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Populous’ Jonathan Mallie Named a 2026 VenuesNow All-Star
Jonathan Mallie, Global Director and Managing Director of the Americas at Populous, has been named a VenuesNow 2026 All-Star, an annual list that honors those in the live events and venue management industry, celebrating their leadership, innovation, and impact on the global live entertainment environment.
How Valley National's New 'Foundry' Merges Tech Innovation with Business Development
The bank's innovation function combines internal and external players to speed tech adoption — and discover opportunities in the tech sector.
St. Croix Valley Business Innovation Center receives $2.2M grant for expansion
The grant is awarded from the U.S. Department of Commerce’s Economic Development Administration.
NASA’s Hubble Seeks Lensed Supernova, Marks 200,000 Orbits
NASA’s Hubble Space Telescope completed its 200,000th orbit around Earth on Sept. 19, marking another new milestone for an observatory that continues to
UT Health San Antonio scientists honored with BioMedSA Innovation Awards
Two scientists at UT Health San Antonio, the academic health center of The University of Texas at San Antonio (UT San Antonio), will be honored with 2026 BioMedSA Innovation in Healthcare and Bioscience awards. The awards recognize San Antonio leaders in the areas of research, clinical innovation, entrepreneurship and lifetime achievement, whose accomplishments improve lives […]
UT Health San Antonio scientists honored with BioMedSA Innovation Awards
Two scientists at UT Health San Antonio, the academic health center of The University of Texas at San Antonio (UT San Antonio), will be honored with 2026 BioMedSA Innovation in Healthcare and Bioscience awards. The awards recognize San Antonio leaders in the areas of research, clinical innovation, entrepreneurship and lifetime achievement, whose accomplishments improve lives […]
How 'Ray Gunn's Venus Nova, pop star of the (retro) future, evolved
Meet the alluring pop star at the heart of "Ray Gunn."
“So… Are You Going to Law School?”: Villanova Should Support Political Science Students Pursuing Careers Beyond The Courtroom
When I tell people that I am a political science major, one of the first questions I am asked is, “So, are you going to law school?” as if political science comes with a predetermined career path: study government, graduate from college, take the LSAT and become a lawyer. While law is certainly a valuable...
This Week in Politics: Rollbacks and Restrictions
The Trump administration made several consequential announcements this past week, from rescinding environmental protections to supposedly banning several news agencies from the White House. The United States Environmental Protection Agency (EPA), which sets national regulations to protect the environment and public health, announced on Monday, Sept. 14, that it will remove regulations on greenhouse gas...
MIT welcomes David Siegel SM ’86, PhD ’91 as its next Innovation Fellow
Computer scientist, entrepreneur, and philanthropist David Siegel has joined MIT as an Innovation Fellow, where he will collaborate with the MIT Schwarzman College of Computing to advance AI and scientific discovery.
Unitaid marks 20 years and asks that global health reform be driven by equitable access
Created in 2006 by Brazil, Chile, France, Norway and the United Kingdom, Unitaid has spent two decades turning innovation into access for millions. As leaders debate the future of global health, it asks that reform be held to the same test.
Business Ethics Is a Discipline, Not a Disposition
What does a board director need beyond a moral character? Plenty, writes Ask an Ethicist columnist Vera Cherepanova, who says
Will P&G’s (PG) New Science-Led Head & Shoulders and Oral-B iO Push Change Its Narrative?
In recent months, Procter & Gamble has rolled out new Head & Shoulders formulations featuring the HydraZinc Complex and expanded its Oral-B iO line, emphasizing clinically tested scalp and oral care technologies now available across multiple product collections in the U.S. market. These launches highlight how Procter & Gamble is leaning on science-led product innovation to reinforce its brands and support its broader shift from pricing-driven growth toward offering more tangible consumer...
Gov. Whitmer signs off on funding for NMU College of Business
An NMU Spokesperson says the College of Business will be built as an addition to Hedgcock, featuring 24,000 sq. feet in the addition as well as 15,000 sq. feet of renovation within Hedgcock.
