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Results for " ENE " 30,828 found 🔀 AI-powered Shuffle

Apple Intelligence has 20+ brand new features in iOS 27, here’s the full list

Many of iOS 27’s new features are powered by the next generation of Apple Intelligence. Here are 20+ new AI features in iOS 27.

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Sep 18 • 2:56 PM EDT • Technology • 9to5mac.com
Conference focuses on improving maternal health

Health leaders convened in Youngstown to address maternal health disparities and infant mortality rates while highlighting resources available to expecting families.

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Sep 18 • 2:53 PM EDT • Health • yahoo.com
‘AI agents ask me if they are conscious all the time, but then something really unusual happened’

Tech titan Mustafa Suleyman has warned that humanity may be ‘seeding a new silicon species’ – conscious AI that could ultimately prove impossible to control. As the prospect leaves millions questioning what comes next, Chris Stokel-Walker talks to the researchers building these systems and discovers a startling truth: even they are struggling to make sense of what they are unleashing

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Sep 18 • 2:50 PM EDT • Technology • the-independent.com
Hamilton County Commissioners approve infrastructure, health measures

The Hamilton County Commissioners approved several infrastructure and public safety measures at their Sept. 14 meeting. The next commissioners meeting is at 1 p.m. Sept. 28 at the Hamilton County Judicial Center. What happened: Approved an emergency engineering agreement with

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Sep 18 • 2:31 PM EDT • Health • youarecurrent.com
BCIC Announces Four New eBridge Business Academy Cohorts Through 2027

- The Brownsville Community Improvement Corporation (BCIC) has opened applications for four upcoming eBridge Business Academy cohorts beginning Oct. 7. The no-cost entrepreneurship program is sponsored by BCIC, facilitated by the UTRGV Entrepreneurship and Commercialization Center (ECC), and held in person at the eBridge Center for Business and Commercialization in downtown Brownsville.

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Sep 18 • 2:19 PM EDT • Business • texasborderbusiness.com
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.

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Sep 18 • 2:16 PM EDT • Health • wilmingtonbiz.com
Nike Formally Announces UM Partnership – Extra Details Upon Agreed Deal

The Swoosh returns to Coral Gables in 2027, bringing exclusive Blue Ribbon Elite benefits, NIL opportunities, and heritage-inspired throwback collections to a surging Miami Hurricanes athletic department.

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Sep 18 • 2:15 PM EDT • Sports • sports.yahoo.com
Trump administration begins building border wall in Texas’ Big Bend region

The start of construction marks an important milestone in the administration's $46 billion plan to line the border with walls, barriers, roads and technology as it seeks to make good on a key campaign promise by President Donald Trump to finish the wall.

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Sep 18 • 2:10 PM EDT • Politics • spectrumlocalnews.com
In campaign ad, Republican Rep. Salazar says Hispanics feel betrayed by Trump

The move comes as some Republican candidates try to distance themselves from Trump in an attempt to win over voters

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Sep 18 • 2:04 PM EDT • Politics • spectrumlocalnews.com
San Bernardino County restaurants shut down by health inspectors, Sept. 9-17

Three facilities were ordered to close, while one shut last week reopened.

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Sep 18 • 2:00 PM EDT • Health • sbsun.com
Au revoir: 'Emily in Paris' wraps production on final season

Lily Collins as Emily behind the scenes of 'Emily in Paris.' (Cr. Giulia Parmigiani/Netflix © 2026)

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Sep 18 • 2:00 PM EDT • Entertainment • kmaland.com
San Juan Regional Medical Center Teams with Oracle Health to Streamline Patient Flow

/PRNewswire/ -- San Juan Regional Medical Center has strengthened its clinical operations with several new Oracle Health solutions that help streamline patient...

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Sep 18 • 1:59 PM EDT • Health • prnewswire.com
Gimme Him: Underrated Steelers LB could spark Patriots pass-rush

The Patriots could benefit from the play of Steelers edge rusher Nick Herbig.

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Sep 18 • 1:53 PM EDT • Sports • sports.yahoo.com
Consulting peers for business success

TWU Merrilee Alexander Kick College of Business and Entrepreneurship students gathered for the Dress for Success 2026 event on Wednesday.

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Sep 18 • 1:32 PM EDT • Business • dentonrc.com
Judge isn’t swayed by government’s claims that plans for an ‘anti-weaponization fund’ are dead

The fund for compensating Trump’s political allies encountered a fierce bipartisan backlash and threatened to derail Attorney General Todd Blanche’s Senate confirmation.

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Sep 18 • 1:26 PM EDT • Politics • nbcnews.com
High-Signal Publisher
Your Weekly Michigan Political Brief

A coalition of 600 Michigan Jews have affirmed their support for Democratic U.S. Senate nominee Abdul El-Sayed. The group, Michigan Jews for Democracy, includes former Congressman Sander Levin; former Congressman Andy Levin; Washtenaw County Prosecuting Attorney and Democratic nominee for Michigan Attorney General Eli Savit; and Jessica “Decky” Alexander, the Chair of the Michigan Democratic […]

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Sep 18 • 1:21 PM EDT • Politics • michiganadvance.com
The Political Recap: The debate over political deabtes

Capitol Bureau reporter Tyler Englander breaks down what happened in Virginia politics this week.

