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Analysis: A tale of two halves
Matthias Jaissle had made it clear to his players that they needed to take losing a duel personally following their meek performance against Leeds United. It was rather telling that Lewis Miley won the ball back high up the field in the build-up to Willock's opener, while Lewis Hall also dispossessed a blue shirt before doubling his side's lead just a few minutes later.
Scientists Discover How the Brain Adapts When the Rules Suddenly Change
New study shows how the frontoparietal cortex manages information flow and guides responses. The frontoparietal cortex, the brain’s information hub, helps coordinate responses when circumstances change. While driving, for example, the brain must draw on a remembered route and the skills needed to operate the car while also responding to a street closure or changing
Warhammer 40k: Auspex Scanning the New Space Marine Models
The drop pod assault has begun, and we have a close-up look at the new Angels of Death. Codex: Space Marines is up for pre-order alongside some much-needed reinforcements for Space Marine players everywhere. Games Workshop sent us a selection of these new kits, and we wasted no time in getting them built! Captain on […]
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!
Scientists build a DNA computer that can perform calculations in a drop of water
This programmable DNA computer can perform arithmetic without the continuous energy input needed by other systems.
Arteta hints he now knows the best position for Eze
Eberechi Eze started Arsenal’s match against Ipswich Town on the left wing and performed well, allowing the Gunners to provide Christos Tzolis with a much-needed rest.Since arriving at the club in t...
Oregon Cruises to Dominant Bounce-Back Win Over Portland State
The Oregon Ducks came away with a much-needed blowout victory over Portland State.
Enzo Le Fée: Sunderland’s Unbreakable Magician
Enzo Le Fée delivered when Sunderland needed him most against AZ, but is the Frenchman becoming the Lads’ ultimate big-game player?
SBA hosts pop-up for local businesses hurt by flooding to apply for federal aid
Much-needed aid is on the way to parts of Indiana most affected by flooding.
Willy Street fair offers Madison businesses a chance to recover
MADISON, Wis. — Business owners along Williamson Street, known locally as Willy Street, are hoping this weekend’s fair will provide a much-needed boost after a difficult month.
Novant Health drives $4.33B in regional economic impact, study says
Novant Health Coastal Region generates an annual overall economic impact of $4.33 billion in the Wilmington Metropolitan Statistical Area (MSA), according to a new report. Commissioned by Novant Health and conducted by Mouhcine Guettabi, associate professor of economics at the University of North Carolina Wilmington and the area’s regional economist, the report evaluates population growth in New Hanover, Brunswick and Pender counties and whether the area’s healthcare infrastructure is positioned to meet the region’s demand. According to the study, while healthcare employment has kept pace with population growth in New Hanover and Pender counties, it has not kept up with the rapid population growth in Brunswick County, which is skewed toward an older population. “It points very clearly to Brunswick County being the bottleneck, or being the place where investment is most needed,” Guettabi said to the Business Journal Friday, “because the growth is the fastest, the composition of the growth is older (adults) and demand for healthcare is much higher for the subpopulation.” The Novant Health Coastal Region employs 8,295 full-time equivalent workers, according to the report, and is the region’s largest employer. Overall, through direct, indirect and induced impacts, the Novant Health Coastal Region supports 19,573 jobs, the report said. Using data collected from internal payroll, financial and capital reports, the report estimates that Novant Health Coastal Region pays approximately $1.15 billion in total compensation to its employees. According to the study, the provider’s annual operating expenditures, or direct economic impact, total $2.36 billion. That direct impact ripples through the regional economy through spending at its suppliers, or indirect impact, and household spending by staff and its suppliers’ workers, or induced impact. The report estimates the Novant Health Coastal Region’s indirect economic impact is $786 million, reflecting the multiplying effect of the provider’s operating expenses on expenditures like medical supplies, facilities, food, IT and professional services. Because 86.9% of Novant Health Coastal Region employees live within the tri-county region, the report estimates that wages paid by Novant circulate into the regional economy, creating an induced economic impact of $1.17 billion. “That money just doesn’t go into thin air,” Guettabi said of the wages paid to Novant Health Coastal Region employees. “Some of that money is being re-spent, and therefore it’s supporting grocery stores, hiring, restaurants and bars, and there are a lot of other companies or organizations whose employment, whose activity partially depends on that.” The combination of direct ($2.36 billion), indirect ($786 million), and induced ($1.17 billion) impacts totals an estimated $4.33 billion, according to the report. A study commissioned by Novant Health in 2024 and conducted by FTI Consulting’s Center for Healthcare Economics and Policy found that Novant Health generated nearly $2 billion of direct impact, with $628 million in indirect impact and $857 million in induced impact. Healthcare investments in the pipeline for Brunswick County Additionally, the study found that while healthcare employment has kept pace with population growth in New Hanover and Pender counties, it lags in Brunswick County. “Once you go below the metro level and you decompose the three counties that make up the Wilmington Metro,” Guettabi said, “it becomes fairly clear that Brunswick is the standout. And not only that, but clearly the growth there is fully domestic migration and largely retiree-driven migrants.” Using data from the Centers for Medicare and Medicaid Services on per-capita healthcare spending among age groups, Guettabi estimates that adults aged 65 and older demand 2.44 times the healthcare of working-age adults. “The share of the population in Brunswick County that’s over the age of 65 is 33%,” Guettabi said, “which is so much higher than the average share of people over the age of 65 within the state or within the country.” The report emphasizes that Brunswick County is the “strongest candidate” for new healthcare investment, adding that patient discharge records show Brunswick residents rely heavily on facilities in New Hanover County for inpatient care. “Investments in Brunswick County would not only meet the demand for those residents, but it would also relieve pressure for New Hanover County residents,” Guettabi said. Laurie Whalin, president of the Novant Health Coastal Region, told the Business Journal Friday that the provider plans to expand services at Novant Health Brunswick Medical Center, in addition to other investments in the area. In April, the state granted conditional approval to both Novant Health and Columbus Regional Healthcare System to build new hospitals, just miles apart, on either side of the Columbus County and Brunswick County borders. Columbus Regional’s $214 million 30-bed hospital would be located at the former Acme-Delco Middle School in Delco, according to the application. The project’s approved timetable has construction slated to finish in May 2029, with the hospital open for service by October 2029. The Whiteville-based provider, which Atrium Health manages, broke ground on an Advanced Care facility in December 2025 and operates four specialty clinics in Leland. Meanwhile, Novant Health’s proposed $251 million 20-bed hospital would be built just miles from Columbus Regional’s proposed hospital, near the Compass Pointe community in Leland. The provider estimates the hospital will open by 2030. State officials also approved Novant Health in March to build a freestanding emergency department in Carolina Shores, near U.S. 17. The project is estimated to cost $24 million, according to the application, and will operate under the Novant Health Brunswick Medical Center license. Additionally, Novant Health’s 16,000-square-foot ambulatory surgery center is slated to open in Leland by year’s end, officials said.
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.
AI reshapes political campaigns as South Carolina weighs whether new rules are needed
Artificial intelligence is rapidly changing the way political campaigns operate, allowing candidates to create content faster and often at a fraction of the cost of traditional campaign operations.
AI reshaping political campaigns as SC weighs whether new rules are needed
Artificial intelligence is rapidly changing the way political campaigns operate, allowing candidates to create content faster and often at a fraction of the cost of traditional campaign operations.
UA to use rural health money to develop Thrive Radar, online tool expanding on work of Arkansas Health Survey
FAYETTEVILLE -- More than $750,000 received through the Arkansas Rural Health Transformation Program will be used to help communities know where health resources exists, gaps remain and investment is needed, according to the director of the Arkansas Health Equity and Access Lab.
From classroom to the community: Transforming health in underserved areas
Across South Texas, the future of healthcare is being shaped by a new generation of health professionals who are preparing to serve the communities that need them most. Through education, mentorship and hands-on experiences, they are building the skills and connections needed to expand access to care and strengthen the healthcare workforce for generations […]
Grab Your Popcorn: SEC Week 3 Betting Lines
Grab your popcorn; September 19th is here. The Week 3 SEC slate is exactly what the doctor needed. We had to sleep through the "undefeated" Week 1 matchups and watch as the eyes of Texas shined over the Buckeyes. The Week 3 SEC slate is exactly what CFB fans needed. We have telenovela drama as …
Irish PM worried over hostility to politicians after lawmaker assaulted
Irish Prime Minister Micheal Martin on Thursday condemned an assault on an independent politician as "an attack on democracy" and said the country needed to take very seriously a rise in hostility to those in office.
50 New macOS Golden Gate Features and Changes Worth Checking Out
Apple released macOS 27 Golden Gate this week, and despite the company's focus this year on refining its flagship operating system, improving performance, and nixing bugs, there are still plenty of new things to explore. There's an overhauled Siri experience, changes across Apple's apps, and much-needed updates across the system interface. In this article, we've selected 50 new features and lesser-known changes that are worth checking out if you're updating your Mac.
Economist says jobs still out there despite regional health care cuts
Vermont labor economist Mathew Barewicz says despite the cuts, health care workers are still needed and jobs are out there.
Giants add needed heft before their first real road test
The Giants did not make Wednesday’s roster move to generate a headline. They signed defensive tackle Josh Tupou from the […]
Mt. Frustration and Misery: the sequel
TL;DR: Isolated power and lack of execution sinks chance for a desperately-needed win.
Team effort puts Galo trio top of the scoring charts
Galo has three of its main attacking players at the top of the scoring charts this season. And on the night Atlético needed its forwards the most, Cuello, Reinier, and Bernard stepped up to score the...
Galo and Massa in sync
Galo needed a response. After going 2–0 down in the first leg of the Copa Sudamericana quarterfinals, Atlético returned home facing a difficult but still reversible situation. And once again, the M...
Back-to-school vaccines can help Central Oregon families stay healthy this fall
With the school year underway, Deschutes County Public Health encourages parents and caregivers to check their child’s vaccination record and make sure they are up to date on needed vaccines.Vac
New mental health center in Richmond will be first in county
While the Brookside Mental Health Rehabilitation Center will offer much-needed care for severely ill patients closer to home, some question whether an institution is the best solution.
