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Walmart Has the Best Deal on a GeForce RTX 5080 Prebuilt Gaming PC I've Seen in Months, and It Even Includes a Founder's Edition GPU
Equipped with an RTX 5080 Founder's Edition GPU, 32GB of RAM, and a 1TB SSD.
OPB’s First Look: Wrangling for votes
Why the Pendleton Round-up has become a vital stop for Oregon political candidates. Here's your First Look at Monday's news.
Marysville police shut down 21 illicit massage businesses in Snohomish County investigation
Marysville police identified 23 suspected businesses and shut down 21.
Iran YouTube Stories: How Rash Decisions Have Plagued Iranian Politics
In an interview with Sobhan Yahyaei on the Panorama website, Morad Saghafi, a political science researcher and civic activist, argued th ...
Political Scholar Morad Saghafi Advocates Dialogue Over Rash Political Transitions
In an interview with Sobhan Yahyaei on the Panorama website, Morad Saghafi, a political science researcher and civic activist, argued th ...
Michael Baker International Names Brian Pursch, SHRM-SCP, VP, Human Resources Business Partner Lead
/PRNewswire/ -- Michael Baker International, a global leader in engineering, architecture, consulting, and digital solutions, today announced that Brian...
How Issues With Your Feet Could Signal Bigger Health Issues
As your body’s foundation, issues with your feet can create a domino effect with the rest of your health. Dr. Ebonie Vincent-Sleet, podiatrists and one of the stars of TLC’s “My Feet Are Killing Me,” joins TODAY to break down remedies for common issues, when you should see a doctor, and the possible warning signs your feet could be giving you about diabetes, heart failure and more.
Contest: Pick the winners in the Rhode Island's general election
Believe it or not, early voting in Rhode Island’s general election begins 23 days, and Election Day itself is just six weeks away.
Wrangling for votes: Oregon governor’s candidates make political pilgrimage to Pendleton Round-Up
In a close race, both candidates say going to the rodeo is a must.
Why your smartwatch is so bad at telling you how many calories you burned
A new study found that smartwatches overestimated caloric burns by about 15 to 25 percent.
Kamala Harris launches into the 2026 midterms as her 2028 decision looms
Kamala Harris is diving into the midterms, campaigning with Democrats like Senate nominee Abdul El-Sayed in Michigan
KC looks to sports to grow its economy
A bigger CPKC Stadium, a Women's World Cup bid and $185 million in public money.
Can entertainment help us heal?
Sometimes a song, movie, TV series, or book can help. The ‘doctor’ is in.
U.S. Sen. Gary Peters to lead USC Dornsife’s Center for the Political Future, named Warschaw Chair
The Michigan Democrat will serve alongside Republican strategist Mike Murphy, bringing a record of bipartisan lawmaking and plans to expand the center’s presence in Washington.
Sen. Gary Peters, headed for academia, says he’s confident El-Sayed will win seat
The Michigan Democrat, who is retiring after this term, has accepted an offer at the University of Southern California.
Healthy aging via good oral health? Maybe.
Periodontal therapy may be key to preventing cognitive decline and promoting healthy aging, a new study reports. The study proposes that chronic inflammation predisposes one to neurodegenerative disorders.
Spygate: Southampton and Tonda Eckert await FA ruling
As Southampton manager Tonda Eckert awaits the FA hearing into his 'Spygate' misconduct conduct charge BBC sports editor Dan Roan speaks to him and club chief executive Phil Parsons on what happens next.
The U.S. sent an Iranian Christian to Panama. It had no plan for what came next.
One man’s 18 months in the limbo of Trump’s third-country deportations.
Adam Smith appointed chairman of Disney Entertainment’s Direct-to-Consumer division
Disney names Adam Smith as chairman of Direct-to-Consumer and Joe Earley as president of TV franchise and content strategy.
Holy Cross fosters civil discourse over contentious topics
The college's “Dialogue Dinners” invite students to engage in constructive discourse, led by a student facilitator, that begins with an acknowledgement that the conversation should start from a point of curiosity, not critique.
