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Fire Emblem: Fortune's Weave Punishes You for Playing Favorites
When the power of friendship ain't gonna cut it
One Health Symposium
One Health Symposium: Human, Animal, and Environmental Futures On September 30, the Health, Culture, and Societies (HCS) Program at New College of Florida will host an interdisciplinary symposium, “One Health…
Target 'Pokémon' Event Quietly Meant To Stop Adults From Buying All The Cards From Kids
Target's special 30th Anniversary Pokémon event will give out a promo card, goodie bag, and plenty of TCG products
Branded Pharmaceuticals Stocks Q2 In Review: Phibro Animal Health (NASDAQ:PAHC) Vs Peers
Let’s dig into the relative performance of Phibro Animal Health (NASDAQ:PAHC) and its peers as we unravel the now-completed Q2 branded pharmaceuticals earnin...
Frisco sustainable business relaunches, Breckenridge hotel debuts renovations and more
Minimal Impact reopens under new ownership in Frisco Scents of soaps, lotions and household cleaners fill Minimal Impact’s tiny Frisco storefront, where shelves newly packed with sustainable goods fill the shop following its reopening this...
Fire Emblem: Fortune’s Weave Is the Cure For a Terrible RPG Habit
Truth bomb: Not everyone needs to like you
Cosmo's Corner: More Science, Please!
Cosmo the Library Cat announces upcoming science and farm animal programs at Grand County Public Library this September.
2 wild animals in Harford County test positive for rabies, health officials warn
Two wild animals in Harford County recently tested positive for rabies, the Harford County Health Department announced.
Lawsuit: Parents claim Salem Hospital told them to drive dead infant home to Seattle
A Washington couple is suing Salem Health and an ER doctor, alleging staff told them to drive their infant son’s body home after he died, with minimal paperwork and guidance.
Lionel Richie tour interrupted by his third hospitalization
Singer Lionel Richie is hospitalized with heart problems. The 77-year-old “All Night Long” singer is being treated for an irregular heartbeat, according to TMZ. He’s reportedly undergoing a minimally invasive
Why scientists want your photos of wildlife eating lunch
With a new platform called Who Eats Whom, citizen scientists reveal the fascinating, sometimes shocking interactions between species.
Rockstar Issues Major Update Before 'GTA 6' Release
GTA and RDR2 fans have strict new rules to worry about on PC, according to a new Rockstar announcement
Arc Raiders Is Finally Getting More Endgame Content
"Our goal going forward is to address that more specifically"
A Geico Holiday Special? Insurance Giant’s New CMO Widens Spotlight on Entertainment
Geico’s famous animated Gecko used to turn up only in TV commercials. He recently enjoyed guest-star billing on a podcast. The cartoonish figure with the sophisticated accent appeared in June on WNBA ...
New 'Injustice 3' Leak Teases Highly Anticipated DC Characters
A new 'Injustice 3' leak seemingly confirms two beloved characters are on the way for the unannounced game.
MSCHF bends and twists LEXUS cars into surreal full-scale sculptures in new york
two vehicles are stretched into impossible geometries, translating squash-and-stretch animation into full-scale automotive sculpture.
Bridging Climate Action and Health Security through One Health
Climate change is increasing the risk of infectious disease outbreaks, threatening health security around the world. A One Health approach is essential to managing growing risks at the intersection of people, animals, and the environment.
This emerging treatment could help people avoid knee replacement surgery
A minimally invasive procedure called genicular artery embolization could offer a new middle ground between conservative treatments and knee replacement for osteoarthritis. By blocking tiny blood vessels associated with inflammation, GAE can significantly reduce pain, with some patients reporting little or no pain afterward. Studies suggest the benefits may last two to four years in people who respond well.
New facility at K-State brings grain, food and animal science together
K-State's Western Star center brings grain, food and animal science programs together for research and hands-on education.
