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In Memoriam: Dr. Lorenzo Morris, Professor Emeritus of Political Science and Former NCOBPS President -
This obituary includes excerpts from the National Conference of Black Political Scientists. APSA is saddened by the passing of Dr. Lorenzo Morris, a distinguished scholar, Professor Emeritus, and former Chair of the Department of Political [...]
In Memoriam: Dr. Lorenzo Morris, Professor Emeritus of Political Science and Former NCOBPS President -
This obituary includes excerpts from the National Conference of Black Political Scientists. APSA is saddened by the passing of Dr. Lorenzo Morris, a distinguished scholar, Professor Emeritus, and former Chair of the Department of Political [...]
Birds on the Move: Awe at the Wonders Overhead
Migrating birds like geese and ibises often fly in a V formation. It’s a memorable sight for birdwatchers looking up into the sky.
HP reveals $7,449 price for Ryzen AI Max+ PRO 495 laptop with 192GB
HP has exposed ZBook Ultra G3a pricing ahead of its October release. The Ryzen AI Max+ PRO 495 model reaches $7,449 with 192GB of unified memory.
Micron 2 GB GDDR7 Memory Chips Reach End Of Life, Leaving RTX 50 Series Fully Dependent On Samsung And SK Hynix
Micron halts production of 2 GB GDDR7 memory chips, impacting RTX 50 GPU availability; 3 GB modules deemed largely ineffective.
Is 50 the new 60?
Subscribe TL;DR: Younger generations are showing signs of worse health compared to earlier-born cohorts at the same age This backward “drift” is showing up both in mortality risk and chronic disease Worsening trends in obesity and diabetes are the most consistent signals Taking the long view, we’ve made astonishing gains in health and life expectancy in the last century. Global average life expectancy has more than doubled from 32 years in 1900 to 73 years in 2024. (But don’t forget, there were still old people when life expectancy was 32). As people lived longer, they also generally lived healthier along the way. It turns out that avoiding things that can kill you early, like malnutrition and lots of childhood infections, also keeps you healthier later in life. In a classic 2004 paper, Finch and Crimmins proposed that cohorts of children who benefited from fewer early life infections had less lifetime exposure to inflammation and cardiovascular disease later in life, accelerating mortality improvements at older ages. Poor nutrition in the womb has also been linked to a higher risk of later chronic disease. The upshot is that improvements in childhood health can pay dividends many decades later. The combination of better living conditions (nutrition, sanitation) and medical advances (antibiotics, vaccines, blood pressure meds, etc) meant that people’s healthy lifespan generally expanded, even as they lived longer. Aging researchers call this best-case scenario “compression of morbidity”—meaning we delay the onset of disease and disability even faster than the years of life we are adding. During my 20+ year research career, we could generally bank on the idea that younger generations would not only live longer but also keep getting healthier along the way. “60 is the new 50” as they say… Enter “Generational Health Drift” Sadly, this expectation of steady progress may be changing. You’ve probably heard that US life expectancy gains have slowed to a crawl in the past couple of decades. Mortality improvements are also slowing (though less dramatically) in many other high-income countries (you can read more about that in a review paper I wrote here). Mortality is a very blunt health measure, but it is often a good barometer for the broader population health trends happening underneath. And we are now seeing that younger generations may be in worse health at similar ages compared to earlier born cohorts. My collaborator Prof. George Ploubidis at University College London coined this worsening health in more recently born cohorts “generational health drift.” “Generational health drift” is bad news on multiple fronts. Most obviously, we don’t want our health progress to go backward. But the timing is also bad, since our populations are aging. In demographic terms, “population aging” means that the proportion of the population at older ages (i.e >65 years) is increasing. Fun demography fact: Current population aging is not due to the recent declines in the birth rates making the news, but declines in fertility decades ago, after the “baby boom.” As baby boomers reach older ages, the smaller cohorts behind them mean the percentage of older adults will increase. For example, the share of the population age 65 and older in the US increased from 12.4% in 2004 to 18.0% in 2024. This story of population aging was written long ago. Many worry that population aging will put pressure on health care and pension systems. But if people reach older ages in better health than in years past, those fiscal pressures would be less dire than projected. Healthy older people can also continue to contribute to society in many valuable ways, including paid work, caregiving, community service….even high political office 🤷. On the flip side, if younger generations reach retirement age in worse health and with more disabling conditions, this could magnify the societal challenge of population aging. Evidence