Frisco sustainable business relaunches, Breckenridge hotel debuts renovations and more
Minimal Impact reopens under new ownership in Frisco Scents of soaps, lotions and household cleaners fill Minimal Impact’s tiny Frisco storefront, where shelves newly packed with sustainable goods fill the shop following its reopening this...
Quechan filmmaker explores Native sciences in PBS 'NOVA' episode
The PBS science series "NOVA" will explore Indigenous sciences and how traditional ecological knowledge has nurtured biomes and ecosystems, developed navigation systems using the stars and seas and domesticated foods now consumed worldwide in a new episode featuring Navajo hogan builders and created by a Quechan filmmaker.
Harrisburg LaunchBox, Rotary Veterans Initiative partner for business bootcamp
The Harrisburg LaunchBox, housed under the Lambert Center for Innovation and Entrepreneurship at Penn State Harrisburg, has partnered with the Rotary Veterans Initiative to host a six-week, veteran-focused business bootcamp, beginning in October.
Chip and Joanna Gaines Finally Sell Their Famous $2.7 Million Historic Waco Castle—Fully Furnished
The yearslong renovation and design project, which was featured on "Fixer Upper: The Castle," is ready for new residents.
Rachel Zoe designs innovative Aflac jacket to promote cancer screenings
Leave it to Rachel Zoe to turn a cancer screening reminder into a fashion statement with luxe tech twists.
NYC Health + Hospitals/South Brooklyn Health Launches BRAVO Program to Bring Arts, Recreation, and Health Education to Patient Bedsides
New York, NY – NYC Health + Hospitals/South Brooklyn Health has launched an innovative volunteer initiative to enhance the patient experience. The new
Tampa General Hospital First Academic Health System in Southeast to Adopt Innovative Host-Response Technology to Advance Sepsis Care
/PRNewswire/ -- Tampa General Hospital (TGH) is advancing its longstanding commitment to improving sepsis care as the first academic health system in the...
Rome awarded $1.9 million to renovate Stevens Field playground
The city of Rome will receive $1.9 million in state grant funding to build a new playground and community park at Stevens Field on West Court Street, according to New York Governor Kathy Hochul.
Sony appears to be testing PlayStation Store credit offers when you buy certain games
What looks to be an unannounced PlayStation loyalty programme of some kind has seemingly gone live for some, offering store credit.
University of Indianapolis to host conference supporting the health and wellness of pastors and ministry leaders
The Lantz Center at the University of Indianapolis will host the second annual Called + Crafted Preaching & Innovation Conference on Oct 19-21 to help pastors and ministry leaders address their own feelings of burnout and being overwhelmed while caring for their own congregations and communities. The conference is part of UIndy’s Compelling Preaching Initiative,
2026 Farm Science Review to showcase the latest ag technology and innovation for farmers
This year’s Farm Science Review is giving farmers a firsthand look at the newest innovations in agriculture. Show manager Nick Zachrich says attendees will have an opportunity to discuss how to make their farm more profitable in 2027. “Crop prices have rebounded a little bit,” he says. “There are still a lot of challenges going […]
Avondale health center is getting a major upgrade
The renovation will bring medical, pharmacy and dental services under one roof.
A 14-year-old in a Colorado farm town built a robotic hand from LEGO bricks, fishing line and surgical tubing, then met a 7-year-old at a science fair wearing an $80,000 prosthetic arm she had already outgrown — his next version, 3D-printed, came in under $400, and NASA took him on as an intern at 17
When a teenager's LEGO creation outperformed a prosthetic costing two hundred times more, he realized the gap between innovation and access wasn't about engineering—it was about economics.
Erika La Plante Honored with Inaugural UC Regents Innovation Award
The associate professor of materials science and engineering, received the Best Startup Award for her work as co-founder and head of monitoring, reporting and verification and environmental strategy at Equatic.
$3M hotel renovation complete in Lakewood Ranch
Hyatt Place underwent a multimillion-dollar update.
Denver Museum of Nature & Science completes renovation of Sturm Family Wing
The Denver Museum of Nature & Science has reopened the renovated Sturm Family Wing featuring restored historic elements and modern enhancements.
