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First inning fiasco dooms Diamondbacks against Yankees
Record: 80-74. Pace: 84-78. Change on 2025: +3. Is it too late to bring Angry Orchard on as an official SnakePit sponsor? In sharp contrast to last Friday night cider-cap, where we blasted the Rangers 9-1, tonight was an exercise in Charles Bukowski-esque cirrhosis. By the time the first inning was over, the sky had […]
Defence Firm Anduril Says US Delay on Taiwan Arms Sales Affecting Its Business
By Ben Blanchard TAIPEI, Sept 19 (Reuters) - US defence tech firm Anduril's founder Palmer Luckey said on Saturday that President Donald Trump's delay in approving arms sales to Taiwan is affecting its business and that he has discussed this with Trump. The $14 billion package for Taiwan has been ...
AI fears are fueling progressive Democrat's campaign in Michigan battleground district
Will Lawrence, a progressive Democratic congressional candidate in Michigan, is trying to harness unease over the rapid pace of artificial intelligence development to defeat Republican Rep. Tom Barrett
How a Minneapolis clinic helped bring healthcare to patients during Operation Metro Surge
Operation Metro Surge took a toll on schools, businesses, restaurants and medical care. Inspire Change Clinic in south Minneapolis responded by changing how it delivered care.
Orlando Magic Have a Rising X-Factor
Jamal Cain is transforming from a two-way grinder into a high-flying rotation staple, bringing gritty rebounding and floor-spacing gravity to help anchor Orlando’s ambitious supporting cast.
Small business grants for those impacted by Lineage fire and more
Local businesses in the Boyle Heights-East LA area say they lost customers during Lineage cleanup
Markets digest fed rate hike, oil prices
The 'Barron's Roundtable' panel analyzes the market impact of the Fed's rate hike and soaring diesel prices.
Big game, big business: Central Mississippi feels Ole Miss-LSU impact
Fans across the Metro are preparing for the Ole Miss-LSU matchup, and the excitement is translating into business for Central Mississippi companies more than 100 miles from Oxford.
Packers Rookie Poised for Bigger Role After Week 1
Most of the discussion around the Green Bay Packers this week has been centered around the offense. However, the team could see a few small tweaks to the defense as well. The combination of rookie fourth-round pick Dani Dennis-Sutton looking solid in his NFL debut and Lukas Van Ness being a bit banged up this […] The post Packers Rookie Poised for Bigger Role After Week 1 appeared first on HEAVY.
Social Inequality and Structural Vulnerability as Predictors of Health-Related Quality of Life: A Prospective Cohort Study
Background Social inequality and structural vulnerability are increasingly recognized as important social determinants of health; however, longitudinal evidence regarding their impact on heal...
iPhone 18 Pro Max Requires 'Prepare to Ship' Battery Drain Before Shipping
The iPhone 18 Pro Max has a battery capacity over 20 watt-hours, which means there are additional shipping requirements. If an iPhone 18 Pro Max needs to be shipped somewhere, its maximum battery capacity has to be limited through firmware. According to Apple, the iPhone 18 Pro Max uses an "innovative battery-firmware solution" that limits battery capacity to below 20Wh between when the iPhone is manufactured and its delivery to a customer.
The science of grief and how it can impact physical health
If we are lucky enough to live full lives and form meaningful relationships, chances are, we will also experience loss, and with it, grief. As common as grief is, it’s also mysterious. Horizons guest moderator Ali Rogin explores the science of grief with Liz Gleeson and Dr. George Slavich.
The science of grief and how it can impact physical health
If we are lucky enough to live full lives and form meaningful relationships, chances are, we will also experience loss, and with it, grief. As common as grief is, it’s also mysterious. Horizons guest moderator Ali Rogin explores the science of grief with Liz Gleeson and Dr. George Slavich.
Pacific Beach boardwalk-driving suspect ignites mental health diversion debate
San Diego County judges granted mental health diversion in over three hundred felony cases in 2025, and suspects reoffended in more than a quarter of those cases.
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.
West African scientists warn of weakening health systems and urge stronger outbreak detection
LOME, Togo (AP) — West African laboratory scientists called on governments Friday to strengthen capacity to detect disease outbreaks to avoid another major outbreak, saying health systems across the region are becoming weaker.