Ukrainian defence tech seeks new ways to scale up
Since Russia's full-scale invasion in February 2022, Ukraine's defence sector has expanded several-fold, becoming a significant source of military innovation, especially in unmanned systems, counter-drone technologies, electronic warfare and AI-driven combat systems. But finding the funds and personnel to scale up and to reach international markets remains a challenge.Spurred on by the demands of the front-line, Ukrainian defence companies say they can develop a minor component in a couple of weeks, or major hardware or software solutions within a year. This is several times faster than the usual development cycles in the sector. Tencore, founded in 2024, is now one of Ukraine’s largest providers of unmanned ground vehicles, well exceeding the production of NATO members in this category. Odd Systems, a Ukrainian combat cameras developer founded in 2023, launched its first thermal camera in 2024. Less than two years later, it is developing the fourth generation of the product, one that has evolved into a full vision system.According to Michael Singer, managing partner at Verne Capital, a venture capital fund supporting defence companies in Europe, this speed is down to the short feedback loop between the developer and the end user. “Ukrainian companies develop technologies in close interaction with soldiers and military units, test them under real combat conditions and rapidly incorporate feedback into the next generation of the product,” he says. “Sometimes we need to react to feedback and deploy an upgrade within hours,” says Polina Tymchenko, the spokesperson for Himera, which develops electronic warfare-resistant walkie-talkies. “It means that, as a company, you have to have a higher tolerance for risk, and also design your products in a way that fosters those quick changes.”Getting a product deployed by a combat command involves no paperwork other than a purchase order, says Perry Boyle, co-founder and chief executive of Mits Capital, a Ukrainian-US investment group focused on attracting capital for Ukraine's defence tech sector. “New weapons can be developed and deployed based largely on handshakes.”Nevertheless, the speed of development is largely subject to the level of funding, says Iryna Sukhomlyn, head of business development at RMachine, a developer of unmanned ground systems. “Financial support needs to start much earlier, particularly at technology readiness level 3-5, not only when most of the technological risk has already been removed,” she says.In 2025, Ukrainian defence tech companies attracted about $129 million in investment, with the true figure likely higher given the share of undisclosed security-sensitive deals, according to a report published by the Kyiv School of Economics. These investments were primarily concentrated in the AI and software segment, as they are considered a lower financial risk.Scaling production is a major barrierAccording to Iryna Supruniuk, business development director at Odd Systems, proving a defence product in Ukraine is not the end of the development process, but the beginning of a continuous evolution, since operational requirements change rapidly. “Continuous iteration remains our highest priority,” she says.It's also when production must scale up, which represents a major hurdle. “Scaling production requires capital, manufacturing capacity, components, certification, procurement access and reliable supply chains,” Singer says. Scale-up is also hampered by demographic pressures, especially a shortage of young specialists needed to expand engineering teams. Companies have reported struggling to replace specialists lost due to Russian attacks, mobilisation and emigration. In order to meet this scale-up challenge and finance arms production, begun allowing defence technologies to be exported, assuming it has an excess capacity. It has also announced the creation of ten defence and weapons export centres across Europe by the end of 2026.According to Singer, a technology that has demonstrated its value under real combat conditions has a fundamentally different credibility than a product that has only been tested in a laboratory or training environment. But combat validation alone doesn’t automatically create an international business. “Companies still need access to foreign defence ministries and procurement organisations, international certification, financing for production scale-up and, in many cases, local industrial partners,” he says.Already in 2026, the EU has signed several agreements with Ukraine that aim at joint defence technology development and production. These include allowing Ukraine to join the European Defence Fund, signing a financing agreement under the European Defence Industry Programme, and setting up the EU-Ukraine Drone Alliance.For Singer, it is important that European defence companies don’t just see their Ukrainian partners as technology suppliers, but rather as potential innovation partners. “Ukrainian companies bring speed, operational experience and an exceptional ability to iterate. European partners can provide industrial capacity, capital, established supply chains and access to European procurement markets.”Procurement possibilitiesWhen it comes to exports, the procurement and compliance processes involved require time, taking months or even years, and money. In other words, resources that small defence tech companies need if they are to improve and scale up their technologies. According to Sukhomlyn of RMachine, if the priority is to rapidly increase available defence capabilities, then the processes need to reflect that urgency. “If Europe wants defence innovation at wartime speed, its administrative processes also need to operate much closer to wartime speed,” she says, highlighting a need for support with certification, market access and mutual recognition of relevant testing. “Otherwise, we risk having excellent technology available but spending years making it administratively eligible to be purchased.”Related articlesRussia widens targeting of European research centresEU must support research managers in central and eastern Europe, says Visegrad fund headThis is a lesson Europe’s defence sector would do well to learn, Singer says. “Defence innovation needs to be organised around the speed and requirements of the end user, not around the speed of the bureaucracy.”Supruniuk says the European defence sector should rethink the balance between quality and quantity. “In many cases, a good-enough system available in thousands of units creates greater operational value than a perfect system available in dozens.”“For decades, everyone has been looking for that all-powerful, exquisite system that can protect everyone,” adds Tymchenko. “We see in crime that only scalable, dedicated, affordable solutions can actually defend democracies.”
Amid AI fears, Iowa candidates agree some regulations are needed
As AI company leaders call for a slowdown in the technology's development, Iowa's political candidates agree there's a need for government oversight.
Prime Healthcare says it’s saving a Maine health system. Many question its tactics.
Officials at Central Maine Healthcare in Lewiston say the changes are needed to make the health system financially solvent. Some providers say they are hurting care.
Why frailty and heart health may be more closely connected than we thought
A narrative review proposes cardiovascular frailty as a distinct phenotype that brings together blood pressure regulation, vascular aging, oxi-inflammaging, and clinical frailty deficits. The authors argue that a validated cardiovascular frailty index could support earlier detection and personalized care, although longitudinal studies are needed before the concept can be used clinically.
🤯 Penalties are looming... Fluminense are SUFFERING v Platense
Making its debut in international competitions, Platense only needed one half to wipe out the advantage Fluminense had built at the Maracanã.The Argentine side went into halftime leading Tricolor 2-0...
Analysis: Iraola's changes work as Reds entertain
As expected, Andoni Iraola made a number of changes for Liverpool's third game in less than a week at Anfield and he was rewarded with an energetic display from a largely second-string side. "I made a lot of changes but I think I needed to do it," said Iraola. The goals may have come from familiar names but Iraola will have been pleased with how well his youngsters coped against Premier League opposition.
Alabama’s Defense Is Becoming the Identity Kalen DeBoer Needs
Alabama’s defense has needed only two games so far to turn a preseason theory into the clearest part of Kalen DeBoer’s 'dream' team. The Crimson Tide entered 2026 expecting a developing offense to need some level of patience. Questions surrounding Alabama’s next quarterback and the offensive line rebuild under Adrian Klemm made that pressure quite …
HHSC Observes National Suicide Prevention Awareness Month | Texas Health and Human Services
HHSC encourages Texans to learn the warning signs of suicide, have conversations about behavioral health and seek help when needed.
ASU students help improve app that connects student-athletes to families with childcare needs
Suhaib Ahmad Siddiqui thought he was helping solve a simple problem.Sport Sitters, a startup that connects families with college athletes for childcare, needed an easier way to notify athletes when they had been approved to work through the platform.
Yankees Extend Dominant All-Time MLB Record
The New York Yankees have some marks as part of their franchise history that are just so overwhelmingly dominant relative to the rest of MLB that they can be hard to believe. They extended one of those records on Monday night. The feat needed for the Yankees was to clinch a spot in the postseason. […] The post Yankees Extend Dominant All-Time MLB Record appeared first on HEAVY.
Survey: Adults With Multiple or Complex Health Conditions Face Significant Challenges with Health Costs and Commonly Struggle to Access Care
Adults with multiple or complex health conditions, who already face unique physical and mental challenges, commonly struggle to pay their medical bills and access needed care and medication—challenges that fall hardest on uninsured adults, according to a KFF survey of more than 25 thousand adults. “If the first obligation of a health care system is to take care of the sick, we are failing that test. Cost and access problems are hitting the chronically ill hard, and the chronically ill and uninsured especially hard,” said Dr. Drew Altman about the survey’s findings.
Health Care Access and Affordability for Adults with Multiple or Complex Health Conditions: A Snapshot of Patient Experiences
Significant shares of adults with multiple or complex health conditions, including cancer, lung disease, diabetes, cardiovascular disease, and mental health conditions say they struggle to pay their medical bills and access needed care and medication. These challenges fall hardest on uninsured adults who face greater costs and access challenges.
NASA rushed engineers out of their labs. They say it risks future space missions
NASA employees say they've lost vital equipment and staff needed to make sophisticated spacecraft amid the agency's abrupt relocations over the past several months.
Gov. Green Neutral on One Health Hawaiʻi Plan But Says Reforms Needed
Gov. Josh Green held to a neutral stance on the proposed combination of Hawaiʻi’s largest medical insurer and the second-largest hospital system, but he
Supreme Court halts Trump's proposed limits on mail ballots for this year's elections
The justices turned down an emergency appeal from Trump's lawyers, who argued the government needed a new and untested system of unique bar codes to track millions of mailed ballots.
Will Netflix’s Latest Horror Film Save Its Summer? And Introducing a New Data Source...
(Welcome to my weekly streaming ratings report, the single best guide to what’s popular in streaming TV and what isn’t. I’m the Entertainment Strategy Guy, a former streaming executive who now analyzes business strategy in the entertainment industry. If you were forwarded this email, please subscribe to get these insights each week.) All month, I’ve been polling you, my readers, on how we think the summer’s biggest blockbusters will do when they eventually land on streaming, and I wanted to share the results. First up, how readers think The Odyssey will perform when it comes to Peacock... People are pretty bullish that The Odyssey will smash it for Peacock. I don’t know that it will have as much rewatchability as Wicked did for kids, but we’ll see. It is now Universal’s highest-grossing film of all time. One note: almost half of Christopher Nolan’s films weren’t available for streaming the week The Odyssey came to theaters, including some of his biggest films like Inception, Dunkirk, Tenet, Oppenheimer and Insomnia. If you did want to watch the others, Prime Video had Memento and The Dark Knight trilogy, HBO Max only had The Dark Knight trilogy (even though Warner Bros. produced most of Nolan’s films), Hulu had The Prestige and Interstellar, and Paramount+ had Interstellar. So you needed at least two streaming subscriptions to catch the rest. Warner Bros. whiffed right here. I know they have long term licensing deals, but they should have tried to get as many Nolan films on HBO Max for launch as possible. Here are the results for Spider-Man: Brand New Day: The audience is a bit more mixed on this one, with everyone agreeing Spider-Man will swing to a big opening, but not necessarily elite or best all time. On to this week’s issue. Netflix continues searching for a hit straight-to-streaming summer film and Lioness and Ted Lasso allow me to look at the difference between a “hit” and a ‘hit for them”. All that, plus new YA/teen melodramas on Prime Video and Netflix, the House of the Dragon finale, USA Network claims a big opening, more big NFL ratings, all the flops, bombs and misses, and a whole lot more. But we start with a fun new data announcement. Let’s dive right in! (Reminder: The streaming ratings report focuses on the U.S. market and compiles data from Nielsen’s weekly top ten viewership ranks, Luminate’s Top Ten Data, JustWatch and Reelgood interest data, Samba TV household viewership, company datecdotes, Netflix hours viewed data, Google Trends, and IMDb to determine the most popular content. While most data points are current, Nielsen’s data covers the weeks of August 3rd to August 9th, 2026. You can find a link to my terminology here.) Subscribe A New Data Source: Reelgood’s Data on Content Libraries Here’s a fun new treat for you. Reelgood—an online service and app that lets users track where shows or films are streaming—is providing data every month for the Streaming Ratings Report on the size of each streamer’s catalogue, along with the