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Scientists Simulated Microgravity in Human Cells and Found Something Unexpected About DNA
Simulated microgravity changed the nucleus but left the genome surprisingly intact.
From pot-luck to store shelves: How a Utah family of 7 grew an unexpected salsa business
Nico Barber developed a salsa recipe as a missionary in the early 2000s. It wasn't until 25 years later that he finally started selling it.
Apple Releases watchOS 27.0.1 for Additional Models
After releasing watchOS 27.0.1 for the Apple Watch Series 12 and Apple Watch Ultra 4 last week to address a bug that was causing devices to restart unexpectedly, Apple has now released the update for all eligible watches, which includes Series 9 and later.
“SNL ”writer reveals how Jalen Brunson“ ”unexpectedly nailed a sketch: ‘Built for the moment’
The Knicks star made his hosting debut on Sept. 26.
Florida RB Jadan Baugh Makes Heisman Trophy Declaration
Dominating the ground with eleven touchdowns, the Gators' breakout star embraces his teammates' challenge to chase college football’s ultimate individual honor while fueling Florida’s unexpected playoff surge.
Jarell Quansah Ahead Of Alexander-Arnold In Tuchel’s England Hierarchy
Thomas Tuchel prioritizes physical presence and versatility, leaving the Real Madrid star sidelined while the Leverkusen defender cements his unexpected status as England’s preferred right-back.
Justin Herbert and Patrick Herbert’s Unexpected Football Connection Revealed
Patrick Herbert spent years building his own football career away from his famous brother Justin Herbert. He went undrafted, worked through practice squad rosters, and kept fighting for his opportunity. That relentless grind reached a defining moment when Los Angeles promoted the tight end to the active roster. The move sets up a rare family […] The post Justin Herbert and Patrick Herbert’s Unexpected Football Connection Revealed appeared first on Gridiron Heroics.
Scientists Test an Unexpected Sleep Aid Made From Tree Roots
A pilot study suggests that oil from underused Hinoki roots could be used in scented products for relaxation. Falling asleep can be compared to easing down a dimmer switch, with brain activity gradually shifting as sleep deepens. Researchers studying Hinoki, or Japanese cypress, are exploring whether its scent could help smooth that transition for women
NFL player makes unexpected cameo in Taylor Swift music video
An NFL star features in Taylor Swift's new "Patient Zero" music video, but it's not her husband Travis Kelce or any of his teammates.
'Discovery of the century': Experts have found secret DNA that could unlock a cancer vaccine
Mysterious sequences buried in our genetic code are being found to have unexpected effects
Raiders’ defensive makeover has an unexpected star leading the charge
Nakobe Dean is wasting no time proving his value in Las Vegas, as the Raiders’ $36 million linebacker has quickly emerged as the “glue” of their revamped defense.
Braves Could Turn to Struggling Starter for Unexpected Postseason Role
Atlanta’s young right-hander is positioning himself as a high-velocity postseason weapon despite a rocky season as a starter.
‘Paper Tiger’ Director James Gray Says ‘Art Isn’t Sunday School’
James Gray says he doesn’t “want to preach” politics with “Paper Tiger,” despite the film’s unexpected parallels to Trump, Russia and Ukraine.
The Business of Educating Black Parents, Teachers and Kids
Parents once used her name to discipline their children. That unexpected moment sparked an idea that would become a growing education business.
A Delivery Worker Followed the Upper West Side Stabbing Suspect Home, and Got an Unexpected Goodbye
A Bronx delivery worker who helped police find Raul Morales after the July stabbings is describing a brief, strange exchange the two had on the way up to Morales's apartment.
