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Sphere Entertainment (SPHR) Stock May Be Above Fair Value On Cash Flow
Sphere Entertainment has had a powerful share price run in recent years, which naturally raises a question for anyone looking at the stock today. Are investors now paying a price that its future cash flows can reasonably support, or has enthusiasm run ahead of the underlying economics? The share price has returned about 298.0% over the past 3 years, which puts a lot of weight on the cash flow profile that underpins any intrinsic value estimate. The business model relies heavily on converting...
PENN Entertainment, Inspired, Lovesac, Rush Street Interactive, and Marriott Vacations Stocks Trade Down, What You Need To Know
A number of stocks fell in the afternoon session after rising Treasury yields and higher interest rates intensified worries over household finances and discretionary consumption, creating headwind conditions for consumer-facing companies. According to Reuters, as borrowing costs on mortgages, auto loans, and credit cards climb, household budgets are increasingly squeezed, encouraging consumers to prioritize saving and basic necessities over non-essential purchases. In addition, recent economic d
Meghan McCain slams Aidy Bryant’s ‘cruel’ impression of her on “SNL”
“I didn’t find it funny,” the conservative personality complained of her portrayal on the show back in 2018.
Guardians Pitcher Has Set Back in Rehab Outing
Cleveland Guardians' Colin Holderman was taken out of his most recent rehab appearance.
Adem Bona Injury Could Open Up an Opportunity for Others
With a costly injury to the bench, the Philadelphia 76ers must look to their recent signings for help.
Business briefs
NEW TO BOARD: The Autism Society of Mahoning Valley recently named four new members to its board of directors. The new board members bring diverse professional experience in human resources, healthcare, workforce and economic development, and real estate, strengthening the Autism Society’s leadership as it expands programs, partnerships, community engagement, and resources for individuals and […]
Business briefs
NEW TO BOARD: The Autism Society of Mahoning Valley recently named four new members to its board of directors. The new board members bring diverse professional experience in human resources, healthcare, workforce and economic development, and real estate, strengthening the Autism Society’s leadership as it expands programs, partnerships, community engagement, and resources for individuals and […]
Rams Hit With Concerning Puka Nacua Injury
Los Angeles Rams wide receiver Puka Nacua has been added to the injury report with a concerning issue.
Broncos make decision on Courtland Sutton's option bonus, impacting 2027
The Broncos did not utilize the option bonus mechanism in Courtland Sutton's contract, and it would be easy to exit the deal in 2027.
Scientists hope deeper-rooted soybeans can withstand climate extremes and store more carbon
Research scientist Ashish Rajurkar kneels in the dirt, lifting a large clod of soil tangled around a soybean plant. He knocks away pieces of earth from the plant's roots, which slope straight down instead ...
Syracuse Women's Basketball Announces Unique Tip Off For December Game
The Orange will host a different group of fans to the winter match up
Environmental and Public Health Groups Sue Over the Trump EPA’s Latest Attempt to Bolster Fossil Fuels
Environmental and public health groups are suing the Trump administration over its most recent move to eliminate protections against climate-warming pollution. The Environmental Protection Agency announced a plan on Monday, finalized in the Federal Register on Thursday, to revoke most of a Biden-era rule to limit greenhouse gas emissions from fossil fuel power plants. The […]
Snoqualmie Valley Health Recognized for Quality Excellence
It was one of six hospitals statewide to receive a silver-level distinction — the program’s highest recognition for hospitals of its size.
Florida confirms a death from dengue as the state struggles with one of its worst recent outbreaks
Florida is experiencing one of its worst surges of dengue fever in decades, and the toll now includes a death. The Florida Department of Health confirmed the death Friday, though it didn't provide fu...
Political appointee turnover at unprecedented levels under Trump administration
Political appointees in the second Trump administration are leaving in record numbers, and often after short tenures. More than 900 appointees who did not require Senate confirmation left within the first 18 months of the administration, a new report shows.
Steelers’ Michael Pittman Trending in Wrong Direction vs. Patriots
PITTSBURGH — Pittsburgh Steelers No. 2 wide receiver Michael Pittman Jr. (foot) did not practice on Friday, marking the second […]
Black congressional leaders endorse James Talarico in Texas Senate race
Talarico has strong support among Black voters in public polls, but he has recently stepped up his efforts to reach them.
Health wonks question who saves in Trump drug program
President Trump boasted about his administration’s work on drug pricing, announcing the “most-favored-nation” program, but health policy experts question whether the changes will directly save consume...
Health alert issued for Boca Raton waterways after wastewater spill near Intracoastal
A health alert, no-swim advisory and no-irrigation advisory has been issued for waterways near the Boca Raton Resort following a wastewater spill into Camino Real.
