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Sports Extra: Friday Night Highlights & Final scores from the Gridiron
Highlights from Friday Nights action in Illinois, Missouri, & Iowa
New sports complex opens in Forrest County’s Dixie community
After sitting undeveloped for more than a decade, a plot of land in Forrest County's Dixie community has been transformed into a sports complex with courts and fields.
Titans vs. Eagles predictions: Pain
It is going to be another tough Sunday at Nissan Stadium.
A Venezuelan Business Owner Is Growing His Footprint Across Northwest Florida
As Hispanic Heritage Month gets underway, Venezuelan business owner Jose Rivero is expanding his culinary footprint across the Panhandle, bringing authentic flavors and a message of perseverance to Panama City.
New initiative expected to help business prepare for LA28
Mayor Karen Bass and local leaders launch Relay28 to help local business prepare for LA28. This broadcast aired on NBC4 at 5 p.m. on Sept. 18, 2026.
Logan Webb’s season ends on the injured list
This radioactive season claims another victim. Logan Webb’s down year (for him) ends with blister problems.
Local Burbank business remembers NewsChopper 4 pilot George Marciniw
NewsChopper 4 pilot George Marciniw remembered by Burbank business. Brittany Hope reports for NBC4 at 5 p.m. on Sept. 18, 2026.
EAST TEXAS POLITICS: Smith County judge and commissioner discuss new budget, tax rate increase
Smith County Judge Neal Franklin and Pct. 1 Commissioner Christina Drewry join Blake Holland on this week’s edition of East Texas Politics on East Texas Now.
Political Connections Florida September 18 2026
Political Connections airs each weeknight at 7 p.m. on Spectrum News.
Scientists find that “perfect” systems may be surprisingly fragile
Complex systems may work better when their parts are not perfectly alike. Northwestern physicists found that carefully balanced variation, or “disorder,” can make networks such as power grids, ecosystems, neurons, and materials more stable. Even random differences sometimes improved stability compared with completely uniform systems. The discovery could help researchers design more resilient technologies and explain why natural systems are so rarely perfectly uniform.
This tiny organism can shrink to one quarter its size in milliseconds
A single-celled organism can shrink to one-quarter of its length in milliseconds using a remarkable calcium-powered protein “fishnet.” Scientists hope its unusual machinery could inspire artificial muscles capable of moving far faster than today’s designs.
Recovery Is Beautiful Festival to celebrate people in mental health, addiction recovery
The Mental Health & Recovery Services Board of Lucas County will host the free Recovery Is Beautiful Festival honoring people in mental health and addiction recovery Saturday from 2:30 to 5 p.m. at Hensville Park.
Most car seats aren't installed properly. C-U Public Health aims to help
When a car seat is not properly installed, children and babies can be harmed, even in low-speed collisions. It’s why the Champaign-Urbana Public Health District offers free car seat safety checks.
FSU Seminoles injury report: Latest updates ahead of Alabama
Latest FSU Seminoles injury updates ahead of their Week 3 game against the Alabama Crimson Tide in Bryant-Denny Stadium.
How She Leads 2026
Read the 2026 How She Leads, a supplement of The Business Journal! CLICK HERE to read the supplement!
With tactical drill, Tricolor wrap up for Internacional clash
Focused on tactical adjustments, Tricolor held its final training session this Friday (18) before the clash with Internacional, which will be played on Saturday night (19) at 9 p.m. at MorumBIS, in th...
Trump says he will demand drug companies split up vaccines into more doses
Those comments came a day after Health Secretary Robert F. Kennedy Jr. told attendees of a conference for the anti-vaccine group he founded that they have a “friend at the White House.”
Mapping tsunamis and building trust in Alaska’s coastal communities
For more than two decades, Elena Troshina has been traveling to Alaska coastal communities to support the National Tsunami Hazard Mitigation Program.