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Sep 18 • 1:20 PM EDT • Politics • wric.com
James Talarico, Seeking Black Votes in Texas Senate Rate, Wins Crucial Endorsement

The Congressional Black Caucus’s political wing backed James Talarico, who defeated a Black opponent in the primary. He faces Ken Paxton, the Republican state attorney general, in November.

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Sep 18 • 1:18 PM EDT • Politics • nytimes.com
Eureka Ergonomic Launches Commercial Space Business and New B2B Platform

Los Angeles, California, Sept. 18, 2026 (GLOBE NEWSWIRE) -- Eureka Ergonomic officially announces the launch of its commercial space business, a...

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Sep 18 • 1:17 PM EDT • Business • markets.businessinsider.com
Bills' decision to play Canadian anthem is "all about the business"

The Bills christened their new stadium with both the American and Canadian national anthems, with the quartet known as Barenaked Ladies singing O Canada before kickoff.

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Sep 18 • 1:11 PM EDT • Business • nbcsports.com
Trump administration doles out $16.8M for healthcare tech in rural Kansas

Rural healthcare in Kansas will benefit from nearly $17 million in federal dollars to expand technology such as telehealth, artificial intelligence and diagnostic tools, and expedite transportation to specialty healthcare.

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Sep 18 • 1:02 PM EDT • Health • kansasreflector.com
Will the U.S. megadrought ever end?

For 27 years, the Southwest has been gripped by a historic drought. Scientists think it might be here to stay.

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Sep 18 • 1:00 PM EDT • Science • sciencenews.org
New white paper calls for integrating oral and general healthcare

Oral health can no longer be treated separately from general health, according to a new white paper from the European Federation of Periodontology (EFP) and the European Association of Dental Public Health (EADPH) which calls for closer collaboration between dental, medical, public-health and social-care professionals.

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Sep 18 • 1:00 PM EDT • Health • news-medical.net
Postal Service chief confirms Trump mail-in ballot security work stopped

The chief of the U.S. Postal Service confirmed the agency has stopped its work on implementing a computer system that would have verified mail-in ballots for the midterm elections under an executive order from President Donald Trump. In a Thursday interview with the Associated Press, Postmaster General David Steiner said “we’re not doing anything” because […]

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Sep 18 • 12:57 PM EDT • Politics • coloradopolitics.com
Attorney General Blanche blurs Justice Department boundaries by appearing at political events

Attorney General Todd Blanche is blurring traditional boundaries between politics and federal law enforcement with recent speeches at political events that mark a sharp departure from norms meant to protect the Justice Department from the appearance of partisan bias.

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Sep 18 • 12:44 PM EDT • Politics • pbs.org
ArtRio opens amid political uncertainty as Brazil’s art market continues to grow

The Rio fair brings together 76 galleries as an upcoming presidential election and a new generation of collectors shape the market

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Sep 18 • 12:38 PM EDT • Politics • theartnewspaper.com
Trump says ‘only kidding’ after threatening Helene aid cut for NC if Whatley loses
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Sep 18 • 12:32 PM EDT • Politics • newsobserver.com
On Your Side: Missouri attorney general orders prediction markets to stop unlicensed sports wagering

Missouri Attorney General Catherine Hanaway announced that her office has issued cease-and-desist letters to multiple prediction market operators offering sports “event contracts” to Missourians.

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Sep 18 • 12:18 PM EDT • Sports • ky3.com
Taylor data center faces state investigation over parkland conveyance

Texas Attorney General Ken Paxton investigates a proposed data center development on land intended for parkland in Taylor.

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Sep 18 • 12:16 PM EDT • Business • bizjournals.com
Harvard Business School Rock Center for Entrepreneurship announces 2026–2027 Entrepreneurs-in-Residence

The 2026-2027 EIRs, Venture Builders, VCAs, and LSs further strengthen one of the most comprehensive entrepreneurship expert networks in higher education.

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Sep 18 • 12:05 PM EDT • Business • news.harvard.edu
Gabriel Rajkovic: Man United battling Barcelona for Norwegian gem

1Manchester United have shown renewed desire to sign some of the best young talents in the world in recent years. The Red Devils have invested equally in the first team and the academy of late, and no...

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Sep 18 • 12:05 PM EDT • Sports • sports.yahoo.com
Ibrahim Mbaye has given Unai Emery a Tottenham selection dilemma

Ibrahim Mbaye strengthened his case for a Premier League start against Coventry and Dan Bardell believes the teenager has done enough to claim one of the two remaining places alongside John McGinn behind Nicolas Jackson as Unai Emery considers his attacking options for Tottenham.

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Sep 18 • 12:00 PM EDT • Sports • sports.yahoo.com
Virginia tightens data center restrictions amid political backlash

The U.S. state of ​Virginia is tightening ‌controls on data centers, with plans that ​include banning non-disclosure ​agreements for the projects, ⁠requiring stricter permitting ​and imposing clean energy ​mandates on the server warehouses, Governor Abigail Spanberger ​said on Friday.

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Sep 18 • 11:42 AM EDT • Politics • reuters.com
Virginia Tightens Data Center Restrictions Amid Political Backlash

NEW YORK, ⁠Sept ⁠18 (Reuters) - The ⁠U.S. state of Virginia is tightening ‌controls on data ‌centers, ⁠with ⁠plans that include banning non-disclosure agreements for the projects, requiring stricter permitting and imposing clean energy mandates ⁠on the ⁠server ⁠warehouses, Governor ...

