televised (UK)Stream: nbcsports.com Everton vs. Ipswich10 am ET / 3 pm BSTTV: NBCSN (USA), not […]
How to watch UNC’s road matchup against Clemson
Here’s how you can catch one of the more interesting matchups of UNC’s 2026 season.
Newcastle vs. Hull City
Newcastle United returns to St James’ Park on Saturday to face newly promoted Hull City in the Premier League, looking to respond after Monday’s 4-1 defeat at Leeds United ended its five-game unbeaten start in all competitions. Matthias Jaissle’s side enters the weekend 12th in the table with five points from four league matches and […]
Chelsea 2-0 Birmingham, Women’s Super League: Post-match reaction
Three points in the bag!
📸 Top choreos up north: HSV and Werder deliver
The moods at the two northern clubs are currently quite different. While Hamburger SV head into matchday four against FC Cologne not only without any points, but also without a single goal, things are...
TENNESSEE LADY VOLS SOCCER: Draw with Texas keeps UT unbeaten
The No. 8 Tennessee soccer team secured a 2-2 draw in the second match of SEC play on Friday night at Texas, coming from behind to remain unbeaten in the 2026 season.
ESPN College Gameday Live: Highlights and Updates from Ole Miss
Gameday at Ole Miss for the Kiffin rematch.
🚨 Starting XIs for Athletic v Alavés:
Athletic Club and Alavés face off on Matchday 7 of La Liga with the aim of staying as high up the table as possible before the break.Los Babazorros come into the match in sixth place with 10 points, ...
Bournemouth v Liverpool: Key stats and talking points
BBC Sport examines some of the key themes before Sunday's match (14:00 BST), with Liverpool boss Andoni Iraola returning to former club Bournemouth. Bournemouth's 2-2 draw with Brentford followed a frustratingly familiar pattern for head coach Marco Rose, who remains without a Premier League win.
Injured Juventus star is pushing to be involved against Atalanta
Andrea Cambiaso has been injured since Juventus’ match against Parma and is now close to returning to action, but he was not included in the Bianconeri squad for their Europa League match against NE...
Atlético v Chapecoense: Galo are in action today!
Atlético vs. Chapecoense – September 19 (Saturday) – 4:00 PM🏆 Tournament: Matchday 28 – Brazilian Championship🏟️ Venue: Arena MRV, Belo Horizonte🐓 Pre-match, Commentary, and Post-mat...
How to Watch SMU vs. Louisville in Massive ACC Showdown
The Mustangs and Cardinals meet Saturday in a ranked matchup that could shape the ACC Championship race and SMU's College Football Playoff resume.
Next stop: New Jersey
The Packers departed Green Bay's Austin Straubel International Airport on Saturday, Sept. 19, 2026, for their Week 2 matchup against the New York Jets.
Charlton Athletic v London City Lionesses
Follow live text commentary, score updates and match stats from Charlton Athletic vs London City Lionesses in the Women's Super League
Broncos vs. Jaguars: Video preview from NFL.com
Check out the league's official video preview for the Broncos-Jaguars matchup in Week 2.
NFL analysts picking Panthers over Falcons for Week 2
4 out of 5 NFL.com analysts are taking Carolina over Atlanta in first NFC South matchup
Arteta hints he now knows the best position for Eze
Eberechi Eze started Arsenal’s match against Ipswich Town on the left wing and performed well, allowing the Gunners to provide Christos Tzolis with a much-needed rest.Since arriving at the club in t...
Serie A | Juventus-Atalanta
Juventus and Atalanta are preparing to meet at the Allianz Stadium on Serie A Matchday 5.Ahead of the fixture, here are five numbers to know about the Bianconeri’s start to the league campaign.28Juv...
Watch the Celtic v Rangers LIVE on CelticPlayer
Celtic are back in league action tomorrow (September 20) as they take on Rangers at Paradise, looking to secure an important three points in the Scottish Premiership.Join us for the match tomorrow wh...
High school football scores: USA TODAY Sports Super 25, Week 6
See the latest scores and upcoming matchups for high school football teams ranked inside USA TODAY Sports Super 25.
Simeone ahead of Atleti-Real Madrid: Julián could start...