new shows and films for each streamer. Yay! Previously, I had pulled “new shows on streamers premiering on the first of the month”: While I liked that data cut, it was a big wonky since it didn’t show all of the new shows or movies that came to a streamer each month. Instead, I would have preferred something like this from Reelgood’s annual report: And now we have it! I’m going to feature Reelgood’s data monthly, showing both total catalogue size and new shows and films appearing on the charts. That’s going to make these two cool new charts. First, here’s the size of various streamers’ film catalogues… (By the way, Reelgood offered to make the charts for me, but I like doing that task by hand to understand the data better.) They also provided data back to last year. Here’s the number of films timeline: And here are the new films on each streamer for the month prior to Aug: As I get used to this data, I plan to keep tinkering with how I display it, but I’m excited to feature it monthly. Today, I’m sharing the film charts; next issue, I’m going to feature TV shows by streamer. Now, in full disclosure, Reelgood is a sponsor of this little-newsletter-that-could. But in my constant quest to figure out what streamer various shows and films are on, I was already a Reelgood user before this sponsorship. I go to their website all the time, and their data is very accurate on where shows are (or have been). Plus, I’ve been sharing their weekly top ten lists for years now, pre-sponsorship. For me, this is a great win-win, since I get to amplify a service I love, and I get a cool new data source to play with. Now, normally folks don’t usually mention their sponsors directly, but as I wrote before, as I start featuring ads in my newsletter, I plan to be extremely open about who is sponsoring my writing so you can trust what I write. Television - Two Big Returning Shows Look Set to Take Over The Charts One key question when it comes to judging streaming shows is whether a show is a “hit” or a “hit for them”. To be clear, the former means a show that’s one of the top shows on streaming, no questions asked. The latter means a show is one of the biggest, for a given streamer. That distinction makes a big difference! It’s really good to be one of the biggest shows on a streamer; it’s much better to be the biggest on streaming, despite the size of a streamer. Because, as we’ve seen now, nearly every streamer—while lacking the number of subscribers or usage of Netflix—can make hit TV shows: Paramount released Landman, whose first and second seasons were among the top two TV shows the year they came out. HBO Max’s The Pitt’s second season is the biggest show of the year so far. Love Island USA was the top show in 2025 for Peacock. And, crucially for today’s discussion: Wayyyyyyyyyyyyyyyyyyyyyyyyyy back in 2023, Ted Lasso was actually the top streaming show of the year according to Nielsen! So even Apple TV (formerly +) can make hit shows. It just doesn’t make them that often. And looking at the Nielsen charts this week, we have two prime candidates for this discussion: That’s right: Ted Lasso returned to Apple TV for its fourth season. Did it return in all its expected glory? Sure, though right now it’s still just a “hit for Apple TV”, but we’ll see how long it lasts on the charts. Its ten episodes are coming out weekly. (Smart choice, Apple!) Ted Lasso started out strong, actually making the Nielsen charts the week before new episodes dropped, which is a rare feat. (Shows like Stranger Things or Bridgerton have pulled that off. That’s terrific company to join!) On Nielsen, it opened to 14.4 million hours in its first week, and 16.6 million the week of 10-Aug. Here’s how that compares to previous seasons: Apple put out that this is their biggest TV launch through two days ever, and looking at the chart and Apple TV’s viewership history, I’d believe it. Here’s Apple’s top shows for season two and beyond: Other data tells a (mostly) similar story. Ted Lasso made Samba TV and it has elite IMDb scores, an insane 8.7 on 465K reviews. The only outlier is Luminate, where the latest season only had 7.4 million hours, and no other seasons made the top ten. As you’ll see below, that’s well below some other solid, but not spectacular shows like Sterling Point, Ride or Die or Furious. I’d be surprised if Ted Lasso isn’t bigger than those other shows, but it’s fine for different data sources to occasionally disagree. And while it’s sucky to bring this up, given that Warner Bros. produced this show, I do wonder how the streaming wars may have been different if Ted Lasso landed on HBO Max initially instead of Apple. I don’t think one show can make or break a streamer, but given HBO’s brand, it could have helped bring people to that streamer much earlier in its lifespan. (Though yeah, I don’t love calling out executives for passing on hit shows, since that’s just the nature of the job. Even the absolute best execs will pass on lots of successful shows. The key is not greenlighting the under-performers/misses.) The other show I’m thinking about in the “hit or hit for them” category is Lioness from Paramount+. Like Ted Lasso, its first season missed the charts, but it’s grown its audience since then. Here’s how season three opened: We’re just getting started with this issue, but the rest is for paid subscribers of the Entertainment Strategy Guy, so if you’d like to find out… How Lioness did on streaming... Two new melodramas for Netflix and Prime Video... Whether Netflix’s latest horror film saved its summer... Hulu’s Furious and Prime Video’s Ride or Die continuing their strong runs... The latest high profile showrunner to flop on streaming... All the flops, bombs and misses... And a whole lot more... ...please subscribe! We can only keep doing this great work with your support. Next week, we’ve got a double issue—since the week of 17-Aug had very few notable new shows or films—so I’ll look at HBO’s Lanterns, Prime Video’s Reacher, Netflix’s Tires, Outer Banks (which posted up huge numbers four years ago), an Aussie romance, and another baseball event (that didn’t resonate). And a bunch of movies like the latest dramedy from an Adam Sandler daughter, Don’t Say Good Luck, Camp Rock 3 on Disney Channel and Disney+, Michael on Starz, and more. Later this month, we’ve got a ton of shows and films to analyze! Movies will be the big story, featuring a box office bomb (Supergirl on HBO Max) and an “underperformer” (The Mandalorian and Grogu on Disney+) contending with a bunch of star-studded straight-to-streaming films like Netflix’s The Whisper Man (Adam Scott, Michelle Monaghan and De Niro!), Mayday on Apple TV+ (Ryan Reynolds and Kenneth Branagh!), The Runner (Gal Gadot) and The Last Sunrise (Eva Longoria and Maia Reficco) on Prime Video. Plus, a ton of TV shows have sophomore seasons coming out. Will The Gentleman put up big numbers on Netflix or suffer from a sophomore slump? Leanne and Beauty in Black on Netflix seem small, but they both might be bigger than you think. Hulu has a bunch of shows: a new season of The Secret Lives of Mormon Wives (the first after all the controversy last year) and the second season of Chad Powers (from Peyton Manning’s production company and starring Glen Powell). This one flopped last year; can it score a touchdown this year? Same goes for FX’s Adults, which I didn’t track last year; will it hit this year? Peacock’s The Office spinoff, The Paper and Apple TV’s Dark Matter also return for second seasons. And Netflix has more Untold specials featuring Vince Young, Raygun (that horrible breakdancer) and Mr. T. Long term, Paramount+ is rebooting yet another franchise, Clueless, and I’m somewhat bullish on this new show. The talent attached (Alicia Silverstone) and creative Josh Schwartz and Stephanie Savage (of The O.C. and Gossip Girl) also feel solid...if they make it funny like the original.
Rams' Myles Garrett 'wasn't in the kind of shape' he needed to be before season, NFL insider says
Los Angeles Rams' Myles Garrett was struggling before the season started.
‘Staying Present’ Became the Gift the Connecticut Sun Needed
There are two home games to go until the end of the Connecticut Sun era. Headlines have been made both on and off the court this season, making it essential to choose which memories and moments to keep. How much of these moments should be about each of the team’s “lasts”s? Tuning Out the Noise […] The post ‘Staying Present’ Became the Gift the Connecticut Sun Needed appeared first on The Lead.
Foden needs to be more composed
Manchester City captain Ruben Dias say Phil Foden needed to be "more controlled and composed" when provoked by Bruno Fernandes in Sunday's Manchester derby. Foden was sent off for violent conduct after kicking out at Fernandes on the floor after being fouled and kicked himself by the Manchester United skipper. "In the moment I felt it was a bit harsh because my perception was Bruno kicks Phil and then he has a rushed reaction and maybe kicks him back," Dias said.
Permitting reform needed for American health and the economy [letter]
The rising cost of electricity squeezes us.
Liverpool 0-0 Fulham
Ian: The Fulham goalkeeper could have gone home, he wasn't needed. There was a total lack of effort all through the Liverpool team. Fulham had a doddle against us and it is absolutely unacceptable for us to have a £350m+ attack and for Leno to be so untested and for their backline to be so unconcerned.
Restoring public trust in science doesn’t have a simple solution. That’s OK
“Messaging can’t substitute for the relational infrastructure needed for building and sustaining trust,” write Michelle Groman and Caroline Montojo.
Kyle Larson Survives Gateway Chaos to Reignite Championship Hopes
Kyle Larson needed a win. Instead, he got one of the wildest victories of his career. Larson survived a chaotic Gateway race Sunday to win the Enjoy Illinois 300. He beat Alex Bowman in overtime for a Hendrick Motorsports 1-2 finish. The victory ended Larson’s 51-race winless streak. It also launched him into second place…
Bickley: Cardinals' win over Chargers gives franchise much-needed hope
The Cardinals' win on Sunday was a tribute to hope as new possibilities seem endless for the franchise, Dan Bickley writes.
Researchers say they may have detected a dark matter particle for the first time
Members of the LUX-ZEPLIN project, including Texas scientists, say more data is needed. But the potential dark matter particle is a major breakthrough.
'Culture shift' needed in how UK does business, Andy Burnham urges
Burnham has said those who take risks should be backed by government, but his government has been criticised for increasing business costs.
Letter: Larger discussion needed on WNC health services
“Until and unless Dogwood Health Trust revisits its oversight of Mission Hospital at the direction of the state, the status quo will prevail.”
Many professionals take continuing education. Let’s add etiquette classes
This type of training is needed now more than ever, as the American workplace gets more and more diverse
'Encouraging but consistency needed'
Hibs fans, we asked for your views on Saturday's Premier Sports Cup quarter-final victory over Ross County. The Jekyll and Hyde performance of Hibs continues and it will be interesting to see if Thibault Klidje and Ante Suto are afforded more opportunities in next two games against Killie and Aberdeen which we should and must aim for six points in. Jury is still out on this team as consistency has been elusive so far.
Bone Health Without the Hype
I am at the Australasian Menopause Society meeting and we had a fantastic lecture on Bone Health on Day 2, called, “Everything you need to know about bones - except the boring bits!” Spoiler alert, there were no boring bits. The lecture was given by Dr. Amanda Beech, who is a senior staff specialist in Obstetric Medicine and Endocrinology at the Royal Hospital for Women, where she is director of the Bone Density Unit. I want to summarize my top 10 take-aways for you. Share Osteoporosis is a disease of low bone mass, disruption of bone microarchitecture, and fragility of the skeleton. It is a silent disease…until someone develops a fracture. The diagnosis of osteoporosis is based on either fragility/minimal trauma fractures or a T-score of less than -2.5 on a DXA (Dual-Energy X-ray Absorptiometry) or bone scan. It is important to recognize that about 50% of minimal trauma fractures occur when women have low bone mass (often referred to as osteopenia), but not osteoporosis. This tells us that bone strength is more complicated than a number on a DXA report. I am going to add a little here that wasn’t in the talk (one can only include so much in 25 minutes), as many women might read the above paragraph and think, “Shouldn’t we be treating everyone with low bone mass if this is when 50% of the fractures occur?” Many fractures happen for women with low bone mass because there are so many women with low bone mass –it is a statement about the population on a whole, not about the fracture risk of low bone mass. For you as an individual, bone density is only one component of fracture risk and many women with lower bone mass will not have a significantly elevated fracture risk. This is why individualized risk assessment matters. Subscribe We build bone in our teens and twenties, and by the time we are about thirty we have reached peak bone mass. This is why, when we discuss risk factors for osteoporosis, it is important to consider factors that might have affected us in our teens and twenties when we were actively building bone, such as nutritional restriction/energy imbalance. It is important to ask women about a history of eating disorders, and for those with such a history, getting a bone scan in perimenopause or at age 50 is likely warranted. (This image below isn’t from the talk, but is similar to one that was). Bone mass is relatively stable until about two years before the final menstrual period, and perimenopause marks a time of rapid bone loss for women. Using urinary markers of bone loss we know that the time of significantly accelerated bone loss starts about 1 year before the final period and ends about 2 years after the final period. The Study of Women’s Health Across the Nation (SWAN) shows that over the menopause transition women lose an average of 10.6% of the bone at their lumbar spine and 9.1% at the femoral neck While this wasn’t covered in the lecture, I want to add that the rapid bone loss during perimenopause is clearly related to more than estradiol, because during this time estradiol levels can be erratic and not uniformly low. Bone loss during perimenopause is likely a multi-hormone event. For example, rising FSH (follicle stimulating hormone) tracks with bone loss better than estradiol, and there is evidence that FSH may act directly on bone. While decreased estrogen matters, there is clearly more going on. FSH and bone is an active area of research. Subscribe Screening for osteoporosis was recommended fairly broadly before age 65, and was taken from the “Practitioner’s Toolkit for Managing Menopause,” from Monash University. Here is a screenshot from the toolkit that was used as a slide: I am going to add a little bit more about body weight here for clarification. Low body mass (typically 152.1 lb): 0 points (risk neutral) 60–69 kg (132.3–152.1 lb): 3 points (adds some risk)