First in entrepreneurial excellence: FSU celebrates local businesses at inaugural Impact Awards Gala
The Entrepreneurial Impact Awards Gala provided a formal night out for Fayetteville’s business community. The event took place at the Rudolph Jones Student Center on Thursday, Sept. 10. Photo by GFBJ. Fayetteville State University (FSU) and the Fayetteville-Cumberland Regional Entrepreneur and Business HUB (FSU HUB) came together to celebrate Fayetteville’s business community. The two organizations rolled out the blue carpet at the Rudolph Jones Student Center for their inaugural Entrepreneurial Impact Awards Gala held on Thursday, Sept. 10.The gala honored outstanding entrepreneurs and business leaders who demonstrate excellence, foster growth and inspire the next generation of innovators within the FSU and broader business community.FSU HUB Director Dr. Tamara Colvin was able to highlight that this new milestone was a great way to show local success stories, not just tell.“That one-stop shop that’s across the street, we never promised that everyone would be successful, but what we did promise was access. Four years ago, we opened up an entire ecosystem: counseling, capital, contracts, connections, certifications,” shared Colvin. “I want to thank the judges who took up hard work for choosing tonight’s honorees. That’s never an easy task when the whole region is full of people worth recognizing at the HUB. We practice what we preach: Res Non Verba: Deeds, not words.” A few of the inaugural recipients of the awards shared their statements with the Greater Fayetteville Business Journal.STUDENT ENTREPRENEUR Boolean Wiring LLC, Esean Rose, owner “I am truly honored and grateful to receive the Student Entrepreneur of the Year Award. I want to thank Fayetteville State University, the judges and everyone who has supported me throughout this journey. This award represents more than recognition for where Boolean Wiring is today. To me, it represents the potential of where we are going. I am excited about growing the company, creating jobs, serving our community and building something that can have an impact far beyond Fayetteville.”VETERAN-OWNED BUSINESS SpeediPrint Inc., Dazrell Fleming, owner “I’m honored to accept the Veteran-Owned Business Award on behalf of the entire SpeediPrint team. A special thank you to Dr. Tamara Colvin for creating this opportunity through the Entrepreneurial Impact Awards, and to my mentor, Mr. Julius Cook, whose guidance during the Boots to Business program truly paid off. This recognition reflects the hard work of my staff and the trust our customers place in us every day — I’m grateful to serve this community and excited for what’s ahead.”MULTI-GENERATIONAL EXCELLENCE BJL Construction, Cleopatrice Robinson, president“This award is especially meaningful because we are more than a business — we are the continuation of a family legacy built through faith, hard work, craftsmanship, integrity and service. I gratefully acknowledge my grandfather, Deacon Benjamin “BJ” Lacy, Jr., whose example helped establish the foundation upon which our family’s entrepreneurial legacy was built. I also honor my father, the late Dr. Wilson Lacy, former president of BJL Construction. Working alongside him was both an opportunity and an education. He taught me that a business’s reputation had to be earned on every project through honesty, excellence, quality and service. As the current president, I recognize that I did not arrive at this moment alone. I stand on the shoulders of those who came before me, and I am sustained by those who continue to walk beside me.”MICRO BUSINESS Maybridge Development, LLC, Latisha Perkins, owner “I accept this award with so much pride and a whole lot of gratitude. First and foremost, I want to thank my higher power for continuing to guide me and give me the strength to keep going.When I first started this business and moved here to Fayetteville, I had no clue what I was getting myself into. This business has turned me every which way but loose, and I definitely had some moments where I was ready to just pack it up and head back to Georgia. I want to thank my Maybridge team, my village, The Hub, the FCEDC team and all the people and organizations here in Fayetteville who have believed in me and Maybridge and helped us get here.”COMMUNITY IMPACT Greater Life of Fayetteville, Georgeanna Pinckney, CEO & executive director “We are deeply honored to be recognized by FSU and the FSU HUB with the Community Impact Award presented to Greater Life of Fayetteville. I am especially grateful for this recognition because it tells us that you see what we do – and, more importantly, why we do what we do. Our commitment is to serve, empower and create meaningful opportunities for youth and families in our community. Most importantly, we give God first and foremost all the glory. We thank Him for giving us the wisdom, strength, vision and unity to continue doing this great work in our community.” SMALL BUSINESS OF THE YEAR Crowder Trucking LLC, Carlos & Valerie Morrison Crowder, owners “I want to thank God for always keeping his hands on Crowder Trucking. I’m truly honored and grateful to receive the Small Business Award from the FSU HUB. Running a small business is not always easy. There are long days, difficult decisions, unexpected challenges and plenty of moments when you have to remind yourself why you started. But there are also incredible moments like this one that remind you that the hard work is worth it,” shared Valerie Morrison Crowder.OTHER WINNERS INCLUDE: Alumni Entrepreneur - The Two-Six Project, Grant Bennett, founder and president Fayetteville State University Faculty Award - Dr. Christy Swinson Emerging Business Award - Genuine Luxury Beauty Salon Legacy Award - Gillis Farms Inc. Industry Titan of the Year - Eaton Corporation Entrepreneur of the Year- Let Me Cater to You, Chef Judith Cage, owner
Alyssa Edwards Responds to Ken Paxton’s Anti-Drag Attack Ad
The ‘RuPaul’s Drag Race’ star has unexpectedly found herself at the center of a heated Texas Senate race.
Scientists thought they knew how this 70-year-old leukemia drug worked
A 70-year-old leukemia drug is still revealing new secrets. Researchers found that removing a protein called NUDT5 protected cells from the drug, even though simply blocking the protein had little effect. The unexpected result points to a hidden cellular role that could help explain why people respond differently to certain leukemia treatments.
Panthers Announce Devin Lloyd News Ahead of Week 3
The Carolina Panthers got some unexpected injury news on Devin Lloyd right after he was recognized for putting together one of the best games of his career. The post Panthers Announce Devin Lloyd News Ahead of Week 3 appeared first on HEAVY.
Sentencing date still to be determined amid health issues for Gov. Newsom's ex-chief of staff
Dana Williamson, a former top political aide to key Democratic leaders in California, including Gov. Newsom, is still struggling with an unexpected health issue and a hearing to discuss her prison sentencing has been postponed.
When Scientists Become Accidental Detectives
Forensic science advancements often come from the most unexpected places.
Canucks Face Unexpected Problem Because of New NHL Rule
The Vancouver Canucks are facing an unexpected problem due to the NHL's new preseason rules, as roster decisions loom. The post Canucks Face Unexpected Problem Because of New NHL Rule appeared first on HEAVY.