Scientists warn of weakening health systems and urge stronger outbreak detection
West African laboratory scientists are urging governments to strengthen their capacity to detect disease outbreaks to prevent another major crisis
Scientists warn of weakening health systems and urge stronger outbreak detection
West African laboratory scientists are urging governments to strengthen their capacity to detect disease outbreaks to prevent another major crisis
Trump signs sweeping Russia sanctions bill, aiming to choke off funds for Moscow in Ukraine war
President Donald Trump has signed a major sanctions package targeting Russian officials and key sectors of its economy
Trump signs sweeping Russia sanctions bill, aiming to choke off funds for Moscow in Ukraine war
WASHINGTON (AP) — President Donald Trump on Friday signed into law a sweeping sanctions package targeting Russian officials and key pillars of its economy that
Columbia Distributing and Hayden Beverage Complete Strategic Partnership Investment
Alignment between two established beverage distributors strengthens a growing Pacific Northwest total beverage platform.
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.
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.
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.
Africa Laboratory Scientists
A specialist examines a culture plate inside a laboratory at a hospital during a regional congress focused on strengthening laboratory capacity and preparedness following lessons from Ebola and COVID-19, in
Williamson County Performing Arts Center presents One Hit Wonderful!
Franklin – The Williamson County Performing Arts Center (WCPAC) at Academy Park and the Williamson County Parks and Recreation Department (WCPR) invite audiences to relive the soundtrack of a generation
The Tennessee Four brings Johnny Cash’s grandson and bandmates to Franklin
The Williamson County Performing Arts Center (WCPAC) at Academy Park and the Williamson County Parks and Recreation Department (WCPR) invite audiences to experience the music and legacy of Johnny Cash
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.
First look: New renderings show exhibit spaces at MOSH's new museum
New renderings released by MOSH show some of the museum's exhibit spaces at its planned Northbank facililty.
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.
The House's post-midterm to-do list is a political minefield
The lame-duck calendar is already packed.
Vinicius Junior under pressure to deliver ahead of Madrid derby
Real Madrid will be looking to keep pace with Barcelona at the top of the La Liga standings when they face rivals Atletico Madrid at the Metropolitano Stadium on Sunday.Madrid trail Barcelona with thr...
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.
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.
I Toured the Company Mapping Space Debris. Then I Polled Worried and Hopeful Scientists
From portable radars in shipping containers to orbital cameras, I asked scientists how the space-junk tracking industry plans to avoid catastrophic crashes.
Political Brew | Voters to consider seniority and Iran War impacts in Maine's biggest races
Kroenke Sports & Entertainment plans $135M Ball Arena renovation
Plans include an expansion of the East Atrium; widening of ingress, egress and concourses; point-of-sale tech upgrades; and additional premium space.
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.
Florida Alum Trey Smack Had Solid NFL Debut With Packers
Former Florida Gators kicker Trey Smack had a solid debut in his first NFL game.
Business news, wave pool, school closures: 6 trending Austin-area stories
Here are six trending Austin-area stories from Sept. 14-17.
Eureka Ergonomic Launches Commercial Space Business and New B2B Platform
Los Angeles, California, Sept. 18, 2026 (GLOBE NEWSWIRE) -- Eureka Ergonomic officially announces the launch of its commercial space business, a...
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 […]
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?
'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.
USRA Contributes Planetary Science Expertise to NASA-IBM Lunar Foundation Model
/PRNewswire/ -- Universities Space Research Association (USRA) contributed planetary science expertise, lunar dataset development, and scientific evaluation to...
Manor College Expands Dental Health Center and Dental Hygiene Program Capacity
The improvements were made possible thanks to a grant from the Pennsylvania Department of Community and Economic Development. After decades of service to the surrounding community, Manor College’s Dental Health Center completed a total overhaul this summer that will allow the clinic to expand services to even more patients. “It’s exciting,” said Jaime Simpson, Director Read more >
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.
These are the absolute weirdest spacesuits ever designed
Spacesuits of the future could use memory alloy coils to become skin-tight and maybe even recycle an astronaut's pee back into drinking water.