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Germany’s Political Tailspin: Your Weekly SPIEGEL Recap
It might be tempting to dismiss the results of last Sunday’s state election in Saxony-Anhalt, in which the far-right Alternative for Germany (AfD) party raked in 43.8 percent of the vote, as a rather unimportant extremist blip in a state that hardly anyone can find on the map. And you wouldn’t necessarily be wrong to do so. The state’s population – around 2.1 million – is a mere 2.5 percent of the German total. And while the state capital of Magdeburg was once the political heart of the Holy Roman Empire back when Otto the Great used to hang out there (more than a millenium … no … milennium … nope … millennium ago), it is today something of a backwater, albeit one with a ginormous cathedral in its center. We wanted to briefly interrupt this week’s newsletter to extend a heartfelt thank you to all of our subscribers, both new and old. And to remind you all that a free subscription gets you access to this newsletter every Saturday. A paid subscription, by contrast, gets you one DER SPIEGEL article every weekday, delivered to your inbox. We strive to select pieces that both demonstrate what Europe’s leading newsmagazine has to offer and provide an international audience – namely, you – with an insight into how Germany and Europe view the world. If you haven’t already signed up for a paid subscription, please consider doing so if you can. Our Substack channel relies entirely on reader support and we are excited to continue offering you the best of DER SPIEGEL. Subscribe But even beyond the fact that a huge percentage of the voters in the state decided to place an X next to a party with an ideological lineage that runs rather directly back to the right-wing extremist soup out of which the Nazi Party was born, the results are a perfect example of a phenomenon that has been plaguing German elections in recent years: the lack of an obvious path to a majority. Call it the Balkanization of German politics. There are a number of developments driving the phenomenon, but for the purposes of this newsletter, here are two of the most salient: Persistent voter frustration with the country’s two (former) big-tent parties – the Christian Democrats (CDU) on the center-right (17.2 percent in Saxony-Anhalt last Sunday) and the Social Democrats (SPD) on the center-left (9.3 percent). The presence of parties on the far left (Left Party), the populist left (the Sahra Wagenknecht Alliance – BSW) and the far right (AfD) with which mainstream parties are reluctant to form coalitions. So what happens now? Stories of the Week A Lack of Leadership The answer for many people in the country, and particularly within the CDU, is clear: pin (some of) the blame on Chancellor Friedrich Merz. According to a survey taken directly after the election in Saxony-Anhalt, 88 percent of respondents agreed with the statement that if the federal government in Berlin were doing a better job, the AfD wouldn’t be as strong. And it is true that the predominant impression of the federal government ever since Merz was sworn in on May 6, 2025, is one of ineffectiveness and bickering. His rather unique combination of bumbling-plus-bravado has also not exactly endeared him to the German public. Indeed, his standing in the country is so shaky that his popularity – according to recent polls – has now dropped even below the historic lows associated with his predecessor Olaf Scholz. The situation is such that the CDU even opted to keep him largely out of the campaign ahead of the Saxony-Anhalt vote. And since then, dissatisfied rumblings within the CDU have grown louder. DER SPIEGEL’s Swantje Karich notes that the problems with the CDU go much deeper than Merz. “The center-right has a trust problem. At a press appearance following the devastating election result in Saxony-Anhalt, Friedrich Merz said that the party wanted to ‘reach people more effectively’ through ‘emotional engagement.’ It sounded as though he were announcing a political program. On the basis of that statement, it is difficult to take his empathy seriously.” “The Chancellor’s chastened appearance did, at least, reveal where he stands: with his back to the wall. Elections will be held in Mecklenburg-Western Pomerania next week, and the CDU could fare even worse there. The party is polling at between 8 and 10 percent in the state.” “What is at stake is the political tradition that has lent stability to the Federal Republic since 1945: a democratic conservatism that understands what must be preserved, but also how to embrace progress and openness to the world. If the Union continues along its current path, it risks becoming politically irrelevant after the 2029 federal election – and Germany could soon find itself with a government of the far right.” The Trumpification of Political Debate? It is often said in Germany that to understand the political and social trends that will soon be dominant in Europe, one need only look across the Atlantic to the United States. When it comes to political debate, that has certainly proven true. Donald Trump understood early on that triggering mouth-foaming outrage among Democrats is an ideal way to both generate headlines and to secure loyalty among supporters. And he realized that far more quickly than the left side of the political spectrum understood that simply ignoring the old man might be the best recipe. To be sure, there have been signs recently that the US president may be over-relying on the strategy. Earlier this week, in an apparent grandpa-discovers-AI moment, Trump sent out 60 posts in the space of 10 hours, many of them AI-assisted images portraying him as a hero – or showing Iceland as part of the US (outrageous!!!). It was also during that slew of schlock that he explicitly backed the AfD with an “MGGA” post. In Germany, though, the outrage cycle remains in full swing, with much of the focus on those who would dare to vote for the AfD. They are alternately portrayed as being dim-witted, ungrateful, backward, racist or all of the above. That, argues DER SPIEGEL columnist Sabine Rennefanz, is not particularly helpful. “Everywhere on election night, people spoke of a watershed moment, a rupture, a turning point. But what is that supposed to mean in concrete terms? A watershed would imply an interruption, a moment of pause – perhaps even a willingness to rethink and learn. At first, there was little sign of that in the main television panels. Instead, the familiar rituals that had already shaped the election campaign continued: outrage, lecturing and abuse.” “That’s just the tone, one might object. They’re only talk shows. Given that the party’s state branch has been classified by domestic intelligence officials as confirmed right-wing extremist, there are more important problems than hurt feelings on television. Yet although the condescending tone is not the cause of the AfD’s success, it is an expression of the broader mood within the so-called political center – a kind of institutional blindness that too often treats material concerns as a communications problem.” “People have a pretty good sense of whether you like them – whether you approach them with curiosity or merely study, lecture and manage them as a problem group. They notice whether you genuinely want to understand their fears and pain, or whether you are simply waiting for the chance to correct them. They can also tell whether someone still has the energy to change things, or whether they have barricaded themselves behind platitudes and empty phrases.” “Anyone who wants an egalitarian democratic society cannot promise equality only to those whose language, tastes and moral convictions they share. They must also acknowledge the wounds, resentments and fears of those whose political conclusions they consider wrong. Acknowledging them does not mean agreeing with them. But a democracy that communicates with almost half its citizens only through warnings and labels gives up on political debate before it has even begun. An atmosphere must be created in which people can express their opinions without fearing that they will be canceled. We are currently a long way from that.” East-West? One of the clear undercurrents in the election last Sunday was, of course, Germany’s ongoing east-west divide, particularly as it pertains to the success of the AfD. Historically, the party has been far stronger in the former East German states than in former West German states. The fact that this generalization no longer reliably holds is certainly one of the primary concerns that many have about the party’s growth. And yet, there is still a distinct flavor of “stupid easterners, they don’t understand democracy” to the coverage. In the weeks before the vote, there was even a rather interesting back-and-forth in Germany’s culture pages about how ungrateful eastern Germans allegedly are for being pulled out of their pre-reunification backwardness and into the light of the West. DER SPIEGEL’s Jochen-Martin Gutsch has had enough. “Ten years ago, in 2016, elections were also held in Saxony-Anhalt. The AfD won more than 20 percent, which at the time rightly provoked outrage and incomprehension in western Germany. Today, in 2026, the AfD is also polling at around 20 percent in western German states, but this no longer provokes outrage and incomprehension. Instead, it is now regarded as proof of democratic conviction and civilizational resistance. After all, in the east, it’s 40 percent!” “This allows people to continue feeling morally superior to the East, but the wiser course would be to admit: if something doesn’t happen soon, the West will turn AfD-blue too. Or bluish.” “But will anything happen? The truly depressing thing about election night was not so much the AfD leaders intoxicated by their own success. It was the representatives of the other parties, who once again said that they were utterly shocked, needed some time to digest the result and would, of course, not simply return to business as usual. The SPD, a former big-tent party, celebrated its ‘stable’ result of 9.3 percent. Congratulations!” “For 10 years, the AfD has gone from one electoral success to the next. And still, the established parties remain ‘shocked’ and scratch their heads in astonishment. How long can they keep being shocked? Friedrich Merz says he may need to communicate his reform ideas in a more ‘emotional’ way. So the CDU’s political professionals sit down together after the election, mull over a strategy, and in the end come up with this: Fritz, try to be a little more relaxed, charismatic and emotional – or something. Beyond that: no political plan, no defiance, no promise of a future. That is frightening.” What was good, what was bad for democracy? Good: Voter turnout in Saxony-Anhalt was 77.8 percent, the highest ever recorded in the state. Whatever one thinks of the result, that figure is encouraging. Democracy needs citizens to take an interest. Bad: Although a strong AfD result had been expected in Saxony-Anhalt, many politicians from the mainstream parties – including in Berlin – appeared confused, helpless and overwhelmed in their initial reactions. That is not how they will win back voters’ trust. Last Week’s Highlights: 🗳️ Meet the Germans Who Voted for the AfD: Why would voters in a country like Germany, with its Nazi past, vote for a right-wing party? It’s a question only an editor in Berlin could come up with. On the ground, the view is different. 🟦 How the AfD Wants to Expand Its Power Across Germany: The far-right AfD is planning to decimate public broadcasting in Saxony-Anhalt, revamp education and install extremists in positions of power. And it is eyeing victory on the national stage as well. 🕯️ The Continuing Reverberations of September 11: It was a generational shock, and the consequences can still be felt today - from massive surveillance and significant increases in presidential power to violent excesses at ICE. 🤝 “For Europe, Canada Is the Preferred Partner in Trans-Atlantic Relations”: In an interview with DER SPIEGEL, Canadian Finance Minister François-Philippe Champagne discusses his country’s failed trade deal with the US and why Canada is looking to Europe. 🏛️ The True Historical Roots of the AfD: During the Weimar Republic in the 1920s, there were numerous parties on the extreme right espousing “Germany first” nationalism. The Nazis may not be the best comparison for today’s AfD. 🌊 AfD in a Landslide: Merz Is the Wrong Leader for Germany: The right-wing Alternative for Germany won in a landslide in Saxony-Anhalt state elections on Sunday. What does that mean for the country at large? Thank you for your continued support and have a wonderful week! Subscribe Share Leave a comment Your SPIEGEL Substack Team Compiled and edited by Charles Hawley
Chelsea vs Hull City – Predicted lineup and team news
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KELOLAND SportsZone
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Tottenham v Everton: Key stats and talking points
Everton look to continue their unbeaten start visiting a Tottenham side yet to win in the Premier League this season. BBC Sport examines some of the key themes going into their meeting in north London. When Spurs faced Everton in their final match of last season, they needed to win to stay in the division.
Maybe the Rams needed more sleep. Plus, NASCAR’s curse-word money
The Pulse Newsletter 📣 | This is The Athletic’s daily sports newsletter. Sign up here to receive The Pulse directly in your inbox. Good morning! Get some sleep today. Coming up: 😴 49ers blast snoozy Rams 🎾 Rybakina, Sabalenka set for showdown 🙏 Remembering 9/11 There was once an NFL team with an embarrassment of talent amassed on its roster. It was the easy, trendy pick to win a Super Bowl. Its backup quarterback was a former NFL Rookie of the Year and two-time Pro Bowler. This was a super team, or as that QB, Vince Young, called it, a “dream team.” These were...
Bipartisan Data Science and Literacy Act to Prepare Students for Data-Driven Economy Introduced
Today, Reps.Haley Stevens (D-MI), Jim Baird (R-IN), Don Beyer (D-VA), and Brian Fitzpatrick (R-PA) introduced the Bipartisan Data Science and Literacy Act, to expand access to data science education and make sure Michigan students have the skills needed to compete in an increasingly data-driven economy.