Norwegian PM Signing Ceremony on Parliament Hill
A signing ceremony is held on Parliament Hill in Ottawa between Norwegian Prime Minister Jonas Gahr Støre and Prime Minister Mark Carney. (no interpretation) (September 20, 2026)
Eckerd’s conservation corps plants new microforest on campus
Eckerd College Conservation Corps led their first CPS event of the fall semester on Sept. 8. Students and ECCC members collaborated with Jared Freed–landscape designer and project manager for Wilcox
Longtime political reporter Brendan Farrington dies at 60
Mr. Farrington, a Massachusetts native who early in his career worked for The Patriot Ledger, was known for his willingness to cover all types of stories, from the Florida Capitol to the quirky corners of his adopted state.
Nebraska Humane Society: Daily walks improve dog behavior and health
Dogs need daily walks to stay healthy and engaged.
Marketing Daily: AI Visibility Sources Vary Widely By Health Category: Report
To gain more visibility in AI search results, health & wellness CPG brands need to focus on different content strategies depending on product category,
To Your Good Health: Word-recall difficulty causes concern in 70-year-old female
Occasional tip-of-the-tongue word-recall problems are a normal part of healthy aging.
Political Beat Preview: House District 98
Incumbent Democrat Beth Helfrich is seeking re-election and facing a challenge from former Republican representative John Rhodes in North Carolina’s 98th House district that covers the northern part of Mecklenburg County.
Boston 25 News
The Massachusetts Department of Public Health announced the eighth human case of West Nile virus in Massachusetts on Friday.
Health experts urge young adults to keep primary care appointments
Mercy Health and Warren County health experts say young adults without primary care can miss baseline checks and early disease warning signs.
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...
‘Be a part of the story’: Hillsboro’s new fantasy bookstore brings ‘Hidden Worlds’ to life
The bookstore’s grand opening drew hundreds of readers to Orenco Station in Hillsboro over the weekend. “The readers show up, they show out, they’re really supportive,” owner Hayley Klarich said.
A bitter battle is brewing in one of Washington state’s last swing districts
Democrats are looking to scoop up more legislative seats this November in Battle Ground and other chunks of Southwestern Washington as they edge toward a supermajority in Olympia — a shift that would give them broad power to pass legislation or redraw the state’s voting maps.
Trump says planned arch will be ‘military complex’ for drones, snipers
The president’s new claims about the triumphal arch come as veterans groups, historic preservationists and others attempt to stop the project.
A24’s reputation is on the line with the SCP Foundation movie
A24 is claiming ‘worldwide rights’ to a film that has to be released under a Creative Commons license.
Board risky trainees at an Oglesby business?
There is a shortage of workers trained to install big solar systems, so the industry is turning to ex-convicts and other risky candidates to do the jobs. An Oglesby company is taking that to the next level.
📚 Philly’s bookstore boom
Philadelphia bookstores are seeing a surge in sales. Plus: more people are composting; Temple police officer under investigation for alleged racist remarks; Johnny Doc is now a Republican.
Scientists heard a knock at the door. It was a pelican in need of help.
“This is kind of just a once-in a-lifetime experience,” said marine researcher Annsli Hilton.
I spent 30 minutes with the iPhone Duo — 3 things you just don’t get from the pictures
This thing hits different when you hold it
NPR's College Podcast Challenge is back for 2026
Students: It's time to turn on the mic and hit 'record.' Send us your podcasts and we'll pick the best ones. It's $5,000 for our grand prize and $500 for our finalists.
3 science-backed home remedies to ease the common cold
Rest and hydration are essential, but these other strategies may also bring relief.
Trump and sons invest heavily in AI economy as he resists calls for slowdown
Trump’s decisions as president on one of the most consequential policy debates of his administration could affect the value of his personal investments.
Opinion | Postpartum moms need dedicated mental health support
Massachusetts has no inpatient unit where pregnant and postpartum moms can get tailored treatment.
Melbourne Square held a free science event for children
Mad Science held an interactive event at Melbourne Square featuring optical illusions and detective science for kids.
Annual rally at Boston Common draws thousands of marijuana advocates ahead of historic repeal vote
This year’s event billed itself as the “first overtly political” Freedom Rally since recreational marijuana was legalized across the state in 2016.
Health officials warn of recent measles exposure at PHL Airport
A person with measles traveled through PHL Airport this week, the Philadelphia Department of Public Health announced on Saturday.