for worsening generational health A recent paper that I LOVED in the Proceedings of the National Academy of Sciences by Dr. Leah Abrams and colleagues examined which birth cohorts (aka generations) were behind worsening US mortality. Behold the Lexis diagram (cue swooning demographers). Calendar time is on the x-axis, age on the y-axis. Birth cohorts can be followed over time as they age on the diagonal lines moving up and to the right. This figure plots the year-on-year % change in all-cause mortality at a given age. Green shading indicates mortality improvements over time, white is stagnation, and gray shading indicates worsening mortality. Following the diagonal line for those born in 1950, you can see a noticeable shift from green to gray that follows this cohort for most of their lives. This gray shading shows generally worsening mortality for the 1950 to 1959 birth cohorts compared to their predecessors across all ages. Concerningly for my GenX and elder millennial peeps, there was also a deterioration in mortality for birth cohorts born in the 1970s and 1980s, visible as dark gray areas at ages 30 to 45 during the 2010s. While some of these mortality changes reflect specific shocks such as the opioid epidemic, most deaths still occur from major causes of death such as cardiovascular disease and cancer. For cancer, the gray in the top left corner of the figure below reflects the legacies of smoking for older cohorts, followed by a period of green with improvements in cancer mortality as smoking rates declined. But the white/gray shading in the bottom right corner highlights a stagnation and reversal of the cancer trends, with cohorts born around 1970 to 1985 experiencing worsening cancer mortality. This deterioration was most noticeable for colon cancer mortality, possibly linked to obesity or dietary factors. Not just dying more, but less healthy along the way. A recent paper by Dr. Laura Gimeno of University College London (of which I am a co-author), found evidence that more recently born cohorts in Great Britain have stagnating or worsening health. A stylized picture of what“generational health drift” might look like: The review paper found: Rates of childhood overweight and obesity were highest among Gen Z. Rates of diabetes in the 40s almost doubled from 3.1% among the Baby Boomers to 5.9% in Generation X. Gen Z reported higher rates of poor mental health in adolescence compared to earlier-born groups. These UK results are consistent with studies showing worsening health across generations in the US as well. A 2021 US study found that more recently born cohorts had worse biological markers (like blood pressure and blood sugar) than earlier generations at the same age. A separate 2022 study of Americans aged 50 and over found that more recently born generations had a higher number of chronic diseases, with younger age of disease onset. A 2024 Lancet paper found that in the US, women born in 1945 had 33% obesity prevalence at age 50, rising to 48.2% for women born in 1970 turning 50. So what’s going on, and can we turn it around? We don’t have a definitive answer for what’s causing the deteriorating health of younger cohorts, but circumstantial evidence points to worsening trends in obesity and diabetes in both the US and UK. Remember that cohort trends reflect lagged effects of early environments, and younger generations have faced both earlier onset and more severe obesity across their lifetimes. Despite these very concerning trends, the future is not set in stone. We’ve reversed poor generational health trends before: drops in smoking are a major reason cancer and heart disease deaths fell so dramatically in recent decades. GLP-1 drugs may finally turn the tide against rising rates of obesity and diabetes, though it is still early days. But things could also get worse…for example from a return to higher levels of childhood infectious diseases that can have a lasting impact on health. See for example: [ ](https://jenndowd.substack.com/p/dont-you-forget-about-measles-the) [ Don’t You Forget About Me(asles): The Virus That Erases Immune Memory ](https://jenndowd.substack.com/p/dont-you-forget-about-measles-the) Jenn Dowd, PhD · March 24, 2025 [ Read full story ](https://jenndowd.substack.com/p/dont-you-forget-about-measles-the) Even as an optimist, emerging data on the “generational health drift” has my full attention. For most of my research career, we took it for granted that each generation would be healthier than the last. But if present trends continue, **50 could be the new 60….**and Gen Z celebrities will soon look older than Paul Rudd :). Stay well, Jenn Share the Health! If you found this post useful, please share it with a friend. Share
Gloria Steinem's posthumous memoir leaves us with these life lessons
In her last written work, Gloria Steinem remarked: "I still expect to have many years ahead of me."
Temu Strengthens Support for Romanian Businesses in Collaboration with ABSL
/PRNewswire/ -- Temu has signed a Memorandum of Understanding (MoU) with the Association of Business Service Leaders in Romania (ABSL), the country's leading...
North Memorial, Sanford Health merger: $600M investment coming to Minnesota hospitals
A major healthcare merger is now official — and it could change how Minnesotans get care close to home.