Postpartum politics: What it means to run for government as a new mum
Victorian Greens candidates Nina Crawley and Lini Fernando reflect on their experiences running a political campaign just months after giving birth. From the challenges and compromises to the support networks that wrapped around them, and why showing up vulnerably in public space matters. Subscribe In 2024, when my second child was four months old, I decided to run for local government. Fast forward two years, I am again four months postpartum, with my third child, and this time running in the state election. But this time has hit differently. Going through pregnancy, birth and postpartum while being a political candidate has had a more profound and personal impact than I ever expected. I reached out to my fellow Greens candidate for the state election, Lini Fernando, who gave birth 20 days before me, and her experience closely mirrored mine. Postpartum has its own unique challenges that we’ve not seen reflected in stories about women running for office. When people discuss the “juggle”, they’re usually talking about the practical mechanics of looking after small children - childcare arrangements, pumping schedules and logistics. As mums of multiple children, we were both aware of the logistical changes and difficulties that accompany giving birth and the months after. We assumed that combining this with running for election would be hard, but that we could organise our way out of any problems. What neither of us anticipated was the intense vulnerability that comes with putting yourself into the spotlight of a state election campaign at a time when you are physically exhausted and navigating things like breastfeeding and feeling like a stranger in your own body. There have been challenges that neither of us anticipated. Firstly, needing to buy new clothes because the supportive leggings that are a staple of the postpartum wardrobe weren’t going to cut it for community events. Lini held her first fundraiser - a trivia night - just three weeks postpartum. A business-casual wardrobe, several sizes bigger than pre-baby, was needed, and fast. As women, how we look is closely scrutinised, and the internalised fatphobia is loud. We are conditioned from our earliest days to believe that our appearance is tied to our worth, and taught how we are allowed to show up in public. Women who dare to put themselves into the spotlight also receive more abuse than their male counterparts, including criticism of their appearance. To stand in front of members of your community and try to convince them that you’re the best person to represent them in parliament is a challenge in and of itself. To do it with leaking breasts, a pelvic floor that could betray you at the first sign of a sneeze, a body that still feels unfamiliar, and with half your hair falling out (hello postpartum hair loss!) is another thing altogether. It requires courage, allowing yourself the grace to be vulnerable in public, and the belief that showing up, however imperfectly, matters. And the vulnerability isn’t just physical; it also includes factors like having to ask a campaign team to accommodate the realities of having a baby. Asking for help is hard, and it’s a skill that both new parents and hopeful political candidates need to become comfortable with. Parents understand the disappointment that comes when a call for help or connection is rebuffed, like a friend cancelling a much-needed coffee. That rejection is amplified for political candidates calling dozens of people each week. Many people don’t realise running for Parliament, when you aren’t the incumbent, is a volunteer role supported largely by other volunteers who have to squeeze volunteering in around their paid work. Calls need to be made and meetings held after work hours - usually during “witching hour” (5-8 pm), that special time of night when babies cry for no reason. I found that I was struggling to make these commitments, or having to tap out and ask for them to be rearranged. When I spoke to Lini, we realised that she had had a similar experience, this push-pull of being the candidate and wanting to show our faces at meetings and help recruit new volunteers at ‘calling parties’, but also being the only people who could settle our newborns. Sometimes we could merge the two worlds; Lini and I realised that we had both attended 7:30pm meetings online, sitting in a dark room, struggling though breastfeeding and settling our babies. Although we’re both committed to breaking the stigma around breastfeeding, it can be hard to keep your composure while trying to feed a young baby as they try to latch, spew and fuss. Ultimately, Lini and I agreed that showing up vulnerably in public space matters. Leaders should possess empathy and understanding for those who feel raw and in transition; from the dad who just got evicted to the teen who acquired a disability - anyone who feels they aren’t the version of themselves they expected right now. The patriarchy tries to tell us otherwise, but women shouldn’t have to wait until they’re ‘recovered’, no longer vulnerable, before they feel entitled to participate in public life. In fact, we could all benefit from our leaders being a little more vulnerable. *This piece was cowritten, but has been presented in the first person for the sake of style. About the authors Nina Crawley is former teacher and community organiser who now works in human rights and inequality advocacy for a non-profit. She’s a mother of three keen to get back to running as soon as her pelvic floor allows! She’s contesting the seat of Ivanhoe for the Greens in this year’s state election. Lini Fernando is a lawyer working in diverse areas of law including anti corruption and public law. She’s a mother of two and a gardening and good policy enthusiast. She is currently contesting the seat of Croydon for the Greens in this year’s state election. Thanks for reading Cheek Media Co. ! This post is public so feel free to share it. Share
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Could Backup QB Marshall Salvage the Seminoles Season?
After two games, a quarterback change is needed at Florida State. Coach Mike Norvell should call Malachi Marshall's number, and take advantage of the upcoming bye week to get Marshall prepped and ready to take on No. 12 Alabama on Sep. 19.
Making the most of TRICARE’s mental healthcare services
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TCB Selects Christophe Beck as Its 2026 Person of the Year
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Oregon Already Getting Disrespected by ESPN After Week 1 Win
Oregon had a very strange opening game on Saturday against Boise State. I think some are forgetting that Boise State is one of the better teams in the country, and while Oregon could have and should have played better, there's a very good scenario in which Boise State is a playoff team. We have to remember that at the end of the day, especially with Oregon still winning this game, the defense stepped up when needed.
Viewpoint: Unlocking Europe’s wildfire data
Europe is already investing in the science, technology and infrastructure needed to understand, prevent and fight wildfires. Copernicus provides satellite-based Earth observation and environmental information, while the European Forest Fire Information System provides information on fire danger and forest fires across Europe. Weather and climate systems add forecasts of heat, drought, wind and humidity; historical fire databases show where fires have occurred; and researchers generate increasingly detailed knowledge about fuels, fire behaviour, forecasting, modelling and risk management. Meanwhile, new European research projects are adding digital twins and other tools to this growing ecosystem.However, these data do not necessarily sit together, nor are they necessarily described, structured or governed in ways that allow them to be used together. Much of the information is public, but some is commercially held. Some is sensitive. Some is subject to legal, security or operational restrictions. Even when data can be legally accessed, different systems may use different formats, terminology and rules.Europe therefore faces an unusual paradox: we have vast amounts of relevant information to respond to the wildfire challenge, but not the means to bring it together. For example, a wildfire researcher or emergency service might need to ask whether a particular combination of vegetation, drought, wind and topography has historically been associated with rapid fire spread. The relevant information may exist in several institutions, using different systems and subject to different conditions of access.The challenge is to conduct an authorised analysis that interacts with these sources, combines the results and respects the rules imposed by each data custodian.An important part of the answer can be found in the Fair principles, the idea that data should be findable, accessible, interoperable and reusable. Developed more than a decade ago, these principles have become a central reference point for modern data stewardship, making it easier for people and machines to find data, understand what it means and determine whether it can be reused.Readability by machines is essential, since AI systems will be key to meeting the data challenge. Bring analysis to the dataThe proposition is not to give an AI system unrestricted access to sensitive databases. Quite the opposite. The goal is to make it possible for approved algorithms to go to the data, rather than requiring sensitive data or large datasets to be copied to wherever the analysis happens.Imagine an analysis asking a series of questions of different data stations. At one station it might examine weather and climate data; at another, historical fire records; at another, experimental measurements of fire behaviour. The algorithm does not need to download everything. It can operate within the environment permitted by each data custodian and return only the results that the rules allow to leave.This is sometimes described as data visiting, and related approaches already exist in areas such as federated analysis and federated learning.Sensitive data should therefore not be treated as a free-for-all for machines. This requires appropriate governance at multiple levels. Access needs to be authenticated and authorised. The purpose of an analysis should be defined. The code or model being run should be controlled. Data custodians should be able to specify what can be queried and what results can leave their environment. Activities should be auditable and human oversight should remain where the consequences require it.In other words, the objective is not to trust AI with the data. It is to design systems in which AI never has more access than it needs.As open as possible, as closed as necessaryFair data should also not be confused with open data. Some wildfire data should be openly available. Other information may legitimately need to remain restricted because it concerns critical infrastructure, security, commercial interests, privacy or operational capabilities. The principle should be: as open as possible, as closed as necessary.The important point is that restricted data should not automatically become unusable data. If machines can discover what information exists, understand its meaning, establish where it came from and determine the conditions under which it can be used, authorised analyses can potentially be carried out without the underlying data ever leaving the environment in which it is protected.Restricted data can still be Fair and machine-actionable.This is also an important question of data sovereignty. European institutions should not have to surrender control of their data to a handful of technology platforms in order to benefit from AI. Nor does Europe need to start again by building one giant repository for every piece of wildfire information. The better approach is to connect what already exists.This is the principle behind emerging approaches such as Tryangle, developed through the Leiden Initiative for Fair and Equitable Science. Rather than creating another centralised data warehouse, the approach seeks to provide an interoperable layer through which approved algorithms can visit distributed data sources while respecting the rules of their custodians.In this way, a data station can remain where it is. Its custodians can retain control. Existing databases and applications do not have to be abandoned. What changes is their ability to communicate with other systems through common, machine-readable descriptions, access rules and interoperability mechanisms.But approaches like this need data that meets the Fair principles. Only then can an interoperable ecosystem safely begin to turn fragmented information into collective intelligence.Data infrastructure is wildfire infrastructureThe implications of this approach are entirely practical. Firefighters could gain better intelligence about local and evolving risks. Land managers could test prevention strategies using more comprehensive information about fuels, weather and past fires. Researchers could compare evidence across ecosystems without repeatedly moving huge datasets between institutions. Smaller regions and resource-constrained teams could access analytical capabilities without having to build large data infrastructures themselves.Europe is already investing heavily in satellites, databases, research programmes, forecasting systems and scientific expertise. The question is whether we will connect those investments well enough to turn them into actionable intelligence.That requires policymakers and funders to treat data infrastructure as seriously as physical infrastructure. Data generated or supported through European public funding should be Fair, verifiable and machine actionable by design, wherever legally and ethically possible.Related articlesData Corner: Europe’s burning need for wildfire mitigation researchClimate monitoring must remain a global enterprise, experts sayIn practice, that means funding not only the production of data, but also the infrastructure that makes data usable across systems: metadata, provenance, interoperability, access mechanisms and governance. Where data must remain restricted, we should ensure that it can still be securely discovered, verified and used for authorised analysis.Initiatives such as the European Open Science Cloud offer an existing framework through which these principles can be put into practice. What is needed now is to accelerate implementation and make them a standard part of how Europe funds and builds research and innovation systems.We do not need another generation of disconnected databases. The data is already there. The opportunity is to make it work together, securely, responsibly and quickly enough to help prevent the next fire, rather than simply document the last one.Jean-Claude Burgelman is professor emeritus at the Free University of Brussels (VUB) and editor-in-chief at Frontiers Policy Lab. For more than 20 years he held leading roles in research and innovation policy at the European Commission.