Diego Pablo Simeone has spoken at a press conference ahead of Atlético de Madrid vs Real Madrid. The runs heading into the derby"We're used to the previous match not being linked to the city's clási...
Colts vs. Chiefs
Here is how the ColtsRoundtable staff sees the Week 2 Sunday Night Football matchup between the Indianapolis Colts and Kansas City Chiefs unfolding.
Defending from front is Liverpool's 'attacking weapon'
Alexander Isak says joining Liverpool last summer was an "easy decision". Isak missed pre-season for Newcastle last summer and trained at his former club Real Sociedad amid uncertainty around his future with the Magpies, saying promises made to him there had been "broken". This campaign, the 26-year-old has already matched last term's tally of three Premier League goals, after only four games.
Biggest storylines for Panthers vs. Falcons in Week 2
QB Bryce Young's past success in Atlanta leads our top storylines for Sunday's matchup between the Panthers and Falcons.
Commanders vs Cowboys: 4 matchups to watch in Week 2
Here are four matchups to watch in Sunday's game between the Commanders and Cowboys.
Cadillac Optiq review: it claims caddy's pricing sweet spot
I drove the Cadillac Optiq for a week. It's great at luxury theater at a price that won't quite match your mortgage.
Juventus v Atalanta match preview and prediction
Juventus take on Atalanta in their next league game, days after enjoying a superb 5 0 win against NEC in the Europa League. The upcoming fixture is expected to provide a much tougher test for the Bian...
Lloyd Memorial football hosts Campbell County. See game photos
Lloyd Memorial High School football beat Campbell County on Friday, Sept. 18, 2026. Check out these game photos from a key Northern Kentucky matchup.
AS Roma vs Inter Milan – Predicted lineup and team news
AS Roma and Inter Milan, the two leading teams in the current Serie A standings, will meet in a major top-of-the-table contest at the Stadio Olimpico in Rome on Saturday. The match will be the final f...
Saints Veteran Sends Blunt Derrick Henry Warning Before Ravens Clash
The New Orleans Saints do not need much film study to understand what happens when Derrick Henry gets rolling downhill.Saints defensive lineman Davon Godchaux made that clear ahead of New Orleans’ Week 2 matchup with the Baltimore Ravens, delivering a blunt assessment of what his defense must prevent against one of the NFL’s most punishing […] The post Saints Veteran Sends Blunt Derrick Henry Warning Before Ravens Clash appeared first on HEAVY.
Broncos Get Early Warning After Update on All-Pro Defender
The Broncos have been put on early notice about a disruptive force in Aaron Donald ahead of their Week 3 matchup against the Rams. The post Broncos Get Early Warning After Update on All-Pro Defender appeared first on HEAVY.
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.
Trump administration wants to crown the next 'big small business'
Real estate mogul Grant Cardone explains his role in the Million Dollar Pitch Competition on 'The Ingraham Angle.'
California entrepreneur warns billionaire wealth tax could drive business leaders out of state
Entrepreneur Eric Schiffer discusses the potential economic consequences of California’s Proposition 40, including concerns that the proposed one-time 5% wealth tax could push wealthy residents and entrepreneurs to leave the state.
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.
Big game, big business: Central Mississippi feels Ole Miss-LSU impact
Fans across the Metro are preparing for the Ole Miss-LSU matchup, and the excitement is translating into business for Central Mississippi companies more than 100 miles from Oxford.
Sounders Annual Business Meeting scheduled for Sept. 26
Fans will have a chance to ask questions of club leadership before the Minnesota United match.
Puka Nacua misses practice Friday
Puke Nacua missed practice on Friday ahead of the team's Week 2 matchup with the Giants.
Palmetto Sports Daily: Dabo, Belichick share mutual respect, SC’s anticipated Mississippi State matchup
The crew discusses what to look forward to in Gamecock's SEC opener against Mississippi State and how Clemon QB Tait Reynolds can improve his play against UNC.
Boost to business makes Oxford, MS the real winner in football matchup
OXFORD, Miss. — Things are really heating up as the fierce rivalry between the University of Mississippi Rebels and the LSU Tigers is set to kick off Saturday night. The matchup is expected to brin…
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
Michigan Reveals Uniform Combo for UTEP Matchup
Michigan has revealed its uniform combination for Saturday's matchup against UTEP at the Big House.