Man named in Charlotte-Mecklenburg Schools financial memo resigns from Black Political Caucus committee
Raki McGregor served as a consultant with Charlotte-Mecklenburg Schools, according to a memo sent by Dr. Crystal Hill
6 Insights We're Learning from Sleep Research That Could Change How You Age
Sleep isn’t just a time for rest. Growing evidence suggests it may be one of the most powerful factors influencing how well we age, affecting everything from brain health and memory to hospital recovery and long-term independence. For more than two decades, Dr. Katie Stone, a sleep researcher Sutter Health Research Institute, has helped advance […]
Read Paramount CEO David Ellison's memo after settling WBD lawsuit
Paramount Skydance's CEO confirmed to employees that the company had settled the lawsuits that were holding up its deal to buy Warner Bros. Discovery.
Hayden Panettiere remembered at Malibu memorial service
Hayden Panettiere attends the Los Angeles premiere of Netflix's new film 'Blonde' at TCL Chinese Theatre on Sept. 13, 2022, in Hollywood, California. (Jon Kopaloff/Getty Images)Hayden Panettiere was celebrated over the weekend at a memorial service held in California, her representative confirmed to ABC News.Around 80 friends of the late Nashville star, who died on Aug. 16 at the age of 36, gathered in Malibu on Saturday to share "an evening of music, memories, laughter and tears."“We wanted to honor Hayden in the best way we knew how—with as much love as possible," Panettiere's representative, Kasey Kitchen, said in a statement with a group of the actress's friends, who jointly organized the memorial.The statement continued, "It was a beautiful and intimate ceremony where friends came together to celebrate her life and honor the beautiful, magnetic light and love she infused into the world.”Panettiere's Nashville co-star Connie Britton and other celebrities, including Evan Ross and Ruby Rose, were photographed attending the memorial.Panettiere died after she was found unresponsive and in cardiac arrest at a Greenville, South Carolina, apartment.The actress's official cause and manner of death have not yet been announced.An investigation into her death has expanded from South Carolina to Los Angeles, and investigators are focusing on the role drugs may have played in her death, sources told ABC News last week.Kitchen, Panettiere's representative, said in a statement on Sept. 15 that her death "remains under investigation pending toxicology results.""As we await the answers we are all seeking, may we also remember Hayden for the incredible legacy she leaves behind — the light she shined on mental health and postpartum depression, and the voice she gave to those who felt unseen and unheard," Kitchen said. "The answers we are all seeking will come."Copyright © 2026, ABC Audio. All rights reserved.
AMD Ryzen 7 9800X3D Memory Performance Scaling
The AMD Ryzen 7 9800X3D set new benchmarks in gaming performance with its impressive 96 MB L3 V-Cache. But how does memory latency factor into this powerhouse's performance? Our latest analysis dives deep into memory performance scaling, and could change how gamers approach system optimization.
Hayden Panettiere memorialized in Malibu celebration of life
Friends, family and close Hollywood colleagues honored Hayden Panettiere during a poignant celebration of life at a Malibu church this weekend, a month after the actress’s death from a possible
Memorial Healthcare System Names Shane Strum President & CEO
Board of Commissioners confirms permanent leadership following a two-year interim tenure marked by record growth and expanded access to care HOLLYWOOD, Fla., September 3, 2026 — The South Broward Hospital District Board of Commissioners has voted to name Shane Strum President and Chief Executive Officer of Memorial Healthcare System, confirming a role he has held on […]
5 Breakfast Foods Dietitians Recommend for Better Brain Health
Walnuts, blueberries, eggs, mushrooms, and avocado may support memory, focus, and brain health. Dietitians explain their benefits.
MSI announces RTX Spark N1X EdgeMesa PC with up to 128GB LPDDR5X
MSI joins the RTX Spark lineup with its EdgeMesa N AI+ desktop. The system offers up to 1 petaFLOP FP4 performance, 128GB unified memory and 10GbE.
Porsche CEO assures staff no further job cuts planned, according to memo
Porsche CEO Michael Leiters told staff there were no plans to cut an additional 4,000 jobs at the Volkswagen sports car subsidiary, according to an internal memo seen by Reuters on Monday.
The Collapse of Western Hegemony Amid the Ruins of Gaza
Ireland, in particular, carries within its national memory the trauma of British colonialism and forced displacement from its lands.
OnePlus 16 officially revealed with up to 1TB storage and three colorways
The OnePlus 16 is set to launch in China, succeeding last year's OnePlus 15. The company has now revealed the phone’s design, color options, and memory configurations.