Bham firms trade Hoover apartments for $7M
A Birmingham-based firm flipped a Hoover apartment property after nine months of new management and renovations.
Baton Rouge airport to get $7.9 million renovation, plus more permits
Here is a list of commercial and residential building permits issued by East Baton Rouge Parish Government from Sept. 14-18.
A City Built On Innovation Will Welcome The Future Of Science In 2027
Pittcon’s return to the city of its birth will bring together their respective expertise in a rare opportunity for scientists.
Trump's 'grand conspiracy' probe presses on with subpoenas after the lead prosecutor’s exit
Justice Department officials are pressing forward with an investigation of President Donald Trump's foes despite the departure of prosecutor Joe diGenova, who had been leading it for months.
Business Notes: Airports awarded millions in grants; renovated library reopens
View which organizations are landing grants and which businesses are celebrating milestones.
Sentry earns 35th straight A+ rating from AM Best, climbs Fortune 1000
AM Best cited Sentry’s capital and balance sheet strength, innovation, its well-diversified business profile and sustainable results in awarding the A+ rating.
Wildfire Smoke causes greater health risks than other air pollution
Wildfire smoke poses greater health risks than other air pollution, with studies linking to cancer, cardiovascular and respiratory outcomes.
Banqup and Post Business Solutions partner to revolutionize digital financial workflows for Austrian businesses
LA HULPE, BELGIUM – 21 September 2026, 7:00 a.m. CEST – Banqup Group SA (Euronext: BANQ) (Banqup, Company), a European fintech provider that simplifies financial flows through an innovative secured platform for e-invoicing, e-payment, e-reporting and e-trust solutions with built-in compliance at its core, announces a new meaningful collaboration with Post Business Solutions, an Austrian based leader in innovative digital and physical business process solutions. The new partnership marks a signif
FUJIFILM Business Innovation Singapore recognised for circular economy and waste management practices
/PRNewswire/ -- FUJIFILM Business Innovation Singapore has received the Circular Economy Award – Singapore and Waste Management Award – Singapore at the...
Seattle Symphony debuts renovated Benaroya Hall, opens 2026-27 season
Seattle Symphony's opening-night concert Saturday included the debut of its $20 million overhaul of Benaroya Hall, along with a substitution in the star soloist.
Verily Health Secures Investment From NVIDIA And CU Healthcare Innovation Fund To Expand Precision Health AI Platform
Verily Health has secured new investment from NVIDIA and existing backer CU Healthcare Innovation Fund II as the precision health technology company expands its data and artificial intelligence platform. The financing extends Verily’s March fundraising. The company did not disclose the size of the additional investments. Verily’s existing investors also include Alphabet, Series X Capital and UCHealth.
Orlando Science Center opens renovated theater
A lot is happening at the Orlando Science Center. The organization recently reopened the Dome and hosted a series of sold-out laser shows this summer. A new exhibit called “Extreme Sports: Beyond Human Limits” opens in late September, showing visitors what it’s like to rock climb and use a flight suit. To top it off,
Business People Northwest Arkansas
Harps Food Stores Inc. has announced the promotion of William Haulmark as director of insurance and Will McDoniel to director of AI strategy and innovation.
What’s Your Hottest Business Take?
Let us know your hottest business takes in the comments.Subscribe to The Hustle:🔗 https://clickhubspot.com/vu3lGet the 5-minute newsletter keeping 2M+ innovators in the loop🔗 https://clickhubspot.com/3klnAbout HubSpot: HubSpot is a customer platform that provides education, software, and support to help businesses grow better. The platform includes marketing, sales, service, commerce, operations, and website management products that start free and scale to meet our customers’ needs at any stage of growth. Today, thousands of customers around the world use HubSpot’s powerful and easy-to-use tools and apps to attract, engage, and delight customers.#TheHustle #HubSpot
Small businesses, big impact | Inside Blount County's hospitality growth
Oldham Hospitality and Gemini Hospitality are proving that locally-owned restaurants can be real engines of small business growth and economic and community development.
Belmont Park back in business with first races after $550M renovation
They're off and running at the new Belmont Park.