Trump to form ‘AI Force,’ name AI czar but rejects calls for constraints
A growing chorus of lawmakers and industry leaders have called for moving more slowly on the technology.
Farm Safety Week to Highlight Physical and Mental Health
If you think about farm safety, you may have images of tractors, grain bins, and other equipment in mind. But
Marketing Daily: AI Visibilty Sources Vary Widely By Health Category: Report
To gain more visibility in AI search results, health & wellness CPG brands need to focus on different content strategies depending on product category,
New releases from Blancpain, Czapek, Grand Seiko and more
This past week has been one for the ages. Rolex announces an annual calendar carrying an official nickname for the first time, Blancpain releases one of the smallest mechanical movements to date, and Grand Seiko brings back Arabic numerals after 25 years. There’s plenty more too, spanning other all sort of styles and budgets with … Continued
Bar Harbor Parents Again Raise Concerns About How Some Science Education In Sixth Grade.
The Bar Harbor Story is generously sponsored by Restaurant Barn. BAR HARBOR—Parents again raised concerns this week about how Bar Harbor students receive science instruction after fifth grade, months after the same issue came before the Bar Harbor School Board. The concern centers on a past scheduling change at Conners Emerson School that gives fifth graders a full year of science rather than switching between science and social studies at midyear. Principal Dr. Heather Weir Webster told the board that the school has been monitoring test scores, teacher feedback, and the experience of students as it considers whether the current approach is working. If it is not, the approach may be changed, but that would not likely occur this school year. In fifth and sixth grade, the school used to have one semester of social studies and one of science in each year. That schedule shifted because switching at midyear often broke up the learning units. So, approximately two-three years ago, they decided to shift that a bit. Science became a dedicated focus in fifth grade. Social studies was the dedicated focus in sixth grade. The school staff members are hoping to dive deeply into the data and see if the students are having a more quality experience throughout their time in those grades when it comes to science and social studies. If not, things could shift again. This year, Dr. Webster said at the September meeting, potential changes to curricula have been a bit complicated by moving into the school’s new building in late October and early November. “There have been no changes this year because it’s hard enough to handle the move. That allows them to have consistency,” Dr. Webster said. Dr. Webster said that after the Covid pandemic which prevented students from attending school in person, many fifth graders were struggling. “We tried several different configurations,” she said, including a co-teaching model to help with that struggle, but to also see how to best schedule and support those students. “We found that a January switch” where classes switched from social studies to science was really difficult. Part of the decision making stemmed from science being more hands-on and accessible to fifth graders. Social studies was a bit more abstract content, which was why the school tried the current configuration. In a letter submitted as public comment, parent Beth Dumont wrote, “In May 2026, I wrote to express my concern that our middle school students are not receiving consistent instruction in science and social studies. I appreciate that the Board took this concern seriously and requested a presentation from Principal Webster. I am also grateful for the opportunity to meet with Principal Webster and Julie Keblinsky in July to learn more about the current curriculum and scheduling. “During that meeting, I learned that the current model is intended to integrate science and social studies into other subjects during the years or semesters when they are not offered as standalone courses. “While I appreciate the intent behind this model, I remain concerned about its premise. Science and social studies are core academic disciplines that provide students with essential knowledge, skills, and ways of thinking. Yet under the current schedule, students are not guaranteed consistent instructional time in these subjects. Instead, exposure to content in these disciplines may depend on whether opportunities for integration arise within other classes. “To be clear, I strongly support interdisciplinary learning. Integrating science and social studies across the curriculum can enrich students’ educational experiences and help them make meaningful connections across subject areas. My concern is not with integration itself, but with relying on integration as a substitute for dedicated instruction in core disciplines.” Dr. Webster said that they’ve been monitoring test scores, talking to teachers, seeing how the pilot program works. It’s in its third year now of this schedule. One science teacher, she said, told her he’d seen positive outcomes with full year science and that there was a stronger classroom community. Another science teacher had concerns over the