ESPN college basketball analyst dies unexpectedly at 47
He also previously coached at Duke under his father-in-law Mike Krzyzewski.
ESPN college basketball analyst dies unexpectedly at 47
He also previously coached at Duke under his father-in-law Mike Krzyzewski.
Scientists Just Found Something Unexpected in the Pages of Medieval Books
Scientists recovered sheep pox DNA from medieval parchment, helping trace a devastating livestock disease back more than 3,700 years.
Giants Make Unexpected Decision on 6-Foot-8 Offensive Lineman
The New York Giants are bringing a familiar face back to town after he was released by the team just last week. The post Giants Make Unexpected Decision on 6-Foot-8 Offensive Lineman appeared first on HEAVY.
Michigan Chamber endorses John James for governor
The endorsement of James over Democrat Jocelyn Benson was not unexpected given the group’s history of supporting Republican gubernatorial candidates. But it came considerably earlier than four years ago.
Maternity at Claxton on diversion Monday night
Unexpected gap in pediatric coverage to blame
This Week: Phone Bank for Transit, SF Politics, Transit Tales
Here is a list of events this week. Monday/today! Phone bank with SFBike to Save Transit. The San Francisco Bicycle Coalition is phone banking and connecting with voters, explaining how vital it is to pass the Regional Transit Measure this November. Join them to help make sure our regional transit survives and thrives. Monday/today, September 21, 5-7 p.m. San Francisco Bicycle Coalition Office, 1720 Market Street, S.F. Tuesday Historic Photo Exhibit Tour. Moving San Francisco is a collaboration between the SFMTA and San Francisco Arts Commission and is on view at City Hall through November 25. During this informal tour, they will take an in-depth look at selected photos from San Francisco transit history and learn more about the stories and people behind them. Tuesday, September 22, 5-7:45 p.m. North Light Court inside City Hall, One Dr. Carlton B. Goodlett Place, S.F. Tuesday San Francisco Bicycle Coalition Board Meeting. SF Bicycle Coalition members are invited to attend all board meetings. Tuesday, September 22, 6-8 p.m. Register for Zoom link. Tuesday SF Politics 101 with Joel Engardio. SF Politics 101 is a look at how local politics work and the history that shaped San Francisco—brought to life with visuals and narrative storytelling. Tuesday, September 22, 6-7:15 p.m. SPUR Urban Center, 654 Mission Street, S.F. Register to attend. Wednesday Transit Tales: A Storytelling Night. Join SPUR and Muni Diaries at Local Economy for an evening of true stories inspired by riding transit. From unexpected encounters and meet-cutes to funny mishaps and heartfelt moments, Transit Tales celebrates the experiences that make public transportation unforgettable. Wednesday, 5:30-7 p.m. Local Economy, 6028 College Ave, Oakland. Saturday Group Ride: Richmond BART to Point Pinole. Join Bike East Bay for a family-friendly, no-drop group ride to Point Pinole Regional Shoreline. Saturday, September 26, 10:30 a.m.-3 p.m. Starts at Richmond BART Plaza, 1600 Nevin Plaza, Richmond. Saturday Shipwreck Cove Opening. Come see Sunset Dunes’s newest playground. Saturday, September 26, 3 p.m., Sunset Dunes and Kirkham, S.F. Saturday 55 Wine Line Progressive. Ride between Horsies Market & Saloon, Bar Part Time and Ruby Wine on the 55 Dogpatch bus. Saturday, September 26. Three locations in Dogpatch. See SFMTA site for more details on locations and times. Got an event we should know about? Drop us a line.
Travel health insurance
Travel health insurance Do you have a friend or relative traveling to the Dominican Republic? Encourage them to get travel health insurance before they depart the U.S. to avoid possible medical emergencies becoming financial emergencies, too. Many travelers ask, “Why would I need travel health insurance–I have health insurance?” But your domestic U.S. health insurance may not work overseas. Hospitals here in the Dominican Republic often require payment in full prior to the patient being treated or being discharged. Some private U.S. insurance companies pay for overseas medical care, but usually only on a reimbursable basis, meaning you must pay first and request reimbursement later. The U.S. government does not pay for medical care overseas, and Medicare does not cover medical or hospital expenses incurred outside the United States. In addition, if the traveler needs to be medically evacuated for any reason, this is not covered by most U.S insurance and usually costs well over $10,000 USD. Travel medical insurance can alleviate this cost burden. Don’t let unexpected medical costs ruin your vacation! Please review more information here on Travel.State.Gov and on the Embassy website’s page on Medical Emergency – U.S. Embassy in the Dominican Republic.
Jennifer Garner & Ben Affleck Almost Reunited on Screen After 23 Years
Ben Affleck revealed why Jennifer Garner didn’t end up starring in his new Netflix thriller, Animals. The actor-director explained how a series of unexpected production changes led to Garner’s departu...
50 Years Ago Today, ‘Happy Days' Unexpectedly Replaced One Of Its Most Beloved Characters-And Things Were...
Al Molinaro replaced Pat Morita as the Arnold's Drive-In owner on 'Happy Days.'.