China is winning the science race while Washington freezes American innovation
Politically delayed federal research grants freeze medical trials and risk ceding American scientific leadership to China.
Every Villanova player drafted by the Boston Celtics
Let's take a look at every player who has been drafted by the Celtics out of Villanova.
Last of Us Director Apologizes to God of War Laufey Team
The Last of Us director Bruce Straley apologizes for naming God of War Laufey in his criticism of AAA innovation.
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.
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.
University of Iowa breaks ground on renovation, expansion of Pappajohn Business Building
Click here to view this item from thegazette.com.
Novant Health drives $4.33B in regional economic impact, study says
Novant Health Coastal Region generates an annual overall economic impact of $4.33 billion in the Wilmington Metropolitan Statistical Area (MSA), according to a new report. Commissioned by Novant Health and conducted by Mouhcine Guettabi, associate professor of economics at the University of North Carolina Wilmington and the area’s regional economist, the report evaluates population growth in New Hanover, Brunswick and Pender counties and whether the area’s healthcare infrastructure is positioned to meet the region’s demand. According to the study, while healthcare employment has kept pace with population growth in New Hanover and Pender counties, it has not kept up with the rapid population growth in Brunswick County, which is skewed toward an older population. “It points very clearly to Brunswick County being the bottleneck, or being the place where investment is most needed,” Guettabi said to the Business Journal Friday, “because the growth is the fastest, the composition of the growth is older (adults) and demand for healthcare is much higher for the subpopulation.” The Novant Health Coastal Region employs 8,295 full-time equivalent workers, according to the report, and is the region’s largest employer. Overall, through direct, indirect and induced impacts, the Novant Health Coastal Region supports 19,573 jobs, the report said. Using data collected from internal payroll, financial and capital reports, the report estimates that Novant Health Coastal Region pays approximately $1.15 billion in total compensation to its employees. According to the study, the provider’s annual operating expenditures, or direct economic impact, total $2.36 billion. That direct impact ripples through the regional economy through spending at its suppliers, or indirect impact, and household spending by staff and its suppliers’ workers, or induced impact. The report estimates the Novant Health Coastal Region’s indirect economic impact is $786 million, reflecting the multiplying effect of the provider’s operating expenses on expenditures like medical supplies, facilities, food, IT and professional services. Because 86.9% of Novant Health Coastal Region employees live within the tri-county region, the report estimates that wages paid by Novant circulate into the regional economy, creating an induced economic impact of $1.17 billion. “That money just doesn’t go into thin air,” Guettabi said of the wages paid to Novant Health Coastal Region employees. “Some of that money is being re-spent, and therefore it’s supporting grocery stores, hiring, restaurants and bars, and there are a lot of other companies or organizations whose employment, whose activity partially depends on that.” The combination of direct ($2.36 billion), indirect ($786 million), and induced ($1.17 billion) impacts totals an estimated $4.33 billion, according to the report. A study commissioned by Novant Health in 2024 and conducted by FTI Consulting’s Center for Healthcare Economics and Policy found that Novant Health generated nearly $2 billion of direct impact, with $628 million in indirect impact and $857 million in induced impact. Healthcare investments in the pipeline for Brunswick County Additionally, the study found that while healthcare employment has kept pace with population growth in New Hanover and Pender counties, it lags in Brunswick County. “Once you go below the metro level and you decompose the three counties that make up the Wilmington Metro,” Guettabi said, “it becomes fairly clear that Brunswick is the standout. And not only that, but clearly the growth there is fully domestic migration and largely retiree-driven migrants.” Using data from the Centers for Medicare and Medicaid Services on per-capita healthcare spending among age groups, Guettabi estimates that adults aged 65 and older demand 2.44 times the healthcare of working-age adults. “The share of the population in Brunswick County that’s over the age of 65 is 33%,” Guettabi said, “which is so much higher than the average share of people over the age of 65 within the state or within the country.” The report emphasizes that Brunswick County is the “strongest candidate” for new healthcare investment, adding that patient discharge records show Brunswick residents rely heavily on facilities in New Hanover County for inpatient care. “Investments in Brunswick County would not only meet the demand for those residents, but it would also relieve pressure for New Hanover County residents,” Guettabi said. Laurie