readiness last year, but she isn’t feeling that way about this year’s current class. A third teacher for social studies said he loves the full year. A fourth teacher of social studies hasn’t said that anything has changed. For the three fathers who spoke at the school committee meeting, the fractured science curriculum caused concerns. One father said that when he spoke to others, “all were surprised and confused as to why there was no dedicated, continuous science education,” at the school. Though students are testing well in science and math, he worried that without continuity in education, learning is lost. “We shouldn’t have to choose between key learning disciplines,” he said. Matthew Bergin, another father, agreed, adding, “I’m just a little concerned.” In her letter, Dumont wrote, “As the parent of a recent sixth grader who completed an entire year without a dedicated science course, I saw very little evidence that this integration was occurring in a consistent, systematic, or readily identifiable way. This is not a criticism of our middle school teachers, who have been uniformly excellent. Rather, it is a structural criticism of the current schedule.” Dr. Webster gave an update about all aspects of the schedule and how it’s created and she also spoke to social and emotional learning (SEL) in middle school. It’s explicitly taught but also embedded. Science is embedded as well and explicitly taught at all but that one grade. The school schedule is built from lunch out, then electives like art and physical education are placed, before going into the instruction time, teacher planning time, multi-tier support systems (MTSS), and then social and emotional learning. Teachers have to have 250 minutes a week of planning time per their contracts. That’s the minimum and occurs when their students are at specials. “The schedule is really not the purview of the board,” School Board Chair Marie Yarborough reminded the other board members and the public and thanked Dr. Webster for the presentation. The parents were also thanked for coming. LINK TO LEARN MORE [ ](https://barharborstory.substack.com/p/despite-strong-rankings-some-bar) [ Despite Strong Rankings, Some Bar Harbor Parents Raise Concerns About School's Science Education ](https://barharborstory.substack.com/p/despite-strong-rankings-some-bar) Carrie Jones · Jun 4 [ Read full story ](https://barharborstory.substack.com/p/despite-strong-rankings-some-bar) HELP SUPPORT THE BAR HARBOR STORY When we started The Bar Harbor Story, we didn’t know if anyone would read it. But you showed up. You shared. You sent tips. Now—over 400,000 views every month later—it’s clear: people here care about their community and each other. We’ve kept everything free because news should never be out of reach, but every one of our stories takes time to write, and your support keeps The Bar Harbor Story going. If you value our work, please consider a paid subscription, a founding membership, or a sponsorship. It truly helps us cover one more meeting, tell one more story, shine one more light. Even $5 a month makes a difference. Click here to become a one-time supporter now. Thank you so much for being here. Founding member information can be found here. Have questions about sponsorships? Just send Shaun an email at sfarrar86@gmail.com, he’d love to hear from you. Subscribe Share Bar Harbor Story Share Leave a comment
Russia holds parliamentary vote in areas it seized from Ukraine in the war
Russia's parliamentary election for the first time is being held in Ukraine's regions that Moscow illegally annexed after the start of its full-scale invasion more than 4 1/2 years ago.
MS NOW says journalists blocked from White House after Trump announces ban
The network said it “intends to take any and all steps necessary to defend our First Amendment rights” after Trump said he would block MS NOW, CNN and Politico.
Massachusetts health officials announce eighth human case of West Nile virus
The Massachusetts Department of Public Health announced the eighth human case of West Nile virus in Massachusetts on Friday.
We Asked a Cardiologist If You Need Fish to Get Enough Omega-3s
We asked a cardiologist if you need to eat fish to get enough omega-3s. Here’s what she said.
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...
Country music fans praying for singer after he calls off tour for heartbreaking reason
The singer shared the news with fans on social media.
Secret contracts reveal undisclosed terms in Trump’s drug-pricing deals
Agreements with Pfizer and Eli Lilly include tariff protections, overseas pricing inducements and broad confidentiality clauses.
How anti-Muslim rhetoric is influencing the pivotal Michigan Senate race
Attacks aimed at Democrat Abdul El-Sayed have brought back painful memories for some in a contest that has raised questions about the acceptability of Islamophobia in politics.
Trump says he will demand drug companies split up vaccines into more doses
Those comments came a day after Health Secretary Robert F. Kennedy Jr. told attendees of a conference for the anti-vaccine group he founded that they have a “friend at the White House.”
Health Brief: White House touts Medicaid drug deals
Plus: Three pressure points for global health.