The data center backlash is reshaping American politics — one community at a time
With striking speed, the widespread debate around data centers has become a fault line in American communities, cutting across political parties and forging unexpected alliances.
Scientists tracked 21 oilbirds in Venezuela, and five disappeared from their cave for up to 73 days to stay closer to food
Oilbirds spend their nights flying through tropical forests in search of fruit, but some of them take an unexpected approach to reach their feeding grounds. Some birds regularly returned to the same main cave after feeding.
6 Ways to Manage Your Healthcare Costs
Rent. Groceries. Utilities. A car payment. Most households know what these expenses cost each month and plan for them accordingly. Healthcare is different. Unlike a fixed monthly bill, healthcare costs can vary from month to month. One month may include only a routine checkup. The next could bring a specialist visit, a new prescription, or an unexpected trip to urgent care.
Arctic Melt Season Length Levels Off
While the sea ice melt season has lengthened dramatically in most of the satellite era, the trend unexpectedly stabilized around 2010.
Young people in Morocco split over whether politics can deliver change as election draws near
In Morocco’s election race, a rural funeral has become an unexpected campaign stop for candidates aiming to engage disenchanted young voters
Chinese Scientists Find Unexpected Solution To The Problem With Underwater Drones
The oceans are the last unexplored frontier on our planet, but when it comes to exploring them with drones and sonar, there's a bit of a problem.
Tottenham's unexpected Mathys Tel stance revealed after outburst
Football Insider exclusive as Tottenham foward Mathys Tel stares towards manager Roberto De Zerbi, who features in a circular inset.
8 common food additives linked to high blood pressure and heart disease
Common preservatives hiding in processed foods may carry unexpected heart risks, with heavy consumption linked to substantially higher rates of high blood pressure and cardiovascular disease. Researchers identified eight widely used preservatives associated with hypertension, although the observational study cannot prove they were directly responsible.
‘Who wants to sign up to deal with the political pressure?’: Smithsonian faces Trump’s culture war as search for leader is on
By René Marsh, CNN (CNN) — As the Smithsonian Institution prepares to launch a nationwide search for a new leader, an unexpected question mark hangs over the position that’s long been considered a plum one in the worlds of art, science and history. “Who wants to sign up to deal with the political pressure?” one
‘Who wants to sign up to deal with the political pressure?’: Smithsonian faces Trump’s culture war as search for leader is on
As the Smithsonian Institution prepares to launch a nationwide search for a new leader, an unexpected question mark hangs over the position that’s long been considered a plum one in the worlds of art, science and history.
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.
How Do Scientists Decorate Their Lab Space?
From cherished keepsakes to unexpected collectibles, researchers share the décor that brings personality to their laboratory and workspaces.
Scientists are about to test Einstein’s gravity with exotic matter
Scientists have found a new way to create a controlled beam of muonium, an exotic atom containing a heavier cousin of the electron. The advance could allow researchers to test for the first time whether gravity acts on second-generation particles exactly as Einstein’s theory predicts. Any unexpected difference would be a major surprise and could potentially point toward new physics, including a hypothetical fifth force.
T-Mobile adds monthly fee to a new iPhone feature for customers
T-Mobile is giving customers another way to use their iPhones, but it comes with an unexpected trade-off.
Sporting director blown away by unexpected Liverpool offer
Liverpool’s acquisition of Lucca Brughmans from the Belgian top-flight came as something of a surprise to Genk officials.Specifically, according to comments from director of football Dimitri de Cond...
Testosterone scripts for women rise, along with denials and delays
Women increasingly turning to testosterone therapy to manage menopause symptoms are running into unexpected prescription delays and denials at pharmacies, according to interviews with more than half a dozen doctors, nurses and patients.
Behind the scenes of Science Unlocked
From nerve-wracking boat rides on a Kenyan lake to translating complex scientific concepts into stories everyone can understand. Plus, hear why a dedicated researcher named Patrick became an unexpected hero!
Denver board faces ongoing governance and civility issues
It’s mostly impossible to herd cats. So imagine how hard it is to herd a pride of snarling lions. That’s the task of Xóchitl Gaytán, president of the Denver Public Schools Board of Education. She was re-elected in 2025 along with three new board members: Monica Hunter, Dr. D.J. Torres and Anne Klein Molk. Unexpectedly, […]
Winnipeg Jets Turn Heads With Unexpected Connor Hellebuyck Decision
The Winnipeg Jets are set to start Training Camp without the attendance of goaltender Connor Hellebuyck, who had publicly requested a trade late last month. By all reports, Hellebuyck isn’t going to report for the start of Camp.And now, those reports have been confirmed with what the Jets have announced just minutes ago.The Winnipeg Jets […] The post Winnipeg Jets Turn Heads With Unexpected Connor Hellebuyck Decision appeared first on HEAVY.
Offer to Ottawa opens EU enlargement can of worms
Unprecedented and unexpected 'membership' proposal to Canada generates confusion
Unexpected Hero Helps Guardians Win Critical Series Over White Sox
The Cleveland Guardians have Petey Halpin to thank for their series victory over the Chicago White Sox.