Ke Huy Quan Reveals The “Life Changing” Gesture From Spielberg & Lucas When He Was A Kid
Ke Huy Quan was 12 years old when he made Indiana Jones and the Temple of Doom. In his new memoir, Never Say Die, excerpted in Entertainment Weekly, the Oscar-winning actor reveals that producer Georg...
Broncos success brings business boost to Colorado Springs sports card shops
The Denver Broncos’ success is creating a ripple effect beyond the football field. In Colorado Springs, local sports card and collectibles shops are seeing increased interest in Broncos memorabilia, with Nation of Cards reporting higher demand and rising card values as fans and collectors look to own a piece of the team’s success.
Ben Arbuckle coaching for his job moving forward, other developments from OU-New Mexico
OU scraped by against New Mexico at home in a 14-6 win at Gaylord Family-Oklahoma Memorial Stadium on Saturday.
Ruby Rose tears up remembering ‘best friend’ Hayden Panettiere
Ruby Rose attended a memorial service for Hayden Panettiere, days after tearing up while remembering her ‘best friend’ on the red carpet.
Reporting From Alaska- Sullivan injects Fairbanks Memorial Hospital into partisan politics
HOSPITAL CAMPAIGN: The tiny print on some new ads for Sen. Dan Sullivan featuring numerous shots of Fairbanks Memorial Hospital, says that Steve Frank is not speaking for the hospital foundation when he speaks about the hospital. But most people won’t read or notice the fine print. Frank is the tr
Business Briefcase: Symposium lined up to build PA workforce
ORWIGSBURG — A Workforce Leadership Symposium — Building Pennsylvania’s Workforce … Strategies for Turning Shortage into Opportunity — is planned for 9-11:30 a.m. Oct. 22 by the Schuylkill Chamber of Commerce at Orwigsburg Veterans Memorial…
Trump says his planned arch would become a 'military complex' able to host drones and snipers
President Donald Trump says the massive arch he wants to build between the Lincoln Memorial and Arlington National Cemetery would become a “top grade military complex” able to host drones and snipers while storing ammunition | TALK 980am
Trump says his planned arch would become a 'military complex' able to host drones and snipers
President Donald Trump says the massive arch he wants to build between the Lincoln Memorial and Arlington National Cemetery would become a “top grade military complex” able to host drones and snipers while storing ammunition | Newsradio 1140 WRVA
Trump says his planned arch would become a 'military complex' able to host drones and snipers
President Donald Trump says the massive arch he wants to build between the Lincoln Memorial and Arlington National Cemetery would become a “top grade military complex” able to host drones and snipers while storing ammunition | WWL
📸 Marseille v PSG: the biggest taunts of the decade!
All fair game. There are victories that stay in the memory... and the taunts that come with them.From Neymar to Payet, not to mention the community managers of both clubs, here’s a look back at a de...
Go take a walk, or a hike, or a bike ride, or a wheelchair ride for Memorial Health this October
3.25 miles a day of walking X 31 days in October = 100 miles.
Puerto Rico Labor History: Finding My Grandparents’ Story
The BayNet reporter Martel Spears explores his grandparents’ roles in Puerto Rico’s labor and political history through family memories, archives and records.
Report card: Strong run game leads Nebraska football past North Dakota
Nebraska football (3-0) worked past a relentless North Dakota squad to finish its non-conference schedule undefeated on Saturday night in Memorial Stadium.
Indiana Rolls Again With Shutout Win Over Western Kentucky
No. 4 Indiana keeps rolling. The defending national champions overcame a slow start Saturday afternoon before taking over in the second half and crushing Western Kentucky 38-0 at Memorial Stadium. The victory moved the Hoosiers to 3-0 and extended their winning streak to 19 games. The final score made the game look easy, but Indiana…
Trump Faced Loss After Loss. He Then Turned to a Familiar Target: The Press.
The president’s ban of three media outlets from the White House fits a pattern of using the apparatus of government to crack down on his perceived enemies.
OU-New Mexico football: Live updates, TV details
OU football is set to kick off against New Mexico at 6:30 p.m. at Gaylord Family-Oklahoma Memorial Stadium, aired on ESPN2.
Carrot Top is ‘recovering’ after being hospitalized in Las Vegas, rep says
Carrot Top was hospitalized in Las Vegas on Friday and was ‘recovering’ on Saturday. His scheduled shows at the Luxor over the weekend were cancelled.