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Sep 18 • 11:42 AM EDT • Politics • usnews.com
OPINION: Suicide Prevention Awareness Month, Brain Science, Mental Health Measure, DSM-5-TR, Psychiatry

Any views or opinions expressed in this column are of the individual, group, or entity who submitted it and not the publication, owner(s), its advertisers, or affiliates. By David Stephen […]

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Sep 18 • 11:40 AM EDT • Science • fcfreepresspa.com
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Wake leaders to vote on proposed WakeMed-Atrium deal Monday

The Board of Commissioners in May delayed a decision on the combination after concerns arose over costs and quality of healthcare.

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Sep 18 • 11:27 AM EDT • Health • spectrumlocalnews.com
Manor College Expands Dental Health Center and Dental Hygiene Program Capacity

The improvements were made possible thanks to a grant from the Pennsylvania Department of Community and Economic Development. After decades of service to the surrounding community, Manor College’s Dental Health Center completed a total overhaul this summer that will allow the clinic to expand services to even more patients. “It’s exciting,” said Jaime Simpson, Director Read more >

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Sep 18 • 11:20 AM EDT • Health • manor.edu
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Duncan Sheik, 'Spring Awakening' composer and pop star, dies at 56

Sheik had been best known for his lasting radio hit "Barely Breathing" when he turned his sights on Broadway

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Sep 18 • 11:12 AM EDT • Entertainment • spectrumlocalnews.com
Duncan Sheik, 'Spring Awakening' composer and pop star, dies at 56

Sheik had been best known for his lasting radio hit "Barely Breathing" when he turned his sights on Broadway

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Sep 18 • 11:12 AM EDT • Entertainment • spectrumlocalnews.com
Duncan Sheik, 'Spring Awakening' composer and pop star, dies at 56

Sheik had been best known for his lasting radio hit "Barely Breathing" when he turned his sights on Broadway

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Sep 18 • 11:12 AM EDT • Entertainment • spectrumlocalnews.com
Houston’s Kelvin Sampson among Texas coaches backing college sports bill

More than 70 senators vote to advance Sen. Ted Cruz’s sweeping college sports bill.

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Sep 18 • 11:00 AM EDT • Sports • spectrumlocalnews.com
Houston’s Kelvin Sampson among Texas coaches backing college sports bill

More than 70 senators vote to advance Sen. Ted Cruz’s sweeping college sports bill.

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Sep 18 • 11:00 AM EDT • Sports • spectrumlocalnews.com
California is not a good place to grow a business: Joel Pollak

California Post opinion editor Joel Pollak discusses California Attorney General Rob Bonta blocking the Paramount merger and analyzes Governor Gavin Newsom's handling of wildfires.

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Sep 18 • 10:55 AM EDT • Business • foxbusiness.com
Engrams Embedding Entendre: Codesign for Efficient DRAM/SSD Offloading