The Cost of Cutting American Science: How Federal Cuts Diminish Public Health Capacity
Among the federal government’s many responsibilities is the work it does to protect public health. Federal agencies monitor our food supply to ensure safety, conduct research to better understand emerging health threats, provide funding for public health programs in communities and work to detect and respond to disease outbreaks. Americans rely on these efforts every day—in a 2024 online survey, 74% of respondents said that “if the federal government issued safety guidance about food you eat regularly,” they would follow it. Changes to Federal Public Health Capacity The Trump administration’s efforts to reshape the federal government have resulted in significant impacts on our nation’s public health capacity over the past 20 months, affecting the response to health concerns such as measles, Ebola and cyclosporiasis. Agencies with core public health, food safety and disease prevention responsibilities experienced large workforce decreases during the first year of the administration. At the Centers for Disease Control and Prevention, for instance, the workforce in February 2026 was 26.7% smaller than in September 2024 before the start of the Trump administration. The Food and Drug Administration saw a similarly steep decline of 21.6%. Agencies such as the National Institutes of Health, Substance Abuse and Mental Health Services Administration and Food Safety and Inspection Service also experienced large workforce decreases. (function(){function e(){window.addEventListener(`message`,function(e){if(e.data[`datawrapper-height`]!==void 0){var t=document.querySelectorAll(`iframe`);for(var n in e.data[`datawrapper-height`])for(var r=0,i;i=t[r];r++)if(i.contentWindow===e.source){var a=e.data[`datawrapper-height`][n]+`px`;i.style.height=a}}})}e()})(); Changes can also be seen in crucial public health occupations. The number of federal food inspectors, for example, decreased by more than half between September 2024 and February 2026, going from 1,035 to 473. This is the lowest number of food inspectors employed by the federal government since at least 2005. By February 2026, there were also 33.3% fewer federal public health program specialists, whose work includes advising federal funding recipients on public health activities and analyzing the effectiveness of public health programs. Government’s capacity is diminished as employees with specialized knowledge and experience in protecting the public and responding to health risks depart, leaving agencies less prepared to carry out their public health missions. There also have been vacancies in critical high-level leadership positions at public health agencies, most notably at the CDC, which had a permanent Senate-confirmed director for less than a month between January 2025 and early August 2026. Although the CDC has previously been led by acting directors at the start of an administration, the nearly yearlong gap since the departure of the administration’s first permanent director in August 2025 is without precedent. As of August 2026, the FDA is also currently without a Senate-confirmed commissioner following the previous commissioner’s resignation in May 2026. Additionally, public health agencies are experiencing increased politicization of their leadership ranks. In agencies such as the CDC and Food Safety and Inspection Service, the number of individuals in the Senior Executive Service—the most senior career leaders in government—has declined significantly, while at the same time the number of political appointees has reached record levels. (function(){function e(){window.addEventListener(`message`,function(e){if(e.data[`datawrapper-height`]!==void 0){var t=document.querySelectorAll(`iframe`);for(var n in e.data[`datawrapper-height`])for(var r=0,i;i=t[r];r++)if(i.contentWindow===e.source){var a=e.data[`datawrapper-height`][n]+`px`;i.style.height=a}}})}e()})(); (function(){function e(){window.addEventListener(`message`,function(e){if(e.data[`datawrapper-height`]!==void 0){var t=document.querySelectorAll(`iframe`);for(var n in e.data[`datawrapper-height`])for(var r=0,i;i=t[r];r++)if(i.contentWindow===e.source){var a=e.data[`datawrapper-height`][n]+`px`;i.style.height=a}}})}e()})(); At the CDC, for example, the number of career SES decreased 42.9% between December 2024 and February 2026, while the number of non-Senate confirmed political appointees at the agency was six times larger than the agency’s historical average from 2009 and 2024. Knowledgeable career leaders are integral to the ability of public health agencies to carry out their work with scientific integrity and professional judgment, and rapid leadership turnover and increased politicization threaten agencies’ ability to make evidence-based decisions to protect our health. The upheaval and politicization in public health agencies have also negatively affected employee engagement. Strong employee engagement is crucial to the ability of agencies to carry out their mission and successfully provide essential services to the public. In the 2025 Public Service Viewpoint Survey conducted by the Partnership for Public Service, the Department of Health and Human Services—which encompasses major public health agencies such as the CDC and FDA—had an employee engagement and satisfaction score of 20.4 out of 100, one of the lowest among large agencies. Only 2.8% of HHS employees indicated trust in their political leaders and only 8.7% reported confidence that they could report a suspected violation of law or regulation without retaliation. Employees at HHS also reported that the agency’s ability to provide services to the public had suffered. Nearly half of employees at HHS, 47.5%, said their work unit was worse at delivering quality services compared to its performance in 2024. In addition, 57.8% said their work unit was performing worse at fulfilling stakeholder needs. In addition to the work done within federal agencies, the federal government also distributes significant funding for public health and disease prevention work to state and local governments, nonprofits and small businesses—funding which has been significantly disrupted. At the CDC, for example, there was a 71.9% decrease in the amount of project grant funding issued in fiscal year 2025 compared to fiscal year 2024. The FDA also issued far less funding in fiscal year 2025—a 21.3% decrease from its fiscal year 2024 funding. Changes in federal funding include the ending of grants to community organizations that worked on HIV prevention and the cancellation of funding for research into improvements to patient safety and healthcare quality. These changes go beyond federal agencies to impact the broader public health ecosystem, including the state and local health departments responsible for much of the on-the-ground public health work in their communities. About 80% of the CDC’s domestic funding is directed towards state and local partners—meaning that cuts to CDC funding can ultimately result in cuts to state and local public health capacity. Federal agencies also provide expertise and assistance to state and local health agencies as they deal with particular health challenges, but workforce cuts have resulted in fewer federal employees available to help. The Impact of Changes to Public Health Capacity These changes to federal public health capacity are not abstract concerns. Disrupted programs, reduced funding and lost expertise at public health agencies across all levels of government threaten the public’s physical well-being and safety. In some cases, this has already led to harm. The most immediate impacts of federal cuts were seen in interruptions to ongoing public health programs and crisis responses. In one instance, when CDC grants were canceled during the 2025 Texas measles outbreak—the most severe measles outbreak in 25 years—public health officials in Lubbock, Texas were forced to pause parts of their measles response work supported by the frozen funding. Lubbock’s director of public health further said that a lack of available CDC experts to reach out to for advice “definitely” impacted the department’s response to the measles crisis. Cuts to federal funding also forced Dallas County Health and Human Services to cut staff and cancel 50 community vaccination clinics during the outbreak. Public health work outside of major outbreak responses was also disrupted. For example, in April 2025, the Milwaukee Public Health Department was unexpectedly unable to reach experts on lead poisoning due to firings at the CDC when responding to concerns about lead contamination in Milwaukee public schools. Due to federal workforce cuts, several programs at the CDC, including Alzheimer’s and epilepsy programs, have also become trapped in limbo—existing on paper, but without the staff necessary to operate. More recent crises reveal how federal cuts have weakened the public health infrastructure needed to prevent and respond to dangerous new outbreaks. Internationally, cuts at the U.S. Agency for International Development eliminated funding for disease testing and contact tracing abroad, which delayed detection of and responses to the 2026 Ebola outbreak in the Democratic Republic of Congo. While international outbreaks may seem far removed, the unchecked spread of disease in any country can quickly pose a danger to economic well-being, security and health around the world. Within the United States, public health cuts inhibited responses to the summer 2026 outbreak of the food-borne parasite cyclospora. At the federal level, cuts to funding for lab equipment and for CDC staff with expertise in parasitic infections—including 9 out of 11 staff members at the lab responsible for identifying parasitic outbreaks in 2025— contributed to the largest reporting delay in outbreak cases at the CDC in 15 years. Conflicting communications from the FDA about the source of the outbreak, which followed cuts to the agency’s communications department, additionally led to confusion among the public about how to best avoid infection. At the same time, cuts to HHS funding and support for local and state public health slowed some health departments’ responses to the crisis. The exact costs of these delays, constraints and confusion in public health responses are difficult to estimate. However, their message is clear: federal cuts have already made containing threats to public health even more of a challenge. Conclusion Protecting public health—from food safety to disease prevention—is one of the federal government’s most important missions. Dramatic and haphazard cuts to federal agencies and funding have already disrupted the public health system, impacting the response to challenges such as measles, lead poisoning and cyclosporiasis. The U.S. public health system needed improvement before these disruptions. Since 2022, federal leadership and coordination in response to public health outbreaks has been on the Government Accountability Office’s High-Risk List of areas in need of attention to improve government effectiveness and efficiency. Recent cuts only compound these concerns. The chaotic dismantling of government and resulting disruptions to crucial functions like public health and disease prevention highlight the need for meaningful reform and concrete policy proposals to reimagine how government can better serve the public and be more effective, responsive and accountable. To learn more about the impact of federal cuts to public health and science more broadly, visit The Cost of Cutting American Science. Learn more For more information on the Partnership for Public Service’s government reform initiative, visit Government for a New Era. View here In line with The Cost of Cutting American Science, federal workforce data in this brief is as of February 2026
The Cost of Cutting American Science: How Federal Cuts Diminish Public Health Capacity
Among the federal government’s many responsibilities is the work it does to protect public health. Federal agencies monitor our food supply to ensure safety, conduct research to better understand emerging health threats, provide funding for public health programs in communities and work to detect and respond to disease outbreaks. Americans rely on these efforts every day—in a 2024 online survey, 74% of respondents said that “if the federal government issued safety guidance about food you eat regularly,” they would follow it. Changes to Federal Public Health Capacity The Trump administration’s efforts to reshape the federal government have resulted in significant impacts on our nation’s public health capacity over the past 20 months, affecting the response to health concerns such as measles, Ebola and cyclosporiasis. Agencies with core public health, food safety and disease prevention responsibilities experienced large workforce decreases during the first year of the administration. At the Centers for Disease Control and Prevention, for instance, the workforce in February 2026 was 26.7% smaller than in September 2024 before the start of the Trump administration. The Food and Drug Administration saw a similarly steep decline of 21.6%. Agencies such as the National Institutes of Health, Substance Abuse and Mental Health Services Administration and Food Safety and Inspection Service also experienced large workforce decreases. (function(){function e(){window.addEventListener(`message`,function(e){if(e.data[`datawrapper-height`]!==void 0){var t=document.querySelectorAll(`iframe`);for(var n in e.data[`datawrapper-height`])for(var r=0,i;i=t[r];r++)if(i.contentWindow===e.source){var a=e.data[`datawrapper-height`][n]+`px`;i.style.height=a}}})}e()})(); Changes can also be seen in crucial public health occupations. The number of federal food inspectors, for example, decreased by more than half between September 2024 and February 2026, going from 1,035 to 473. This is the lowest number of food inspectors employed by the federal government since at least 2005. By February 2026, there were also 33.3% fewer federal public health program specialists, whose work includes advising federal funding recipients on public health activities and analyzing the effectiveness of public health programs. Government’s capacity is diminished as employees with specialized knowledge and experience in protecting the public and responding to health risks depart, leaving agencies less prepared to carry out their public health missions. There also have been vacancies in critical high-level leadership positions at public health agencies, most notably at the CDC, which had a permanent Senate-confirmed director for less than a month between January 2025 and early August 2026. Although the CDC has previously been led by acting directors at the start of an administration, the nearly yearlong gap since the departure of the administration’s first permanent director in August 2025 is without precedent. As of August 2026, the FDA is also currently without a Senate-confirmed commissioner following the previous commissioner’s resignation in May 2026. Additionally, public health agencies are experiencing increased politicization of their leadership ranks. In agencies such as the CDC and Food Safety and Inspection Service, the number of individuals in the Senior Executive Service—the most senior career leaders in government—has declined significantly, while at the same time the number of political appointees has reached record levels. (function(){function e(){window.addEventListener(`message`,function(e){if(e.data[`datawrapper-height`]!