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DoorDash Chief Business Officer Keith Yandell Sells 2,184 Shares
Yandell disposed of stock worth $438,460 under a pre-established trading plan, while maintaining a direct holding of 120,688 shares valued.
River Ryan Shines in First Start With Detroit Tigers
River Ryan delivered three scoreless innings with three strikeouts in his Detroit Tigers debut.
Can AI Be Slowed Down? Stanford HAI Experts Weigh the Risks, Rules and Race Ahead
In a new series called 'Prompt Response,' Stanford’s Surya Ganguli, Diyi Yang and Rob Reich examined emergent agent behavior, recursive self-improvement, independent evaluation and whether a 'kill switch' can make advanced AI safer.
Penguins announce Crosby, Malkin return for Tuesday preseason game
Some more notable starters are seeing preseason action tonight for the Penguins after Bryan Rust and Kris Letang took the ice in Monday night’s win over the Buffalo Sabres. Sidney Crosby and Evgeni Malkin will both be playing Tuesday night against the Detroit Red Wings’ preseason squad, according to the Penguins. They’ll be joined by […]
Yankees' Trent Grisham Question Has Already Been Answered
The New York Yankees should already know what to do with Trent Grisham.
Tigers aim to clinch series vs Nationals on Tuesday night
The Detroit Tigers opened up the penultimate series of the 2026 campaign with a 9-2 victory at Comerica Park — soon to be Fifth Third Park — on Monday night. River Ryan looked good in his debut wearing the Olde English D, while home runs at the bottom of the batting order from Spencer Torkelson […]
🚨 Breaking: Fede Valverde suffers a serious sprain
Real Madrid have announced Fede Valverde’s injury following the tests carried out. The Uruguayan was injured by Kang-in Lee during the derby against Atlético de Madrid and, despite playing through ...
Saudi Arabia restarts East-West oil pipeline, to resume exports from Yanbu, sources say
Saudi Arabia has restarted operations at its East-West Pipeline and could resume exports from the Red Sea port of Yanbu later on Tuesday, three sources briefed on the matter said.
Pens Points: Preseason Positives
Back on PPG Paints Arena ice for the first time since April, the Pittsburgh Penguins opened their preseason slate with a 4-1 victory over the Buffalo Sabres. Sergei Murashov got the nod in goal and pitched a shutout, stopping 13 shots, in his 30 minutes of action before Joel Blomqvist took over. Connor Dewar, Bryan […]
Yankees news: Sweep or weep
Can Yanks pull off unlikely sweep?; Wild Card roster decisions; chip on Cabby’s shoulder
'This is not Wrexham. I'm not Ryan Reynolds'
A new BBC podcast Mud, Sweat and Cheers: Trouble at the Bottom – Sheffield FC goes behind the scenes on an extraordinary season at the world's oldest football club.
Texans Move on Former Dolphins, Patriots Starting Defensive Tackles
DeMeco Ryans and the Houston Texans took action on a pair of interior defenders amid their current roster situation. The post Texans Move on Former Dolphins, Patriots Starting Defensive Tackles appeared first on HEAVY.
Dolly Parton’s nephew removed from estate security team, report says
The nephew of pop music superstar Dolly Parton has been removed from the security team for the late singer’s estate. Bryan Seaver was dismissed from his role overseeing protection of
Ryans owns Texans’ 0-2 start as Houston scrambles to avoid another 0-3 hole
The Texans fell to 0-2 for the third time in four years with Sunday’s 20-6 loss to Cincinnati.
Bill Bryan, Louisiana journalist, attorney and lover of the blues, dies in Baton Rouge
Bill Bryan had a lot of roles in his 67 years, and he had a “perpetual smile.”
Ask Pinstripe Alley: Yankees mailbag questions request
The final mailbag of the regular season awaits.
Meg Ryan and Jack Quaid make first mother-son red carpet appearance together
Ryan, who shared Jack with ex-husband Dennis Quaid, is also mother to daughter, Daisy.
New York Yankees Announce Starting Pitchers for Pivotal Rays Series
The New York Yankees officially announced their starting pitchers for their upcoming series against the Tampa Bay Rays. The post New York Yankees Announce Starting Pitchers for Pivotal Rays Series appeared first on HEAVY.
Why Aaron Boone could be in postseason 'hell' with Yankees
This could become a major problem for Boone and the Yankees.