In Memoriam: Dorothy Zimmerman
On Aug. 16, 2026, the Florida Political Review’s advisor, Dorothy Zimmerman, passed away after a courageous fight against ovarian cancer. Dorothy joined the Bob Graham Center for Public Service in
Millions of funds from Rural Health Transformation program earmarked for Coast efforts
Mississippi is awarding more than $104 million to modernize and expand rural healthcare. The funding is part of the state’s Rural Health Transformation Program. George County is receiving multiple awards for hospital and healthcare upgrades, including new patient monitoring, lab and maternal health equipment, cybersecurity improvements, and other technology. Memorial Health System is also receiving millions for projects in Stone...
Boone Memorial Health Recovery Walk offers hope for overcoming addiction
MADISON, W.Va. (WOWK) – Boone Memorial Health hosted a Recovery Walk Friday night to remind people struggling with addiction that there is always hope. Brianna Ferrell, a mother in recovery, …
Georgia vs. Arkansas Live Thread
It’s time to let the big Dawg eat. Georgia is set to kick off against the Arkansas Razorbacks at War Memorial Stadium in Fayetteville a shade after noon eastern (television coverage on ABC). The prevailing wisdom this week seems to be that the Bulldogs will cover a 24.5 point spread easily against the home Razorbacks. […]
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.
Lloyd Memorial football hosts Campbell County. See game photos
Lloyd Memorial High School football beat Campbell County on Friday, Sept. 18, 2026. Check out these game photos from a key Northern Kentucky matchup.
TV View: Watching Sunderland In Europe From the Couch
Michael Dunne shares his own experience of Sunderland’s memorable Europa League victory — accompanied by an Aero bar!
College Football Roundup: Pre-T25 Week Two
Two weeks are in the books for what’s already been one of the weirder, wackier starts to a college football season in recent memory. With that, we are just two weeks away from my first Top 25 (I detail the formula and why I wait until week four here), and let me just say, there’s […]
Thomas Jefferson’s hair linked to Sally Hemings’ children
For more than 200 years, the question has nagged at the edges of American history: Did Thomas Jefferson father children by Sally Hemings, a woman he enslaved?
Doctor’s Memorial Hospital, Tallahassee Memorial HealthCare connects Taylor Co. residents to health resources
Taylor County residents got connected to vital health resources on Friday.
Former Broward Health security officer reunites with Memorial Rehab caregivers
Former Broward Health security officer Catherlen Moore and more than two dozen former patients reunited with doctors, therapists, and caregivers at Memorial Regional Hospital South in Hollywood, Florida.
Watch: Round Rock vs. Vandegrift football live
Former district foes Round Rock and Vandegrift meet Friday night at Ed W. Monroe Memorial Stadium for a Week 4 clash on KXAN+.
Memorial Health to host prostate cancer screenings and men’s health event
It's an all-encompassing men's health event.
Politics Friday: Mark Dayton calls perseverance a 'prerequisite for success' as he reflects
Friday at noon, MPR News politics editor Brian Bakst talk speaks with former Gov. Mark Dayton about his new autobiography. Also, a conversation with the state’s party chairs about the upcoming midterm election as voting begins.
Apple's iPhone 18 Pro line hits stores with a $100 price bump amid memory crunch, AI pressure
Apple's iPhone 18 Pros hit stores Friday.
Kim Kardashian Reveals Esophagitis Diagnosis as Health Scare Brings Back Memories of Her Dad’s Cancer
Kim Kardashian’s latest health scare landed on an especially sensitive subject for her family. In the newly released Season 8 trailer for The Kardashians, Kardashian ... Read More
These are the absolute weirdest spacesuits ever designed
Spacesuits of the future could use memory alloy coils to become skin-tight and maybe even recycle an astronaut's pee back into drinking water.
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.