Neither Becerra nor Hilton will commit to AI safety guidelines Newsom laid out Friday
Both Democrat Xavier Becerra and Republican Steve Hilton agree AI safety is important. What they will do to ensure it is less clear
Colorado health officials warn of possible measles exposure in Denver, Steamboat Springs
Officials from the Colorado Department of Public Health and Environment issued an alert about a possible measles exposure after a confirmed case with an unvaccinated out-of-state visitor earlier this week.
Heavy caffeine users and deeper sleep; wonders of microscopic life; preparing for life after an Alzheimer’s diagnosis; plus other stories with Vanderbilt Health sources
Beth Malow, MD, Professor of Neurology and Pediatrics in the Vanderbilt Sleep Division, was quoted in Women’s Health about a surprising study from the Journal of Psychopharmacology indicating that heavy caffeine users get deeper non-rapid-eye-movement sleep, even while sleeping less time. The New York Times quoted Dylan Burnette, PhD, Associate Professor of Cell and Developmental Biology, in a story (with videos) about the wonders of the microscopic life all around us. William Schaffner, MD, Professor of Preventive Medicine, was quoted by several news outlets about public health issues, including: Prevention (rabies vaccinations); Healthline (update on the Cyclospora outbreak); Prevention again (hundreds now sickened in measles outbreak); and AARP (“How do we know vaccines are safe?” video interview and transcript). Science posted a story about a new NIH research center on vaccine harms. The piece quotes Kathryn Edwards, MD, Professor of Pediatrics, Emerita. Lealani Mae Acosta, MD, MPH, Associate Professor of Neurology, was quoted in an Everyday Health story about how a person, after a diagnosis of Alzheimer’s disease, can enrich their life and prepare for the future. Amalia Peterson, MD, Assistant Professor of Neurology, was quoted by Everyday Health in a piece about common medications linked to lower dementia risk.
Texas Secures $7.5 Billion Border Security Reimbursement
Texas is set to receive $7.5 billion from the federal government to reimburse the state for border security expenditures, Gov. Greg Abbott announced, marking one of the largest federal reimbursements associated with the state’s Operation Lone Star initiative.
United Bank hires Phil Poliquin to lead government contracting business
Phil PoliquinUnited Bank, a subsidiary of United Bankshares, Inc. (NASDAQ: UBSI), has announced that Phil Poliquin has joined the Bank as senior vice president and managing director of Government Contracting (GovCon), leading the next phase of growth for United’s GovCon business across the Bank’s footprint.United has a longstanding history of serving government contractors and meeting the dynamic banking needs of companies supporting federal, state and commercial markets. Building on that foundation, the Bank is establishing a dedicated GovCon team led by Poliquin. The new team will bring together bankers from across United's footprint under a focused strategy designed to deepen industry expertise, strengthen client relationships and expand the Bank's presence in this important market.“Government contractors operate in a complex and highly specialized environment, and Phil understands that environment from multiple perspectives,” said United Bank Chief Commercial Lending Officer Mike Proctor in a press release. “His extensive commercial banking experience, combined with more than two decades of military and government service, brings tremendous depth and expertise to our team. We’re excited to have his leadership and insight as we continue strengthening how United serves our GovCon clients across the nation’s capital and beyond.”In his new role, Poliquin will lead United’s GovCon lending strategy and a team of specialists, with a focus on deepening client relationships and expanding the Bank’s presence in the government contracting and defense sectors. He will also serve as a subject matter expert across the organization, partnering with bankers across United’s footprint to support GovCon clients and opportunities.“Government contracting has long been an important part of the economy across the Washington region, and we believe it remains an attractive sector for growth,” said United Chief Executive Officer Richard M. Adams, Jr. in a press release “As the needs of these companies continue to evolve, investing in specialized leadership strengthens our ability to build on our established presence, expand how we serve this market, and pursue new opportunities.”Poliquin has a decade of experience in commercial banking, most recently serving as executive director of Aerospace, Defense, and Government Services (ADG) commercial banking at JPMorgan Chase. In this role, he led a team responsible for providing specialized financing and treasury advice to federal government contractor companies across the nation. Previously, he also held senior leadership positions at Bank of America.Prior to his banking career, Poliquin served 24 years in the U.S. Navy, retiring at the rank of Captain in 2013. A Naval aviator, he flew more than 100 combat missions in operations around the world and served in senior leadership positions, including as commanding officer of an F/A-18 Super Hornet squadron, leading more than 250 personnel during two combat deployments. He later joined the Intelligence Community as a program manager at the National Reconnaissance Office and contributed to the development of the Navy’s unmanned aircraft system strategy.“United has a strong foundation in government contracting, and I’m excited about the opportunity to build on that foundation by expanding our industry presence, deepening relationships, and developing a team with specialized expertise focused on serving government contractors,” said Poliquin in the release. “The goal is to be a trusted resource for growth-oriented companies that need a banking partner who understands what they do, where they’re headed and can help them navigate the opportunities and complexities of this market.”Poliquin holds a bachelor’s degree in mathematics from the University of Oklahoma, a master’s degree in national security strategy from the U.S. Naval War College, and an MBA from the University of North Carolina at Chapel Hill’s Kenan-Flagler Business School.
