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Trench play proves big in Nebraska football’s win over North Dakota
To wrap up non-conference play, Nebraska football defeated North Dakota 34-7. The Huskers’ strong first and fourth quarters secured the win against the sixth-ranked FCS team, as the Scarlet and Cream earned their third consecutive 3-0 start to the season.
Bills QB Josh Allen Faces Big Prediction Against Struggling Chargers
Buffalo Bills quarterback Josh Allen is expected to have another strong performance against the Los Angeles Chargers. The post Bills QB Josh Allen Faces Big Prediction Against Struggling Chargers appeared first on HEAVY.
Monkey business: Hundreds line up to shop UT, Roller Rabbit pajama partnership
The line of eager faces stretched nearly a quarter of a mile. Hundreds of customers, some of whom waited almost six hours, patiently anticipated the Roller Rabbit and University of Tennessee collaborative pop-up Monday morning. The two-day event brings a limited edition collection of pajamas designed exclusively for Vols, featuring the brand’s “iconic” monkey-covered pattern...
Giants WR Malik Nabers returns to game vs. Rams after leaving with shoulder injury
Nabers came up clutching his shoulder in pain after failing to grab a contested pass late in the first quarter.
Construction halted on Ken Griffin’s $2.5 billion Miami headquarters
A drilling rig toppled at the Citadel construction site, crushing three vehicles and prompting Miami-Dade County to stop work pending an investigation.
Encouraging Jayden Daniels injury update comes from very unlikely source
Washington Commanders quarterback Jayden Daniels is in good spirits, according to a Basketball Hall of Famer.
Michael Penix Jr. named starting quarterback
Falcons QB Michael Penix Jr. cleared to play and set to start
Health Ministers of the Americas to meet in Washington to address the Region’s leading public health challenges
The highest health authorities in the Americas will discuss new strategies on health emergencies, antimicrobial resistance, arboviral diseases, and food safety.Washington, D.C., 21 September 2026 (PAHO) – Ministers of Health and other high-level authorities from across the Americas will gather from 28 September to 2 October 2026 at the headquarters of the Pan American Health Organization (PAHO) in Washington, D.C., for the 63rd PAHO Directing Council and other governance meetings.
Vikings QB1 Clears Concussion Protocol
The Minnesota Vikings announced on Monday that starting quarterback Kyler Murray has cleared concussion protocol.
2026 Concessions & Entertainment Guide
Agile Ticketing Solutions agiletix.com Agile Ticketing Solutions (AgileTix) is a North America–based provider of ticketing and venue management software, serving the live entertainment industry since 1999. Headquartered in Hermitage, Tennessee, AgileTix supports cinemas, performing arts centers, museums, historic theaters, festivals, and cultural institutions with a unified platform that connects box office, concessions, merchandise, memberships, and […]
Invesco Leisure and Entertainment ETF declares quarterly distribution of $0.0561
Content provided by Seeking Alpha is intended for information purposes only, and that Seeking Alpha does not offer any personalist investment advice and is not a licensed securities dealer, broker, US investment adviser or investment bank.
5 up, 5 down for Miami Hurricanes vs. Wake Forest
The Miami Hurricanes took care of business on the road on Friday night (fortunately their last non-Saturday game of the regular season), defeating Wake Forest 33-20. It was a game with plenty of good, as Miami leapt out to a 31-7 lead in the third quarter and looked like their recent dominant selves. But there […]
Seahawks Droppings: New starting quarterback, same results for streaking ‘Hawks
Seattle rolls with Drew Lock at QB, setting franchise records along the way.
ESPN Questions if Steelers Should Bench Aaron Rodgers
Aaron Rodgers struggled in the Steelers' loss to the Patriots, prompting ESPN to consider whether Pittsburgh should make a change at quarterback.
Notre Dame Gave Alessio Milivojevic a Reality Check
A relentless Fighting Irish defense shattered the Spartan quarterback’s composure, turning a promising start into a turnover-laden struggle that reveals the steep learning curve for the young starter.
Here’s What Lifted BrightSpring Health Services (BTSG)
Carillon Tower Advisers, an investment management company, released its second-quarter 2026 investor letter for the “Carillon Eagle Small Cap Growth Fund”. The letter can be downloaded here. Small-cap stocks rallied broadly in the second quarter, with the Russell 2000 Growth Index (+25.71%) outpacing Value +17.24%). Information Technology (+46.79%) led all sectors, supported by solid gains […]
In limbo: Nevada Salvadorans with TPS protections await DHS decision
Salvadorans with Temporary Protected Status in Nevada, some of whom have called the U.S. home for a quarter-century, don’t know how long they’ll be able to legally remain in the country.
