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New Species of Cat Discovered for First Time in a Century
The species, called a tilcayo, is smaller than a house cat and lives in the cloud forests of the Andes Mountains in Bolivia.
Kauai small businesses ask tourists to return with aloha and some patience
When tourists should return is always a question in Hawaii, but Kauai small businesses are already asking for them to come back in the wake of the devastation left by Hurricane Lowell.
Small business owner: My business partner is my exact opposite
To help my small business in the Hamptons grow, I started working with a partner. He challenged every process and skill I had.
This cartridge-playing Game Boy clone is smaller and cheaper than Analogue’s Pocket
The FPGB Mini is only slightly wider than the original Nintendo cartridges it plays.
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.
iPhone 18 Pro Teardown Reveals How Apple Shrunk the Dynamic Island
YouTube channel REWA Technology today shared one of the first iPhone 18 Pro teardown videos, offering a look inside the new device. iPhone 18 Pro and iPhone 18 Pro Max feature a smaller Dynamic Island, which Apple achieved by moving Face ID's infrared camera under the display in the top-left corner. The pixels above the infrared camera have a special pattern that lets infrared light pass through, yet the screen looks completely normal at typical viewing angles.
Employer Health Costs Surge: What it Means for EHTH, CNC & UNH
eHealth says surging 2027 health costs are pushing smaller employers toward ICHRAs, potentially expanding individual coverage demand.
Small business owner in Asheboro shares her key to success
ASHEBORO, N.C. (WGHP) — Minkology in downtown Asheboro has been open for about five years. Co-owner Wendi Mink looks to bring some of the best finds all under one roof. “I think that it’s just importa...
Introducing Small Business Insider
Business Insider is launching Small Business Insider, a weekly newsletter that gets inside the many ways people become business owners.
Meet San Francisco's 'permanent underclass'
For non-techies and small-business owners, the city is starting to feel like an exclusive party they can't afford to get into.
Alliance Entertainment and BioVie Interviews to Air Nationally on the RedChip Small Stocks, Big Money(TM) Show on CNBC and Bloomberg TV
ORLANDO, FL / ACCESS Newswire / September 18, 2026 / RedChip Companies will air interviews with Alliance Entertainment Holding Corp. (Nasdaq:BIVI) on the RedChip Small Stocks, Big Money™ show, a sponsored television program airing on Bloomberg TV this Saturday, September 19, at 7:00 p.
Scientists just named a new snake after Guns N’ Roses legend Slash
A newly discovered snake from New Guinea has been named after Guns N’ Roses guitarist Slash, who has loved reptiles since childhood. Genetic testing and physical differences confirmed that the reddish-brown groundsnake, Lielaphis slashi, is a species scientists had never formally recognized before. The nonvenomous snake may use large rear teeth to catch slippery lizards and reptile eggs.
North Carolina Small Business Center Network Names Winners of Inaugural 'Startup Showdown' Competition
After a rigorous, months-long training and pitch competition, the North Carolina Small Business Center Network (SBCN) announced Rinse-A-Poo, Victorious Wellness, and The Gilded Lantern as the first-, second- and third-place winners, respectively, of the state's inaugural SBCN Startup Showdown.
iOS 27: My favorite new iPhone features (other than AI)
Apple released iOS 27 to everyone this week, and the headlining changes are Siri AI and the array of new...
Happonen and Orsolini back with the group
With two days to go until the match against Torino, Raffaele Palladino’s Rossoblù went through a double training session. The morning was dedicated to activation work and small-sided technical dril...
The best workplace culture in America is being built by companies you’ve never heard of
As public companies cut jobs to fund AI, small and mid-sized businesses are proving more resilient—and redefining workplace culture.
Bolivia: New cat species discovered by scientists
Genetic data confirmed that the small feline, called "tilcayo" by locals, is a new species of cat. It's the first such discovery in more than 100 years.
Why do Japanese studios suffer fewer layoffs? Because they have smaller teams and don't pay their execs $30m, says one expert
In 2026 alone, 96 percent of all the jobs lost in the video games industry were in North America and Europe.
Make small business accounting way easier with this $60 lifetime tool
Make bookkeeping as easy as snapping a photo with Argo Books.