Press Release: Practice Safe Animal Contact and Good Hand Hygiene
Rowan County Public Health Reminds Residents to Practice Safe Animal Contact and Good Hand Hygiene During Fair SeasonFOR IMMEDIATE RELEASESalisbury, NC- As fall fair, festival, and agricultural e
GameStop's Shocking 'Pokémon' 30th Anniversary TCG Prices Have Been Quietly Redeemed
The retailer may be the cheapest way to buy an ETB quickly.
Shriners Children’s aims to reduce children's health care anxieties
Shriners Children’s in Lexington hosted a Teddy Bear Clinic, letting kids practice on stuffed animals to ease fears about hospital and surgery visits.
Shriners Children’s aims to reduce children's health care anxieties
Shriners Children’s in Lexington hosted a Teddy Bear Clinic, letting kids practice on stuffed animals to ease fears about hospital and surgery visits.
Illinois business highlights boy's stop-motion animation
Click here to view this video from wpsdlocal6.com.
Which Came First, The Chicken Or The Egg? Scientists Finally Have The Answer
Philosophers have wrestled with this riddle for centuries, but evolutionary biology has quietly been building a case that rewrites the entire question. The answer turns out to hinge on a single, stran...
15 Science Facts for the Biggest Geeks Among Us
The more we learn about the universe, the human body, animals, physics, and the microscopic world around us, the more obvious it becomes that some of the coolest facts sound completely made up. A tiny...
Jennifer Garner & Ben Affleck Almost Reunited on Screen After 23 Years
Ben Affleck revealed why Jennifer Garner didn’t end up starring in his new Netflix thriller, Animals. The actor-director explained how a series of unexpected production changes led to Garner’s departu...
Silent Hill: Townfall Can't Match the Stellar Reviews of 2025's Silent Hill f
Critics love the atmosphere and storytelling, are less impressed by the gameplay
Should you trust an AI doctor? Relying on Gemini for health advice could be fatal
A fake disease, complete with absurd clues and a fictional laboratory aboard the USS Enterprise, was enough to fool AI chatbots—and even find its way into the scientific literature. The hoax exposes a deeper problem: AI can sound authoritative without knowing whether the information it has absorbed is true.
Ben Affleck Almost Cast Ex-Wife Jennifer Garner in His Netflix Film ‘Animals’: ‘She Was Like, “We Don’t Want to Do That”’
Ben Affleck says he almost cast his ex-wife Jennifer Garner in his Netflix thriller "Animals," but knew it'd come with "baggage."
Scientists Digitize One of the World’s Rarest Animals Before It Disappears
Researchers have turned a fragile vaquita skeleton into freely accessible 3D models, preserving detailed anatomy as the porpoise nears extinction. Only an estimated handful of vaquitas (Phocoena sinus) remain in the shallow waters of Mexico’s northern Gulf of California, the only place this small porpoise lives. With the species nearing extinction, researchers have created a
Ace Attorney Trilogy Passed An Impressive Milestone, But No New Game Is In Sight
How long will we have to wait for the next Ace Attorney game?
Detroit Free Press on Instagram: "Two teams from the Savannah Bananas traveling baseball tour came to Comerica Park for a pair of games on Sept. 18-19. Rivals the high-energy Party Animals and the stunt-performing Firefighters, brought their brand of baseball entertainment to Comerica Park on Friday and Saturday, turning America's pastime into a mix of sports, comedy, dancing and crowd interaction. Check the link in our bio for more. 📷 by Kimberly P. Mitchell @kpmitchellphoto, Detroit Free Press #detroit #michigan #comericapark #entertainment #bananaball @thefirefighters @thepartyanimals #baseball"
17 likes, 0 comments - detroitfreepress on September 20, 2026: "Two teams from the Savannah Bananas traveling baseball tour came to Comerica Park for a pair of games on Sept. 18-19. Rivals the high-energy Party Animals and the stunt-performing Firefighters, brought their brand of baseball entertainment to Comerica Park on Friday and Saturday, turning America's pastime into a mix of sports, comedy, dancing and crowd interaction. Check the link in our bio for more. 📷 by Kimberly P. Mitchell @kpmitchellphoto, Detroit Free Press #detroit #michigan #comericapark #entertainment #bananaball @thefirefighters @thepartyanimals #baseball".