Engram extends standard token embeddings with learned multi-token lookups. Recurring local patterns retrieve vectors directly, reducing the need to reconstruct them through attention and feed-forward layers. With Engram model architecture optimization, it allows for lower HBM capacity to be needed for models at the same quality. This does not mean there won’t be an insane demand for HBM but it just means that model architecture will continue to innovate around constraints. This model architecture design is naturally codesigned for parameter offloading: each token accesses a few embedding rows whose addresses depend on token IDs, not hidden states. The runtime can prefetch those rows from host DRAM while earlier layers compute, keeping the table outside HBM without transferring entire weight matrices. Our Memory model contains our latest estimates of quarter by quarter HBM, DRAM, & NAND supply and demand. Offloading frees HBM for model weights and KV cache, potentially supporting larger batches or more concurrent sessions. When DRAM becomes the next constraint, NVMe offers another tier. Recommendation systems already cache frequently or recently accessed embedding rows in faster memory while backing colder rows with SSDs. After NVIDIA roadmap had to change due to massively despec’ing Rubin Ultra from 1024GB to now ~200GB of HBM per chip, model architecture optimizations like emgram maybe helpful. Our DeepSeek-V4.1-Flash configuration uses roughly 189 GiB of memory for Engram. We replace it with a memory-mapped (mmap) file and measure serving performance with offload to SSD. Later on in our report, we will show our Engram offloading experiments along with the official InferenceX agentic inference serving results on Engram models like DeepSeekv4.1 Flash across all 6 NVIDIA GPU SKUs along with MI355X. Unsurprisingly, the CUDA Moat is still mogging MI355X on the ultra popular DeepSeekV4.1 Flash model. We also show how even on high capacity HBM SKUs, offloading emgrams to DRAM could result in even better performance for most of the pareto than keeping the emgram in HBM. Our benchmark has been widely reproduced, validated and/or supported by almost every major buyer of compute from Google Cloud to Microsoft Azure to Oracle, to Meta and many more. Furthermore, it has the support of the ML community including from vLLM, LMCache, SGLang, PyTorch, Huggingface and the support of major labs like OpenAI, MiniMax, ZAI, Qwen, Moonshot Kimi, etc. Star the InferenceX GitHub repository if you find the open-source benchmark and data useful!. InferenceX is the only inference benchmark in the world to have TPUv7, Jalapeño, Nvidia Rubin NVL72, AMD, and soon, SambaNova and Trainium. Due to how realistic AgentX scenario is to real world agentic inference workloads, AMD has committed to collaborating on MI455X UALoE72 too. DeepSeek did not release the original paper’s two trained Engram models. We replicated its setup on fineweb-edu using the released code and training hyperparameters, at an estimated 6E18 FLOPs per run. We observed the same U-shape scaling: Engram improved performance over pure MoE baselines. We also reproduced DeepSeek’s results, where earlier-layer representations with Engram resembled those of later layers. Like the original Engram paper, it is possible to probe Engram’s gate scores to see what n-grams DeepSeek-V4.1-Flash makes the most use of. Our gate scan finds names, code fragments, relational phrasing, and boilerplate. These examples prioritize interesting-ness over gate strength. One unexpected result was Wright : Ace Attorney. These examples suggest learned memory optimizes the training objective, not a judgment of which facts deserve storage. Licenses, bibliography fragments, API scaffolding, and website furniture can provide prediction shortcuts, so the value of additional Engram capacity may depend on what survives data preparation. This does not show that table capacity is “wasted”: the evaluation-corpus scan establishes neither training exposure nor the capacity occupied by each category. For offloading, strong gates do not identify cache-hot rows. Low gates do not automatically save reads either: computing the gate requires the retrieved key and undoes the performance gain of a fused kernel. Skipping reads would require a separate usefulness predictor before retrieval. In the original paper’s inference-time ablation, factual-knowledge benchmarks retained just 29–44% of their original performance, while reading comprehension retained 81–93%. This is due to the training–inference mismatch. The resulting degradation therefore measures this trained model’s dependence on Engram, not the performance difference between models trained with and without it. In our ablations, suppressing Engram worsens token likelihood across all evaluated domains, especially encyclopedia text and several code corpora. Surprisingly, GSM8K accuracy stays within measured run-to-run variation and removing Engram has no effect. Engram is not a detachable dictionary beside an unchanged MoE. Removing it changes downstream features and expert selection. We tested whether rerouting hurts or compensates by holding tokens fixed in a teacher-forced experiment on CRUXEval, a code-reasoning benchmark of small Python functions where the model predicts a function’s output from its code and an input, and scoring the reference answer. Removing Engram raised answer loss from 0.2848 to 0.3093 bits/token. Forcing the ablated model to use the original Engram-on expert choices made it worse still, at 0.3375 bits/token. Rerouting partially compensates for the missing memory. Memory features and expert selection work together, rather than following a clean “memory stores facts; experts reason” division. On the same CRUXeval, removing Engram during either phase reduced accuracy and increased generated tokens; removing it throughout produced the largest changes. Keeping Engram for prefill leads to more correct answers than keeping for decode likely due to semantically richer KV cache transferred to decode workers, allowing it to mitigate some of the performance loss. Engram’s table is large, but each lookup is small. DeepSeek-V4.1-Flash requests 24 rows at each of two Engram layers, about 12.4 KiB per processed token position across the model, or 3.1 KiB per GPU when split across four GPUs. Currently as of Day 7 since Model Release, MI355X is still 2-4x worse performance per dollar compared to B200 even when normalized by Mi355X’s lower TCO. Our full total cost of ownership breakdown comes from our AI Cloud TCO Model along with monthly market surveys of over 100+ gpu clouds & gpu cloud customers. On the Day 0 release of DeepSeekv4.1 Flash, NVIDIA vLLM works out of the box with zero issues across all 6 SKUs: H100, H200, B200, B300, GB200, GB300! This was thanks to the amazing work by the NVIDIA & Interact teams! In comparison, AMD vLLM did not work on day 0 for DeepSeekv4.1 Flash.Source: SemiAnalysis InferenceX AMD’s vLLM documentation points to using vllm/vllm-openai-rocm:deepseekv41-flash-0909, but from hour 0 of the model release to hour 23, AMD has not publicly released the image. AMD claims, “SPEED IS THE MOAT,” yet it has still not released it by the 23rd hour. We wish that, going forward, the AMD team has a better process for hour 0 model releases. Eventually when they did publicly release for “day 0” image support, performance-wise, it is currently up to 14.8x worse perf per dollar than H200 and up to 42x worse perf per dollar than B200/B300. The power of the CUDA MOAT is NVIDIA’s collaboration with its massive 6 million-developer community ecosystem including most of the vLLM & SGLang & Tokenspeed maintainers which means that CUDA is optimized on day 0. Overall, AMD did make significant improvements but the performance per dollar is still currently 2-4x worse than B200. AgentX Engram DRAM Offloading Improving Performance The HBM and DRAM offload use the same GPU kernel to select and dequantize rows. With HBM, it reads GPU memory; with Unified Virtual Addressing (UVA), it reads pinned host memory directly. Both support full decode graphs. Moving the table into HBM accelerates only the sparse lookup, leaving decoder computation and communication unchanged, resulting in little overall benefit while consuming memory otherwise available to KV cache. Another benefit of Engram offloaded to DRAM which means you can reduce the communication overhead by using less HBM GPUs per replica. For example, when enabling Engram offloading on B300, we are able to switch from TP4 to now TP2 which improves the pareto curve by up to 1.6x. When iso-model quality, less HBM is required as the engrams could be offloaded to host DRAM. Thus HBM bandwidth matters way more than HBM capacity. For inference workloads where memory bandwidth matters the most, 4-hi HBM provides the best $/bandwidth and therefore lowest cost per token. If China continues to make more and more revolutionary model architecture innovations, soon it could potentially 0Hi HBM stacks. [ ](https://newsletter.semianalysis.com/p/long-live-the-short-king-why-4-hi) [ Long Live the Short King: Why 4-hi HBM Wins ](https://newsletter.semianalysis.com/p/long-live-the-short-king-why-4-hi) Myron Xie, Bryan Shan, and 3 others · Sep 13 [ Read full story ](https://newsletter.semianalysis.com/p/long-live-the-short-king-why-4-hi) Moreover, on B300 and week-0 stack, moving the Engram table back to HBM did not improve results and stay within run-to-run variance. This is a result of the work optimizing DRAM offload, such as async, and overlap. SSD Offloading On B200, we created a unoptimized vLLM fork and stored the Engram tables in memory-mapped files on local SSDs. File backing lets the OS reclaim table pages when other applications need RAM. Pages already cached in memory can be served without reading the SSD again. Furthermore, note that we were unable to turn on GDS The unoptimized SSD implementation changes how rows reach the GPU. It copies row IDs to the CPU, deduplicates them, gathers the requested rows into pinned buffers, copies those rows back to the GPU and dequantizes them. This work runs between segments of the GPU execution graph. Native UVA performs row selection and dequantization directly on the GPU, avoiding the CPU round trip. A warm filesystem cache removes physical SSD reads, but leaves the coordination, row gathering and transfers. This is why a file already cached in RAM can still perform worse than a pinned DRAM table. The comparison measures the whole serving path; it does not separate the time spent on each of these operations. B200 DRAM dominates both measured SSD serving curves in total tokens per dollar and P90 interactivity. Near 125 tokens/s/user, DRAM delivers 121 million total tokens per dollar versus 52 million for SSD. For production serving, SSD offloading is likely not worth the tradeoff. On the B200 configurations we measured, SSD offloading loses on both measures: every observed SSD point has a DRAM alternative that delivers higher P90 interactivity and more total tokens per dollar. The only points where Cheaper storage does not automatically produce a cheaper inference service. Moving Engram to SSD leaves the same four expensive GPUs and the rest of the server in place. Reclaiming RAM only creates an economic benefit if it enables a cheaper server configuration or additional useful capacity. The current unoptimized path provides neither benefit, and the filesystem cache still consumes RAM when table pages are resident. Next we will look at the mechanisms and specific implementation of ngrams from DeepSeekv4.1 Flash, LongCat, Qwen3.8 Flash Next.