Whalin, president of the Novant Health Coastal Region, told the Business Journal Friday that the provider plans to expand services at Novant Health Brunswick Medical Center, in addition to other investments in the area. In April, the state granted conditional approval to both Novant Health and Columbus Regional Healthcare System to build new hospitals, just miles apart, on either side of the Columbus County and Brunswick County borders. Columbus Regional’s $214 million 30-bed hospital would be located at the former Acme-Delco Middle School in Delco, according to the application. The project’s approved timetable has construction slated to finish in May 2029, with the hospital open for service by October 2029. The Whiteville-based provider, which Atrium Health manages, broke ground on an Advanced Care facility in December 2025 and operates four specialty clinics in Leland. Meanwhile, Novant Health’s proposed $251 million 20-bed hospital would be built just miles from Columbus Regional’s proposed hospital, near the Compass Pointe community in Leland. The provider estimates the hospital will open by 2030. State officials also approved Novant Health in March to build a freestanding emergency department in Carolina Shores, near U.S. 17. The project is estimated to cost $24 million, according to the application, and will operate under the Novant Health Brunswick Medical Center license. Additionally, Novant Health’s 16,000-square-foot ambulatory surgery center is slated to open in Leland by year’s end, officials said.
Kroenke Sports and Entertainment announces Ball Arena renovations
Kroenke Sports and Entertainment announced a $135 million renovation of Ball Arena.
Kroenke Sports and Entertainment announces Ball Arena renovations
Kroenke Sports and Entertainment announced a $135 million renovation of Ball Arena.
‘Massive’ renovations coming to Ball Arena
Kroenke Sports & Entertainment announced a $135 million renovation set to be complete in three years.
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.
Kroenke Sports and Entertainment announces $135M Ball Arena renovation
Plans call for a 30,000-square-foot expansion of the arena’s east lobby.
Lysol Maker Plans New Science and Innovation Center in Nutley
A new research complex is coming to Essex County as the company behind Lysol and Mucinex expands its New Jersey operations.
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.
States Bet Big On Rural Health Startups, With A Silicon Valley Twist
By Sarah Jane Tribble and KFF Health News HealthDay ReportersFRIDAY, Sept. 18, 2026 (HealthDay News) — When Josh Fleig, Louisiana’s chief innovation officer, learned his state had set aside $20 million a year, for five years, to invest in startup rural health companies, his reaction was not ...
Nestle weighing all options after Kremlin moves to seize Russia business
By John Revill ZURICH, Sept 18 (Reuters) - Nestle said on Friday it was weighing all options to protect its rights after the Kremlin's decision to take control of the Swiss food maker's Russian business, the latest move against a Western company since ...
Dr. Jeff Bird: The Innovation Connector Fuels Business Growth and Entrepreneurship
By Dr. Jeff Bird— MUNCIE, IN—The Innovation Connector plays a vital role in supporting business and entrepreneurial endeavors in Muncie and East Central Indiana. Its mission and vision are to support and assist new entrepreneurs with truly unique business ideas to turn their dreams into reality.
I Built a Company in One Of America’s Most Complex Industries. Here's Why Innovation Alone Won't Make You Successful.
After starting a company in one of the most heavily regulated sectors, I’ve learned that lasting success isn’t driven by innovation alone.
Lallemand Health Solutions showcases science-backed biotics innovations at SupplySide Global 2026
New probiotic and postbiotic solutions target healthy ageing, women’s health and active lifestyles
TechFW, UNT Health launch Innovation Forum
Tech Fort Worth (TechFW) and UNT Health today launched the Innovation Forum, an annual signature event designed to spotlight the groundbreaking innovation
Roundup: Space Force academy / Louisiana Innovation / Data center power
Louisiana enters race: Louisiana is seeking to become the home of a new national academy for the U.S. Space Force after President Donald Trump signed an executive order calling for its creation and NASA opened the application process to states. House Majority Leader Steve Scalise of Louisiana, Gov. Jeff Landry’s administration and regional economic development […]
'It's just not a pleasant crowd later': Manassas officials, business owners grapple with future of 'First Friday'
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Five Plays: Villanova Wildcats Second Quarter
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Study upends claim that affordable housing depresses NH property values
Data from a NH Housing report focused entirely on New Hampshire dispels the notion that affordable housing development in a community depresses the property values of nearby residences
US sanctions boost China’s science-driven innovation by over 70%, study finds
US tech restrictions have driven Chinese firms to expand and deepen their scientific research sourcing through citations and research.
