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7+ Florida Politics Now: Discussing the Protect College Sports act and Alligator Alcatraz
On this episode, we’re discussing the Protect College Sports act and Alligator Alcatraz.
7+ Florida Politics Now: Discussing the Protect College Sports act and Alligator Alcatraz
On this episode, we’re discussing the Protect College Sports act and Alligator Alcatraz.
Boalsburg Renaissance Faire Returns to Boal Mansion With Reennactors, Live Entertainment
A day of historical demonstrations, live entertainment and hands-on activities will return to Boalsburg in October as the Columbus Chapel and Boal Mansion
NCDOA holds series of forum for minority small business owners after elimination of HUB in budget
Following its elimination in the new state budget, minority businesses will no longer have the aid of the Office for Historically Underutilized Businesses, which helped provide assistance with state contracts for more than 25 years.
NCDOA holds series of forum for minority small business owners after elimination of HUB in budget
Following its elimination in the new state budget, minority businesses will no longer have the aid of the Office for Historically Underutilized Businesses, which helped provide assistance with state contracts for more than 25 years.
‘Whimsical’ event gives MSU students chance to learn about food science
Michigan State University Students got the chance to explore candy making and other hands-on activities at a "The Flavor Imaginarium" Friday.
‘Whimsical’ event gives MSU students chance to learn about food science
Michigan State University Students got the chance to explore candy making and other hands-on activities at a “The Flavor Imaginarium” Friday.
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 […]
‘Astronomical’: Las Vegas business owners react to record diesel prices
‘Astronomical’: Las Vegas business owners react to record diesel prices
De Zerbi insists Tonali is a ‘complete midfielder’
Roberto De Zerbi insisted that Sandro Tonali is “a complete midfielder”, despite the Italian struggling to make an impact for Spurs so far.The Italian joined Spurs for £92.5 million plus add-ons ...
Novant Health’s economic impact hits $4.33B as Cape Fear population surges
Novant Health’s Coastal Region now generates $4.33 billion in annual economic output, more than triple what it reported a decade ago, according to an updated independent analysis by University of North Carolina Wilmington economist Mouhcine Guettabi.
Novant Health’s economic impact hits $4.33B as Cape Fear population surges
Novant Health’s Coastal Region now generates $4.33 billion in annual economic output, more than triple what it reported a decade ago, according to an updated independent analysis by University of North Carolina Wilmington economist Mouhcine Guettabi.
Congress College Sports Acts
U.S. Sen. Maria Cantwell, D-Washington, left, speaks as Sen. Ted Cruz, R-Texas, right, listens during a September 14, 2026 news conference on their college sports bill tol Hill, Sept. 14,
PAHO: Strengthening El Niño raises growing health risks across the Americas
Drought, food insecurity, dengue, wildfires, and flooding are already affecting several countries across the region as El Niño intensifies.Washington, D.C., September 18, 2026 (PAHO) – El Niño continues to strengthen and could have significant public health impacts across the Americas in the coming months, according to the Pan American Health Organization’s (PAHO) first regional situation report on the phenomenon.
I listened to every ACL Fest 2026 act
Every year when the Austin City Limits Music Festival lineup comes out, a new group of people joins the "I can't believe I'm this old and out of touch" crew. Trust us, we don't recognize half of the acts either.
Phoebe Dynevor marries Cameron Fuller in secret south of France wedding
Phoebe Dynevor, the original diamond of the season, is officially off the marriage mart! The “Bridgerton” star, secretly married fellow actor Cameron Fuller in a lavish ceremony at a chateau
Pederson Takes Key Step but Rangers Still Await His Return
Joc Pederson is finally gripping a bat after a painful left hand fracture, offering a glimmer of hope for a Texas Rangers lineup chasing a crucial postseason berth.
Score Entertainment officials project fall opening for Deerbrook Mall location
Score Entertainment officials project a fall opening for a new 155,000-square-foot entertainment venue in the former Sears space at Deerbrook Mall in Humble.
Joe Burrow listed as questionable for Week 2
Bengals QB Joe Burrow was upgraded to full practice but is questionable
Remedy Honors the Late David Lynch in Control Resonant With Powerful Twin Peaks Quote
Remedy's games have always had Lynchian inspirations, including its new open-world action game Control Resonant.
Long-standing Lac Du Flambeau business unveils new manufacturing facility
A long-standing business in the Lac Du Flambeau community has just opened a newly constructed facility.
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.
Jeremy Irvine reacts to that surprising twist in “Blood of My Blood”’s season 2 premiere
“We’re definitely starting from rock bottom and then series two is trying to claw things back,” the actor tells EW.
Washington Nationals, Cade Cavalli Agree to Contract Extension
The Washington Nationals have locked in their ace pitcher after announcing a four year deal with right hander Cade Cavalli
Questionable tag for Michael Pittman Jr.