Scientists tested whether pets really make us happier: the answer is surprising - Futura-Sciences
Pets are often described as good for both mental and physical health, helping ease loneliness and support emotional well-being. But a new study suggests the picture is more complicated than simply owning a dog, cat, or another companion animal. Researchers at the University of Basel in Switzerland found little evidence...
Will Sharpe Jokes Unlike His Artist Character in “In Waves”, His Art ‘Looks Like Somebody Is Going Through Psychosis’ (Exclusive)
Sharpe voices AJ in the new animated film ‘In Waves,’ which premiered at the Toronto International Film Festival on Sept. 14
Watch the Tense New Trailer for Ben Affleck's Netflix Thriller 'Animals'
Ben Affleck wrote and directed the movie, a thriller about the son of an L.A. mayoral candidate being kidnapped.
Resident Evil and Silent Hill Are Just as Cozy as Animal Crossing, According to Science
Why some gamers just love to be scared
Local business hires 12-year-old to create stop-motion animation ad
PMR Automotive hired a 12-year-old from North Carolina to create a stop-motion animation commercial for them, highlighting not only the business but the boy’s creativity.
Rabies Cases Prompt Nationwide Health Advisory: What VA Residents Should Know
Reports of people exposed to rabid or possibly rabid animals are rising across the country. Here's where Virginia cases stand.
Official: Real Madrid name squad to face Atlético
The squad of players called upon by Real Madrid for their upcoming showdown with city rivals Atlético has been unveiled online. And it features, in positive news for Los Blancos, minimal absentees.T...
The Big Holes in Wearable Heart Rate Variability And Readiness Scores
On September 9th, Apple announced it was revamping its Apple Watch Health Sensing System, rolling out a Readiness score (0 to 10), and increasing the frequency of heart rate variability (HRV) outputs 24-fold. This can be viewed as upping its competition with various other consumer wearable sensors. These “readiness scores” as a composite of multiple metrics, with heart rate variability (HRV) being front and center for most. The majority of Americans are now using wearable sensors, which equates to well over 100 million adults. HRV and Readiness scores are increasingly being marketed as a measurement of autonomic nervous system health, a digital marker for future disease, a clock for biological age, and a holistic metric to promote healthspan and even longevity. (Apple also introduced a new longevity tab and “Health Age”.) None of this has been proven. In this edition of Ground Truths I am going to review what we know about heart rate variability and readiness scores. Heart Rate Variability HRV is the variation in normal heart cycle timing. The variability of the heart rate, the barely perceptible millisecond changes in time between consecutive heart beats (see R-R intervals in the Figure below, left panel), is due to interplay between the sympathetic and parasympathetic (vagal nerve) inputs. Distinct from heart rate, individuals with the same heart rate can have very different HRVs. It is a rough reflection of the autonomic nervous system (ANS) activity, inadequate to say whether a person’s ANS function is abnormal. For more than three decades, heart rate variability (HRV) has been measured and several studies have found an association of low HRV and clinical outcomes, particularly a link with higher all-cause and cardiovascular mortality. There have also been less well established links of low HRV to risk of early cognitive impairment, dementia, mental illness, Type 2 diabetes and substance abuse. An important reminder is that HRV is a surrogate marker without any established cause-and-effect relationship. If you increase your HRV, that doesn’t mean it will improve health outcomes. In fact, there is no hard evidence for that. All that work linking to health outcomes was done with electrocardiogram (ECG) derived HRV. Now, in the era of consumer wearables, this is getting assessed differently, by optical pulse (yes, the lights you see) plethysmography (PPG) or what is called pulse rate variability (PRV). They are not the same, as shown below (right panel) and only concordant when the delay between the ECG and pulse is kept constant, which basically means at rest. I should mention there’s also what I will call MPV, a mattress mechanical movement sensor, a derived heart rate variability, that companies like Eight Sleep use, even further away from directly measuring HRV. HRV has not one uniform measurement but many different types of quantification, such as RMSSD, the magnitude of difference between successive R-R intervals of normal sinus beats (N-N) or SDNN, the standard deviation of NN intervals, both in milliseconds. SDNN is one of the so-called frequency domain HRVs (others are LF, HF, LF/HF). Different wearable sensors use different metics; Apple has relied on SDNN and nearly all of the others use RMSSD, which is generally considered the more accurate metric. There’s also the different length of time measured, such as for a matter of minutes, all day, or an overnight’s sleep. Short measurements are especially problematic since they don’t capture enough of respiratory