Trump’s Open Claims That He Directs Super PAC Spending Draw Watchdog Complaint
Federal law bars those holding federal office from directing spending decisions for a political organization with no contribution limits.
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.
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
This sports retailer is opening another Baton Rouge location
Sports apparel and merchandise retailer Rally House is adding another Baton Rouge location, signing a lease for roughly 3,800 square feet of retail space in the Matherne’s anchored development acros… Already an INSIDER? Sign in. Already an INSIDER? Sign in
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.
City Blue Imaging named to Historic Business Preservation Registry
City Blue Imaging in Rochester was inducted into the New York State Historic Business Preservation Registry for its century-long community impact.
Pikachu in space! New ESA-Pokemon partnership sends the electric mouse to the ISS
The coming family-friendly exhibitions across Europe will unite science and imaginative visual storytelling.
High-resolution dataset tracks health impacts of urban heat stress
Heat stress is a leading cause of weather-related deaths and can be especially dangerous in cities where phenomena like urban heat islands drive temperatures higher than surrounding rural areas.
3 things to watch in Packers' game at New York Jets
Historically in the NFL, teams that start 0-2 have only made the playoffs 14% of the time.
NASA’s Hubble Spots an Out-of-Sync Galaxy
Though the spiral galaxy in this new image from the NASA/ESA Hubble Space Telescope seems serene, it hides a chaotic secret. This galaxy is NGC
Google Moving Into Former Science Lab Space in Watertown
A life science lab project permitted to be built at the Arsenal on the Charles complex has a tenant listed as “Google.” It is not clear what the tech giant plans to do with the space, according to the report by Watertown’s Sam Ghilardi. The space is located at 200 Talcott Ave. formerly housed Werewolf […]
HRS: Food's impact on our brain health
Hampton Roads Virginia and Northeastern North Carolina News, Weather, Traffic and Sports.
Alex Ovechkin claims he’s ‘not in politics’. His pro-Putin video says the opposite
After the NHL star appeared in an ad campaign for United Russia, it’s fair to start pressing about the impact of his stances – even if he doesn’t want to talk about it
Scientists Study Whether Humans Could Reproduce In Space
As plans for long-term missions to the Moon and Mars move forward, scientists are studying whether humans reproduce beyond Earth.
Iron Age Korean Steakhouse Reopens Friday After Being Closed For Health Code Violations
City inspectors found "over 500" rat droppings at the Wicker Park eatery last month. It has since passed a follow-up inspection and was cleared to reopen.
Can windows cool buildings without electricity?
Thermochromic smart windows can automatically adjust solar and thermal radiation in response to temperature, offering a passive route to reduce building energy demand and improve indoor comfort. A new review published in Science Bulletin examines why these windows have not yet achieved large-scale application, despite rapid materials progress. The authors identify key challenges in spectral regulation, switching temperature, response speed, durability, scalable fabrication, glazing integration, lifecycle impacts, and building control. They argue that future development should shift from isolated material optimization toward deployment-oriented design and system-integrated adaptive building envelopes.
Asbestos health effects: Future research and education needs
Asbestos contamination across public spaces in Austria and Hungary has raised concerns about how hazardous materials can spread undetected
Expanded Havelock health center adds exam rooms, pharmacy and VA behavioral clinic space
HAVELOCK, Craven County — Craven County leaders will cut the ribbon Monday on an expansion of the Craven County Community Health Center in Havelock.The ceremony
Astronomers caught a rare burst of light from deep space. But it's only deepened a huge cosmic mystery
Luminous Fast Blue Optical Transients are blue in colour and evolve rapidly, reaching peak brightness and fading in a matter of days.
Maine woman says political canvasser stole Amazon package from her porch
A woman from Woolwich says a political canvasser took an Amazon package from her front porch Wednesday afternoon after leaving a flyer in support of U.S. Senator Susan Collins.
Republican 'cavalry' arrives with a Trump-backed $150 million ad blitz in key races
To counter a difficult political environment, two Trump-aligned super PACs have reserved more than $150 million in ads — primarily in deep red House and Senate races that have now become competitive.