United Franchise Fund | Small Business Stories
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Kauai small businesses ask tourists to return after Hurricane Lowell, with aloha and some patience
Watching her staff happily hand out free meals for hundreds of residents outside their Wailua commercial kitchen, food truck co-owner Kelly Kakalia felt fulfill
Kauai small businesses ask tourists to return after Hurricane Lowell, with aloha and some patience
Watching her staff happily hand out free meals for hundreds of residents outside their Wailua commercial kitchen, food truck co-owner Kelly Kakalia felt fulfilled.
Rising gas prices squeeze West Tennessee small businesses
Rising gas prices squeeze West Tennessee small businesses
Buzz on Business: Low Key Cocktail Bar to Stay Closed
Above: Low Key in 2021, shortly after it opened. And Savor EG is happening next week! With additional reporting by Elizabeth McNamara Do you have an update you’d like to see included here regarding an 02818 business? Whether it’s small or big news, we’d like to hear from you! Share the buzz: editor@eastgreenwichnews.com. Low Key […]
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.
Why we bought our first home with a 100% mortgage
The share of UK mortgages with smaller deposits is the highest it's been since 2008. The BBC spoke to borrowers about how they manage the risks.
Meet the tiny wild cat that’s new to science
A diminutive wild cat that inhabits Bolivia’s cloud forest has been identified as a previously unknown species, marking the first time a new living cat species has been formally named and described in more than a century.
Small Gym September: Meet Thunder Elite
Learn more about Thunder Elite from Bryan, TX! Thunder Elite is proud to have brought home its first-ever D2 Summit win this past season!
Two Billings brothers turn poop scooping into a growing small business
Two young Billings brothers are turning a stinky job into a growing business — and picking up some valuable life lessons along the way
Governor Moore Requests Administrative Declaration from U.S. Small Business Administration for Anne Arundel County
Governor Moore Requests Administrative Declaration from U.S. Small Business Administration for Anne Arundel County
US Congress moves closer to restoring access to popular small business bankruptcy program
Congress is moving to restore expanded access to a popular bankruptcy option for small businesses, with the US House of Representatives and Senate both passing bills to restore the program's debt-eligibility limit to $7.5 million after the higher threshold expired in 2024.
Governor Moore Requests Administrative Declaration from U.S. Small Business Administration for Anne Arundel County
Governor Moore Requests Administrative Declaration from U.S. Small Business Administration for Anne Arundel County
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.
Oregon Medicaid program erroneously paid up to $4.1M due to system errors, audit says
The overpayments are a small fraction of what the state spends on its Medicaid program, but they could put federal funding at risk, state auditors warned.
GSA Issues Notice of “Glitch” and Recommends Contractors Validate Small Business Status Representations on SAM.gov
The General Services Administration (GSA) has begun sending out email notifications of a “known glitch” affecting certain System for Award Management (SAM) registrations as far back as spring…
Indoor family entertainment concept coming to Denton - Cross Timbers Gazette | Southern Denton County | Flower Mound
A 30,000-square-foot entertainment center with trampolines, a ninja course, virtual reality, arcade games and more is coming to Denton. Launch Family Entertainment will open a new location on Friday, Oct. 30 inside the Golden Triangle Mall at 2201 South I-35. The center will also feature Multi Ball and a Valo Area, along with the Launch’s […]
Detroit Pistons: Rotational Upgrades Aplenty Ahead Of 2026-27 Campaign
The Detroit Pistons made small yet calculated offseason moves to bring shooters into the Motor City
Empire Mall space available for sublease
An available space at The Empire Mall is ready for a new business to take over the lease just in time for the holiday season.
Henderson welcomes third cohort of small business assistance program
The city celebrated the 2026 cohort with a kick-off event at Henderson City Hall.
Shock in the Europa League: Hoffenheim lose to Greek minnows!
Major upset in the Europa League!A day after Celta Vigo’s surprise defeat to Omonia Nicosia (1-0), it was Hoffenheim’s turn to stumble right out of the gate.Away on the pitch of OFI Crete, a small...
iPhone 18 Pro Unboxing: New Colors, Better Photos, and Smaller Dynamic Island
The iPhone 18 Pro and iPhone 18 Pro Max are launching tomorrow, but we were able to get one early to share some initial impressions. Subscribe to the MacRumors YouTube channel for more videos. Both the 18 Pro and Pro Max are heavier than the iPhone 17 Pro and Pro Max models they replace, and it's most noticeable when you pick up the Pro Max. It was a heavy phone to begin with, and now there's more weight (249 grams vs. 233 grams).