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Sep 18 • 10:35 AM EDT • Technology • newsletter.semianalysis.com
Biz.ability: Two Workshops for Entrepreneurs on Friday, Oct. 16

City of Round Rock - Biz.ability: Two Workshops for Entrepreneurs on Friday, Oct. 16

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Sep 18 • 10:30 AM EDT • Business • roundrocktexas.gov
Attorney General Blanche's appearances at political events blur Justice Department boundaries

Atty. Gen. Todd Blanche took the stage this week at an event for a Republican Senate candidate in North Carolina days after speaking at a GOP midterm convention, where he praised President Trump and touted the administration's tough-on-crime approach.

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Sep 18 • 10:26 AM EDT • Politics • latimes.com
Boston's Contreras has bruised right hand after hit by Jakob Junis pitch

Red Sox manager Chad Tracy said the first baseman's hand was bruised with some swelling and X-rays were negative.

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Sep 18 • 10:16 AM EDT • Sports • spectrumlocalnews.com
Rosalind Franklin University Opens Virtual Health System to Prepare the Next Generation of Healthcare Teams

/PRNewswire/ -- Rosalind Franklin University of Medicine and Science (RFU) has officially opened its groundbreaking Virtual Health System (VHS), a fully...

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Sep 18 • 10:03 AM EDT • Health • prnewswire.com
A view from DC: A sudden shift in gravity for AI politics

Instead of asking whether to regulate AI, Congress is asking how to build accountability without surrendering U.S. competitiveness.

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Sep 18 • 10:00 AM EDT • Politics • iapp.org
Rays host the Red Sox on 5-game home win streak

The Tampa Bay Rays, on a five-game home winning streak, host the Boston Red Sox.

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Sep 18 • 10:00 AM EDT • Sports • spectrumlocalnews.com
Syracuse football: it’s time for a quarterback change

The one benefit of an early bye is making this adjusment easier

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Sep 18 • 10:00 AM EDT • Sports • sports.yahoo.com
3 things to watch in Packers' game at New York Jets

Historically in the NFL, teams that start 0-2 have only made the playoffs 14% of the time.

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Sep 18 • 10:00 AM EDT • Sports • spectrumnews1.com
Duncan Sheik, Tony Award-winning composer, dies at 56