==void 0){var t=document.querySelectorAll(`iframe`);for(var n in e.data[`datawrapper-height`])for(var r=0,i;i=t[r];r++)if(i.contentWindow===e.source){var a=e.data[`datawrapper-height`][n]+`px`;i.style.height=a}}})}e()})(); (function(){function e(){window.addEventListener(`message`,function(e){if(e.data[`datawrapper-height`]!==void 0){var t=document.querySelectorAll(`iframe`);for(var n in e.data[`datawrapper-height`])for(var r=0,i;i=t[r];r++)if(i.contentWindow===e.source){var a=e.data[`datawrapper-height`][n]+`px`;i.style.height=a}}})}e()})(); At the CDC, for example, the number of career SES decreased 42.9% between December 2024 and February 2026, while the number of non-Senate confirmed political appointees at the agency was six times larger than the agency’s historical average from 2009 and 2024. Knowledgeable career leaders are integral to the ability of public health agencies to carry out their work with scientific integrity and professional judgment, and rapid leadership turnover and increased politicization threaten agencies’ ability to make evidence-based decisions to protect our health. The upheaval and politicization in public health agencies have also negatively affected employee engagement. Strong employee engagement is crucial to the ability of agencies to carry out their mission and successfully provide essential services to the public. In the 2025 Public Service Viewpoint Survey conducted by the Partnership for Public Service, the Department of Health and Human Services—which encompasses major public health agencies such as the CDC and FDA—had an employee engagement and satisfaction score of 20.4 out of 100, one of the lowest among large agencies. Only 2.8% of HHS employees indicated trust in their political leaders and only 8.7% reported confidence that they could report a suspected violation of law or regulation without retaliation. Employees at HHS also reported that the agency’s ability to provide services to the public had suffered. Nearly half of employees at HHS, 47.5%, said their work unit was worse at delivering quality services compared to its performance in 2024. In addition, 57.8% said their work unit was performing worse at fulfilling stakeholder needs. In addition to the work done within federal agencies, the federal government also distributes significant funding for public health and disease prevention work to state and local governments, nonprofits and small businesses—funding which has been significantly disrupted. At the CDC, for example, there was a 71.9% decrease in the amount of project grant funding issued in fiscal year 2025 compared to fiscal year 2024. The FDA also issued far less funding in fiscal year 2025—a 21.3% decrease from its fiscal year 2024 funding. Changes in federal funding include the ending of grants to community organizations that worked on HIV prevention and the cancellation of funding for research into improvements to patient safety and healthcare quality. These changes go beyond federal agencies to impact the broader public health ecosystem, including the state and local health departments responsible for much of the on-the-ground public health work in their communities. About 80% of the CDC’s domestic funding is directed towards state and local partners—meaning that cuts to CDC funding can ultimately result in cuts to state and local public health capacity. Federal agencies also provide expertise and assistance to state and local health agencies as they deal with particular health challenges, but workforce cuts have resulted in fewer federal employees available to help. The Impact of Changes to Public Health Capacity These changes to federal public health capacity are not abstract concerns. Disrupted programs, reduced funding and lost expertise at public health agencies across all levels of government threaten the public’s physical well-being and safety. In some cases, this has already led to harm. The most immediate impacts of federal cuts were seen in interruptions to ongoing public health programs and crisis responses. In one instance, when CDC grants were canceled during the 2025 Texas measles outbreak—the most severe measles outbreak in 25 years—public health officials in Lubbock, Texas were forced to pause parts of their measles response work supported by the frozen funding. Lubbock’s director of public health further said that a lack of available CDC experts to reach out to for advice “definitely” impacted the department’s response to the measles crisis. Cuts to federal funding also forced Dallas County Health and Human Services to cut staff and cancel 50 community vaccination clinics during the outbreak. Public health work outside of major outbreak responses was also disrupted. For example, in April 2025, the Milwaukee Public Health Department was unexpectedly unable to reach experts on lead poisoning due to firings at the CDC when responding to concerns about lead contamination in Milwaukee public schools. Due to federal workforce cuts, several programs at the CDC, including Alzheimer’s and epilepsy programs, have also become trapped in limbo—existing on paper, but without the staff necessary to operate. More recent crises reveal how federal cuts have weakened the public health infrastructure needed to prevent and respond to dangerous new outbreaks. Internationally, cuts at the U.S. Agency for International Development eliminated funding for disease testing and contact tracing abroad, which delayed detection of and responses to the 2026 Ebola outbreak in the Democratic Republic of Congo. While international outbreaks may seem far removed, the unchecked spread of disease in any country can quickly pose a danger to economic well-being, security and health around the world. Within the United States, public health cuts inhibited responses to the summer 2026 outbreak of the food-borne parasite cyclospora. At the federal level, cuts to funding for lab equipment and for CDC staff with expertise in parasitic infections—including 9 out of 11 staff members at the lab responsible for identifying parasitic outbreaks in 2025— contributed to the largest reporting delay in outbreak cases at the CDC in 15 years. Conflicting communications from the FDA about the source of the outbreak, which followed cuts to the agency’s communications department, additionally led to confusion among the public about how to best avoid infection. At the same time, cuts to HHS funding and support for local and state public health slowed some health departments’ responses to the crisis. The exact costs of these delays, constraints and confusion in public health responses are difficult to estimate. However, their message is clear: federal cuts have already made containing threats to public health even more of a challenge. Conclusion Protecting public health—from food safety to disease prevention—is one of the federal government’s most important missions. Dramatic and haphazard cuts to federal agencies and funding have already disrupted the public health system, impacting the response to challenges such as measles, lead poisoning and cyclosporiasis. The U.S. public health system needed improvement before these disruptions. Since 2022, federal leadership and coordination in response to public health outbreaks has been on the Government Accountability Office’s High-Risk List of areas in need of attention to improve government effectiveness and efficiency. Recent cuts only compound these concerns. The chaotic dismantling of government and resulting disruptions to crucial functions like public health and disease prevention highlight the need for meaningful reform and concrete policy proposals to reimagine how government can better serve the public and be more effective, responsive and accountable. To learn more about the impact of federal cuts to public health and science more broadly, visit The Cost of Cutting American Science. Learn more For more information on the Partnership for Public Service’s government reform initiative, visit Government for a New Era. View here In line with The Cost of Cutting American Science, federal workforce data in this brief is as of February 2026
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(Welcome to the Entertainment Strategy Guy, a newsletter on the entertainment industry and business strategy. I write a weekly Streaming Ratings Report and a bi-weekly strategy column, along with occasional deep dives into other topics, like today’s article. Please subscribe.) In July, I updated my look at how the “streaming bubble” popped since 2023, showing the decline in streaming TV shows over time. But after compiling and analyzing and writing about over one hundred TV show flops in the first half of 2026—I counted 99 “nominees” and there are even more honorable mentions—I couldn’t have told you that the number of shows is going down. When it comes to scripted, English-language TV shows, it feels like we have as many bombs as ever. I don’t keep a specific count, but some streamers probably had as many flops as they’ve ever had.1 That’s right, it’s time for part two of my analysis of the biggest flops, bombs and misses on streaming in the first half of 2026. Two weeks ago, I took a look at films. Today, TV shows. If you want to read the full methodology for how I assemble this list, you can find it at the bottom of this article. In short, this list is… ...scripted and unscripted TV shows,...from the nine major streamers,...in the US (using US-only ratings),...excluding true crime, kids and foreign-language shows,...that got no/poor ratings,...from Jan-2026 to the end of June-2026. Reminder: this article does not represent my personal opinion—many of these shows are great!—but I follow the data, and a miss is a miss and a bomb is a bomb. Also, price matters. If a TV show costs north of $100 million, it needs to get lots and lots of streaming viewership to justify that budget. As with past editions, I ordered this list by streamer, going from best (fewest flops) to worst (the most misses)—taking the size of the flops into consideration—and like the last edition, three or four streamers vied to take the win/loss of having the most flops. (But the actual winner is no surprise.) I try to avoid tooting my own horn too much, but seriously, in just under 5,000 words (including the methodology section) I provide a mostly comprehensive overview of the eight major streamers (Netflix, Disney+, Prime Video, Hulu, HBO Max, Peacock, Paramount+, and Apple TV) for the first half of the year, mentioning most of their hits and all their misses. It summarizes the entire first half of 2026! If you want to support this work, please subscribe. Subscribe Tubi Big Mood Boarders The Freak Brothers Twenty Twenty Six Honorable Mentions: Busted on Bodycam, Deestroying the Pitch, Destination World Cup 2026 I don’t think that Tubi spends all that much making or (mostly) licensing these original TV shows—Big Mood, Boarders and Twenty Twenty Six all come from the UK—but they’re not free and they didn’t chart anywhere. Winner: The Freak Brothers Have you even heard of this show? It’s an animated comedy...that’s on its third season! And Pete Davidson, Woody Harrelson, John Goodman and Tiffany Haddish all provide voice talent for it. Yes, animated shows don’t cost as much as live action shows, but cheap isn’t free! So a show with this level of talent needs to perform better. Disney+ Daredevil: Born Again Star Wars: Maul – Shadow Lord Honorable Mentions: Behind the Attraction, Donna Hay Coastal Celebrations, We Call It Imagineering Disney+ doesn’t make all that many original shows anymore. They had two flops, and one was animated. Their one not-a-miss show, Wonder Man, got just good enough viewership to not be considered a “miss”...but it’s since been cancelled. At this point, Disney has pivoted entirely away from making big budget TV shows for Disney+ to making...almost nothing for Disney+? Sure, Disney’s spending circa 2019-2022 was unsustainable, but now they’re pivoting too far in the other direction. At some point, Disney needs to stop shifting strategies so wildly. Really, Disney should have made fewer shows for Disney+ at launch and the shows they did make at that time needed to be made at more reasonable budgets. And they should adopt that strategy now. Winner: Daredevil: Born Again Daredevil, the Marvel Comics character, is on my personal Mount Rushmore of favorite superheroes, so it pains me to give him the win/loss today, but this show deserves it. I’ll repeat my hot take from last spring: “Based on his popularity, Daredevil should be in movies, and probably ones that cost a lot less than the MCU’s usual price tag. Disney/Bob Iger/Ike Perlmutter (who, based on reporting, made the decision) made a huge mistake selling TV shows to Netflix in the 2010s, thus limiting this character to the small screen. Daredevil could have anchored Marvel’s post-Infinity War plans, and if he did, the MCU would probably be in a better place than it is now.” HBO Max We’re just getting started with this issue, but the rest is for paid subscribers of the Entertainment Strategy Guy, so if you’d like to find out… What four streamers had the most misses... HBO’s strong start to 2026… The caveat to Peacock’s turnaround this year... Paramount+’s key man problem… What country isn’t delivering hits for Netflix or Hulu... The cavalcade of stars on a streamer where no one is watching their shows... Across nearly 5,000 words of analysis… And a lot more... ...please subscribe! We can only keep doing this great work with your support. If you’d like to read more about why you should subscribe, please read this article about the Streaming Ratings Report, why it matters, why you need it, and why we cover streaming ratings best.