Yankees Face New Pitching Concern After Diamondbacks Loss
The New York Yankees lost 8-4 to the Arizona Diamondbacks on Sunday at Chase Field. The game featured a blown 4-1 lead, a grand slam from Nolan Arenado, and another difficult afternoon for a bullpen that has been stretched thin down the stretch.But a quieter moment during the game raised a different kind of concern. […] The post Yankees Face New Pitching Concern After Diamondbacks Loss appeared first on HEAVY.
Spencer Jones just made the Yankees’ October call harder
Spencer Jones went 1-for-4 with a homer in Saturday’s loss to Arizona, and the hit was not some isolated late-September […]
Resident Evil is the best videogame movie because Bryan sucks
Not that the competition was steep.
NEA C-Suite: LJ Bryant
How would you describe your company? CB Winter Haven started as C&B Tax Inc. My mom started the business with a partner in the late 1990s, building a handful of...
KCENNews
KCEN 6 News is the NBC affiliate serving the community of Waco, Temple, Killeen, Bryan-College Station, and beyond. Be sure to download the KCEN 6 News app on your favorite devices to watch us anytime for free. SUBSCRIBE to our channel: http://bit.ly/2Z6mT7N Follow 6 News on social media: https://www.facebook.com/6NewsKCEN/ https://www.instagram.com/kcennews/ https://twitter.com/6NewsCTX https://www.tiktok.com/@kcentv
2026 midterm elections on track for record political ad spending, report finds
The 2026 midterms are on track to be the most expensive in U.S. history, according to the Wesleyan Media Project, which reports that $4 billion has already been spent on political advertising.
Signs of Change: A Kenyan Community Health Worker Learns to Talk to his Deaf Patients
As county governments roll out inclusive healthcare programmes for people with disabilities, Community Health Promoters learn a new lexicon of care. From Gavi, the Vaccine Alliance/VaccinesWork
Inside ‘Team Blessed,' the Phillies trio always staying ready together
What began with a simple “Bless up” has grown into a daily routine and shared faith for Derek Hill, Edmundo Sosa and Bryan De La Cruz.
Dr. Jason Diyanni's easyDoc Health aims to make healthcare affordable
COLUMBUS - He looks at healthcare from a much broader perspective.
Dr. Jason Diyanni's easyDoc Health aims to make healthcare affordable
COLUMBUS - He looks at healthcare from a much broader perspective.
Yankees news: Trent Grisham might not return until playoffs
Grisham’s path back to the roster is complicated, Schmidt reports biceps soreness/cramping; AL East dream slipping away
Bryan Avila avoids comment on claim Trump’s ‘gone too far’ on deportations
Avila faces repeated questions over Trump, deportations and Donalds’ positions.
Arman Tsarukyan Issues Statement Following Big UFC 331 Win
UFC lightweight contender Arman Tsarukyan issued a statement following his big win at UFC 331 over Mauricio Ruffy.In the co-main event of UFC 331, Tsarukyan knocked out Ruffy with a standing elbow and punches with just four seconds left in the first round.The fight was scheduled for five rounds, but Tsarukyan didn’t even need a […] The post Arman Tsarukyan Issues Statement Following Big UFC 331 Win appeared first on HEAVY.
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.
Yankees' Paul Goldschmidt Has Gone From Disposable to Indispensable
New York Yankees first baseman Paul Goldschmidt has flipped the script.
Meg Ryan and Son Jack Quaid Mark Super Rare Joint Appearance at Lucas Museum of Narrative Art Gala
Science 4 Everyone: Why is the sky blue?
Storm Team4 Meteorologist Ryan Miller answers an age-old question: Why is the sky blue?
Science 4 Everyone: Why is the sky blue?
Storm Team4 Meteorologist Ryan Miller answers an age-old question: Why is the sky blue?
Yankees' Newest Injury Concern Doesn't Seem Too Serious
The New York Yankees have yet another injury concern, but this one doesn't seem too serious.
Meg Ryan's Son Jack Quaid Towers Over His Mom in a Rare Red-Carpet Moment
Meg Ryan rarely hits the red carpet!
Meg Ryan's Son Jack Quaid Towers Over His Mom in a Rare Red-Carpet Moment
Meg Ryan rarely hits the red carpet!