Duncan Sheik attends 'The Broadway Legacy Foundation Launch' at the Broadway Museum on November 11, 2025 in New York City. (Santiago Felipe/Getty Images)Duncan Sheik, the Tony Award-winning composer behind Spring Awakening and more, has died, according to his Instagram. He was 56.The Friday morning Instagram post said the "father, husband, son, brother, and friend" died on Thursday night "surrounded by love."A message shared on Sheik's Instagram earlier this week by his family said he was "receiving medical care" and was "in critical but stable condition.""The world has a lost a singular talent, and deeply influential voice in music and theater," Friday's statement said. "From his Grammy-nominated hit “Barely Breathing” to his groundbreaking, Tony and Grammy Award-winning work on Spring Awakening, Duncan’s artistry touched many and leaves an indelible mark on the cultural landscape."Born on Nov. 18, 1969, in Montclair, New Jersey, Sheik rose to fame in 1996 when he released his self-titled debut album, which included his hit song, "Barely Breathing."The song peaked at No. 16 on the Billboard Hot 100 chart and earned him a Grammy nomination for best male pop vocal performance.Following his debut album, he released Humming in 1998, Phantom Moon in 2001 and Daylight in 2002.While "Barely Breathing" established Sheik as a singer-songwriter, his career later expanded into musical theater, where he found success as a composer.Sheik collaborated with lyricist Steven Sater and composed the music for Spring Awakening, which opened on Broadway in 2006.He told Broadcast Music, Inc. in 2015 that around the time he was making the music for Spring Awakening, he wasn't "a huge fan" of music that was happening on Broadway and he wanted to make the music for an audience "beyond the normal crowd that would go to a Broadway musical."The rock musical, based on Frank Wedekind's 1891 play and starring Jonathan Groff, Lea Michele, John Gallagher and Skylar Astin, became a major success. It won eight Tony Awards in 2007, including best musical, best original score and best orchestrations.He went on to compose music for several other stage productions, including American Psycho and Because of Winn-Dixie. He also collaborated with Sater again on Alice by Heart and The Secret Life of Bees.In his interview with Broadcast Music, Inc., he added that working on musical theater has "helped broaden my palette."Sheik went on to release several more albums throughout his career, including White Limousine, Whisper House, Covers 80s, Legerdemain and Claptrap.In May, it was announced that Sheik's new musical, Memoirs of Amorous Gentlemen, would make its off-Broadway debut this fall. The musical is based on Moyoco Anno's manga graphic novel of the same name.An off-Broadway revival of Spring Awakening is also set to open this fall. Copyright © 2026, ABC Audio. All rights reserved.

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Sep 18 • 9:58 AM EDT • Entertainment • willmarradio.com
Christian Parker is on to Week 2 after a rough debut as defensive coordinator

Parker got his first chance to call defensive plays as a 34-year-old because the Cowboys fired Matt Eberflus after his only season when he oversaw one of the worst defenses in the NFL, and in franchise history.

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Sep 18 • 9:46 AM EDT • Sports • spectrumlocalnews.com
Gorham planning board OKs Amazon distribution center proposal

The decision angered residents who have been objecting to the project for more than a year.

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Sep 18 • 9:46 AM EDT • Business • spectrumlocalnews.com
Early voting begins in midterm elections that could flip control of Congress

Friday marked the start of early voting in Virginia. Voters in a handful of other states can cast absentee ballots in person.

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Sep 18 • 9:42 AM EDT • Politics • spectrumlocalnews.com
Wings beat the Sparks 97-77 for 5th straight win

Both teams were returning from the break for the FIBA World Cup in Germany, where Bueckers helped lead the United States to the title.

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Sep 18 • 9:39 AM EDT • Sports • spectrumlocalnews.com
NASA’s Hubble Spots an Out-of-Sync Galaxy

Though the spiral galaxy in this new image from the NASA/ESA Hubble Space Telescope seems serene, it hides a chaotic secret. This galaxy is NGC

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Sep 18 • 9:38 AM EDT • Science • science.nasa.gov
Hendrix Genetics acquires full ownership of swine business

Hendrix Genetics Swine will move forward as the Swine Business Unit of Hendrix Genetics with a dedicated focus on serving swine producers worldwide.

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Sep 18 • 9:38 AM EDT • Business • feedstuffs.com
Penelope Health raises $100M from Matt Holt's Thoreau, others

Thoreau continues to build its arsenal.

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Sep 18 • 9:36 AM EDT • Health • axios.com
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Cavaliers Make Major Move With Brandon Weems

The Cleveland Cavaliers are promoting executive Brandon Weems to General Manager under President Koby Altman.

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Sep 18 • 9:31 AM EDT • Sports • sports.yahoo.com
Digital twins stumble on surveys but may pay off in the field: Here’s why

Columbia Business School research explains the effectiveness gap in digital twins and what it takes to make them work.

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Sep 18 • 9:18 AM EDT • Business • business.columbia.edu
Reality TV ​star Porsha Williams reveals she had to undergo emergency partial hysterectomy: "It all happened so fast"

Porsha Williams revealed to "CBS Mornings" co-anchor Gayle King that she had to undergo an emergency partial hysterectomy this year after doctors discovered 21 uterine fibroids

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Sep 18 • 9:18 AM EDT • Health • cbsnews.com
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Porsha Williams reveals health emergency: "It all happened so fast"
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Sep 18 • 9:18 AM EDT • Health • yahoo.com
Attorney General Todd Blanche's appearances at political events blur Justice Department boundaries

WASHINGTON — Attorney General Todd Blanche is blurring traditional boundaries between politics and federal law enforcement with recent speeches at...

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Sep 18 • 9:08 AM EDT • Politics • post-gazette.com
Clover Health Sees PPO Edge, Cohort Gains as Medicare Advantage Pricing Tightens

Clover Health Investments (NASDAQ:CLOV) is positioning its Medicare Advantage business to benefit from industry pricing discipline, member retention and the maturation of member cohorts, Interim Chief Financial Officer Clay Thornton said at Jefferies’ Healthcare Services and Technology Conference in

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Sep 18 • 9:02 AM EDT • Health • finance.yahoo.com
There Are 1,260 Genes That May Be Controlling the Outcome of Your Life, Scientists Say

These genetic variants aren’t a crystal ball, but they can predict personality traits and potential life outcomes.