Eagles Get Caleb Williams Injury Update Before Facing Bears
As the Chicago Bears faced the Minnesota Vikings, the veteran quarterback Caleb Williams went down with an injury scare. Next week, the Philadelphia Eagles are set to pay a visit to the Bears and could potentially face Chicago’s backup quarterback, depending on the Chicago QB’s final diagnosis. Caleb Williams Injury: What The Eagles Know After […] The post Eagles Get Caleb Williams Injury Update Before Facing Bears appeared first on HEAVY.
Dak Prescott breaks Tony Romo's franchise record for Cowboys
Prescott’s record-breaking TD toss was a 24-yarder to receiver CeeDee Lamb in the fourth quarter, the 249th of his career.
Dak Prescott breaks Tony Romo's franchise record for Cowboys
Prescott’s record-breaking TD toss was a 24-yarder to receiver CeeDee Lamb in the fourth quarter, the 249th of his career.
Patrick Mahomes discusses the offense's improvement after two games
During his press conference, Kansas City Chiefs quarterback Patrick Mahomes discussed the offense's improvement after two games | @EdEastonJr
AT&T's $1.35 billion Plano headquarters moves closer to construction with final site plan vote
AT&T's $1.35 billion Plano headquarters nears final approval, while Dallas considers renaming a street for the Texas Stock Exchange's new home.
Ole Miss Star Trinidad Chambliss Sends Powerful Message Beyond Football
Trinidad Chambliss had plenty of reasons to talk about football after one of the biggest wins of his Ole Miss career. The Rebels had just beaten No. 7 LSU 32-24, Chambliss threw for 363 yards and two touchdowns, and his fourth-quarter rushing score helped finish off an emotional night in Oxford. Yet when the Ole […] The post Ole Miss Star Trinidad Chambliss Sends Powerful Message Beyond Football appeared first on HEAVY.
I-5 Rose Quarter closure puts pressure on local businesses
Week 2 of Portland’s southbound I-5 Rose Quarter closure is lengthening commutes and hurting nearby businesses. Hayden Island’s Island Cafe reports sales down 40%, while I-5-area restaurants hope customers still come.
Brock Purdy Looks Unstoppable as 49ers Start 2-0
The San Francisco 49ers are off to a 2-0 start, and Brock Purdy looks like a quarterback ready to take his game to another level. San Francisco dominated the Miami Dolphins 35-13 on Sunday, following up its Week 1 victory over the Los Angeles Rams with another convincing performance. The 49ers have now opened the…
Jalen Hurts Makes History In Eagles’ Win vs Titans
The Philadelphia Eagles landed another impressive hero effort from the star quarterback Jalen Hurts on Sunday afternoon in Week 2. Amid the tight victory, which included another clutch showing from Hurts, the veteran passed the former Philadelphia Eagles quarterback Carson Wentz on a historic Eagles list. Jalen Hurts Makes History In Eagles’ Win vs Titans […] The post Jalen Hurts Makes History In Eagles’ Win vs Titans appeared first on HEAVY.
Falcons searching for answers after crushing loss to Carolina
Frustration boiled over on the Falcons’ sideline during a 34-3 loss to the Panthers, but head coach Kevin Stefanski insists Atlanta’s locker room remains resilient despite mounting quarterback and offensive struggles.
NFL insider has encouraging update on Bears QB Caleb Williams
NBC Sports' Mike Florio had an encouraging update on Bears quarterback Caleb Williams, who suffered a hamstring injury.
Europe faces Q4 jet fuel supply deficit even as South Korea becomes latest big supplier
Europe faces a fourth-quarter jet fuel deficit, even as it turns to far-flung suppliers including South Korea, which is set to boost its jet exports to Europe to a four-year high in September, according to analysts and shipping data.
Baker Mayfield falls against former team
Tampa Bay Buccaneers quarterback Baker Mayfield completed 21 of 34 passes for 182 yards, one touchdown and one interception in Week 2
Deshaun Watson tosses two TDs in win
Cleveland Browns quarterback Deshaun Watson completed 24 of 30 passes for 238 yards, two touchdowns and no interceptions in Week 2.
Green Bay Packers Reveal Brutal Injury News After Beating Jets
The Green Bay Packers were able to pull out an ugly win over the New York Jets on Sunday afternoon. Despite trailing in the fourth quarter by a score of 17-7, the team was able to come all the way back to take home a 20-17 victory. With the win, the Packers moved to 1-1 […] The post Green Bay Packers Reveal Brutal Injury News After Beating Jets appeared first on Gridiron Heroics.