Detroit Free Press on Instagram: "Two teams from the Savannah Bananas traveling baseball tour came to Comerica Park for a pair of games on Sept. 18-19. Rivals the high-energy Party Animals and the stunt-performing Firefighters, brought their brand of baseball entertainment to Comerica Park on Friday and Saturday, turning America's pastime into a mix of sports, comedy, dancing and crowd interaction. Check the link in our bio for more. 📷 by Kimberly P. Mitchell @kpmitchellphoto, Detroit Free Press #detroit #michigan #comericapark #entertainment #bananaball @thefirefighters @thepartyanimals #baseball"
17 likes, 0 comments - detroitfreepress on September 20, 2026: "Two teams from the Savannah Bananas traveling baseball tour came to Comerica Park for a pair of games on Sept. 18-19. Rivals the high-energy Party Animals and the stunt-performing Firefighters, brought their brand of baseball entertainment to Comerica Park on Friday and Saturday, turning America's pastime into a mix of sports, comedy, dancing and crowd interaction. Check the link in our bio for more. 📷 by Kimberly P. Mitchell @kpmitchellphoto, Detroit Free Press #detroit #michigan #comericapark #entertainment #bananaball @thefirefighters @thepartyanimals #baseball".
Martin O'Neill's post-match reaction on CelticPlayer
It was a disappointing afternoon in the East End of Glasgow for Celtic as Rangers ran out1-0 winners in the Glasgow derby.Ryan Naderi’s first-half goal was enough to separate the sides and give Dere...
Yankees’ ace just crashed the Cy Young race
The Yankees got walked off in Phoenix on Friday. Cam Schlittler was not the reason why. He gave them six […]
Myanmar Politics
Khin Yi, Lower House Parliament Speaker and newly elected chairman of the Union Solidarity and Development Party (USDP), speaks during the party's conference at Party Headquarters in Naypyitaw, Myanmar, Sunday, Sept. 20, 2026. (AP Photo/Aung Shine Oo)
Yankees' Heliot Ramos is Doing Something He's Never Done Before
Heliot Ramos hasn't been good since joining the New York Yankees, but he is excelling in one area.
Yankees news: Spencer Jones joins the walking wounded
Spencer Jones sits out Saturday; Cam Schlittler’s stupendous season; the implications of the Judge injury
Dr. Jesse McGuire triumphantly sings rest of National Anthem after trumpet failure at Chase Field
Accomplished trumpeter Dr. Jesse McGuire found a new way to wow the crowd at Chase Field ahead of Diamondbacks-Yankees.
Finger Lakes Health Celebrates Latest CNA Program Graduates
Finger Lakes Health celebrates 11 new CNA program graduates. These certified nursing assistants will provide vital care at facilities in Geneva, Penn Yan...
Yankees lose to Diamondbacks in walk-off fashion
A stupid, long, annoying game ends, well, annoyingly.
Cam Schlittler Gets Great Sign For Entering AL MVP Race
Second year pitcher Cam Schlittler is the strong American League Cy Young candidate, but he may have a chance at another award. The New York Yankees ace continues to add to the great body of work and saw his ERA dropping below 2.00 in recent weeks. Schlittler has an outside chance at the AL MVP […] The post Cam Schlittler Gets Great Sign For Entering AL MVP Race appeared first on HEAVY.
UFC 331 live blog: Arman Tsarukyan vs. Mauricio Ruffy
Follow live UFC 331 results for Arman Tsarukyan vs. Mauricio Ruffy
Latest on Brayan Rocchio After Early Exit in Guardians’ Win
Brayan Rocchio left with an injury during the Cleveland Guardians' win over the Athletics.
Senior fair gives health and wellness resources for seniors in Onondaga County
New York State Senator Christopher Ryan hosted a Senior Fair on Saturday morning. It was held the North Syracuse Junior High School from 9 a.m. to 12 p.m.
New York Yankees’ Aaron Judge Makes Statement Amid Diamondbacks Series
New York Yankees star Aaron Judge announced an injury update before Saturday night's game against the Arizona Diamondbacks. The post New York Yankees’ Aaron Judge Makes Statement Amid Diamondbacks Series appeared first on HEAVY.
D-backs vs. Yankees discussion
Today’s Lineups YANKEES DIAMONDBACKS Ben Rice – DH Lars Nootbaar – LF Cody Bellinger – LF Ketel Marte – 2B Luis Garcia – 1B Gabriel Moreno – C Heliot Ramos – RF Geraldo Perdomo – SS George Lombard – SS Corbin Carroll – RF Austin Wells – C Nolan Arenado – 3B Anthony Volpe – […]
Yankees' Arron Judge Comments On Injury Timeline
The New York Yankees placed Aaron Judge on the 10-day injured list with a calf strain on Saturday
Yankees Star Aaron Judge's Rehab Criticism Doesn't Make Sense
New York Yankees superstar Aaron Judge is still being criticized for not going on a rehab assignment.