16th Asian Chief Dental Officers Meeting: Advancing universal health coverage for oral health in the WHO Western Pacific and South-East Asia Regions
Session 3 of the 100-Day Sprint BackgroundOral diseases remain among the most prevalent noncommunicable diseases (NCDs) across Asia, affecting people throughout the life course and placing a significant burden on individuals, families and health systems. Countries across the World Health Organization (WHO) Western Pacific Region and South-East Asia Region have committed to strengthening oral health through regional action plans and by advancing universal health coverage (UHC). The 16th Asian Chief Dental Officers Meeting (ACDOM) serves as a regional platform for Chief Dental Officers in Asia to exchange experiences, strengthen collaboration and accelerate implementation of oral health commitments. For the first time, the meeting is being jointly organized by the WHO Regional Offices for South-East Asia and for the Western Pacific and the ACDOM Secretariat. This year's meeting introduces a 100-Day Sprint, bringing together oral health and UHC leads and technical experts to support countries in strengthening integration of oral health within national UHC benefit packages. Through the Sprint, participating countries will develop, refine, cost and operationalize country-specific essential oral health-care benefit packages using WHO tools, including the Service Package Delivery and Implementation (SPDI) Platform. The in-person 16th Asian Chief Dental Officers Meeting represents Session 3 and the midpoint of the 100-Day Sprint, providing an opportunity for countries to review progress, exchange experiences, identify challenges and refine their approaches before continuing with the remaining Sprint sessions. 100-Day SprintSession Date Format Title Session 1 (Day 0) 19 Aug Virtual Setting the Scene and Introducing Key Principles and Frameworks Session 2 16 SepVirtual Introduction to the SPDI Platform and Initial Mapping Exercise Session 3 27-29 Sep In-person, 16th Asian Chief Dental Officer Meeting, Malaysia Review and Refinement of Oral Health Service Packages Session 4 14 Oct Virtual Finalizing National Essential Oral Health Services Packages and Costing Exercise Session 5 (Day 100) 26 Nov Virtual Country Presentations and Closing of the 100-Day Sprint ObjectivesLeverage the 100-Day Sprint to define priority implementation actions for oral health in countries; Strengthen national capacity to design, cost and operationalize country-specific essential oral health care packages using SPDI platform; andExplore cross-country collaboration to expand access to essential oral health supplies and products, including harmonized specifications and pricing, and improve supply chains for essential dental preparations and medicines.Expected outcomesA draft country-specific essential oral health care benefit package developed using the SPDI platform and aligned with WHO’s Essential Oral Health Care packageA strengthened regional network in Asia of oral health and UHC leaders, fostering collaboration among South-East Asia and Western Pacific countries, WHO offices and WHO Collaborating Centres to support sustained implementation beyond the meetingParticipantsChief Dental Officers and national oral health programme leads;National focal points responsible for universal health coverage, health financing and health systems;Representatives from WHO country offices, regional offices and headquarters;WHO Collaborating Centres; andAcademic institutions and technical partners.
US approves potential $24 billion sale of F-35 jets to Saudi Arabia
The Trump administration said Thursday it has approved a potential multi-billion dollar sale of F-35 fighter jets to Saudi Arabia, bolstering the Gulf ally’s military capacity amid the threat of an expanding war in the Middle East.
Vikes Views: Who Ya Got? Minnesota Vikings at Chicago Bears
The Minnesota Vikings travel to the unfriendly confines of Soldier Field for Week 2. The Vikings roll into Chicago riding high after destroying the Green Bay Packers in the 4th quarter last week. However, the Bears (at least the offense) had a great time Week 1 against the Panthers. They went on the road to […]
Fiji declares an HIV emergency and expands testing as cases surge
Officials said one in every 60 adults in the South Pacific island nation has HIV, compared with one in 167 five years ago. Among pregnant women, one in every 50 has HIV.
CDC and County of San Diego begin second Tijuana River health survey
The U.S. Centers for Disease Control and Prevention Thursday began a second assessment with the county this month to re-evaluate health impacts arising from Tijuana River pollution.