Wiregrass small businesses nominated for 2026 Alabama Small Business Award
DOTHAN, Ala. (WDHN) — The Chamber of Commerce Association of Alabama and Business Council of Alabama has announced 40 small businesses as finalists for the 2026 Alabama Small Business Award, and sever...
‘Small Business Skill Share’ next Tuesday
Story telling, customer service, and artificial intelligence will be among the areas discussed.
Zingerman’s candy business breaks out with its sights set on national growth
The Ann Arbor-based small-batch confections business has a new managing partner and Ecuadorian chocolate supplier.
Spotlight on Business: New family-run Italian restaurant and small business workspace
(ABC 6 News) – In this week’s Spotlight on Business, Justin Collopy from Realty Growth is introducing us to a new family-run restaurant serving up scratch-made dishes and a flexible workspace designed to help small businesses grow.Realty Growth showcases local businesses every Wednesday in Spotlight on Business. Have a place you’d like to see featured […]
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
High gas prices hurting small business owners, customers in Columbus
The rising cost of unleaded and diesel gas is creating challenges for business owners.
Struggling French Quarter businesses threatened with fines over unpermitted chairs, signs
The New Orleans Office of Safety and Permits recently warned a number of small businesses and bars in the French Quarter they must remove unpermitted chairs and A-frame signs from
New wild cat species is identified for first time in 100 years, researchers say
A type of tiger cat, the animal is smaller than a house cat, slender and spotted. It lives in the Bolivian cloud forest.
Is Small-Business Demand Creating New Growth Levers for Mastercard?
MA is targeting small-business demand for integrated tools, cybersecurity and premium features to deepen relationships beyond card payments.
Can researchers trust that AI models won’t leak their ideas?
Research funders are asking how they can stop confidential scientific ideas in grant proposals from leaking out through large language models (LLMs), for example if reviewers use AI to help them judge applications. Last week, a row erupted in mathematics after OpenAI announced it had solved a notoriously difficult problem, only for another mathematician to demand answers over whether the company had used ideas he had fed into its models. The spat, and the broader issue of idea leakage through AI models, was discussed by funders at an R&D policy conference held in Paris on September 14. At worst, it threatens to undermine the correct attribution of breakthroughs, one of the foundations of modern science. The mathematics dispute around OpenAI is “certainly something we're looking at” Jason Gallo, head of the newly established Office of Metascience at the US National Science Foundation (NSF), told the Blue Sky Forum, hosted by the Organisation for Economic Co-operation and Development. The controversy started on September 8, when OpenAI announced it had cracked a mathematical problem that had gone unsolved for 90 years. Using a swarm of AI agents, millions of dollars’ worth of computing power and a new internal model, the company said it had finally proved that a long-used formula for modelling fluid dynamics breaks down under certain conditions. However, Tristan Buckmaster, a New York University mathematician who had been independently working with collaborators on the same problem using OpenAI’s Codex tool, hit back with a statement questioning whether the company had snooped on his Codex sessions to gain an advantage. OpenAI has always denied it looked up the “specific user data” of Buckmaster and colleagues. However, the company initially admitted that “while unlikely, we cannot rule out that de-identified data derived from their usage of our products helped improve our models,” although its proofs “differ significantly” from Buckmaster’s. The firm later said that, following an investigation, it concluded that Buckmaster’s Codex prompts “could not have influenced the [OpenAI] system in any way, including through training.”Funder concernYet OpenAI’s initial admission that its model might have ingested Buckmaster’s ideas, then spat them out to its own mathematicians, has scientistsworriedthat their work could leak out if shared with AI. Some AI tools give users an opt-out option to stop their sessions from training the model. If such guarantees can be trusted, this gives scientists some confidence they can use an LLM to develop an idea without the risk of it leaking out.But there’s a bigger potential vulnerability. To win money to investigate ideas, scientists have to share them with funding bodies. These grant proposals are normally kept strictly confidential, to prevent other scientists from scooping them, or to protect commercially valuable intellectual property. To preserve this confidentiality, when the NSF uses AI models, “we have to be sure that it's not making server calls out to an external party, leaking that data,” said Gallo to delegates in Paris. Leaks through reviewersHowever, funders normally use external academic reviewers to assess proposals. And