Andoni Iraola drops massive hint about Liverpool's next signing
Ronald Araujo has been a revelation since his arrival in Merseyside, and the Uruguayan has established himself already. Although initially signed as a central defender Araujo has already made a compel...
Yankees Send Aaron Judge Back to the Injured List
The New York Yankees will once again be without their captain and reigning American League MVP, Aaron Judge. The team announced on Saturday morning that the 34-year-old will hit the 10-day injured list (retroactive to September 17th) due to a right calf strain. Judge only appeared in seven games after returning from a fractured rib …
Chicago Bears vs. Minnesota Vikings: Week 2 Players to Watch
Take a look at @BryanOrenchuk’s players to watch as the Vikings travel to Chicago in week 2.
‘Weird’ science: U of A grad helped get asteroid named after Al Yankovic
“Weird Al” Yankovic now has an asteroid named after him, thanks to the efforts of a planetary scientist with deep connections to the University of Arizona.
Yankees' Jazz Chisholm Gets Promising Free Agency Update Despite Struggles
The Yankees infielder hasn't played well, but history is on his side.
Yankees’ Gerrit Cole Sets All-Time MLB Record
For a little while, it looked like it might be yet another rough outing for Gerrit Cole as the New York Yankees get closer to the playoffs. Cole allowed a two-run home run to Arizona Diamondbacks superstar Corbin Carroll in the bottom of the second inning. The Yankees had spotted Cole a five-run lead, but […] The post Yankees’ Gerrit Cole Sets All-Time MLB Record appeared first on HEAVY.
Mariners News: J.P. Crawford, Aaron Judge, and Pete Fairbanks
The Yankees’ superstar goes down again. Plus, other injury news from around baseball.
Yankees Handed Troubling Verdict After Latest Aaron Judge Injury
Right as the playoffs are right around the corner, the New York Yankees were hit with devastating news as the team will put Aaron Judge on the 10-day injured list on Sept. 19 due to a right calf strain. As a result, the Yankees will head into the crucial four-game series with the Tampa Bay […] The post Yankees Handed Troubling Verdict After Latest Aaron Judge Injury appeared first on HEAVY.
Yankees news: Judge back on shelf
Spencer Jones, Ben Rice, and Cam Schlittler have been this season’s breakout stars; Bernie Williams heads to Broadway
Here's how Lakeland upended highly touted American Heritage
Matwain Bryant's interception clinches Lakeland's 21-16 victory over American Heritage.
First inning fiasco dooms Diamondbacks against Yankees
Record: 80-74. Pace: 84-78. Change on 2025: +3. Is it too late to bring Angry Orchard on as an official SnakePit sponsor? In sharp contrast to last Friday night cider-cap, where we blasted the Rangers 9-1, tonight was an exercise in Charles Bukowski-esque cirrhosis. By the time the first inning was over, the sky had […]
Sharks Extension Proves Warsofsky Is More Than a Rebuild Coach
The San Jose Sharks extension of Ryan Warsofsky signals the direction that the organization is heading for the foreseeable future. The post Sharks Extension Proves Warsofsky Is More Than a Rebuild Coach appeared first on HEAVY.
WCTV Sports Overtime: Alison and Ryan break down this week’s biggest moments
It’s Friday night, which means it’s time for Football Friday Night Overtime.
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.
Yankees at Diamondbacks live updates. Carroll dropped in lineup
The Arizona Diamondbacks open a three-game series against the New York Yankees on Friday, Sept. 18, at Chase Field.
How to live stream Yankees vs Diamondbacks: MLB, TV channel
The New York Yankees head to Chase Field on Friday night to open a three-game series against the Arizona Diamondbacks, with first pitch set for 9:40 PM ET. How to Watch Yankees vs Diamondbacks Gerrit Cole is scheduled to start…
Meghan McCain slams Aidy Bryant’s ‘cruel’ impression of her on “SNL”
“I didn’t find it funny,” the conservative personality complained of her portrayal on the show back in 2018.
FSU Seminoles injury report: Latest updates ahead of Alabama
Latest FSU Seminoles injury updates ahead of their Week 3 game against the Alabama Crimson Tide in Bryant-Denny Stadium.
$40K scholarship unveiled at Texas Tech Health El Paso for nursing and dental students
Texas Tech Health El Paso announced a $40,000 scholarship at its Welcome Back Fiesta, splitting $20,000 each for nursing and dental students. The boost could help students like Yanira Lozano Palacio focus on school.