Duncan Sheik, Tony Award-winning composer, dies at 56
Duncan Sheik attends 'The Broadway Legacy Foundation Launch' at the Broadway Museum on November 11, 2025 in New York City. (Santiago Felipe/Getty Images)Duncan Sheik, the Tony Award-winning composer behind Spring Awakening and more, has died, according to his Instagram. He was 56.The Friday morning Instagram post said the "father, husband, son, brother, and friend" died on Thursday night "surrounded by love."A message shared on Sheik's Instagram earlier this week by his family said he was "receiving medical care" and was "in critical but stable condition.""The world has a lost a singular talent, and deeply influential voice in music and theater," Friday's statement said. "From his Grammy-nominated hit “Barely Breathing” to his groundbreaking, Tony and Grammy Award-winning work on Spring Awakening, Duncan’s artistry touched many and leaves an indelible mark on the cultural landscape."Born on Nov. 18, 1969, in Montclair, New Jersey, Sheik rose to fame in 1996 when he released his self-titled debut album, which included his hit song, "Barely Breathing."The song peaked at No. 16 on the Billboard Hot 100 chart and earned him a Grammy nomination for best male pop vocal performance.Following his debut album, he released Humming in 1998, Phantom Moon in 2001 and Daylight in 2002.While "Barely Breathing" established Sheik as a singer-songwriter, his career later expanded into musical theater, where he found success as a composer.Sheik collaborated with lyricist Steven Sater and composed the music for Spring Awakening, which opened on Broadway in 2006.He told Broadcast Music, Inc. in 2015 that around the time he was making the music for Spring Awakening, he wasn't "a huge fan" of music that was happening on Broadway and he wanted to make the music for an audience "beyond the normal crowd that would go to a Broadway musical."The rock musical, based on Frank Wedekind's 1891 play and starring Jonathan Groff, Lea Michele, John Gallagher and Skylar Astin, became a major success. It won eight Tony Awards in 2007, including best musical, best original score and best orchestrations.He went on to compose music for several other stage productions, including American Psycho and Because of Winn-Dixie. He also collaborated with Sater again on Alice by Heart and The Secret Life of Bees.In his interview with Broadcast Music, Inc., he added that working on musical theater has "helped broaden my palette."Sheik went on to release several more albums throughout his career, including White Limousine, Whisper House, Covers 80s, Legerdemain and Claptrap.In May, it was announced that Sheik's new musical, Memoirs of Amorous Gentlemen, would make its off-Broadway debut this fall. The musical is based on Moyoco Anno's manga graphic novel of the same name.An off-Broadway revival of Spring Awakening is also set to open this fall. Copyright © 2026, ABC Audio. All rights reserved.
Fulton Fall Festival to offer variety of attractions, entertainment
FULTON — The Fulton Fall Festival, presented by the Richard S. Shineman Foundation, will bring a full day of family fun Sept. 26.The free event will be held from 10 a.m. until 4 p.m. throughout the Fulton War Memorial complex. × This page requires Javascript. Javascript is required for you to be able to read premium content. Please enable it in your browser settings. kAmxE H:== :?4=F56 3@F?46 9@FD6D AC@G:565 3J t!xr tG6?ED !2CEJ #6?E2=[ EC242? u@F?52E:@?[ 7246 A2:?E:?8 3J uF=E@? w:89 $49@@= pCED[ 32==@@? 2?:>2=D 3J $E2CCJ $Ajv p?:>2=D[ 2?5 |28:4 |2EE 3J E96 ~DH68@ r@F?EJ *@FE9 qFC62F]k^Am#placement_726068_0_i{width:100%;margin:0 auto;}var rnd = window.rnd || Math.floor(Math.random()*10e6);var pid726068 = window.pid726068 || rnd;var plc726068 = window.plc726068 || 0;var abkw = window.abkw || '';var absrc = 'https://ads.empowerlocal.co/adserve/;ID=181918;size=0x0;setID=726068;type=js;sw='+screen.width+';sh='+screen.height+';spr='+window.devicePixelRatio+';kw='+abkw+';pid='+pid726068+';place='+(plc726068++)+';rnd='+rnd+';click=CLICK_MACRO_PLACEHOLDER';var _absrc = absrc.split("type=js"); absrc = _absrc[0] + 'type=js;referrer=' + encodeURIComponent(document.location.href) + _absrc[1];document.write('');kAmp=D@[ |C] $@?87=@H6C[ A6C7@C>2?46D 3J q6==6 #@J2=6 s2?46 p4256>J 2?5 ~77 qC@25H2J s2?46 r6?E6C[ 2 56>@?DEC2E:@? 3J |2DE6C !CJ@C’D %266C:42[ J2C5 82>6D[ E6>A@C2CJ E2EE@@D[ 2?5 >@C6]k^AmkAm%96C6 H:== 36 5@K6?D @7 G6?5@CD[ =@ED @7 7@@5[ 2?5 =:G6 >FD:4 2?5 6?E6CE2:?>6?E E9C@F89@FE E96 52J]k^Am googletag.cmd.push(function() { googletag.display('yup-rectangle-one'); });
'Let's get this stadium into the 21st Century'
Sharon: This sounds a very positive thing that will bring Forest forward with them now still being in the Premier League. Can't wait to see what it's going to turn out like - bring on the future for Nottingham Forest! Roger: After the old Main Stand is replaced, Forest should focus on rebuilding the present Bridgford Stand - now renamed in memory of John Robertson.