there are growing worries that these reviewers are feeding grant ideas into AI models to help them make a judgement. Research funders have noticed that peer review reports and funding recommendations have “suddenly become much longer, more detailed and complex,” said Diogo Machado, head of the data science unit at Technopolis, a science and technology-focused consultancy. “The sense is that reviewers are increasingly using generative AI in their review work, even where guidelines sometimes forbid it,” he told Science|Business. “This is very difficult for funders to control or prove.” Happening at scaleThis sharing of confidential proposals with AI models is “happening at scale already,” said James Wilson, executive director of the Research on Research Institute, based at University College London, during the debate in Paris. In response, Gallo said the NSF had “strict guidance” around the uploading of proposals to AI models. But he added the NSF was mulling new types of assessment to make sure applicants were truly the originators of their ideas, such as following a short-form proposal with an oral presentation, which would allow the foundation to “really interrogate the investigator on their intellectual contribution.” Related articlesHow can Europe cope with a flood of AI-assisted research grant proposals?The risks and benefits of AI in screening research grant proposals Viewpoint: AI could make scientific overload worse“For us as funders, a lot of the ways to ensure that the application remains the applicant's own intellectual contribution, those ways are quite regressive,” Peter Clifford, head of strategy at Research Ireland, told delegates. “They're maybe ten or 15 or 20 years old, and they don't scale particularly well.” Disputes over the origin of ideas are as old as modern science. Isaac Newton and Gottfried Wilhelm Leibniz spent more than a decade arguing over who invented calculus, for example. And long before LLMs emerged, academics would agonise over how much of their early work to reveal at conferences, in case their colleagues scooped them, Jack Leahy, a senior metascience advisor to the UK government, told delegates. But AI was “accelerating” the “problems of the system,” he said.
Exclusive: Wayflyer collects $50M to fuel expansion
The small business lender wants to grow beyond consumer brands and offer more products.
Succession planning questions for Rochester small business owners preparing for retirement
Commentary: Nicholas Norvell outlines key succession planning questions for Rochester small business owners to prepare for retirement and ensure smooth transitions.
What eyewitness accounts tell us about the science of memory
The malleability of memory once cast doubt on eyewitness identification in criminal cases, but new research reveals how eyewitness memory can be used accurately
Libya power cuts push small businesses and weary citizens to brink
Power cuts have been a fact of life for years for Naseem Al-Akkari, who owns a chain of restaurants in Libya's capital, Tripoli.
Partnership provides grants for small business disaster relief
A new partnership between the American Red Cross and the U.S. Chamber of Commerce Foundation is helping small business owners ensure they're ready for disasters and giving them a potential lifeline.
Small employers weigh dropping group coverage ahead of 2027
A new eHealth survey finds 73% of small to mid-sized employers are reconsidering traditional health benefits
Henderson welcomes third cohort of small business assistance program
Henderson leaders and CSN kicked off the 2026 business development cohort at City Hall to support local entrepreneurs.
Oakland small business owner looks forward to downtown revitalization effort
So Delicious dairy-free salted caramel frozen dessert pints recalled; state health officials alert public
A potential presence of foreign materials, such as small stones and other hard objects, in the cashew clusters triggered the recall; the product was sold at retailers such as Target and Whole Foods in Hawai‘i.
Oakland small business owner optimistic for downtown revitalization effort
Trump tests the limits of political make-believe in North Carolina
‘Some of you like me more than you like the party,’ US president tells small crowd in a speech that no major network covered live
NASA’s New Horizons spots signs of liquid nitrogen flowing on Pluto
Scientists have found the first evidence that liquid may have flowed across Pluto’s surface in the recent past. Dark features on the enormous Sputnik Planitia glacier appear consistent with liquid nitrogen rising through cracks from deep beneath the ice. Computer models show that nitrogen could melt at the glacier’s base and travel upward like fluid through small conduits. The finding reveals that Pluto may be much more geologically active than its frozen appearance suggests.
How Surrogate's Court enriches party leaders in Queens
The Surrogate's Court in Queens is a small court that handles estates, wills and adoptions.
Watching Your Wallet: Better Business Bureau holding special program for small businesses
The Better Business Bureau is showcasing their commitment to small businesses with a special program.