New York Yankees Announce Brutal Aaron Judge Decision
The New York Yankees have announced a brutal decision on Aaron Judge.
Yankees lose versatile utilityman to Reds before Diamondbacks series
The Yankees DFA'd the infielder on Wednesday.
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.
Taylor data center faces state investigation over parkland conveyance
Texas Attorney General Ken Paxton investigates a proposed data center development on land intended for parkland in Taylor.
Yankees' Latest Austin Wells Update Won't Shock Anyone
New York Yankees fans won't be surprised over the latest Austin Wells update.
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.
What 'Monster: The Lizzie Borden Story' gets right (and wrong) about the Borden murders
Lizze Borden has fascinated true crime junkies for over 100 years. Now, her story lies in the hands of Ryan Murphy.
120-Acre Whole Health Campus Begins Taking Shape in Bentonville
The Alice L. Walton Foundation and Mercy have broken ground on a 120-plus-acre health care campus in Bentonville that aims to expand access
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.
Harwich cranberry festival features drone show, cider and music
The 50th Harwich Cranberry Arts and Music Festival returns this weekend with a drone show, live music, and crafts.
CT Gov. Lamont, Fazio clash over health care as TV ads increase in final 50 days
With healthcare costs rising, Connecticut Gov. Ned Lamont and Republican challenger Ryan Fazio are clashing over how to solve the problem. Lamont unveiled a new television commercial this week that criticizes Fazio for failing to support…
Celtic fans fear derby 'nightmare' after 'appalling' Euro defeat
Must focus on the weekend, Celtic can't lose three games in a week, twice to the Rangers! Alistair Johnston, Jota and Yang back will be soon, Celtic need to hang in there. A win against Rangers on Sunday and all is forgotten.
Life Sciences Building Debuts Despite Donor Controversy
Seven years after its conception, the Casper Life Sciences Building had its official debut on Tuesday, Sept. 8, giving students access to 197,300 square feet of labs, classrooms, and study spaces on a $250 million budget. The building will replace Hall-Atwater, previous home to biology and chemistry labs, which is set to be demolished in […]
Will Yan Diomande work out at Real Madrid?
The former RB Leipzig star made a big move in the summer.
David Justice, former Atlanta Braves and New York Yankees star
David Justice, born in Cincinnati in 1966, was 23 years old when he broke into the big leagues.
Sharks sign coach Ryan Warsofsky to multi-year contract extension
SAN JOSE, Calif. — The Sharks’ Ryan Warsofsky, the NHL’s youngest coach who has helped orchestrate a turnaround for the franchise during his two seasons as its head coach, has
Things That Actually Matter: Ryan Lasko
On a day the A’s lost 10-1 you probably don’t much care to discuss the team anyway. We’ll save that for a day, hopefully tomorrow, when the A’s give a glimpse of being good in 2027 and not just flirting with 100 losses in 2026. Baseball matters, but when an injury like Ryan Lasko’s occurs […]
Healthy Hero Hustle 5K and community health fair set for Saturday in Buckhannon
The Healthy Hero Hustle 5K starts at 10 a.m. Saturday at Wesleyan, alongside a free community health fair from 9 a.m. to noon. Race-day registration is available.
The Yankees Three Biggest X-Factors Heading Into October
The Yankees are in the midst of a historic 17-year World Series drought; these three players may have the biggest impact on the Bronx Bombers' ability to flip the script this October. The post The Yankees Three Biggest X-Factors Heading Into October appeared first on Stadium Rant.
WA Kenyan community, healthcare workers alarmed by uptick in ICE arrests
An increase of arrests of Kenyan immigrants in Washington is raising alarms for communities and labor groups across the state.
‘Sink or swim’ at Real Madrid for Yan Diomande
Can the former RB Leipzig star find his way?
Expert Explains Why He Got Yankees’ Ben Rice Wrong
Keith Law is one of the most widely respected prospects writers in baseball, and one thing he tries to do is explain why he gets certain players wrong.In a new article on Thursday, he dove into New York Yankees star Ben Rice, whom he never viewed as a high-ranking prospect.Of course, Law was not alone […] The post Expert Explains Why He Got Yankees’ Ben Rice Wrong appeared first on HEAVY.
Small Gym September: Meet Thunder Elite
Learn more about Thunder Elite from Bryan, TX! Thunder Elite is proud to have brought home its first-ever D2 Summit win this past season!