Max Dowman: Mikel Arteta admits 16-year-old Arsenal wonderkid could go out on loan in the future
Arsenal manager Mikel Arteta has not ruled out loaning out Max Dowman in the future and says the club evaluates the 16-year-old sensations progress every six months.
Tulare County keeps close eye on fiscal health - The Sun-Gazette Newspaper
Tulare County maintains conservative $2.26 billion budget while bracing for upcoming state, federal funding pressures
Columbia Distributing and Hayden Beverage Complete Strategic Partnership Investment
Alignment between two established beverage distributors strengthens a growing Pacific Northwest total beverage platform.
President Donald Trump Bans CNN, MS NOW, and Politico From White House
The move marks a major escalation of the White House’s conflict with the reporters who cover it.
‘Astronomical’: Las Vegas business owners react to record diesel prices
‘Astronomical’: Las Vegas business owners react to record diesel prices
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.
Dashboard: Arkansas Rural Health Transformation Program Year 1 Awards
In August, Arkansas began awarding nearly $209 million as part of the Rural Health Transformation Program. This dashboard displays the award amounts by initiative, recipient, and funded project, and provides summary descriptions of projects from publicly available sources.
University of Iowa breaks ground on renovation, expansion of Pappajohn Business Building
Click here to view this item from thegazette.com.
Trailside Nature & Science Center Modified Hours of Operation
Trailside Nature & Science Center will be closed to the public beginning Wednesday, September 23 at 12:00 p.m. through Friday, September 25 at 1:00 p.m. due to a scheduled conference being held…
Is marine biology at Eckerd right for you?
It is no secret that Eckerd College is known for its marine science program. Every year, hundreds of students in search of a place to further their dreams of becoming
Revel Entertainment breaks ground on new outdoor amphitheater
ALBUQUERQUE, N.M. (KRQE) – A new large entertainment venue is one step closer to reality in northeast Albuquerque. Revel Entertainment broke ground on its outdoor amphitheater on Friday. The venue …
Wayne County warns of potential measles exposure at local business
Wayne County Public Health is warning residents of a potential measles exposure at a local business earlier this month.
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.
Big Seven Roundtable connects Lima business leaders with state officials
State agency directors and representatives met with Lima-area business leaders during the Lima/Allen County Chamber of Commerce's Big Seven Roundtable. The event focused on sharing information and resources to support Ohio's business community.
Amex launches high-yield savings account to complement business checking
Amex Business Savings offers an above-average return, plus no minimum balance requirement or monthly fees.
Is Indigenous Knowledge Science? Understanding Indigenous Science ⋆ The Costa Rica News
Explore Indigenous science, Indigenous knowledge, and Western science through Sarah Lynn Thomas’s reflections from the World Ayahuasca Forum.
From Proselytism to Politics: Bishop Barron Addresses Hot-Button Issues on EWTN
The Word on Fire founder clarifies the call to evangelize, defends his nonpartisan advisory role on religious liberty, and warns of resurgent communism.
Arkansas Department of Health to hold community flu clinics statewide
The Arkansas Department of Health will begin hosting community flu vaccine clinics statewide starting Monday, Sept. 21.
iPhone 18 Pro Max in U.S. Equipped With Qualcomm's Snapdragon X80 Modem
TechInsights has published an iPhone 18 Pro Max teardown that confirms the U.S. version of the device is equipped with Qualcomm's Snapdragon X80 modem. The device's modem firmware also points towards the Snapdragon X80 modem. The smaller iPhone 18 Pro and the iPhone Duo use Apple's custom-designed C2 modem worldwide, and the iPhone 18 Pro Max uses the C2 modem in every other country, so the U.S. version of the iPhone 18 Pro Max having a Qualcomm modem is unique.
UVM experts on the science of fall foliage
With leaf-peeping season around the corner, the University of Vermont shares some insight from researchers William Keeton , Alexandra Kosiba , and Lisa Chase , who explain the science behind the explosion of color we see in trees each fall.