Trump signs sweeping Russia sanctions bill, aiming to choke off funds for Moscow in Ukraine war
President Donald Trump has signed a major sanctions package targeting Russian officials and key sectors of its economy
How to think about the AI safety debate without losing your head
Stop treating the artificial intelligence threat like a political team sport.
Trump says son has paid back Russian for wedding party
The president defended Donald Trump Jr.’s decision to take a large gift from Umar Kremlev, saying that such presents are “common.”
Stone County Health Department partners with VSO to help local veterans access earned benefits
Navigating military benefits can often feel overwhelming, but a local initiative in Stone County is working to ensure area veterans don’t fall through the cracks.
Williamson County Performing Arts Center presents One Hit Wonderful!
Franklin – The Williamson County Performing Arts Center (WCPAC) at Academy Park and the Williamson County Parks and Recreation Department (WCPR) invite audiences to relive the soundtrack of a generation
The Tennessee Four brings Johnny Cash’s grandson and bandmates to Franklin
The Williamson County Performing Arts Center (WCPAC) at Academy Park and the Williamson County Parks and Recreation Department (WCPR) invite audiences to experience the music and legacy of Johnny Cash
M5 Ultra and M6 Chip Benchmark Results Reveal Graphics Performance
The first GPU benchmark results for Apple's new M5 Ultra and M6 chips have surfaced, ahead of the new Mac Studio and Mac mini models launching on Tuesday. If you are interested in CPU results, we shared those earlier this week. So far, the M5 Ultra has achieved up to a 59% higher Metal score (366,744) on Geekbench 7 compared to the M3 Ultra's average score of 230,420, and the chip's OpenCL score is roughly in line with NVIDIA's GeForce RTX 4080.
Vance campaigns in deep-red territory, highlighting risks for GOP
JD Vance went for a campaign twofer on Friday: He visited a deep-red district in a swing state where the GOP desperately needs to mobilize voters. It’s also the state that happens to be the first to get a say in who will be the 2028 Republican nominee.
Education notes: Sterling student graduates from Des Moines University Medicine and Health Sciences
Here's a roundup of local students and their college achievements.
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.
HOMETOWN HEALTH: How many hours of exercise a week really lowers your risk of type 2 diabetes??
Regular exercise can lower the risk of developing type 2 diabetes
Scientists hope deeper-rooted soybeans can withstand climate extremes and store more carbon
For years, scientists have explored ways to remove carbon from the atmosphere, including through direct air capture, changes to ocean chemistry so seawater can absorb more carbon and reforestation
Most Michigan voters disapprove of Trump’s tariffs on Canada, poll shows
Among the state’s independents, who could determine the outcome of several key midterm races, 68 percent disapprove of Trump's levies on Canadian products.
Analysis | Congress is getting older, and Americans aren’t happy
This was a significant week in the debate about aging politicians.
Why Democrats are starting to feel bullish about a midterm wave
Democrats say the Iran war, high prices and President Donald Trump's sinking popularity give them a real chance of congressional majorities.
Suicides are hard to predict. But this is a way to prevent some of them.
Advocates say a crucial step is to make it harder for people to kill themselves, including by limiting access to guns.
Pittsburgh Police looking for missing woman, 70, with ‘serious health conditions’
Pittsburgh Police are looking for a missing woman who they say has serious health conditions and may need medical assistance.
Orlando Science Center renames venue to VyStar Adventure Theater
VyStar Credit Union donated $1 million to Orlando Science Center for its Unlock Science Campaign and new theater.
macOS 27: What's new for the Photos app?
9to5Mac is brought to you by CleanMyMac by MacPaw. With the release of macOS 27 Golden Gate, use CleanMyMac first to...
Oregon Medicaid program erroneously paid up to $4.1M due to system errors, audit says
The overpayments are a small fraction of what the state spends on its Medicaid program, but they could put federal funding at risk, state auditors warned.
Oregon lawmakers introduce federal bill to end ‘corporate America’s chokehold’ on health care
Oregon’s fight against corporate control of medicine moved onto the national stage on Wednesday as U.S. Rep. Val Hoyle and Sens. Jeff Merkley and Ron Wyden were among a group of lawmakers to introduce a federal version of Oregon’s landmark ban on the corporate practice of medicine.