Player Availability Report: #SKCvPHI
Player Availability Report is SportingKC.com’s look at the latest status updates around the team ahead of upcoming matches and is presented by Saint Luke’s. All details listed are from the league’s official Player Status Report that is submitted the day prior to the match. Sporting Kansas City remains at home
PL: Chelsea sink at Brentford!
The Blues are no longer moving forward.Traveling to Brentford for the fifth league matchday, Chelsea stumbled badly (3-0).Kept quiet by a brave and united Bees side, the Blues were caught out from a c...
Saints Players with Chance to Break Out Against Ravens
A difficult matchup, but with some weaknesses.
TST Best Bets: September 18, 2026
Friday night’s college football slate features four undefeated teams looking to prove themselves against conference competition.No. 22 Houston travels to face No. 13 Texas Tech in a ranked Big 12 matchup, while No. 5 Miami visits Wake Forest for an ACC battle between 2-0 teams. With both favorites facing their toughest tests of the young season, we’re breaking down the best bet from each game.For all of your college football betting picks, here are today’s TST Best Bets, brought to you by BetOnl
Reading vs Notts County: 2026/27 Match Preview
Can the Royals get back to winning ways against newly promoted Notts County?
Live updates, scores from Week 5 of high school football
High school football season in NC rolls into the final week of nonconference play with a full slate of matchups. Follow here for scores, highlights.
Virginia Tech’s Season Begins Saturday Night Against Maryland
Virginia Tech enters Saturday night's game against the Maryland Terrapins, sitting at 2-0 on the season for the first time in five years. For the Hokies, it's been a solid start to the James Franklin era. Tech has thoroughly beaten two overmatched opponents at home in Blacksburg, and will now head on the road for …
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.
2. Bundesliga: Five-star Friday night as Wolfsburg dominate Darmstadt
VfL Wolfsburg (2-2-1, 5th) played host to SV Darmstadt 98 (1-1-3, 16th) to begin the sixth matchweek of the 2026/27 2. Bundesliga season, on a sunny, 16-degree Friday evening in the heart of Niedersac...
Bernie Sanders Slams AI CEOs Over Political Spending: 'You Should Not be Spending Money Trying to Defeat' AI Regulation
Sen. Bernie Sanders (I-Vt.) criticized AI industry leaders over their political spending, arguing that warnings about AI risks should be matched by support for lawmakers seeking stronger regulation. S...
Kentucky at Texas A&M: Final Thoughts and Prediction
Kentucky faces a tough matchup as they travel to Kyle Field to take on #9 Texas A&M. Here are my final thoughts and prediction of the game.
Success Indicators for UW Against Eastern Washington; Preview & Prediction
Eastern Washington has yet to win a game on the road in two tries this season. It enters Husky Stadium with a 1-2 record to play Washington in what should be a definitive opportunity for the Huskies to put their early-season issues behind them. On paper, the FCS opponent provides a mismatch in favor of …
Match Preview: Dortmund Travel to Stuttgart Before the International Break
Dortmund head South before the international break!
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.
KCTV Sports Huddle: Preview, predictions for Chiefs-Colts primetime matchup
The KCTV sports team gathers to answer pressing questions and predict what's to come for Chiefs-Colts this week on 'Sunday Night Football.'
Alabama Florida State Rematch: What’s Changed Since 2025
Alabama’s Florida State rematch comes at a time when head coach Kalen DeBoer and his team are still trying to figure out what they trust. Last year, the Seminoles defeated Alabama 31-17 by controlling the line of scrimmage and making the Crimson Tide chase the game. Now Alabama is 2-0, is ranked No.10, and is …
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.
Can UAlbany shock Monmouth again? Inside Saturday's crucial CAA rematch
Great Danes' first-year coach Tom Perkovich is keeping his team focused on the present as they head into Saturday's rematch against Monmouth.
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
Jalen Hurts’ history against Tennessee entering the Week 2 matchup
A look at Hurts’ statistics and previous performances against Tennessee
3 reasons for optimism for Raiders Week 2 vs Chargers
There are some reasons to be optimistic if you're the Raiders heading into their Week 2 matchup with the Chargers.