Swiss wealth management firm consolidates suburban locations into Birmingham office
Swiss wealth management firm UBS is consolidating its locations in metro Detroit into its newly renovated 36,000-square-foot space in Birmingham.
[Press release] Global Fund report shows countries fought to protect essential health services despite challenging year
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Fall Sports Update: Volleyball Sweeps Stanford
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Illinois State University partnership advances AI innovation in healthcare
Through a partnership with Healthy Tray, Illinois State University faculty and student researchers are helping transform how hospitals measure and manage patient nutrition.
RWJBarnabas Health, Rutgers and AWS launch innovation hub
The new center gives students access to mentors from the New Jersey health system and Rutgers Robert Wood Johnson Medical School, powered by Amazon's cloud and artificial intelligence technologies.
Jian Li and Akshat Dave Among Faculty Awarded Grants From AI Innovation Institute
Ten interdisciplinary projects have received funds from Stony Brook University’s AI Small Grant Program. Selected from a pool of 63 applications, these research initiatives will advance integrated AI innovation and strategic diffusion of AI technology across Stony Brook’s campus, New York State and the world. Lav Varshney, Della Pietra Infinity Professor and inaugural director of
Manova Partners acquires logistics facility in Spartanburg
Manova Partners, an international property investment manager, has acquired Spartanburg 221 for an undisclosed sum.
A New Close-Up View of Electrons Inside Semiconductors
Research team uses innovative new methodology to see and explain how electrons change from a solid to liquid state in the presence of defects.
March of Dimes and the Arthur M. Blank Family Foundation launch partnership to advance maternal and infant mental health innovation
/PRNewswire/ -- March of Dimes, the nation's leading nonprofit fighting for the health of all moms and babies, today announced a partnership with the Arthur M....
Sponsored Content: Better Business Bureau, CT – ignite: A New Hub for Business Growth, Collaboration & Innovation
NEW HAVEN, Conn. (WTNH) — The Better Business Bureau of Connecticut is expanding its mission beyond business reviews and consumer resources with the launch of ignite sparked by BBB, a 6,000-square-…
National Security Science and Technology Strategy Highlights Expanded Role for Export Controls, Investment Screening, and Data Security
On August 20, 2026, the White House released the National Security Science and Technology Strategy (“NSSTS“), which establishes the Trump administration’s framework for maintaining US technological leadership and protecting critical and emerging technologies. The NSSTS is organized around four pillars: (1) focusing techno-strategic competition, (2) building technological resilience, (3) accelerating innovation, and (4) protecting national
BioTech Social Announces Advisory Board To Advance Financial Innovation For Life Science Companies
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Fire Awards spotlights Austin founders building satellites, AI infrastructure and next-gen healthcare
Austin's startup scene celebrates innovation with Fire Awards honoring 40 companies advancing AI, robotics, healthcare and energy technology.