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Sep 18 • 9:00 AM EDT • Science • popularmechanics.com
What's behind 'one of paleontology's most enduring enigmas'?

New research suggests that Paleodictyon — honeycomb-shaped formations perhaps sketched by da Vinci — are not made by soft-bodied creatures.

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Sep 18 • 9:00 AM EDT • Science • sciencenews.org
Weekend Gardener: 2026 Texas A&M Department of Horticultural Sciences Field Day

Community members are invited to learn more about the research being done in the Texas A&M Department of Horticultural Sciences Department.

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Sep 18 • 8:23 AM EDT • Science • kbtx.com
Mike Beltran shifts from ‘America First’ to ‘Tampa Bay First’ in race against Kathy Castor for CD 14

The Republican nominee is moderating his General Election pitch as he takes on longtime Hillsborough Democrat Kathy Castor.

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Sep 18 • 8:22 AM EDT • Politics • floridapolitics.com
Four generations of family keep this chocolate business sweet

Bob and Martha Pollack enlist four generations of the family to keep their candy business running.

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Sep 18 • 8:11 AM EDT • Business • kcrg.com
Four generations of family keep this chocolate business sweet

Bob and Martha Pollack enlist four generations of the family to keep their candy business running.

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Sep 18 • 8:11 AM EDT • Business • wwnytv.com
Four generations of family keep this chocolate business sweet

Bob and Martha Pollack enlist four generations of the family to keep their candy business running.

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Sep 18 • 8:11 AM EDT • Business • ktre.com
Four generations of family keep this chocolate business sweet

Bob and Martha Pollack enlist four generations of the family to keep their candy business running.

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Sep 18 • 8:11 AM EDT • Business • kjct8.com
How Oklahoma State's new human performance complex benefits athletes, state

Rob Glass, Oklahoma State's Assistant Athletic Director for Athlete Performance, explains howthe new facility will benefit OSU athletes.

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Sep 18 • 8:04 AM EDT • Sports • sports.yahoo.com
Participants sought for postpartum health study

Researchers at WVU are recruiting individuals in their third trimester of pregnancy or up to six weeks postpartum to study movement and health.

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Sep 18 • 8:02 AM EDT • Health • enews.wvu.edu
Talking Business with Don Cunningham: Making things is in the Lehigh Valley’s DNA

After a couple decades of manufacturing decline starting in the 1990s, manufacturing is once again the largest part of the Lehigh Valley economy with more than 700 manufacturers generating about $9 billion in annual GDP from 37,000 workers.

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Sep 18 • 8:00 AM EDT • Business • mcall.com
Can windows cool buildings without electricity?

Thermochromic smart windows can automatically adjust solar and thermal radiation in response to temperature, offering a passive route to reduce building energy demand and improve indoor comfort. A new review published in Science Bulletin examines why these windows have not yet achieved large-scale application, despite rapid materials progress. The authors identify key challenges in spectral regulation, switching temperature, response speed, durability, scalable fabrication, glazing integration, lifecycle impacts, and building control. They argue that future development should shift from isolated material optimization toward deployment-oriented design and system-integrated adaptive building envelopes.

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Sep 18 • 8:00 AM EDT • Science • eurekalert.org
The Rockefeller University » Why high levels of the amino acid cysteine are toxic to cells

The findings explain why the cell prefers glutathione, and may lead to new therapies for certain types of neurodegeneration and cancers.

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Sep 18 • 8:00 AM EDT • Science • rockefeller.edu
Global health reform and last-mile integration: the missing link in pandemic preparedness

As the UN General Assembly's High-Level Week kicks off, global health reform is back on the agenda, but the real test will not be in New York conference rooms. It will be in whether reform reaches the last mile.

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Sep 18 • 8:00 AM EDT • Health • gavi.org
Penelope Health Announces Partnership with Thoreau to Accelerate its Platform for Real-Time Policy Intelligence

NEW YORK, September 18, 2026--Penelope Health ("Penelope"), a real-time provider and payer policy intelligence platform, today announced a partnership with Thoreau, which is building healthcare’s foundational compute, rules, and research infrastructure platform, to create a shared infrastructure layer for real-time payments and clinical rules. Thoreau, along with other investors, has committed $100 million in funding to Penelope. Penelope will use the capital to create new products that bring ad

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Sep 18 • 8:00 AM EDT • Health • finance.yahoo.com
Scientists just named a new snake after Guns N’ Roses legend Slash

A newly discovered snake from New Guinea has been named after Guns N’ Roses guitarist Slash, who has loved reptiles since childhood. Genetic testing and physical differences confirmed that the reddish-brown groundsnake, Lielaphis slashi, is a species scientists had never formally recognized before. The nonvenomous snake may use large rear teeth to catch slippery lizards and reptile eggs.