Matias
Seven years in purgatory. The two-legged tie against Schalke 04 in the 2011 Champions League quarter-finals was memorable. The match was remembered for Stankovic’s goal from the halfway line, but al...
Opponent Defensive Preview: Eastern Washington Eagles
Wrapping up our non-conference schedule, the Huskies host the Eastern Washington Eagles on Montlake this weekend. Despite having a couple of memorable games over the years, this is just the fourth match up between these two in-state programs. The Eagles, a periodic contender at the FCS level, have played the Huskies close in the first […]
Editor Score Predictions: Nebraska vs. North Dakota
The sports senior staff for The Daily Nebraskan gives their score predictions for the upcoming Nebraska Husker football game against North Dakota. The game will take place at Memorial Stadium on Sept. 19 2026.
Memorial health honors patient with annual Courage Award
Memorial Health celebrated its rehabilitated patients and their recoveries with it’s annual Courage Award and one man was celebrated in a very special way.
Why Chris Simms’ Unbuttoned Approach Has Made Him a Sports Media Mainstay
"Simms is calculating, and I mean that in a good way. He knows what he is going to say and the reaction he is going to get. He is an intelligent commentator who wants whatever airtime he has to be valuable and memorable." The post Why Chris Simms’ Unbuttoned Approach Has Made Him a Sports Media Mainstay appeared first on Barrett Media.
Denver Fair features rides, food, live entertainment, agricultural exhibits and more [photos]
The Denver Fair kicked off Tuesday, bringing rides, food, live entertainment, agricultural exhibits and more to Denver Memorial Park at 801 Main St. The fair continues 10 a.m. Friday and
AMD's first 192GB laptop reaches reviewers with Ryzen AI Max+ PRO 495
HP's new ZBook Ultra G3a combines Ryzen AI Max+ PRO 495 with 192GB of unified memory. Earlier 192GB laptops we found were based on Intel platforms.
Actor Ke Huy Quan gets candid in memoir ‘Never Say Die’
Ke Huy Quan spoke to The Seattle Times ahead of an event with Seattle Arts & Lectures about the memoir, honoring his father and working with Marshawn Lynch.
Psikyo Memories announced for PS5, Switch 2
Edia has announced shoot ’em up collection Psikyo Memories for PlayStation 5 and Switch 2. It will launch in 2027 worldwide.
Goldson: Why 9/11 is never over
The Academy Charter School gathered 6,000 students in Long Island to commemorate the 25th anniversary of 9/11 and preserve its legacy for new generations.
Sunderland AFC, It Was Always You
After a night that will live forever in Sunderland’s history, one supporter reflects on the emotions, memories and magic of finally seeing the Lads back in Europe.
West Suburban Medical Center, Weiss Memorial now under Insight Health Systems
Two shuttered Chicago-area hospitals are under new control on Thursday morning.
West Suburban Medical Center, Weiss Memorial now under Insight Health Systems
After 'Educated,' Tara Westover revisits a family split in memoir 'Brothers and Sisters'
Tara Westover is returning with a second memoir nearly 10 years after her million-selling “Educated.” | WBBM Newsradio 780 AM & 105.9 FM
After 'Educated,' Tara Westover revisits a family split in memoir 'Brothers and Sisters'
Tara Westover is returning with a second memoir nearly 10 years after her million-selling “Educated.” | WWL
After 'Educated,' Tara Westover revisits a family split in memoir 'Brothers and Sisters'
Tara Westover is returning with a second memoir nearly 10 years after her million-selling “Educated.” | Talk 1370
What eyewitness accounts tell us about the science of memory
The malleability of memory once cast doubt on eyewitness identification in criminal cases, but new research reveals how eyewitness memory can be used accurately
A Sports Memorabilia Startup Let Fans Own a Piece of History. Then the Business Vanished
Collectable offered fractional shares of iconic memorabilia. When a new owner took the reins, users say their investments disappeared—along with the assets.