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(Feature Impact) Young people face a growing number of pressures, including academic expectations, social responsibilities, complex family situations and uncertainty about their own futures. Mental health support is important for all – but in many rural areas, those pressures are even greater.According to the Centers for Disease Control and Prevention, the suicide rate for rural youth ages 15-19 is 74% higher than their urban counterparts. Barriers like limited insurance coverage, unreliable internet for telehealth, scarce providers, long drive times and lack of public transportation make it harder to get mental healthcare when it’s needed. Plus, asking for help can feel like opening oneself up to judgment and stigmatization.That’s why Rural Minds, the only nonprofit focused on mental health for rural communities, created the Rural Youth Mental Wellness pilot program supported by Boehringer Ingelheim. It was developed by an advisory committee made up of rural youth to provide their peers with practical, free, accessible mental health resources. Incorporating feedback on the pilot, the updated program sponsored by the Sompo Foundation is now launching its national rollout.“A young person’s ZIP code should never determine whether they can access meaningful mental health support where and when they need it,” said Jessica L. Schleider, Ph.D., director, Lab for Scalable Mental Health, Northwestern University. “Our lab is thrilled to partner with Rural Minds as they champion evidence-based, anonymous, freely available support tools designed to overcome barriers to help-seeking faced by rural youth across the country.”If the rural mental health crisis affects you or a loved one, consider these ways to help.Break the Stigma Surrounding Mental HealthIn communities where self-reliance is valued, asking for help can sometimes be viewed as a sign of weakness. Young people who feel unheard and unsupported often struggle with being vulnerable, so they continue carrying their increasingly heavy burdens alone.Parents, educators, healthcare providers, community leaders and peers can work to change that culture by normalizing mental health conversations. This includes helping teenagers feel seen and accepted by educating them on mental health issues and coping strategies, listening to their experiences without judgment, sharing your own stories and reminding them it’s courageous to seek support.Consider Single-Session InterventionsThe first step is always the hardest when it comes to seeking mental health support, and not every struggling young person is ready or able to see a therapist. With access to free, confidential, self-guided materials to begin building mental wellness skills, the first step may be less scary.Single-Session Interventions (SSIs) are brief, structured online courses designed to teach youth practical skills for handling stress, low mood, self-image and more. The Rural Youth Mental Wellness Program offers SSIs in partnership with Project YES (Youth Empowerment and Support), a free digital resource developed with Northwestern University’s Lab for Scalable Mental Health at the Feinberg School of Medicine.Anonymous access to SSIs through the partnership provides strategies for:Improving moodRethinking body imageReframing negative thoughtsKnowing your power to changeTaking steps toward goalsProtecting LGBTQ+ prideHandling self-harm urgesStaying safe amid dark thoughtsEach SSI typically takes 5-10 minutes. Although SSIs are not a replacement for therapy, they provide a research-backed source of support for young people experiencing bouts of stress or low-to-moderate distress.Know When to Seek Professional HelpSelf-guided resources and supportive conversations are a valuable starting point, but sometimes young people need qualified professional help. Look for symptoms like worsening mood or behavior, substance use, self-harm or difficulty managing everyday tasks, and take teens seriously when they express dark feelings.Doctors and counselors can provide personalized support for youth in crisis, and the 988 Suicide and Crisis Lifeline offers free, confidential 24/7 support for mental health by dialing 9-8-8.“I grew up in a small town where mental health was almost taboo,” said committee member Asheton Medlin. “Being part of the committee that built this program let me help make sure rural youth today have the support I didn’t. I’m excited to help bring these resources to them because this generation deserves the chance to grow up and change the world.”Find more information at RuralMinds.org.Photos courtesy of Shutterstock googletag.cmd.push(function() { googletag.display('yup-rectangle-one'); });
3 Steps to Support Mental Health for Rural Youth
(Feature Impact) Young people face a growing number of pressures, including academic expectations, social responsibilities, complex family situations and uncertainty about their own futures. Mental health support is important for all – but in many rural areas, those pressures are even greater.According to the Centers for Disease Control and Prevention, the suicide rate for rural youth ages 15-19 is 74% higher than their urban counterparts. Barriers like limited insurance coverage, unreliable internet for telehealth, scarce providers, long drive times and lack of public transportation make it harder to get mental healthcare when it’s needed. Plus, asking for help can feel like opening oneself up to judgment and stigmatization.That’s why Rural Minds, the only nonprofit focused on mental health for rural communities, created the Rural Youth Mental Wellness pilot program supported by Boehringer Ingelheim. It was developed by an advisory committee made up of rural youth to provide their peers with practical, free, accessible mental health resources. Incorporating feedback on the pilot, the updated program sponsored by the Sompo Foundation is now launching its national rollout.“A young person’s ZIP code should never determine whether they can access meaningful mental health support where and when they need it,” said Jessica L. Schleider, Ph.D., director, Lab for Scalable Mental Health, Northwestern University. “Our lab is thrilled to partner with Rural Minds as they champion evidence-based, anonymous, freely available support tools designed to overcome barriers to help-seeking faced by rural youth across the country.”If the rural mental health crisis affects you or a loved one, consider these ways to help.Break the Stigma Surrounding Mental HealthIn communities where self-reliance is valued, asking for help can sometimes be viewed as a sign of weakness. Young people who feel unheard and unsupported often struggle with being vulnerable, so they continue carrying their increasingly heavy burdens alone.Parents, educators, healthcare providers, community leaders and peers can work to change that culture by normalizing mental health conversations. This includes helping teenagers feel seen and accepted by educating them on mental health issues and coping strategies, listening to their experiences without judgment, sharing your own stories and reminding them it’s courageous to seek support.Consider Single-Session InterventionsThe first step is always the hardest when it comes to seeking mental health support, and not every struggling young person is ready or able to see a therapist. With access to free, confidential, self-guided materials to begin building mental wellness skills, the first step may be less scary.#placement_1042740_0_i{width:100%;max-width:550px;margin:0 auto;}var rnd = window.rnd || Math.floor(Math.random()*10e6);var pid1042740 = window.pid1042740 || rnd;var plc1042740 = window.plc1042740 || 0;var abkw = window.abkw || '';var absrc = 'https://ads.empowerlocal.co/adserve/;ID=181918;size=0x0;setID=1042740;type=js;sw='+screen.width+';sh='+screen.height+';spr='+window.devicePixelRatio+';kw='+abkw+';pid='+pid1042740+';place='+(plc1042740++)+';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('');Single-Session Interventions (SSIs) are brief, structured online courses designed to teach youth practical skills for handling stress, low mood, self-image and more. The Rural Youth Mental Wellness Program offers SSIs in partnership with Project YES (Youth Empowerment and Support), a free digital resource developed with Northwestern University’s Lab for Scalable Mental Health at the Feinberg School of Medicine.Anonymous access to SSIs through the partnership provides strategies for:Improving moodRethinking body imageReframing negative thoughtsKnowing your power to changeTaking steps toward goalsProtecting LGBTQ+ prideHandling self-harm urgesStaying safe amid dark thoughtsEach SSI typically takes 5-10 minutes. Although SSIs are not a replacement for therapy, they provide a research-backed source of support for young people experiencing bouts of stress or low-to-moderate distress.Know When to Seek Professional HelpSelf-guided resources and supportive conversations are a valuable starting point, but sometimes young people need qualified professional help. Look for symptoms like worsening mood or behavior, substance use, self-harm or difficulty managing everyday tasks, and take teens seriously when they express dark feelings.Doctors and counselors can provide personalized support for youth in crisis, and the 988 Suicide and Crisis Lifeline offers free, confidential 24/7 support for mental health by dialing 9-8-8.“I grew up in a small town where mental health was almost taboo,” said committee member Asheton Medlin. “Being part of the committee that built this program let me help make sure rural youth today have the support I didn’t. I’m excited to help bring these resources to them because this generation deserves the chance to grow up and change the world.”Find more information at RuralMinds.org.Photos courtesy of Shutterstock
3 Steps to Support Mental Health for Rural Youth
(Feature Impact) Young people face a growing number of pressures, including academic expectations, social responsibilities, complex family situations and uncertainty about their own futures. Mental health support is important for all – but in many rural areas, those pressures are even greater.According to the Centers for Disease Control and Prevention, the suicide rate for rural youth ages 15-19 is 74% higher than their urban counterparts. Barriers like limited insurance coverage, unreliable internet for telehealth, scarce providers, long drive times and lack of public transportation make it harder to get mental healthcare when it’s needed. Plus, asking for help can feel like opening oneself up to judgment and stigmatization.That’s why Rural Minds, the only nonprofit focused on mental health for rural communities, created the Rural Youth Mental Wellness pilot program supported by Boehringer Ingelheim. It was developed by an advisory committee made up of rural youth to provide their peers with practical, free, accessible mental health resources. Incorporating feedback on the pilot, the updated program sponsored by the Sompo Foundation is now launching its national rollout.“A young person’s ZIP code should never determine whether they can access meaningful mental health support where and when they need it,” said Jessica L. Schleider, Ph.D., director, Lab for Scalable Mental Health, Northwestern University. “Our lab is thrilled to partner with Rural Minds as they champion evidence-based, anonymous, freely available support tools designed to overcome barriers to help-seeking faced by rural youth across the country.”If the rural mental health crisis affects you or a loved one, consider these ways to help.Break the Stigma Surrounding Mental HealthIn communities where self-reliance is valued, asking for help can sometimes be viewed as a sign of weakness. Young people who feel unheard and unsupported often struggle with being vulnerable, so they continue carrying their increasingly heavy burdens alone.Parents, educators, healthcare providers, community leaders and peers can work to change that culture by normalizing mental health conversations. This includes helping teenagers feel seen and accepted by educating them on mental health issues and coping strategies, listening to their experiences without judgment, sharing your own stories and reminding them it’s courageous to seek support.Consider Single-Session InterventionsThe first step is always the hardest when it comes to seeking mental health support, and not every struggling young person is ready or able to see a therapist. With access to free, confidential, self-guided materials to begin building mental wellness skills, the first step may be less scary.Single-Session Interventions (SSIs) are brief, structured online courses designed to teach youth practical skills for handling stress, low mood, self-image and more. The Rural Youth Mental Wellness Program offers SSIs in partnership with Project YES (Youth Empowerment and Support), a free digital resource developed with Northwestern University’s Lab for Scalable Mental Health at the Feinberg School of Medicine.Anonymous access to SSIs through the partnership provides strategies for:Improving moodRethinking body imageReframing negative thoughtsKnowing your power to changeTaking steps toward goalsProtecting LGBTQ+ prideHandling self-harm urgesStaying safe amid dark thoughtsEach SSI typically takes 5-10 minutes. Although SSIs are not a replacement for therapy, they provide a research-backed source of support for young people experiencing bouts of stress or low-to-moderate distress.Know When to Seek Professional HelpSelf-guided resources and supportive conversations are a valuable starting point, but sometimes young people need qualified professional help. Look for symptoms like worsening mood or behavior, substance use, self-harm or difficulty managing everyday tasks, and take teens seriously when they express dark feelings.Doctors and counselors can provide personalized support for youth in crisis, and the 988 Suicide and Crisis Lifeline offers free, confidential 24/7 support for mental health by dialing 9-8-8.“I grew up in a small town where mental health was almost taboo,” said committee member Asheton Medlin. “Being part of the committee that built this program let me help make sure rural youth today have the support I didn’t. I’m excited to help bring these resources to them because this generation deserves the chance to grow up and change the world.”Find more information at RuralMinds.org.Photos courtesy of Shutterstock
3 Steps to Support Mental Health for Rural Youth
(Feature Impact) Young people face a growing number of pressures, including academic expectations, social responsibilities, complex family situations and uncertainty about their own futures. Mental health support is important for all – but in many rural areas, those pressures are even greater.According to the Centers for Disease Control and Prevention, the suicide rate for rural youth ages 15-19 is 74% higher than their urban counterparts. Barriers like limited insurance coverage, unreliable internet for telehealth, scarce providers, long drive times and lack of public transportation make it harder to get mental healthcare when it’s needed. Plus, asking for help can feel like opening oneself up to judgment and stigmatization.That’s why Rural Minds, the only nonprofit focused on mental health for rural communities, created the Rural Youth Mental Wellness pilot program supported by Boehringer Ingelheim. It was developed by an advisory committee made up of rural youth to provide their peers with practical, free, accessible mental health resources. Incorporating feedback on the pilot, the updated program sponsored by the Sompo Foundation is now launching its national rollout.“A young person’s ZIP code should never determine whether they can access meaningful mental health support where and when they need it,” said Jessica L. Schleider, Ph.D., director, Lab for Scalable Mental Health, Northwestern University. “Our lab is thrilled to partner with Rural Minds as they champion evidence-based, anonymous, freely available support tools designed to overcome barriers to help-seeking faced by rural youth across the country.”If the rural mental health crisis affects you or a loved one, consider these ways to help.Break the Stigma Surrounding Mental HealthIn communities where self-reliance is valued, asking for help can sometimes be viewed as a sign of weakness. Young people who feel unheard and unsupported often struggle with being vulnerable, so they continue carrying their increasingly heavy burdens alone.Parents, educators, healthcare providers, community leaders and peers can work to change that culture by normalizing mental health conversations. This includes helping teenagers feel seen and accepted by educating them on mental health issues and coping strategies, listening to their experiences without judgment, sharing your own stories and reminding them it’s courageous to seek support.Consider Single-Session InterventionsThe first step is always the hardest when it comes to seeking mental health support, and not every struggling young person is ready or able to see a therapist. With access to free, confidential, self-guided materials to begin building mental wellness skills, the first step may be less scary.Single-Session Interventions (SSIs) are brief, structured online courses designed to teach youth practical skills for handling stress, low mood, self-image and more. The Rural Youth Mental Wellness Program offers SSIs in partnership with Project YES (Youth Empowerment and Support), a free digital resource developed with Northwestern University’s Lab for Scalable Mental Health at the Feinberg School of Medicine.Anonymous access to SSIs through the partnership provides strategies for:Improving moodRethinking body imageReframing negative thoughtsKnowing your power to changeTaking steps toward goalsProtecting LGBTQ+ prideHandling self-harm urgesStaying safe amid dark thoughtsEach SSI typically takes 5-10 minutes. Although SSIs are not a replacement for therapy, they provide a research-backed source of support for young people experiencing bouts of stress or low-to-moderate distress.Know When to Seek Professional HelpSelf-guided resources and supportive conversations are a valuable starting point, but sometimes young people need qualified professional help. Look for symptoms like worsening mood or behavior, substance use, self-harm or difficulty managing everyday tasks, and take teens seriously when they express dark feelings.Doctors and counselors can provide personalized support for youth in crisis, and the 988 Suicide and Crisis Lifeline offers free, confidential 24/7 support for mental health by dialing 9-8-8.“I grew up in a small town where mental health was almost taboo,” said committee member Asheton Medlin. “Being part of the committee that built this program let me help make sure rural youth today have the support I didn’t. I’m excited to help bring these resources to them because this generation deserves the chance to grow up and change the world.”Find more information at RuralMinds.org.Photos courtesy of Shutterstock