Unexpected Canadian Series Has Suddenly Taken Over Netflix as No. 1 Worldwide
An unexpected Canadian series has quietly dethroned every major Netflix show to claim the No. 1 spot worldwide. The coming-of-age sports drama pulled off the impressive feat within just days of its de...
Vegas Golden Knights Recall Juho Piiparinen From Finland
In a rather unexpected move, the Vegas Golden Knights have brought Juho Piiparinen to North America right after drafting him 29th overall this past summer.Piiparinen, an 18-year-old defenseman, started the 2026-27 season with Tappara in the Finnish Liiga, but now, according to CBS Sports, the Golden Knights have recalled him and state that he will […] The post Vegas Golden Knights Recall Juho Piiparinen From Finland appeared first on HEAVY.
Oil falls as US crude inventories rise despite Saudi supply concerns
Oil prices fell on Wednesday after an unexpected build in U.S. crude inventories, while investors assessed supply risks after Saudi Arabia suspended oil loadings at its Yanbu port following an attack on its East-West pipeline to the Red Sea.
‘This can’t be correct’ – how scientists formed a new theory around Arctic erosion
Sometimes science throws up the unexpected. When a team of researchers set out to model river erosion in
Strong Spirit, Steady Hope: Maria’s Fight Forward
Seven-year-old Maria Martignetti has faced surgery, chemotherapy and radiation with remarkable resilience. With her family and care team at Atrium Health Levine Children's Hospital by her side, she's finding joy in the midst of an unexpected journey.
Detroit Tigers’ Winning Streak Has Created an Unexpected September Question
The Tigers have won five straight and moved within 4½ games of an AL Wild Card spot, creating an unexpected September playoff question.
UV light reveals possible camouflage on a 125-million-year-old crocodile
A 125-million-year-old crocodile fossil has revealed preserved skin, possible sensory organs, sophisticated respiratory structures, and an unexpected pattern on its tail. Ultraviolet light exposed alternating bands that may represent ancient camouflage, potentially preserving the oldest known coloration in a crocodylomorph.
The shape behind the Einstein problem just revealed strange new physics
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Fact check: Trump, RFK Jr. and others make false claims on night 2 of GOP convention
(CNN) — President Donald Trump delivered another rapid-fire series of false claims on the second night of Republicans’ midterm convention on Thursday. Health Secretary Robert F. Kennedy Jr. did his own barrage of wrongness. And various other speakers uttered statements that were untrue, misleading or missing critical context.Here is a fact check of some of the assertions from the final day of the convention. This is not intended as a comprehensive list of Thursday’s falsehoods.Trump’s many false claimsTrump made numerous false claims, some of which he also made in his longer speech Wednesday.Trump claimed that there were “no empty seats” in the Dallas arena as he spoke Thursday, which was visibly untrue. CNN White House correspondent Alayna Treene, who was there, wrote in a live chat right after Trump made the claim that “I’m looking at rows of empty seats” and that “the idea that there are ‘no empty seats’ is just laughably untrue,” though she also said the room was mostly full. Trump has for years made false claims about supposedly never having had an empty seat.Trump further inflated one of his favorite fictional figures, claiming Thursday that “$22 trillion” in investment has come into the US; on Wednesday, he had put it at “over $20 trillion,” and even that lower figure has no apparent basis in reality. As of the time he spoke Thursday, the White House’s own website claimed there had been “$11.2 trillion” in “major investment announcements” this term, not “over $20 trillion,” and the White House figure was itself a major exaggeration of actual investment.Trump, talking about elections, lied that “there’s never been bigger cheaters” than Democrats; there is no basis for broadly describing Democrats as election cheaters. For the second straight night, Trump falsely claimed that the Biden administration allowed “25 million people” to pour into the country, though that number is nowhere close to correct. Trump again falsely claimed that former President Joe Biden and other Democrats “created the worst inflation in American history,” though even peak Biden-era inflation, 9.1% in June 2022, was far from the all-time record of 23.7%; it was a 40-year high, but the rate then fell sharply before Trump returned to office.Trump also baselessly claimed that Democrats would “defund the police” and give “voting rights and welfare to 25 million illegal aliens” if they won the midterms. Republicans will still control the White House in 2027 and 2028 and the president would be in position to veto any such changes if a Democratic-controlled Congress sought to make them, but there is no indication that Democrats want to do so. Also, even groups favoring strict immigration policies estimate that the total undocumented population is far less than “25 million” or even 20 million.As he did Wednesday, Trump claimed the US now has the world’s lowest prescription drug prices. The assertion is so broad that it is unclear what exactly Trump is referencing. But experts told CNN they highly doubt that the prices for brand-name drugs in the US are generally less than they are in other countries, and the Trump administration has not provided details to prove the claim.“It’s tough to claim that you’re getting the lowest prices anywhere in the world and then also not have any evidence to support that,” said Andrew Mulcahy, a senior health economist at RAND, while Diederik Stadig, senior healthcare economist at financial institution ING, said, “To say that the US now has the lowest drug prices in the world is at this moment not true.”And as he did Wednesday, Trump said “more Americans are working today than ever before” – which is true but nearly meaningless, since the number of people working in the US generally rises over time simply because the population rises over time.