Cardinals’ Jeremiyah Love Shares Bold Update on Health Entering Week 2
The Arizona Cardinals had a shocking upset over the Los Angeles Chargers in Week 1. This was fueled by No. 3 pick Jeremiyah Love’s impressive debut with the team. Coming off an ankle injury, Love looked the part of a first-round pick with 50 yards from scrimmage and a touchdown, playing in less than half of […] The post Cardinals’ Jeremiyah Love Shares Bold Update on Health Entering Week 2 appeared first on HEAVY.
Nottingham Forest v Coventry City: Key stats and talking points
Nottingham Forest earned their first win of the season last weekend and now face a bottom-of-the-table Coventry City side yet to score or avoid defeat since their return to the Premier League. Nottingham Forest answered Oliver Glasner's call to find the "final bit missing" when they deservedly beat Aston Villa last weekend. Head coach Glasner was referring to his team's goalscoring issues but it could just as easily apply to their troublesome home form.
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...
Ian Donnis’ Rhode Island politics roundup for Sept. 18, 2026
Can Ken Block win the governor’s race as an independent?
Watch CNBC's full interview with Oscar Health CEO Mark Bertolini
Mark Bertolini, Oscar Health CEO, joins 'Power Lunch' to discuss plans to expand its individual and small business coverage to 400-600 new counties by 2029.
Oscar Health CEO Mark Bertolini: We're recreating the ACA model for employers
Mark Bertolini, Oscar Health CEO, joins 'Power Lunch' to discuss plans to expand its individual and small business coverage to 400-600 new counties by 2029.
Zidane names first France squad as manager
After 14 years under Didier Deschamps, the France national team embarks on a new era this Friday with Zinédine Zidane at the helm.The newly appointed head coach has named his first squad for the open...
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
Kentucky at Texas A&M: Final Thoughts and Prediction
Kentucky faces a tough matchup as they travel to Kyle Field to take on #9 Texas A&M. Here are my final thoughts and prediction of the game.
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.
NASA-JAXA XRISM Mission Sees Pulsar Gathering Companion’s ‘Wind’
Using data from the Japan-led XRISM (X-ray Imaging and Spectroscopy Mission) observatory, astronomers have directly observed a giant star’s outflow, called a
Success Indicators for UW Against Eastern Washington; Preview & Prediction
Eastern Washington has yet to win a game on the road in two tries this season. It enters Husky Stadium with a 1-2 record to play Washington in what should be a definitive opportunity for the Huskies to put their early-season issues behind them. On paper, the FCS opponent provides a mismatch in favor of …
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 …
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 […]
Permitting deal faces political crunch
Senators believe they’re closing in on a long-sought permitting deal, but looming over the talks is whether to address the politically fraught data center boom.
‘You got to have amnesia’: How John Mateer looks to bounce back after Michigan loss
John Mateer can’t let the moment take hold of him.
KCTV Sports Huddle: Preview, predictions for Chiefs-Colts primetime matchup
The KCTV sports team gathers to answer pressing questions and predict what's to come for Chiefs-Colts this week on 'Sunday Night Football.'
The big losers from Zidane's first squad 🥶
Absences that already say a lot?This Friday afternoon, Zinédine Zidane unveiled his very first squad as head coach of the France national team.It featured plenty of changes, with new faces but also s...
Political Pulse: Tamara Lesnar runs as third-party alternative in Secretary of State race
Libertarian candidate Tamara Lesnar is running for South Dakota Secretary of State, proposing a mock-ballot portal to track public opinion on pending state and federal legislation.
Minnesota Senate candidate Peggy Flanagan wants to ban prior authorization for health care
MINNESOTA (KFGO) - On "News and Views", Democratic Minnesota Senate candidate Peggy Flanagan shared she wants ...