HCA Healthcare buys Texas allied health college CHCP
HCA Healthcare, the Nashville-based healthcare company that co-owns the Methodist Health System, has purchased an allied health college.
McPherson College and KU partner to strengthen Kansas’ rural health workforce
McPherson and KU will explore partnerships in subjects such as career development, community health resources and rural health promotion.
Henderson welcomes third cohort of small business assistance program
The city celebrated the 2026 cohort with a kick-off event at Henderson City Hall.
Walmart launches rural health ambassador pilot, tapping pharmacists for expanded support
Big box retailer Walmart is launching a six-month pilot program that places pharmacists in a new “Health Ambassador” role at five rural stores to help customers navigate health and wellness resourc | Walmart’s Health Ambassador Associate roles will be given to trained pharmacists at each store participating in the program.
Zingerman’s candy business breaks out with its sights set on national growth
The Ann Arbor-based small-batch confections business has a new managing partner and Ecuadorian chocolate supplier.
Six years after retiring from WCCO, Pat Kessler is embracing new gig at rival station
Kessler retired following the 2020 election cycle after 36 years with WCCO.
Health insurers covered 112,000 fewer Mass. residents’ GLP-1 weight-loss drugs this year, report finds
Insurers restricted coverage for obesity after years of financial losses.
Analysis | Why Karl Rove, a father of the modern Texas GOP, is voting for a Democrat
How Texas Republicans abandoned their immigrant-welcoming tradition.
ACA health coverage enrollment in NH declined by 4.8k after credits expired
The KFF analysis found that New Hampshire enrollment in ACA healthcare plans fell by 8 percent from 2025 to 2026. Across the country, enrollment fell from roughly 21.8 million in 2025 to 19.2 million in 2026, per KFF.
Valley Health System adds Yodice as Patient Safety Officer
Valley Health System announced Sept. 17 that it has welcomed Paul C. Yodice, MD, FCCP, FCCM, as its Patient Safety Officer.
Dun & Bradstreet Brings Verified Business Context to IBM watsonx Orchestrate Through MCP
/PRNewswire/ -- Dun & Bradstreet today announced that the D&B Commercial Graph™ is now available in the IBM watsonx Orchestrate Agent Catalog via Model Context...
AMD Plans 10% Price Hike Across GPUs, Chipsets, and Possibly CPUs
AMD is preparing for a series of price hikes in response to rising costs of acquiring silicon from its supply chain. According to ChannelGate, AMD is working on a 10% price increase across its products due to the upstream supply chain squeeze. Since most of AMD's silicon is manufactured by...
AMD Notifies Partners of 10% Price Hike As Increased TSMC Wafer Costs Could Squeeze Ryzen CPU Lineup For Q4 2026
AMD may raise Ryzen CPU prices by 10% in Q4 2026 due to increased wafer costs from TSMC, following a similar Intel price hike.
Google Home just became a power user’s paradise
Google Home MCP opens the smart home to every AI agent; Android 17 QPR1 and One UI 9 land the same week; Trash: the 39 toll booth for your light bulbs.
Poll finds close Michigan Senate race. Here’s how El-Sayed lags his party.
A Post-Schar School finds 53 percent of Michigan’s likely voters say they want Democrats to control the Senate, but 48 percent support Democrat Abdul El-Sayed in the Senate race.
Matthew Gilbert to launch arts advice column for life’s dilemmas, Entertainment RX
Entertainment RX, a new column from former Globe TV critic Matthew Gilbert, is an entertainment-guided advice column, offering things to read, listen to, or watch that somehow address — or, in some cases, distract from – the issues readers write in about. (Don’t worry, we won’t use your name.)
The unlikely team behind David Morales’ historic campaign for Providence mayor
Meet the team who helped turn Morales’s long-shot campaign into a political force.
After steep losses in the primaries, what's next for the League of RI Businesses?
The conservative group created 40 PACs to back “pro-business” Democrats. It didn't work. Now they have a new plan: warning voters about socialism. “People get afraid of that,” the League’s cofounder said.
After steep losses in the primaries, what's next for the League of RI Businesses?
The conservative group created 40 PACs to back “pro-business” Democrats. It didn't work. Now they have a new plan: warning voters about socialism. “People get afraid of that,” the League’s cofounder said.