Steelers WR Michael Pittman Jr. listed as questionable after two missed practices
Amazon and Wiwynn Expand Texas Manufacturing to Socorro Texas
Amazon and Wiwynn are expanding advanced manufacturing operations in Socorro, near El Paso, with plans to create nearly 1,000 new jobs by the end of 2027 and increase domestic production of hardware used in Amazon’s data center infrastructure.
PENN Entertainment, Inspired, Lovesac, Rush Street Interactive, and Marriott Vacations Stocks Trade Down, What You Need To Know
What Happened? A number of stocks fell in the afternoon session after rising Treasury yields and higher interest rates intensified worries over household fin...
California governor signs order pushing for an AI ‘kill switch’
California Gov. Gavin Newsom, a likely 2028 presidential contender, said he had to act because the federal government hasn’t done enough to regulate AI.
Emma Slater shows off ‘not cute’ “Dancing With the Stars” injury after week 1
“This is my actual toenail,” the professional dancer told fans.
CACI wins up to $1.5B contract
Reston-based Fortune 500 government contractor CACI International has won a contract worth up to $1.5 billion to support the U.S. Central Command and its
Juwan Johnson ready to play in Week 2
Saints TE Juwan Johnson upgraded to full practice and set to play
Alvin Kamara expected to play in Week 2
Saints RB Alvin Kamara not on injury report after full practices
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.
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.
Chris Olave's Week 2 status in question
Saints WR Chris Olave questionable for Week 2 after limited practice
VirtuPlay Zone coming to League City in late 2026
VirtuPlay Zone will open on Calder Road in League City in late 2026, offering virtual reality, sports simulators, interactive games and food.
NASA spacecraft discovers a huge new crater on the moon
Scientists have discovered a crater on the moon that's bigger than the Roman Colosseum, the result of a powerful impact two years ago.
Sportico Transactions: Moves and Mergers Roundup for Sept. 18
Welcome to Sportico’s transactions wire, a weekly rundown of personnel, partnerships and products across the sports business industry. PERSONNEL Íñigo Aznar Named CRO of Inter Miami CF and Nu Stadium Inter Miami CF announced Iñigo Aznar has been named chief revenue officer of the club and Nu Stadium. Aznar brings 25 years of international experience …
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.
Political Brew | Voters to consider seniority and Iran War impacts in Maine's biggest races
Luminis Health faces class-action lawsuit as cyberattack exposes patient data
As Luminis Health continues working to restore systems disrupted for weeks by a cyberattack, the health network is now facing a proposed class action lawsuit fr
Novant Health’s economic impact hits $4.33B as Cape Fear population surges
The report ties that growth to a fast-expanding, aging population, particularly in Brunswick County, the fastest-growing county in North Carolina and ninth-fastest in the nation.
Brentford and Chelsea kick off Premier League weekend's action
2026-09-18T17:46:54ZTeam news has just landed at the Gtech Community Stadium and here's how both sides are lining up2026-09-18T17:43:31ZHello and welcome to our live coverage of Friday's Premier Leagu...
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.
DHS Secretary Markwayne Mullin reacts to video showing ICE officer punching teenager after altercation
Business news, wave pool, school closures: 6 trending Austin-area stories
Here are six trending Austin-area stories from Sept. 14-17.
FC Cincinnati sign Dutch defender Tyrell Malacia
By Jaime UribarriTRANSFER TRACKER STATUS: SigningFC Cincinnati have signed defender Tyrell Malacia, the club announced Friday. The 27-year-old Netherlands international is under contract through Jun...
Leadership, faith big topics at Business School's annual Summit
Building a culture in the workplace. Leaning on faith in a business setting. Understanding the character behind success. Following your… More on this post
MIT researchers are mapping extreme weather risks — and building tools to act on them
MIT researchers are translating climate science into actionable tools for extreme weather preparedness. The Climate Grand Challenges project has produced papers, digital tools, and datasets to help planners and utilities assess flood, hurricane, wildfire, and heat risks.
Minnesota farm-to-table business faces higher costs as fuel prices rise
A farm-to-table business owner says rising fuel prices are negatively impacting her bottom line. Traci Walkowski sells produce and pasture raises turkeys and chickens in Hutchinson, Minnesota and tells Brownfield traveling to farmers markets is getting more expensive. “Obviously we don’t see the impact as much as someone who’s using gallons of diesel to you […]
ATA Action forms coalition to advance interstate telehealth licensure
The Cross-State Care Coalition brings together health systems, academic medical centers, telehealth companies and virtual care advocates to champion federal legislation that eases licensing constraints while maintaining state regulatory authority.