“There are more Americans working because there are more Americans. That’s the entire analysis,” Justin Wolfers, a University of Michigan professor of public policy and economics, wrote in his newsletter in August.RFK Jr.’s false claims on the pandemic, Trump’s record and moreFalse claim about Democrats and the 2024 electionKennedy unsuccessfully ran for the 2024 Democratic presidential nomination before withdrawing to run as an independent and then eventually endorsing Republican candidate Donald Trump. In Kennedy’s Thursday convention speech, he complained of how the Democrats handled the nomination race.At one point, he said, “For the first time in history, they cancelled their own convention. No voter ever cast a primary ballot for Kamala Harris, no elected delegate was ever consulted; the party of ‘No Kings’ simply anointed a queen.”Kennedy is entitled to express unhappiness about how quickly Democratic leaders coalesced around then-Vice President Harris after Biden unexpectedly dropped out of the race in July 2024, after the primaries were over and less than four months from Election Day. But it’s not true that the party canceled its convention or that delegates didn’t get any say.The convention was held; it was a four-day event in Chicago in August 2024. Democratic convention delegates officially nominated Harris in a virtual roll call vote in advance of the convention. It’s true that Harris was the only candidate on the roll call ballot, but that’s because she was the only candidate who gathered enough delegate signatures to appear on the ballot.It’s clear that party elites’ backing of Harris played a key role in the unusual nomination process. But Kennedy’s specific allegations that the convention was abandoned and delegates were cut out of the process are not true.False claim that Democrats closed ‘every church’ during the Covid-19 pandemicWhile attacking Democrats, Kennedy claimed that, during the Covid-19 pandemic, “They closed every church in our country for a year.”It’s not true that every church in the country was closed for a year, nor even that every church in a Democratic state was closed for a year.Every state issued some type of guidance or order about social distancing during the Covid-19 pandemic, but many states – including some led by Democrats and some led by Republicans – incorporated religious exemptions into those limitations on social interactions.According to a Pew Research Center analysis from April 2020, 15 states allowed religious gatherings to continue without a limit on their size. That set of states included Colorado, Michigan and Pennsylvania, which all had Democratic governors. And at least two states with Republican governors, Alaska and Idaho, were among the states that prohibited religious gatherings at least briefly.False claim that Trump ‘ended nine wars’Trump has repeatedly claimed that he has ended “eight wars.” Kennedy went one higher on Thursday, declaring, “President Trump has ended nine wars.”That’s false. Trump hasn’t even ended eight wars.Trump’s list of eight includes two situations that were never actually wars during his tenure: a diplomatic dispute between Egypt and Ethiopia and a mysterious supposed situation between Serbia and Kosovo. The list also includes a war, involving Rwanda and the Democratic Republic of Congo, that hasn’t actually ended despite a peace agreement brokered by the Trump administration.In addition, the list includes the war between Israel and Hamas, but Israel continues to conduct frequent attacks in Gaza despite a US-brokered ceasefire agreement. And it includes the brief 2025 conflict between Israel and Iran, though Israel proceeded to join the US in starting another war against Iran in 2026.Claim about reversing a decline in longevityKennedy speaking of the Trump administration, claimed Thursday: “We have now reversed a 30-year decline in longevity. “Kennedy referenced preliminary data that he said he had received from the US Centers for Disease Control and Prevention this week, but it’s unclear what metric of longevity he’s referring to.CDC data shows that US life expectancy had been steadily increasing for decades before a sharp drop during the Covid-19 pandemic. Life expectancy had already started to rebound in 2022, under the Biden administration, and reached a new record high in 2024 before Trump’s second term began.Preliminary data shared by the CDC in July suggests that life expectancy probably hit another record high in 2025.CNN has reached out to HHS for clarification on Kennedy’s comments.Claim that Democrats ‘lost 360,000 children’Speaking about Democrats, Kennedy said: “They somehow lost 360,000 children and they turned our federal government into the biggest child trafficking operation in world history.”Trump and other Republicans have made similar claims. But there’s no basis for the assertion that Democrats “lost” so many children or that the federal government was engaged in human trafficking.A 2024 report from the inspector general for the Department of Homeland Security said Immigration and Customs Enforcement had reported that more than 32,000 unaccompanied migrant children failed to appear as scheduled for immigration court hearings after being released or transferred out of custody between fiscal years 2019 and 2023 – a period that, notably, includes two years and four months under the first Trump administration. The report also said that 291,000 unaccompanied migrant children during this period were not given notices to appear in court.The report said that ICE had “no assurances” these children “are safe from trafficking, exploitation, or forced labor.” But it did not say all the children were actually “lost” and did not definitively assert that any of them were trafficked – let alone that the government was somehow involved in a trafficking operation. And, again, the report spanned parts of both a Republican administration and a Democratic administration.Aaron Reichlin-Melnick, senior fellow at the American Immigration Council, told CNN in 2024: “Long story short, no, there are not 320,000 kids missing. 