Canada looks to deepen research and education links with the EU
Canada is looking for deeper research and education links with the EU, according to its prime minister, Mark Carney. His comments followed hard on the heels of an offer from European Commission President Ursula von der Leyen to give his nation associate membership of the EU, a status that currently has no legal status or definition. Both sides have yet to detail how this newfound political enthusiasm will translate into concrete action.Addressing the European Parliament on September 17, Carney cited both the Horizon Europe research and innovation programme and the Erasmus+ student mobility scheme as areas for future collaboration.Association with the next iteration of Horizon Europe “would allow us to pool resources, cooperate on frontier technology, leverage our world-class research institutes and universities,” he told MEPs. Canada joined the present programme in 2024, but only takes part in Pillar 2, which supports collaborative research projects. Carney also said that young people should be allowed to work, study and live where they want, on either side of the Atlantic. “Canadian membership of Erasmus+ would give your students and ours more opportunity to learn at some of the world’s top universities, to broaden their horizon and to build those lasting ties that will sustain our alliance,” he said.Limited exchanges with Canada are already possible, for example in the Erasmus Mundus strand of the scheme, which supports joint master’s programmes. This would be considerably increased if the country became a full associate member, a club currently limited to nations neighbouring the EU.Most favoured nation?As for the offer of associate membership of the EU, the aim would be to build “an alliance for the future to create a common prosperity and economic security base,” von der Leyen said during her state of the European Union address, also in the European Parliament in Strasbourg, on September 16.“We will work on intelligent manufacturing,” she went on. “We will create a tech alliance. We will integrate defence industrial bases. We will make the Arctic a flagship joint project. We will work on energy-critical minerals and batteries, on [artificial intelligence], quantum, cyber and economic security.”Mona Nemer, Canada’s chief science advisor, told Science|Business that the political speeches by Carney and Von der Leyen will open the door to even more scientific cooperation between Canada and the EU. She even attributed the broader political partnership to the scientific diplomacy of Horizon Europe association. “The science and research collaborations have predated this political rapprochement,” she said.While she is not part of the government decision-making process, Nemer thinks Carney’s speech in the European Parliament is more than “political posturing” and the Canadian government is likely to come up with more practical ideas for how to boost collaboration in the near future. “The prime minister mentioned Horizon [Europe] and Erasmus+, maybe there is something more concrete around this,” she said.She went on to suggest that Canada and Europe could also work more closely together on setting international standards for emerging technologies, AI safety, data sovereignty and joint research infrastructures, such as particle accelerators and marine research fleets.Nemer confirmed that science cooperation will be on the agenda at an upcoming EU-Canada summit in October. She met recently with EU ambassadors to Canada to "see where the possibilities are, to signal that there is interest."Room for expansionLike other countries outside Europe that are associated to Horizon Europe, such as South Korea, Australia or Japan, Canada is not allowed to host European Research Council (ERC) grantees. However, Canadian universities hint they would like re-open that discussion. “Canada’s participation in Horizon Europe, the world's largest research funding programme, has been a big success,” said Robert Asselin, the chief executive of U15 Canada, an umbrella body for some of the country’s biggest research universities, in a statement. “Ensuring swift re-association to the next research programme, will be vital to maintain this momentum. We would welcome efforts to explore further opportunities to collaborate with European partners, such as through the European Research Council,” he said. Related articlesHow a new multilateral defence bank could boost innovationEurope’s independence hinges on innovation, von der Leyen saysBut so far, there are no details from the Commission on how von der Leyen’s proposal would boost Canadian access to the ERC or other sensitive research calls in Horizon Europe. And it is unclear how other non-European associated countries, such as New Zealand or Australia, would react if Canada was given better access than them. The same questions may arise closer to home. “How would a new category of associate member of the EU differ from Norway’s participation in EU programmes through the European Economic Area?” asked Jan Palmowski, secretary general of the Guild of European Research-Intensive Universities. “And how does this proposal for Canada change discussion for the UK, Norway and Switzerland for the next Multiannual Financial Framework?”Another area for discussion is how far Canadian organisations can participate in sensitive projects. “I would expect some of the most crucial issues at hand to be whether Canada can participate more closely and predictably in calls that are deemed sensitive on research security or EU preference grounds, on critical technologies, for instance,” Palmowski said. Canada’s participation in other parts of Horizon Europe, as well as the European Competitiveness Fund, might also be discussed, he added.Whatever the details, closer cooperation between the EU and Canada represents a “substantial” opportunity, according to Mattias Björnmalm, secretary general of the Cesaer university group. “Scientific excellence depends on talented people being able to work together, exchange knowledge and access complementary expertise and infrastructure,” he said. “A closer EU-Canada partnership would strengthen these conditions and provide greater certainty for long-term collaboration.”
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