Caleb Williams injury update gives Bears reason for optimism
Chicago Bears quarterback Caleb Williams went down with a hamstring injury in Week 2.
Packers Rally to Stun Jets in Overtime
The Green Bay Packers pulled off a dramatic comeback Sunday afternoon, rallying from a 10-point fourth-quarter deficit to defeat the New York Jets 20-17 in overtime at MetLife Stadium. The Jets appeared to be in control for much of the afternoon and held a 17-7 lead with just over 11 minutes remaining in the fourth…
Familiar late-game problems return in Ravens’ home-opening loss
Baltimore was outscored 15-0 in the fourth quarter and squandered an eight-point lead during a 24-17 loss to New Orleans.
Caleb Williams scheduled for MRI Monday
Chicago Bears quarterback Caleb Williams suffered a right hamstring injury midway through the fourth quarter in Week 2, MRI coming Monday
Carson Wentz leads team to road win in rain
Minnesota Vikings quarterback Carson Wentz completed 11 of 20 passes for 143 yards, no touchdowns and no interceptions in a Week 2 road victory
Panthers struggling defense finds elixir in Falcons' quarterback debacle
A week after being shredded by the Bears for 59 points, the Panthers' defense found the perfect get-well tonic: Cooper Rush and the Falcons.
Bears' offense evaporates, Caleb Williams injured late in loss to Vikings
Caleb Williams left in the fourth quarter with a hamstring injury, and the Bears dropped to 1-1.
WATCH: 1-on-1 with Dabo Swinney after Clemson’s conference-opening win over North Carolina
WATCH: Palmetto Sports Director Carmine Gemei speaks 1-on-1 with Coach Dabo Swinney after Clemson’s conference-opening win over UNC in his freshman quarterback Tait Reynold’s first start.
Quarterback roster decisions define 2026 college football season
Decisions by coaches to retain mediocre QBs are crushing their 2026 seasons. Miami paying up for Darian Mensah is proving to be a great investment
Betting odds released for Nebraska vs. Michigan State Matchup
College Football can be odd. Nebraska handled the non-conference portion of their schedule, toppling the North Dakota Fighting Hawks 34-7 Saturday night. It was a game that could have been more lopsided, but Matt Rhule elected to have TJ Lateef and even Danny Kaelin see some action. Nebraska scored in every quarter, and only allowed […]
Jayden Reed will not return in Week 2
Green Bay Packers wide receiver Jayden Reed suffered a neck injury in the first quarter
Raiders Have Best Backup QB In NFL, Per This Report
The Las Vegas Raiders have their franchise quarterback, and according to this list he's the best backup, too.
NFL Insider Sounds Alarm on Lions Coordinator
The calls for the Detroit Lions to fire defensive coordinator Kelvin Sheppard have gotten much louder after the team blew a fourth-quarter lead in Week 1 and allowed 41 points in Week 2. However, while most of the heat around Sheppard has been outside of the building, Albert Breer of Sports Illustrated jumped on the […] The post NFL Insider Sounds Alarm on Lions Coordinator appeared first on HEAVY.
How Tennessee QB Faizon Brandon assessed his Kennesaw State performance
Tennessee quarterback Faizon Brandon fumbled against Kennesaw State, but still hasn't thrown an interception in his first three career starts.
Iran Warns of Painful Response to Any US Aggression
TEHRAN (Tasnim) – The Khatam al-Anbia Central Headquarters of Iran warned the US and regional countries that any hostile action against Iran will trigger sustained, effective and painful attacks against their positions and interests in the region.
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)
Steelers vs Patriots live updates: TV info, live stream, odds for Week 2 game
Pittsburgh stole a 21-14 victory against the Patriots a year ago by generating five turnovers against quarterback Drake Maye and Co.
New executive director at French Quarter theater; former state rep takes energy association job
Take a look at some of the recent promotions and new hires announced at south Louisiana businesses.
Carson Wentz Receives Harsh Ranking Among NFL Backup Quarterbacks
Despite a stellar three-touchdown debut, analysts remain skeptical of Minnesota's new signal-caller. Discover why critics view the former starter as a mediocre backup ahead of Sunday's showdown.
Teladoc Health (TDOC) Missed On Earnings And Guided Lower, Is The Discount Too Wide?