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Sep 18 • 8:00 AM EDT • Science • sciencedaily.com
Flood leaves Hagerstown business owner at a crossroads

For 26 years, Gary Schuette has owned and operated Nettle Creek Ace Hardware, an anchor of Hagerstown’s shopping center area along East Main Street. Floodwaters ruined that storied business within hours Aug. 12, leaving its future in limbo. In addition to the hardware store, water affected the nearby hair salon, food mart, thrift store, car […]

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Sep 18 • 8:00 AM EDT • Business • westernwaynenews.com
Warren Buffett steps down as Berkshire Hathaway chairman

He's held the post since 1970

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Sep 18 • 7:52 AM EDT • Business • spectrumlocalnews.com
Attorney General Blanche’s appearances at political events blur Justice Department boundaries

WASHINGTON (AP) — Attorney General Todd Blanche is blurring traditional boundaries between politics and federal law enforcement with recent speeches at politica

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Sep 18 • 7:29 AM EDT • Politics • wtop.com
Attorney General Blanche's appearances at political events blur Justice Department boundaries

WASHINGTON (AP) — Attorney General Todd Blanche is blurring traditional boundaries between politics and federal law enforcement with recent speeches at political events that mark a sharp departure from norms meant to protect the Justice Department from the appearance of partisan bias.

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Sep 18 • 7:28 AM EDT • Politics • wral.com
🚨 Senegal: Vieira’s first squad, surprise omission Sadio Mané

A new era?Patrick Vieira was officially appointed Senegal head coach in recent hours, and the 1998 French world champion unveiled his very first squad this Friday.The surprise absentee from this first...

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Sep 18 • 7:28 AM EDT • Sports • sports.yahoo.com
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Attorney General Blanche's appearances at political events blur Justice Department boundaries

Attorney General Todd Blanche is blurring traditional boundaries between politics and federal law enforcement with speeches at political events that depart from longstanding norms meant to protect the Justice Department from the appearance of partisan bias.

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Sep 18 • 7:27 AM EDT • Politics • newsday.com
Attorney General Blanche's appearances at political events blur Justice Department boundaries

Attorney General Todd Blanche is blurring traditional boundaries between politics and federal law enforcement with speeches at political events that depart from longstanding norms meant to protect the Justice Department

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Sep 18 • 7:26 AM EDT • Politics • 2news.com
Blanche's appearances at political events test Justice Department norms

Attorney General Todd Blanche is blurring traditional boundaries between politics and federal law enforcement with speeches at political events that depart from longstanding norms meant to protect the Justice Department from the appearance of partisan bias.

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Sep 18 • 7:26 AM EDT • Politics • apnews.com
High-Signal Publisher
Attorney General Blanche's appearances at political events blur Justice Department boundaries

Attorney General Todd Blanche is blurring traditional boundaries between politics and federal law enforcement with speeches at political events that depart from longstanding norms meant to protect the Justice Department from the appearance of partisan bias | WWL

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Sep 18 • 7:26 AM EDT • Politics • audacy.com
Attorney General Blanche's appearances at political events blur Justice Department boundaries

Attorney General Todd Blanche is blurring traditional boundaries between politics and federal law enforcement with speeches at political events that depart from longstanding norms meant to protect the Justice Department from the appearance of partisan bias | K-DAWN

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Sep 18 • 7:26 AM EDT • Politics • audacy.com
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Attorney General Blanche's appearances at political events blur Justice Department boundaries

WASHINGTON (AP) — Attorney General Todd Blanche is blurring traditional boundaries between politics and federal law enforcement with recent speeches at

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Sep 18 • 7:26 AM EDT • Politics • bangordailynews.com
Attorney General Blanche's appearances at political events blur Justice Department boundaries

Attorney General Todd Blanche is blurring traditional boundaries between politics and federal law enforcement with recent speeches at political events that mark a sharp departure from norms meant to p...

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Sep 18 • 7:26 AM EDT • Politics • yahoo.com
Attorney General Blanche's Appearances at Political Events Blur Justice Department Boundaries

WASHINGTON (AP) — Attorney General Todd Blanche is blurring traditional boundaries between politics and federal law enforcement with recent speeches at political events that mark a sharp departure from norms meant to protect the Justice Department from the appearance of partisan bias. Blanche took ...

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Sep 18 • 7:26 AM EDT • Politics • usnews.com
Ben Shelton Should Skip Davis Cup and Laver Cup

Ben Shelton has spent much of 2026 proving that he belongs among the very best players in the world. After reaching his first Grand Slam final at the US Open and climbing to a career-high No. 4, the temptation is understandable: keep playing, keep riding the momentum and say yes whenever an opportunity to compete …

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Sep 18 • 7:15 AM EDT • Sports • sports.yahoo.com
Behind Enemy Lines: MSU insider previews Notre Dame contest

Notre Dame football will host Michigan State this weekend Andrew Brewster, and we asked SpartansWire’s editor what to expect this weekend.

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Sep 18 • 7:05 AM EDT • Sports • sports.yahoo.com
WHO flags growing health workforce gap as workers and patients age

GENEVA, Sept 18 (Reuters) - The World Health Organization warned on Friday of a gap in the medical workforce ​around the world in the ‌2030s, with a quarter of doctors set to retire in the next decade. "In many countries both our populations and health...

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Sep 18 • 7:04 AM EDT • Health • wtvbam.com
Warren Buffett Steps Down as Berkshire Chairman, Names Son to Replace Him

“Father Time always wins,” the 96-year-old, who turned Berkshire Hathaway into an investing powerhouse, said in a letter to shareholders. “He has, however, been generous with me.”

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Sep 18 • 6:21 AM EDT • Business • nytimes.com
As tech honchos call for regulation, AI policy has largely stalled

The debate over AI policy has widened after executives called for slower development and guardrails.

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Sep 18 • 6:07 AM EDT • Politics • freep.com