Ahead of Roma vs. Inter; Nerazzurri's training session
It's the day before Roma vs. Inter on Serie A matchday 5. The Nerazzurri take on the Giallorossi at the Olimpico at 18:00 CEST on Saturday, 19 September. Before travelling to the capital, the Nerazzur...
Why Bryant football's fast start could signal a major turnaround
The Bulldogs are 2-1 overall, and have an immediate chance to match last season's win total by beating Princeton on Saturday.
Giancarlo Marocchi says Juventus met the demands of the fans
After two winless games, Juventus owed their fans a victory against NEC, and there was a strong sense of expectation before the start of their Europa League match.Juve were playing their first Europea...
Weather could impact Patriots' Week 2 game against Steelers
It could be a wet afternoon when the Patriots and Steelers collide in Sunday's Week 2 NFL matchup.
Our offense vs. their defense: Ole Miss Rebels
Previewing LSU’s offensive matchup in Week 3
California is not a good place to grow a business: Joel Pollak
California Post opinion editor Joel Pollak discusses California Attorney General Rob Bonta blocking the Paramount merger and analyzes Governor Gavin Newsom's handling of wildfires.
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.
Maye Musk details the business advice Elon Musk ignored after PayPal
Maye Musk tells Stuart Varney about the business advice her son Elon Musk ignored after selling PayPal. She explains how he went on to start multiple successful companies despite her warning to only focus on one.
Eye of the Tiger: Pivotal position matchups vs. Ole Miss
Which specific matchups could be key on Saturday night?
‘Control Resonant’ Review: Yes, It Resonates
'Control Resonant' is a return to a universe that began in a different genre. The new game cannot match the old, but it's worth your time all the same.
Scouting the Grizzlies: 5 questions, prediction with a Montana reporter
Montana beat reporter Frank Gogola previews the Grizzlies' matchup at Oregon State, highlighting RB Eli Gillman, defensive vulnerabilities, and predicting a Beavers win.
Young Michigan voters cozy up to DSA agenda to abolish Senate, upend political system
Michigan State student calls Senate ‘inherently undemocratic’ as Green Party candidate backs DSA proposals and Detroit resident weighs political overhaul.
Every word of Michael Carrick’s Fulham pre-match press conference
262 Michael Carrick has been speaking to the media in the pre-match press conference ahead of Sunday’s trip to Craven Cottage to face Fulham in the Premier League.On the agenda: fallout from the Lea...
Three talking points before Ligue 1 matchday 5
This weekend, it’s... Classique time!The three big storylines from this fifth Ligue 1 matchday can be found right here!Ligue 1+ available on OneFootball 📺This season, OneFootball has once again t...
Experts predict winner of Jaguars v. Broncos Week 2 game
Here is who the experts are picking to win Sunday's Week 2 matchup between the Jaguars and Broncos.
Happonen and Orsolini back with the group
With two days to go until the match against Torino, Raffaele Palladino’s Rossoblù went through a double training session. The morning was dedicated to activation work and small-sided technical dril...
How Lavia has avoided becoming risk-averse
Chelsea midfielder Romeo Lavia says he is finally reaping the rewards of his hard work, feeling "free" again and determined to "change the narrative" around him. The 22-year-old is on the verge of enjoying his longest spell in the Chelsea side and, if he completes 60 minutes against Brentford on Friday, he will surpass his previous best run of 518 minutes without injury - including pre-season matches. Lavia made just one appearance in his first season at Stamford Bridge because of a serious hamstring injury.
2026 Week 3 Preview: SMU Mustangs @ Louisville Cardinals
This ranked ACC matchup might be the conference’s most important game all year. Expect an offensive clinic.
Eagles-Titans matchups to watch in Week 2
Here are some key matchups to watch when the Eagles face the Titans in Week 2 in Nashville.
Chivu and Gasperini take different approaches to Roma vs. Inter
Gian Piero Gasperini will hold a pre-match press conference today, on the eve of Saturday’s big match against Inter, while his counterpart, Cristian Chivu, will speak to the press only after the gam...