Why Teladoc Health’s latest earnings matter for investors Teladoc Health (TDOC) set the tone for the stock this week after reporting quarterly results that showed a 4% revenue decline, missed forecasts on profitability, and softer guidance for the coming quarter. The update pointed to a 9.2% average drop in customer spending in recent years even as user counts grew. Management signaled expectations for another period of lower revenue and negative earnings per share. Recent trading suggests...
Columbia football continues hot start with overwhelming win against Amsterdam
The Blue Devils got four touchdown passes and 301 yards through the air from senior quarterback Tyler Connolly in a 42-8 victory over Amsterdam.
Michigan Dominates UTEP In Second Half In 52-17 Beatdown
The Wolverines struggled to find their rhythm early, but Michigan exploded for 28 points in the third quarter behind an efficient performance from quarterback Bryce Underwood.
Vanderbilt stuns N.C. State with fumble recovery, improbable 35-31 win
N.C. State quarterback CJ Bailey was trying to run out the clock in the end zone and fumbled as he was tackled.
NFL Fines 2 Packers Players For Actions Against Vikings
League officials issued financial penalties following a physical divisional clash, targeting a late hit on a backup quarterback while clearing the controversial tackle that sidelined Minnesota’s starter.
Xavier Worthy Explains Miscue With Patrick Mahomes vs. Broncos
Overall, the Kansas City Chiefs had a good showing on offense in Week 1 against the Denver Broncos. The rushing attack was the best we have seen from the Chiefs in several years, led by Kenneth Walker III. However, the passing game left a little to be desired. Quarterback Patrick Mahomes started the game completing […] The post Xavier Worthy Explains Miscue With Patrick Mahomes vs. Broncos appeared first on HEAVY.
Vikings' Dallas Turner on Bears' Caleb Williams: 'hardest to tackle'
Dallas Turner was honest in his evaluation of Bears quarterback Caleb Williams.
EWU Coach Praises Washington Football Star QB's Dual-Threat Ability
Eastern Washington football coach Aaron Best admitted this week when it comes to containing quarterback Demond Williams Jr., there isn't a plan.
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.
Andy Kotelnicki Message to His Quarterback
Andy Kotelnicki Message to His Quarterback
Browns Predicted to Shelve Deshaun Watson Mid-Game Against Buccaneers
The Cleveland Browns are expected to essentially end their relationship with quarterback Deshaun Watson during Week 2. The post Browns Predicted to Shelve Deshaun Watson Mid-Game Against Buccaneers appeared first on HEAVY.
NFL Week 2 fantasy quarterback rankings: Top QB streamers, starts
Dak Prescott is among the best quarterback options for fantasy football in NFL Week 2.
Bills Under Fire for Josh Allen Decision Before Lions Win
The Buffalo Bills are taking heat for not including quarterback Josh Allen on the injury report while he suffered flu-like symptoms. The post Bills Under Fire for Josh Allen Decision Before Lions Win appeared first on HEAVY.
Falcons Watching Potential 1st-Round QB
The Atlanta Falcons‘ quarterback of the future might not currently be on their roster. That means that the 2026 college football season is crucial. When they scout games, they have to be sure to watch the right passers and pick up on the right things to know which QB in a strong 2027 NFL Draft […] The post Falcons Watching Potential 1st-Round QB appeared first on HEAVY.
This tiny organism can shrink to one quarter its size in milliseconds
A single-celled organism can shrink to one-quarter of its length in milliseconds using a remarkable calcium-powered protein “fishnet.” Scientists hope its unusual machinery could inspire artificial muscles capable of moving far faster than today’s designs.
Pacific Beach boardwalk-driving suspect ignites mental health diversion debate
San Diego County judges granted mental health diversion in over three hundred felony cases in 2025, and suspects reoffended in more than a quarter of those cases.
Bears' Caleb Williams faces biggest challenge yet in Vikings showdown
Chicago Bears quarterback Caleb Williams is off to a strong start for the 2026-27 season, but he's coming up against his biggest challenge so far with the Minnesota game.
Vikings Name Starting QB For Week 2 vs. Bears With Kyler Murray Injured
The Minnesota Vikings are starting Carson Wentz at quarterback in Week 2 with Kyler Murray still recovering from a concussion.
MN Vikings Make Week 2 Quarterback Decision
The Minnesota Vikings have ruled starting quarterback Kyler Murray out for Week 2 and Carson Wentz will go in his place.
Where Aaron Philo lands in CBS Sports' latest quarterback rankings
Through two weeks of college football, Florida's Aaron Philo has risen three spots in CBS Sports' latest quarterback rankings.
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.