A's Add Mason Barnett to Rotation for Stretch Run
After Barnett's struggles in the A's rotation last month he was optioned to Triple-A. In his most recent outing he tossed a gem — then a spot opened up in the rotation.
Who you gonna call? Mon-davi ...
The first two events in the Mondavi Center's all season are coming up in late September, with many more events scheduled in October and November.
Credit unions bulk up a business that banks long dominated
Citadel Credit Union recently closed a $50 million loan on a Philadelphia office tower. It's part of a trend, as credit unions build their commercial real estate lending businesses.
Political appointee turnover at unprecedented levels under Trump administration
Nearly half of Trump appointees who have separated from government served less than one year, and about 25% served under six months, new research shows.
Jauan Jennings will miss Week 2
The Vikings will be down a wide receiver in Week 2 against the Bears.
Housing authority subsidiary nixes mayoral candidate ‘evaluation’ effort
An effort by a subsidiary of the Fort Smith Housing Authority to produce a mayoral scorecard ahead of the November 2026 general election was short-lived after it received criticism from...
Housing authority subsidiary nixes mayoral candidate ‘evaluation’ effort
An effort by a subsidiary of the Fort Smith Housing Authority to produce a mayoral scorecard ahead of the November 2026 general election was short-lived after it received criticism from...
Florida's Jadan Baugh Earns Strong NFL Draft Prediction
Florida Gators running back Jadan Baugh has received a bold prediction for the 2027 NFL Draft.
Former First-Round Pick Named Breakout Candidate for Boston Celtics
Following Jaylen Brown’s offseason departure, the Boston Celtics will need some players to step up to fill his void next season. One particular young Celtics player has been named as a breakout candidate for the team heading into the 2026-27 campaign. Hugo González Named Breakout Candidate for Boston Celtics Greg Swartz of Bleacher Report recently […] The post Former First-Round Pick Named Breakout Candidate for Boston Celtics appeared first on HEAVY.
GTA 6 Boss Seems A Bit Grumpy And Defensive While Answering An Investor's Question About Frequent Delays
During a recent stockholder meeting, Take-Two CEO Strauss Zelnick quibbled about a question
WA, FTC reach $225M settlement with multilevel marketing company Amway
The lawsuit accused Amway and two of its affiliates of using unfair and deceptive tactics to recruit members.
Former Duke Star Cooper Flagg Lands Impressive NBA Ranking
Former Duke Blue Devils star Cooper Flagg has received a prestigious ranking before the upcoming NBA season.
Cosell: Jaguars WR Washington is New 'Bromance'
As the Jacksonville Jaguars continue to ascend, so does young wide receiver Parker Washington. Will he be able to replicate his success against the Denver Broncos in Week 2?
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.
Americans cite high insurance premiums, out-of-pocket costs as top health care concerns
A recent Commonwealth Fund survey of more than 25,000 U.S. adults found that Americans are struggling to afford health insurance and care.
Cincinnati Reds' Brady Singer Gets Honest About Recent Struggles
The right-hander was charged with the loss on Thursday after giving up nine hits and seven earned runs in only 3.1 innings pitched.
MD-based R&R Contracting expands woman-owned business
It’s been a busy — and banner — year for Maryland-based R&R Contracting Utilities Inc., which received WBENC certification.
Public Administration vs. Politics: What Public Administrators Can Do Beyond the Rhetoric
The views expressed are those of the author and do not necessarily reflect the views of ASPA as an organization. By George S. WelchSeptember 18, 2026 Every election cycle produces a familiar pattern. Candidates make promises. Political leaders exchange criticism. Advocacy groups mobilize supporters. Social media amplifies conflict. News coverage focuses on controversy, competition and […]
Brentford vs Chelsea: Confirmed Starting XIs for Premier League Clash
The team news for the west London derby between Brentford and Chelsea in the Premier League is in.