Sweden’s soul and worrying political shift
Letters: Alvin Engström and Jean Fridh respond to an article by Martin Gelin in which he argues that the country has entered a new era of cruelty
Cattleman’s Ball honoree Nyle Maxwell discusses journey of reorienting his business toward philanthropy
Former Round Rock Mayor and car businessman Nyle Maxwell is this year’s honoree at the Cattleman’s Ball in recognition of his philanthropic efforts and legacy in Williamson County. The Williamson Museum fundraiser will take place at Kalahari Resorts & Conventions in Round Rock and will feature live entertainment, food and an auction to support the museum’s educational programs. The event takes place from 6:30-9:30 p.m. on October 15.
‘COVID 2.0’: Lawmakers push back on sweeping health 'police power' in key battleground state
Pennsylvania lawmakers told Fox News Digital the state's 502-page health code rewrite amounts to government overreach worse than COVID-era lockdowns.
Scientology-backed Clearwater entertainment complex clears roadblock
The church requested the city transfer parts of two roads and an alley to build out the $50 million center.
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.
Lewis County health officials identify source of foul odor reported in Weston
The Lewis County Health Department has identified the source of an unpleasant odor reported across parts of Weston, confirming it originated from a nearby dam rather than the sewer system.
🚨 Zidane's first squad is out, with some new faces!
A historic first for Zidane!This Friday at 6 p.m., Zinédine Zidane unveiled his very first squad list as head coach of the France national team. Check it out below!It is worth noting that ZZ has sele...
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.
Are iPhone 17 Pro Cases Compatible With iPhone 18 Pro? Here's What Apple Says
Can you use iPhone 17 Pro and iPhone 17 Pro Max cases with the iPhone 18 Pro and iPhone 18 Pro Max, and vice versa? Apple's official answer is no, according to Daring Fireball's John Gruber. Apple said the camera plateau on the iPhone 18 Pro models is ever so slightly thicker this year. Gruber said the difference is one-tenth of a millimeter: 11.5mm vs. 11.4mm. It is a minor difference, but Apple would obviously prefer to sell you a new case.
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.
Dave Portnoy defends Robert Kraft’s right to ban Macklemore from stadium
Dave Portnoy rejected claims of censorship, arguing that the New England Patriots billionaire has every right to decide who takes the stage at his Massachusetts stadium.
Tech billionaires trying to live for ever? That’s a waste of time, says physicist
Exclusive: Prof Jim Al-Khalili says he will offer solution to ‘arrow of time’ problem in Royal Institution lectures
Emery on team news, performances and facing Spurs
Aston Villa boss Unai Emery has been speaking to the media before Saturday's Premier League game against Tottenham Hotspur at Tottenham Hotspur Stadium (kick-off 12:30 BST). Marco Asensio, Amadou Onana, Modou Cisse, Pau Torres, Ian Maatsen, Leon Goretzka and Brian Madjo are all out through injury and will not feature against Tottenham.
This cartridge-playing Game Boy clone is smaller and cheaper than Analogue’s Pocket
The FPGB Mini is only slightly wider than the original Nintendo cartridges it plays.
Iraola on Bournemouth return, Araujo and Ngumoha's England call
Liverpool boss Andoni Iraola has been speaking to the media before Sunday's Premier League game against Bournemouth at Vitality Stadium (kick-off 14:00 BST). On returning to the Vitality Stadium for the first time since he gave up his job as Bournemouth manager, Iraola said he is looking forward to "meeting and hugging" the players and staff, but noted: "There is another part that is the most important one right now - that we need to go there and beat them and be as ruthless as possible." Iraola said that Bournemouth haven't changed much since he left: "They continue to be very dangerous, a very good team."
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.
My son’s death during a college football workout was preventable. Lessons must be learned
Arizona State hockey player Matthew Mayich is fighting for his life after collapsing during practice. Tragedies like this can be avoided
Business Beat : Southern Michigan Bank & Trust to expand Portage Presence
PORTAGE, MI (WTVB) - Southern Michigan Bank & Trust (SMBT) has announced plans to expand its presence in t...
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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