Q2 Earnings Highs And Lows: Caesars Entertainment (NASDAQ:CZR) Vs The Rest Of The Consumer Discretionary
As the Q2 earnings season wraps, let’s dig into this quarter’s best and worst performers in the consumer discretionary - casino operator industry, including Caesars Entertainment (NASDAQ:CZR) and its peers.
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.
Syracuse football: it’s time for a quarterback change
The one benefit of an early bye is making this adjusment easier
WHO flags growing health workforce gap as workers and patients age
GENEVA, Sept 18 (Reuters) - The World Health Organization warned on Friday of a gap in the medical workforce around the world in the 2030s, with a quarter of doctors set to retire in the next decade. "In many countries both our populations and health...
Clemson QB Tait Reynolds Fires off Strong Message to Team
Clemson Tigers quarterback Tait Reynolds has sent a strong message to his team before his first start.
Burlington’s headquarters move to Philadelphia puts spotlight on New Jersey’s difficult business climate, experts say
Gov. Mikie Sherrill has defended her growth strategy, but advocates say the state must do more to boost competitiveness.
Jack Campbell Fights Back Tears After Brutal Lions Loss
Before they could blink, the Detroit Lions found themselves trailing by a 14-0 score in the first quarter of Thursday evening’s contest against the Buffalo Bills, who were playing in front of a sold-out crowd in their first regular season game at the new Highmark Stadium.Josh Allen and the Bills racked up 399 yards of […] The post Jack Campbell Fights Back Tears After Brutal Lions Loss appeared first on HEAVY.
16th Asian Chief Dental Officers Meeting: Advancing universal health coverage for oral health in the WHO Western Pacific and South-East Asia Regions
Session 3 of the 100-Day Sprint BackgroundOral diseases remain among the most prevalent noncommunicable diseases (NCDs) across Asia, affecting people throughout the life course and placing a significant burden on individuals, families and health systems. Countries across the World Health Organization (WHO) Western Pacific Region and South-East Asia Region have committed to strengthening oral health through regional action plans and by advancing universal health coverage (UHC). The 16th Asian Chief Dental Officers Meeting (ACDOM) serves as a regional platform for Chief Dental Officers in Asia to exchange experiences, strengthen collaboration and accelerate implementation of oral health commitments. For the first time, the meeting is being jointly organized by the WHO Regional Offices for South-East Asia and for the Western Pacific and the ACDOM Secretariat. This year's meeting introduces a 100-Day Sprint, bringing together oral health and UHC leads and technical experts to support countries in strengthening integration of oral health within national UHC benefit packages. Through the Sprint, participating countries will develop, refine, cost and operationalize country-specific essential oral health-care benefit packages using WHO tools, including the Service Package Delivery and Implementation (SPDI) Platform. The in-person 16th Asian Chief Dental Officers Meeting represents Session 3 and the midpoint of the 100-Day Sprint, providing an opportunity for countries to review progress, exchange experiences, identify challenges and refine their approaches before continuing with the remaining Sprint sessions. 100-Day SprintSession Date Format Title Session 1 (Day 0) 19 Aug Virtual Setting the Scene and Introducing Key Principles and Frameworks Session 2 16 SepVirtual Introduction to the SPDI Platform and Initial Mapping Exercise Session 3 27-29 Sep In-person, 16th Asian Chief Dental Officer Meeting, Malaysia Review and Refinement of Oral Health Service Packages Session 4 14 Oct Virtual Finalizing National Essential Oral Health Services Packages and Costing Exercise Session 5 (Day 100) 26 Nov Virtual Country Presentations and Closing of the 100-Day Sprint ObjectivesLeverage the 100-Day Sprint to define priority implementation actions for oral health in countries; Strengthen national capacity to design, cost and operationalize country-specific essential oral health care packages using SPDI platform; andExplore cross-country collaboration to expand access to essential oral health supplies and products, including harmonized specifications and pricing, and improve supply chains for essential dental preparations and medicines.Expected outcomesA draft country-specific essential oral health care benefit package developed using the SPDI platform and aligned with WHO’s Essential Oral Health Care packageA strengthened regional network in Asia of oral health and UHC leaders, fostering collaboration among South-East Asia and Western Pacific countries, WHO offices and WHO Collaborating Centres to support sustained implementation beyond the meetingParticipantsChief Dental Officers and national oral health programme leads;National focal points responsible for universal health coverage, health financing and health systems;Representatives from WHO country offices, regional offices and headquarters;WHO Collaborating Centres; andAcademic institutions and technical partners.
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