Charlotte's Allspring on block for perhaps $4B, FT says
Allspring Global Investments, a Charlotte-based business that was formerly the asset management division of Wells Fargo, is considering a sale that could be as much as $4 billion, the Financial Times reported Friday. No decision has been made and talks are in early stages, according to the report, which cited people familiar with the transaction. […]
Sleep Divorce vs. Sharing a Bed: Here’s What Scientists Found About Your Sleep Health
Is sleeping apart from your partner actually good for your relationship? Here are the ins and outs of the sleep divorce trend.
Black Gold Festival street closure boosts Hazard businesses
Main Street in Hazard will be closed for most of the weekend for the 45th annual Black Gold Festival, but how does this impact local businesses?
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.
Angel Reese announces new shoe release after 30-point game
Angel Reese had plenty to celebrate after helping the Atlanta Dream secure a comfortable win over the Connecticut Sun in her return to WNBA action
Canada brings its tariff worries to Chicago as U.S. trade ties fray
Canada’s minister of industry traveled to Chicago for a major manufacturing technology trade show at McCormick Place and to meet with Gov. JB Pritzker and various Chicago companies.
Manor Solomon's contract examined after West Ham exploits
West Ham star Manor Solomon and Nuno Espirito Santo
'Shrinking' And 'Ted Lasso' Producer Bill Lawrence To Be Honored By Project Healthy Minds
Project Healthy Minds will honor TV producer Bill Lawrence and host NBA star Karl-Anthony Towns and actor Terry Crews at two mental health events.
Huge Steelers TE has perfectly acceptable excuse for practice absence
The Pittsburgh Steelers saw one of their biggest players miss practice ahead of Week 2, but he may have a perfectly good excuse.
ABI names 2026 Legends in Manufacturing honorees
The Iowa Association of Business and Industry and Elevate Iowa Manufacturing have announced four recipients of the 2026 Legends in Manufacturing Awards. The honorees are Steve Anderson of Merrill Manufacturing in Storm Lake in the under 100 employees category; Lori Schaefer-Weaton of Agri-Industrial Plastics Co. in Fairfield in the 100-300 employees category; Pat Weiler of…
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 […]
The Next Chapter of Entertainment and Fandom
At Character.ai, our goal has always been to power new formats for users to interact with their favorite characters, stories, and communities. While leading the industry in AI safety, we’ve focused on building a leading platform for entertainment and fandom—pioneering interactive features like Books, studio-made microdramas
'Of course I am worried': Live Science readers react to US weapons in space
Are you worried about an arms race in space? Live Science readers shared their thoughts.
Tom Cruise subtly addresses “Digger” fan theories, reveals where character came from
Fans have been convinced for months that Alejandro G. Iñárritu’s new movie is a musical.
SEMO District Fair brings fun entertainment to Cape Girardea...
The 171st annual SEMO District Fair returns to Cape Girardeau’s Arena Park Sept. 12-19 with rides, food, grandstand acts and new security measures.
Acceldata Launches xFactory for Building Governed AI Applications From Business Intent, on Federated Data
Enterprises can now create AI applications and agents — executing natively on open engines including Apache Spark, Trino and Kafka — and connecting to Snowflake and Databricks, so your data stays where it is. LONDON, Sept. 18, 2026 — Acceldata has announced the launch of xFactory, a private AI software factory to build, test and deploy […]
CRN Best Of The Channel Awards 2026: How AI Is Transforming The Way Solution Providers Do Business
CRN’s Best Of The Channel Awards finalists for Best AI Solution Provider reveal where AI is having the biggest impact on their businesses and solutions.
Google’s Pixel VIPs redesign starts rolling out to users
Pixel VIPs is getting a visual refresh with swipe navigation, redesigned profile pages, and the removal of activity recommendations.
Preview: Wrexham AFC Vs Southampton
Wrexham return to Championship action on Saturday afternoon when they welcome in-form Southampton to the STōK Cae Ras for their final fixture before the international break.
England's Gibson to stay at Somerset through 2028
England all-rounder Dani Gibson signs a two-year contract extension to stay with Somerset to the end of the 2028 season.
Weather could impact Patriots' Week 2 game against Steelers
It could be a wet afternoon when the Patriots and Steelers collide in Sunday's Week 2 NFL matchup.
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.
Fortnite Is Selling Your Favorite Characters Back To You As Husks
Fortnite's latest crossover season is a weird branding exercise that's bad for both companies and fans
The Paramount Warner Bros Deal Isn't Considering The Independents
Nobody In The Paramount-Warner Bros. Deal Is Considering The Impact On The Independent Business -- Guest Column
Small business owner: My business partner is my exact opposite
To help my small business in the Hamptons grow, I started working with a partner. He challenged every process and skill I had.
Touro Law launches mandatory AI training for incoming students
Touro Law Center in Central Islip mandates AI training for new students to ensure ethical and competent use of technology in legal practice.
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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