modulation and other factors that influence HRV. Share Ground Truths How well does HRV correlate with PRV? There are very limited studies, especially independently done. One that is commonly cited was conducted by Air Force researchers in only 13 healthy adults assessing Oura ring 3 and 4, Whoop 4.0, and Garmin Fenix 6 and showed a correlation coefficient of 0.88 to 0.97 and a mean absolute percentage error from 6 to 10%. The correlation is not a perfect 1.0, but there’s at least a fairly high level of correlation. HRV is supposed to increase during the night due to takeover of the parasympathetic nervous system, and higher during deep sleep. A recent example of my 1 week, all day “HRV,” and one during sleep is shown below. As you can see, the N of 1 data are inconsistent for the same days from different sensors (Oura, AppleWatch, Fitbit Air, and Eight Sleep) by patterns, absolute numbers, and comparison with prior days and weeks. The largest study in over 8 million Fitbit users (the old version, not Google Fitbit Air, introduced in May 2026) gives you a sense of the effect of age, sex, and the 2 different main HRV (here PRV) metrics, with RMSSD on the left and SDRR (=SDNN) on the right below. That study, from data collected in 2018, is a major outlier, since all the more recent ones are tiny with respect to sample size. Many of the companies have not had independent evaluation of their HRV, such as Eight Sleep, but have published a low standard error on their website. There are some other published studies on the correlation between HRV and PRV, but they are all small and only in healthy adults. A scoping review emphasized the lack of study in underrepresented individuals, including the aged, people of color (which affects the PPG signal), and individuals who are underweight or obese. Add the typical adult age 60 plus with one or more chronic diseases. For example, one study in over 900 adults found poor correlation of HRV and PRV, non-uniformly underestimated across many chronic diseases (cardiovascular, endocrine, neurological, respiratory, and others), concluding PRV is “an invalid surrogate for HRV.” A recent systematic review of 43 studies comparing HRV and PRV found reasonable pooled absolute standardized error (HRV as gold standard) but only 10 of the studies provided quantitative synthesis in ideal conditions. Their main conclusion was similarly cautious: “PPG-derived HRV [PRV] should not be regarded as universally interchangeable with ECG-derived HRV across all devices, populations, and recording contexts.” Factors Affecting HRV and PRV That gets me to the long list of factors that affect HRV (and PRV) besides the device, the type of measurement (RMSSD, SDNN or others), the person’s signal, the sensor site, the duration of data capture, if weighting by sleep stage is used, how artifact is processed and corrected. And this list is not complete!: Oura puts out data from their community of users (who input data) on what affects their overnight HRV. The factors currently provided are: no alcohol (increase 8%), melatonin (increase 2%, float tank (increase 2%), wine (decrease 4%), and party (decrease 14%) in overnight HRV. Must be some big parties! Subscribe What is a PRV measurement good for? It has been falsely characterized as an index of “autonomic balance” and a specific indicator of stress. A 2018 review of the studies available for HRV and its relationship to stress, not using any of the current wearables, found that stress can lower HRV. But so can many other factors. The non-specificity of the signal, indexed to the table above, is striking. Evidence from a UK Biobank study of over 46,000 participants with actual HRV looked at genetically predicted HRV, a genetic risk score, that failed to show the expected HRV-mortality link, indicating that _HRV is likely not causa_l, but rather a reflection of person’s physiologic state. A review of consumer wearable HRV data from 5 longitudinal studies showed that nighttime PRV was not associated with perceived stress, and surprisingly higher HRV, in the largest cohort (N=717 participants), was correlated with higher stress. An Oura ring cohort of 525 first-year college students found a link between overnight PRV and perceived stress, but that was also seen with resting heart rate, sleep, and respiratory rate. Several very small studies have examined the relationship of HRV and athletic injuries or guiding training with mixed, and predominantly negative results. HRV biofeedback training with paced breathing had no significant effect on reducing stress or raising HRV, as demonstrated with sham controlled trials. When HRV for multiple days showed a decline in conjunction with body temperature, the Oura ring published data for prediction of Covid. The WHOOP company sponsored an observational study, published in 2026, of 30,000 users for 72 weeks, without a control group, that reported reduced alcohol intake (5.8 % points) by self-report. That doesn’t tell us much, and particularly about the merits of HRV for behavioral change. If you use the same device and conditions as longitudinal trends for multiple (at least 2-3) weeks that may be the one way to get something useful from the measurements. Data for overnight sleep with minimal motion and