Pittsburgh Football Show, Episode 2, Sept. 18, 2026
Welcome to the show, Pittsburgh. I’m incredibly pleased to unveil The Pittsburgh Football Show, our new three-hour weekly broadcast that […]
Mega Man: Dual Override Adds Some Nice New-School Touches to the Beloved Old-School Formula
Proto Man offers a distinctly different challenge than Mega Man. Not necessarily harder, just different. It’s worth noting that you won’t be switching back and forth between the two; at the start of your playthrough you’ll select which character to control for the entire run, offering some potential replayability to see the game both ways. I’m particularly curious about the various chips that can be unlocked, how those will affect gameplay, and what sort of moveset a fully upgraded Proto Man will have at his disposal. For that, I’ll have to wait for Mega Man: Dual Override’s launch, scheduled for Spring 2027.
Harrison Running Out of Time to Earn Brewers Postseason Role
Deteriorating movement on his fastball and recent struggles have pushed Kyle Harrison to the roster fringe, leaving the Milwaukee Brewers searching for mechanical fixes before the postseason begins.
Washington Commanders Rule Two Starters Out vs. Dallas Cowboys
The Washington Commanders will be without two key pieces for the week two road matchup against the Dallas Cowboys
It’s not personal: US Supreme Court justices focus on law, not politics
Justice Amy Coney Barrett told a UVA audience justices get along even in disagreement, but the job can be lonely.
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.
‘Jersey Shore’ Star Closes the Door on Seven-Month Health Nightmare
Nicole Polizzi shared a major health update seven months after receiving a stage 1 cervical cancer diagnosis, saying doctors found no evidence of disease following her hysterectomy. The Jersey Shore s...
Alice Walton Foundation, Mercy break ground on massive Bentonville health care campus
The project has its roots in recent efforts to address the number of NWA residents who leave the region for specialized treatment.
These San Antonio restaurants fell short in August health inspections
The Express-News looked at establishments that fell short of an "A" grade, which is 90 points or more. Here are the ones that received a score of 75 or below.
Trump’s reason for holding the Kennedy Center hostage doesn’t even make sense
There is plenty that’s bizarre about President Donald Trump’s attempt to take the Kennedy Center hostage over a judge’s refusal to let him put his name on it. He’s now indicated twice in recent days that he will abandon the center — and even let it be “ripped down” — if the courts don’t change the ruling.
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...
Sacramento receives $6 million state grant for cannabis enforcement, public health and youth programs
The City of Sacramento has received $6 million in state funding to expand efforts to address illicit cannabis activity while supporting public health education and youth development programs. The Sacramento City Council on Tuesday authorized the City to accept the Proposition 64 Public Health and Safety Grant from the California Board of State and Community […]
According to Mitchell, Riley told him bluntly: “We …
According to Mitchell, Riley told him bluntly: “We …
“I respected [Spoelstra] because he put me out there …
“I respected [Spoelstra] because he put me out there …
Nintendo has updated the Super Mario logo, plus new Mario renders
There’s a lot of talk going around about an updated logo for the Super Mario Bros. series. Recently, fans noted the new design on Nintendo’s official website. Ultimately, this doesn’t mean much – it’s still a logo at the end of the day. However, it’s interesting to look at how the design has been modified over the years. Nintendo doesn’t...
Photos show lines around the world for iPhone 18 Pro launch
Apple's new CEO, John Ternus, visited the NYC flagship store for the iPhone 18 Pro launch, an appearance his predecessor, Tim Cook, has long made.
Joe Burrow expected to play in Week 2
Cincinnati Bengals QB Joe Burrow (back) is expected to play in Week 2 against the Houston Texans.
Lions Fans Want Kelvin Sheppard Fired After Bills Loss
After Thursday night in Buffalo, Lions fans want one coach gone. #Lions
Amway, affiliates face $225 million payout over alleged deceptive business practices
The Federal Trade Commission says the settlement is the largest the agency has reached with a multilevel marketing company.
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.
Paris Regional Health Residents Gain Hands-On Training at PJC Simulation Lab
[vc_row][vc_column][vc_column_text css=".vc_custom_1789741770286{padding-top: 25px !important;padding-bottom: 25px !important;}"] Internal Medicine Residents from Paris Regional Health recently…
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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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Attorney General Blanche’s appearances at political events blur Justice Department boundaries
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Attorney General Blanche's appearances at political events blur Justice Department boundaries
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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 recent speeches at political events that mark a sharp departure from norms meant to p...
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Colorado science teacher hopes his T. rex trackway discovery fuels ferocious passion for learning - WSVN 7News | Miami News, Weather, Sports
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