32,000 kids missed court. That doesn’t mean they’re missing, it means they missed court (either because their sponsor didn’t bring them or they are teenagers who didn’t want to show up). The remaining 291,000 cases mentioned by the (Office of the Inspector General) are cases where ICE hasn’t filed the paperwork to start their immigration court cases.”Vance on inflation, crime and taxes on Social SecurityA false claim about the media and Biden-era inflationVice President JD Vance mocked the media during part of his speech on Thursday. But he made a false claim about Biden-era inflation while lampooning how the media supposedly challenged him over another false claim on that subject.Vance said: “The president and I would go during a campaign, we’d say, ‘You know, inflation is as high as it’s been in 100 years,’ and the fake news would say, ‘No, no, no, it’s as high as it’s been in 68 years.’ That ain’t good, ladies and gentlemen.”Mainstream journalists, at least, wouldn’t say that inflation under Biden was as high as it had been “in 68 years.” Rather, CNN and others noted that peak inflation under the Biden administration, 9.1% in June 2022, was the highest in about 40 years.Vance is entitled to make his general point that this correction still doesn’t make Biden-era inflation sound good, but his specific number was, again, wrong. And he didn’t acknowledge that inflation fell sharply under Biden after hitting the 40-year high, declining to 2.9% in Biden’s last full month in office, December 2024, and 3.0% in January 2025, when Trump and Vance were inaugurated.The rate was 3.4% in July 2026, the most recent month for which data is available.Trump didn’t end taxes on Social SecurityVance claimed, “We’ve ended taxes on Social Security.” Several other convention speakers, including Rep. Lisa McClain of Michigan, Rep. Ryan Mackenzie of Pennsylvania and Ohio House candidate Derek Merrin, similarly said the administration has achieved “no tax on Social Security.”It hasn’t. The big domestic policy bill Trump signed in 2025 did create an additional, temporary $6,000-per-year tax deduction for individuals age 65 and older (which phases out for individuals earning $75,000 per year or more), but as the White House has implicitly acknowledged, millions of Social Security recipients will continue to pay taxes on their benefits even before the temporary new deduction expires after 2028.The Social Security Administration said in 2025 that “the bill ensures that nearly 90% of Social Security beneficiaries will no longer pay federal income taxes on their benefits.Claim about violent crime rate under BidenWhile criticizing the Biden administration, Vice President JD Vance claimed Thursday that the US “became a country where violent crime exploded, unless, of course, you could afford private security.”But violent crime did not explode under Biden. In fact, as FactCheck.org reported last month, data collected and published by the FBI shows that the national violent crime rate was at a lower level in 2023 and 2024, the last two full calendar years of Biden’s term, than it was in 2020, the last full calendar year of Trump’s first term. The year 2020 was highly unusual in many ways – violent crime jumped amid the Covid-19 pandemic – but Biden nonetheless left office with violent crime lower than it was when he took over. In fact, the 2024 violent crime rate was even lower than the 2019 rate under Trump before the pandemic.There was an increase in violent crime during the earlier part of Biden’s term. But given the subsequent decline, it’s misleading at best to claim violent crime “exploded” with no further context.Asked earlier this month about Trump’s similar previous claims to have reversed a Biden-era upswing in violence, crime data expert Jeff Asher said in an email: “No, crime began dropping significantly in 2023 during the Biden administration. Murder fell at record rates in 2023, 2024 and 2025 and, while 2026 may not feature a record decline nationally, it is still on track to see a sizable double-digit decline this year. Violent crime similarly fell nationally in 2023 and 2024, though the drops were more muted than the decline that was recorded by the FBI in 2025.”Other GOP speakersMike Johnson’s false claim about the inflation Republicans inherited from BidenSome other speakers at the convention took aim at inflation under Biden. House Speaker Mike Johnson claimed that “Republicans inherited from the Biden administration record-high inflation.”That’s not true. The inflation rate was 2.9% in Biden’s last full month in office, December 2024, and 3.0% in January 2025, when Trump took over. That’s lower than the most recent rate, 3.4% in July 2026, and nowhere close to the all-time record of 23.7%, which was reached in 1920, or the highest point of Jimmy Carter’s presidency, 14.8%, which was reached in 1980.Johnson correctly said moments later that inflation reached “a 40-year high of 9.1% inflation” under Biden. But a 40-year high is not an all-time record. More importantly, Johnson didn’t explain that 9.1% was much higher than the rate Trump inherited or that the 9.1% rate occurred in June 2022, with roughly two-and-a-half years left in Biden’s term.The cumulative increase in prices from the beginning of the Biden administration to the end was also not the highest in US history. Federal figures show that beginning-to-end inflation under Biden was less than half of that during Carter’s term.What Johnson left out of his claim about a congressional resolutionWhile attacking Democrats as extreme, Johnson said: “Just last week, nearly every Democrat in the House of Representatives voted against condemning socialism and Marxism. They voted against it.”But the resolution didn’t use the word “Marxism.” And Johnson didn’t mention that the resolution wasn’t only about condemning socialism. Rather, it contained other language that Democratic leadership said was the focus of the party’s opposition to the resolution.The resolution’s first provision said it “condemns and denounces socialism in all its forms, including the Democratic Socialists of America, and opposes the implementation of socialist policies in the United States.” But its fifth provision said it “calls for enactment of the SAVE America Act,” Trump’s favored elections bill, which contains various provisions opposed by many Democrats.So while it’s very possible many Democrats would have opposed the resolution even without its expression of support for the SAVE America Act, the call to pass this elections bill served as a poison pill that ensured most Democrats wouldn’t support it.