using RMSSD is the best proxy for real HRV. The reason to look at trends rather than any given night is that it more likely represents something, even though you won’t know with certainty what the “it” is. Keep in mind there are no data, no peer-reviewed evidence, to show that HRV fluctuation in-person has any correlation with health outcomes. Share Readiness Scores These are proprietary scores that integrate different metrics for each of the wearables: no algorithms have been disclosed. They are unvalidated against health outcomes. In a review of 14 composite health scores of readiness and recovery, HRV contributed 86% to the scores, followed by reading heart rate (79%), physical activity and sleep duration (both at 71%). That review noted the substantial variability in measurement protools and lack of standardization. Sleep staging is notoriously inconsistent and inaccurate by these sensors, which adds further to the HRV uncertainties for what the scores, which use sleep stage data, mean. Only resting heart rate has been shown consistently across devices to be extremely accurate. I’ve made a Table to summarize what we know about which metrics are included, the scores, any peer-reviewed studies that compared the readiness score with health outcomes, and the corresponding (if any, NA-not available) citation. You will note that some companies do not use the term “readiness," such as WHOOP for recovery, and Garmin, which has 2 different scores, one of which is Body Battery. Eight Sleep uses the term “Fitness Score.” They all include HRV; Apple includes a new metric they call “Recovery HRV” which among other components uses 7-days of sleep, but it is unclear what this means or how it is differentiated from other scores (there are clearly no data for outcomes). We have no knowledge of how the different components are weighted or whether any of these scores are better than resting heart rate, HRV alone, physical activity, or any other single metric. Since none of these are standardized, they are not interchangeable, so if you get a 90 for Oura that has no relationship to a 90 on a Google Fitbit Air. Notably, the company can update its algorithm for readiness score at any point without notification to device users. Without any useful evidence of actionability for these scores or established relationship with health outcomes, it is hard to make a case for their value. At the Apple recent announcement they showed their Readiness score (0-10) on the watch (Figure below) but there are no published data on this score, not even on their website. It’s available only on their new Watch Series 12 or Ultra 4 [of course, ;-)]. That exemplifies the problems with these scores, lack of data and evidence for being meaningful to promote health. Perhaps the best study (which isn’t saying much) is the WHOOP Recovery for golfer performance, because it did correlate with an objective outcome, even though there was no control group and the authors were all from the company. Among the 389 pro golfers, an absolute 10-per cent point increase in Recovery score was associated with about 0.5 fewer strokes per round. But that’s hardly a health outcome! WHOOP is also conducting a study in over 2,700 runners to see if their recovery score will be linked to less injuries and improved performance, but that is not yet published and has no control group or randomization. Putting This in Context For two decades I’ve been enthusiastic about the potential for digital health and particularly wearable biosensors. Over the years, we’ve seen some great progress for their ability to promote physical activity and accurately detect atrial fibrillation (the first FDA cleared deep learning AI for consumers). That work was the subject of rigorous research. But there are holes in the data and evidence for other metrics. One notable one is the “VO2 max” story that I wrote about earlier this year. At that time many subscribers asked me to cover heart rate variability, which I finally got to here. When I dived into the research and publication for HRV and readiness scores, I expected to find at least some that were of high quality and demonstrated their utility by linkage to health outcomes. To my surprise, I found none. The wearable sensor measurements for HRV (PRV) are, for the most part, accurate, but that validation work has only been done in small studies of healthy adults and does not take into account the long list of factors, from the device, software side, and the user side, that affect HRV measurements. Moreover, this metric chiefly relies on optical sensing and, as we have learned for heart rate PPG sensing, may be less accurate in people of color. Keep in mind that all of the health outcome association evidence comes from ECG-derived HRV; none are from wearable sensor data. I will repeat the key point: there's no peer-reviewed evidence to show that in-person HRV fluctuation—or efforts to raise your HRV— has any correlation with health outcomes. For those of you who look at your HRV on awakening, or even 2+ week trends of it being low, I hope this context helps to relieve any anxiety. Yes, low HRV (not PRV) has been shown to increase risk of some diseases as summarized above. But efforts to raise your HRV—a surrogate metric— has not been