Patrick’s Politics: Islamophobia destroys the true reality of 9/11
ohran Mamdani, the current mayor of New York City, just wanted to commemorate the 25th anniversary of the worst terrorist attack on American soil — the one that had killed nearly 3,000 people in th…
How smart are cats? Here’s what science says
Cats show intelligence through memory, object permanence, independent problem-solving, sensory awareness, learning, and their ability to respond to humans.
Lena Dunham welcomes her first child via surrogate
The 40-year-old writer-actor has been open about her fertility struggles, most recently in her 2026 memoir 'Famesick," in which she explained her journey with severe endometriosis, her decision to undergo a hysterectomy and failed IVF cycle.
Omaha sports bar owner honors sister’s memory during Nebraska-Creighton volleyball match
Owner says demand for spaces to watch women’s sports continues to grow.
TEMU PARTNERS WITH CITEA TO SUPPORT CYPRUS' DIGITAL BUSINESS COMMUNITY
/PRNewswire/ -- Temu has signed a Memorandum of Understanding (MoU) with the Cyprus Information Technology Enterprises Association (CITEA) to support Cyprus'...
Apple Watch Ultra 3 vs. Ultra 4 Buyer's Guide
The Apple Watch Ultra 4 is now available for pre-order, bringing a new health sensing system, more memory, and longer battery life over its predecessor. Here's everything that's new. Last year, the Apple Watch Ultra 3 introduced a larger, more efficient display, satellite connectivity, 5G, and improved battery life.
8 things to know: Early education franchise inks 4 local leases
Plus, Navy football releases special uniforms to commemorate its 1926 national championship.
Squeeze is back and bigger than ever with a headlining Hollywood Bowl gig
For more than 50 years, with a few breaks in between, Squeeze has been making memorable tunes by marrying infectious pop melodies with sophisticated and literate lyrics, often about the complexity of relationships.
The entwinement of religion and politics in modern life
Michael Wear, CEO of the Center for Christianity and Public Life, explained that religion and politics are essential and coexisting aspects of modern life on Monday. “What is essential to understand is that both the religious, the spiritual and political are essential aspects of life as it is today,” Wear said at the Memorial Union....
Ashes of politics and the preservation of memory
From the perspective of Alija Izetbegovic, genocide is not merely a political crime, but an existential sin committed against the dignity with which God...
Pete Alonso gets rare curtain call on road after hitting 300th homer against Mets at Citi Field
Pete Alonso hit plenty of memorable home runs for the New York Mets. Alonso launched his 300th career homer Tuesday night, a tying shot in the ninth inning against his former team, and Coby Mayo’s inside-the-park homer in the 11th sent the Baltimore Orioles to a 7-5 victory at Citi Field. “There’s a lot of history here with me,” Alonso said after receiving a beer shower from his Baltimore teammates.
907 Sports: Wolverines, USA U17 host memorable weekend on the ice
In this edition of 907 Sports, we relive the memorable weekend at the Sullivan Arena as the Anchorage Wolverines hosted the U.S. National Team Development Program U17 featuring Alaska's own Carter Morris.
Fresno family seeks help after fire destroys home, catering business
Last week, a fire destroyed a Fresno family's lifetime of memories. With it, Sandra Cisneros' business also went up in flames.
James Ransone’s widow slams Emmys for leaving “The Wire” actor out of ‘In Memoriam’ segment
“It simply is not right to not acknowledge him and his work,” the late actor’s wife wrote.
McCarthy's speaker portrait memorializes his short tenure
Former Rep. Kevin McCarthy will be memorialized in the halls of Congress.
Bobby Seale to reissue 'Seize the Time' and publish new memoir 'I, Bobby'
Bobby Seale, co-founder of the Black Panther Party, is reissuing his 1970 memoir "Seize the Time" as he approaches his 90th birthday | 830 WCCO
WNBA Union Rips NBA for Exclusion From Betting Letter
Five men’s sports leagues sent a memo to regulators about betting-related harassment.
Depression may stall development of new neurons
Researchers discovered how a part of the brain important for memory struggles to make new neurons in people with depression.
Emmys in memoriam snubs Chuck Norris, Nicholas Brendon, Daveigh Chase
The Emmy Awards in memoriam rundown remembered show business personalities lost since last year’s ceremony including Rob Reiner, James Van Der Beek, Vincent Pastore, Catherine O’Hara, Anthony Head, Eric Dane
Judge rejects adding Trump name to Kennedy Center as board weighs venue's future
A U.S. federal judge on Tuesday again blocked the John F. Kennedy Memorial Center for the Performing Arts in Washington from inscribing President Donald Trump's name on its facade.