“House Resolution 1490 explicitly calls for enactment of the so-called SAVE America Act, which is the top legislative priority of far-right extremists,” Democratic House leader Hakeem Jeffries said in a statement last week.A New Mexico candidate left out key context in an attack on his opponentGreg Cunningham, a Republican House candidate in New Mexico, used some of his Thursday speech to criticize his Democratic opponent, Rep. Gabe Vasquez. Cunningham said of Vasquez: “He even voted against a resolution honoring the sacrifices and service of the brave men and women in law enforcement who protect, every day, our communities.”But Cunningham left out important context about the resolution. While its focus was expressing support for law enforcement, its preamble contained statements praising the Trump administration and criticizing “leftist activists,” “progressive politicians” and “sanctuary city policies” for allegedly making law enforcement less safe.In other words, a House member might vote against such a resolution, as the vast majority of Democrats did, because they disagreed with conservative components of it, not the general expressions of support for law enforcement. (CNN has reached out to Vasquez’s campaign and House office for comment on his vote.) It’s common for parties to write resolutions in a way that would make it difficult for opponents to support but would open those opponents to campaign attacks if they voted “no.”An Ohio candidate’s misleading attack about Democrats and votingMerrin, the Republican candidate running against Democratic Rep. Marcy Kaptur for a House seat in Ohio, claimed in his speech, “While Democrats talk about letting illegal immigrants vote in our election, Republicans fight for proof of citizenship, photo ID and fair elections.”It’s a big country, so it’s possible some Democrat somewhere is talking about letting undocumented people vote in some election. But Merrin’s claim is misleading at best. There is no proposal from Democrats in Congress to let undocumented people vote in the 2026 midterms – the election Merrin appeared to be referring to when he said “our election” – or vote in future federal elections.CNN has reached out to Merrin’s campaign for an explanation of his claim.House Majority Leader Steve Scalise invoked a similar theme in his speech Wednesday, claiming that Democrats had voted last week “to allow illegals to vote in our federal elections.” But there was no congressional vote on letting undocumented immigrants vote in any elections.Rather, there was a vote on the non-binding Republican resolution that included multiple provisions, including one that “reiterates the notion that American elections are for American citizens only,” one supporting Trump’s favored elections bill and one denouncing socialism.Opposing that multi-clause resolution doesn’t necessarily mean someone supports voting by any non-citizens, let alone non-citizens in the country illegally.This article has been updated with additional items.CNN’s Deja Oliver contributed to this report.The-CNN-Wire™ & © 2026 Cable News Network, Inc., a Warner Bros. Discovery Company. All rights reserved.
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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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Its range of skin gels, facial masks, nail treatments and other products include natural ingredients and extracts derived from plants, such as seaweed, that are developed and refined through science-based analysis and testing.While industry projections point to sustained growth for the foreseeable future, driven by emerging economies and wider availability of exclusive brands that were once chiefly sold by high street retailers, the sector is not immune to the impact of geopolitics and trade wars. The Trump Administration’s tariff threats have dented cosmetics exports to the EU industry's largest overseas market. After the European Parliament approved the EU-US Turnberry Agreement in June, setting a 15% levy on many EU goods, the French Federation of Beauty Companies warned that “exports are falling sharply” and urged the EU to negotiate an opt-out for cosmetics.Technature’s CEO flags South Korea as an emerging competitor, partly due to its assertive marketing efforts. “I would have to say I am a little bit scared,” Morvan says, regarding the growth potential of the South Korean cosmetics industry. “This is why science and innovation are so important if Europe is to remain the leader.”With a workforce of 200, including biologists, chemists and other scientists, around 15% of Technature’s staff work in three research and development (R&D) labs. A similar number work in four quality control and assurance facilities, where science plays a crucial in ensuring product safety in a sector that is subject to the European Cosmetics Regulation.Educational exchange between industry and academiaIn recognition of Technature’s research and innovation, Morvan was selected as one of Brest’s ambassadors to Science Comes to Town (SCTT), a European initiative to strengthen communications and understanding between science and society. Brest is one of three coastal cities in the EU-funded programme, alongside Split (in Croatia) and Kiel (in Germany). From 7-11 September, Brest will host the EU TalentOn contest featuring 100 early-career researchers from across Europe.Morvan appreciates the value of engagement with educational and scientific institutions as well as the home community. For instance, Technature collaborates closely with university partners to enhance its in-house R&D. In addition, it invites students to its labs and sends its own researchers to local institutions. "We absolutely want the students to know what the industry is all about,” Morvan says, noting that seeing science in action can help young people “understand that they can do something real with science, to create something with what they are learning.” He says another important benefit: encouraging new generations of young people to consider a career in cosmetics.Community involvement also raises awareness about Technature and the skincare industry as a whole. “The public gains recognition of the innovative company that we are, and this is important for getting new customers,” Morvan says. 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