established for improving any health outcomes. HRV does not have any evidence of causality (the genetic evidence actually goes against this possibility). In this summary, I have not included data for other wearable sensors such as Polar, Samsung, Withings, Suunto, Amazfit, Coros, Ultrahuman, or additional mattress sensors. These are beyond my first-hand experience, and as far as I know from my in-depth review none have any peer-reviewed published data that differ from the 6 sensors I’ve reviewed here. From the points I’ve gone over above, we’re not ready for readiness scores. Besides being proprietary, they are predominantly based on metrics that have their own issues. It’s compounding the problem, like building a house without a solid foundation that has never undergone a rigorous inspection, and then selling it. Like I mentioned for PRV, you can look at trends over weeks rather than any single day, to get a handle, but even that may not be helpful. There’s simply no evidence that these scores meaningfully relate to health outcomes. I’d emphasize they might, but that requires doing prospective or randomized studies to prove it. None exist. There’s great promise for HRV/PRV utility_. For example**,**_ Prof Maiken Nedergaard, who discovered the brain glymphatics that are essential in eliminating metabolic waste products from the brain during sleep, has posited that HRV could be a non-invasive marker for neuromodulator oscillations, brain-body regulatory circuits, and brain clearance. That would be extremely useful, but like everything else on HRV and readiness scores it requires solid research and validation. The lay media isn’t helping much to get the story straight. Earlier this year The Economist published a piece entitled “The most useful indicator of your overall health” which ordained HRV as an “accumulated stress score.” That’s akin to the false assertion about VO2max: “V02 max is the singular most powerful marker for longevity.” As I’ve summarized here, that is not established. The fact is that so many things can lower HRV, including physical exercise (especially an intense workout), reduced sleep quality, stress, the list above, no less the device, signal, and software. Whatever fluctuations observed have not been correlated with any health outcome. Sadly, “datamaxxers” are widely using HRV and readiness scores that have never been validated to mean anything. We already know that for some people using the sensors for sleep metrics, it can induce “orthosomnia,” an obsession to get high sleep quality, with associated high levels of anxiety. In an experiment done by a company to promote sleep quality for its employees, “For those employees who did use the trackers, many reported feeling perfectly rested until their tracker told them they had had a terrible night. Others were told that they had slept like a baby when they had actually been lying awake worrying about the quality of their sleep. “ The same problem can result from preoccupation with HRV or readiness scores, with anxiety that would lead to further reduction in both. It you are using a wearable like >100 million American adults, it’s OK to look at these data, but contextualized with the major caveats reviewed here. If you are one to require evidence that HRV or readiness scores are linked to health outcomes, you may not even want to look. The companies make it hard to turn them off! Let me end with the companies that make and sell wearables. Apple’s doubling down on HRV (24-fold more reporting and heart rate very 5 seconds) and introduction of a Readiness score tells us that consumers have bought into these metrics and they are joining the club. However, all of this is occurring with a backdrop of tens millions of users, claims about the data that are not backed up by adequate evidence, marketing way out in front of whatever limited data exists, and not being transparent about their readiness score algorithms. The companies can well afford to do the research that is needed to connect these metrics with health outcomes show, once and for all, that increasing HRV or using readiness scores promotes our health. If they believed and invested in the products they are selling, we’d not be in this position of not knowing. That’s essentially where we are with HRV and readiness scores. Perhaps someday this will change and we’ll have good reason to embrace them. NB: I wrote this post. No AI. I have no conflicts of interest with any of its content. Loading... Ground Truths has 215,000 subscribers from every US state and 214 countries. There are over 300,000 followers of Ground Truths so more than 90,000 folks who can easily convert to be free subscribers. Your subscription to these free essays and podcasts makes my work in putting them together worthwhile. If you’re not a subscriber, please join! If you found this interesting PLEASE share it! Share Ground Truths The proceeds from all voluntary paid subscriptions go to support our summer internship program. It enabled us to accept and support a record number of 62 summer interns that joined us in 2026! These are high school, college and medical students selected from thousands of applicants. We couldn’t do this expanded program without the funds coming in through Ground Truths. Thank you!