Life Sciences Building Debuts Despite Donor Controversy
Seven years after its conception, the Casper Life Sciences Building had its official debut on Tuesday, Sept. 8, giving students access to 197,300 square feet of labs, classrooms, and study spaces on a $250 million budget. The building will replace Hall-Atwater, previous home to biology and chemistry labs, which is set to be demolished in […]
Costume exhibition celebrates 50 years of city's 'spaceship-like' theatre
To mark the anniversary of the seven-sided theatre constructed from tubular steel, some archive costumes go on display.
How Do Scientists Decorate Their Lab Space?
From cherished keepsakes to unexpected collectibles, researchers share the décor that brings personality to their laboratory and workspaces.
Cody Fern says he was cast as a ‘Jared Kushner type’ villain on ‘House of Cards’ before the show imploded
‘American Horror Story’ actor Cody Fern says he was cast as a ‘Jared Kushner type’ villain on ‘House of Cards’ season 6 before the show imploded amid the firing of Kevin Spacey.
Bills Mafia Steals the Show in $2.2B Highmark Stadium Debut
The new stadium easily transcended its league-low seating capacity.
New survey tracks health impacts of Tijuana River sewage
The Centers for Disease Control and Prevention and the San Diego County Health Department are conducting a follow-up door-to-door health survey in Imperial Beach to assess the ongoing impacts of th…
Maryland Gov. Wes Moore seeks federal aid for businesses impacted by Empire Towers emergency
Suki and MedStar Health’s National Center for Human Factors in Healthcare Partner to Pioneer the Science of Ambient AI Adoption
Suki, the leading Ambient Clinical Intelligence (ACI) platform, and MedStar Health’s National Center for Human Factors in Healthcare are announcing a strategic research collaboration. This partnership aims to study the impact of ambient AI on healthcare delivery.
Suki and MedStar Health’s National Center for Human Factors in Healthcare Partner to Pioneer the Science of Ambient AI Adoption
Suki, the leading Ambient Clinical Intelligence (ACI) platform, and MedStar Health’s National Center for Human Factors in Healthcare are announcing a strategic research collaboration. This partnership aims to study the impact of ambient AI on healthcare delivery.
The Yankees Three Biggest X-Factors Heading Into October
The Yankees are in the midst of a historic 17-year World Series drought; these three players may have the biggest impact on the Bronx Bombers' ability to flip the script this October. The post The Yankees Three Biggest X-Factors Heading Into October appeared first on Stadium Rant.
High gas prices challenge Cape Coral small business owners
Small business owners in Cape Coral are struggling to manage rising fuel costs, which are cutting into profits and impacting prices.
‘It was shocking’: NOTO business owner sees financial impact after double fatal shooting
Tina Meier, who is the owner of Wheat Pennies, never imagined an act violence happening in a place many go for entertainment.
U.S. 17 Corridor Improvements Project begins in North Myrtle Beach, business worries for impacts
Work has begun on the South Carolina Department of Transportation’s U.S. 17 Corridor Improvements Project.
STScI Scientists Part of Collaboration Receiving 2027 Berkeley Prize
Scientists from the Space Telescope Science Institute (STScI) are members of the collaboration that has been awarded the 2027 Lancelot M. Berkeley–New York Community Trust Prize for Meritorious Work in Astronomy as part of their work with the UNCOVER project.
Packers’ Matt LaFLeur gets real on offensive line woes
The Packers’ fourth quarter against the Minnesota Vikings was an abject disaster. Not only did the Vikings put up 29 unanswered points on Green Bay, but the offensive line had no answers for an onslaught of pressure from Vikings defensive coordinator Brian Flores, who sent blitzes at quarterback Jordan Love on 78.3 percent of dropbacks [...]
Devastated Walhalla business owners consider next steps after fire
Impacted business owners in Walhalla are reeling and basically starting over from scratch - with tens of thousands of dollars of equipment and products destroyed - after a massive fire Thursday morning.
Duke Energy offering grants to small businesses impacted by recent flooding, storms
Small businesses recovering from recent flooding and storm damage could get thousands of dollars in relief through a Duke Energy Foundation grant. Applications are due Sept. 21.
LA County launches grants up to $3,000 for businesses impacted by Lineage Fire, East LA oil spill
Officials in Los Angeles County announced the launch of a grant program offering up to $3,000 to small businesses affected by the Lineage Fire in Boyle Heights, as well as the oil spill in East LA.