In March 2025, a baby colossal squid was filmed alive in its natural habitat for the first time, a translucent animal about a foot long drifting 1,968 feet down near the South Sandwich Islands. The species was named a century earlier from two arm crowns recovered from a sperm whale's stomach.
A century after scientists named this deep-sea giant from whale stomach contents, a camera finally captured one alive—and it looked nothing like expected.
Your Cat Knows Exactly Who You Are And Scientists Just Proved It
Scientists in Japan designed a deceptively simple experiment to probe what goes on behind a cat's quiet stare, and the results are forcing a serious rethink of everything we assumed about feline intelligence.
Retire Your Old Towel Rack: The Modern Alternative From Amazon
The Wita semi-oval towel rack is shaped like a large horseshoe with a bottom bar. This metal towel holder features a minimalist design and comes in a pair.
Fashion executive resigns days after restraining PETA protesters at New York runway show
The longtime chief executive of the Council of Fashion Designers of America says he is stepping down.
5 Near-Perfect Time Travel Movies Where the Science Actually Makes Sense
Not you, Doc Brown
‘Right Choice For Me’: Sherman graduate launches business with help from BOCES experience
SHERMAN – For Colton Courtney, the opening of the Branding Iron of Sherman is the latest chapter in a career that has always been closely connected to agriculture, animals, and his hometown. The 2023 Sherman Central School graduate opened the retail meat store Aug. 1 at 121 W. Main St., bringing locally raised products to […]
Brooke County Fair provides a variety of entertainment
WELLSBURG — Whether you want to check out some animals or other agricultural attractions, sample a variety of fair cuisine, ride some rides or check out some professional wrestling, the Brooke County Fair has something for just about everyone. The annual fair kicked off Friday at Brooke Hills Park and will continue through Sunday. The […]
Southern Illinois business hires 12-year-old to create stop-motion animation ad
PMR Automotive hired a 12-year-old from North Carolina to create a stop-motion animation commercial for them, highlighting not only the business but the boy’s creativity.
Capitol Hill Trades Politics for Puppies at Pet Night
For the best cause ever, lawmakers from both parties set aside their differences and gathered around therapy animals, adoptable puppies and a champion show dog to celebrate the pets who share their li...
Astartes II, the Most Anticipated Warhammer 40,000 Animation Ever, Has a New Trailer and Confirmation of Key Details
Games Workshop has released a new trailer for Astartes II, the most anticipated Warhammer 40,000 animation ever.
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.
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A Walker woman faces dozens of animal cruelty charges after authorities say they discovered nearly 40 cats and kittens suffering in extreme heat without food or water inside a local business.
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PETA says it plans meeting with fashion executive who restrained protesters at NY Fashion Week
A prominent animal rights group says it plans to meet with a top fashion trade executive who was filmed restraining two protesters at a New York runway show | WBEN
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