Expert available: Interest rate hike impact and rural business
Eric Mikolai, lending program manager for the nation’s third largest SBDC network, NorCal SBDC, is available to discuss today’s interest rate hike and its impact on small businesses in rural economies, including borrowing costs, cash flow, business expansion, and access to capital. Mikolai specializes in small business lending and capital strategy. He can speak to the broader economic implications on hiring, commercial real estate, business acquisitions, and long-term economic growt
Hennepin County ends Operation Metro Surge business relief fund amid fraud concerns
Jeffrey Lunde, a Hennepin County commissioner, explains why the Small Business Recovery Fund was shut down after fraudulent applications.
17 Roaring Fork organizations receive more than $50,000 in health grants
The Roaring Fork Community Health Fund (RFVCHF) awarded over $50,000 to 17 organizations in the Roaring Fork Valley, according to a Western Colorado Community Foundation news release. The scope of the organizations covers a wide...
Rising costs cause another beloved Sarasota business to close its doors
Rising costs and a shifting economy are just a few of the daily realities small business owners face.
Small-Business Owners Face Higher Borrowing Costs. These Moves Can Help Control Them
The Federal Reserve just raised interest rates by 0.25 percent. Experts explain what entrepreneurs need to know.
Springfield considers cannabis tax revenue for small business grants
Proposed program would provide up to $100,000 to eight local businesses.
JPMorgan CEO Jamie Dimon says small businesses are experiencing a 'mini boom'
JPMorgan Chase CEO Jamie Dimon said in an interview on Wednesday that he thinks the country's small businesses are having a "mini boom."
Is Pfizer's New Business Big Enough To Carry The Old One?
Pfizer (PFE) trades at about 95% of its 52-week high. The business that has to justify that price, the medicines it has launched and acquired, is still only about a fifth of the company. The stock returned roughly 24% over the past year against about 17% for the S&P 500, so investors have so far given the handoff the benefit of the doubt. It is a large bet on a small slice.
Roma Business Named a Finalist in 13th Annual Quest for Texas Best Competition
H-E-B’s search for the next great Texas-made product has narrowed from hundreds of hopefuls to 10 standout small businesses.
United Center owners tweak plans for park, music hall at $7B 1901 Project
Updated renderings of the $7 billion megaproject show a relocated 6,000-seat music hall southwest of the United Center with a new, smaller park on the hall’s western edge.
How AI Is Helping Growing Businesses Take the Complexity Out of Payroll
As AI becomes commonplace in payroll technology, small- and mid-sized business leaders should evaluate how AI improves how payroll operates from start to finish.
AIC’s Will Dunham Talks PE Support of Small Businesses, Workers on ‘The Deciders’ Podcast
Dunham: “Our members are professional business builders … They go find businesses that are struggling or businesses that are doing just fine and they help
Gil Cisneros, Sharice Davids launch bids for Small Business
A win by either Cisneros or Davids would bring diversity to the upper echelons of Democratic leadership.
Raymond James Adds Retirement Plan Option for Small Business Owners
The move by Raymond James follows a trend of wealth managers offering their advisors an in-house small-business retirement plan for clients.
Raymond James Adds IRA Option for Small Business Owners
The move by Raymond James follows a trend of wealth managers offering their advisors an in-house small-business retirement plan for clients.
U.S.-Canada trade war further taxes small businesses struggling with rising costs
“It’s like death by a thousand cuts,” a Vermont cheesemaker said, citing the rising costs of energy, inflation and now tariffs.
U.S.-Canada trade war further taxes small businesses struggling with rising costs
“It’s like death by a thousand cuts,” a Vermont cheesemaker said, citing the rising costs of energy, inflation and now tariffs.
US-Canada trade war further taxes small businesses as costs rise during the Iran war
Canada imposed reciprocal tariffs on about $20 billion worth of U.S. goods.
US-Canada trade war further taxes small businesses as costs rise during the Iran war
Canada imposed reciprocal tariffs on about $20 billion worth of U.S. goods.
Colts news: Keenan Allen formally charged after preseason arrest
Indianapolis Colts wide receiver Keenan Allen was in the headlines recently after a run-in with the law. Allen was arrested for drunk driving after failing a sobriety test in the city. Now, the veteran wide receiver has been formally charged with two misdemeanor counts, per Fox59. “Court records show Allen is formally charged with operating a […] The post Colts news: Keenan Allen formally charged after preseason arrest appeared first on ClutchPoints.
The Emmys Lost 15 Million Viewers. It’s a Warning for Every Successful Business
The Emmy Awards used to be one of television's biggest events. The broadcast's fall is a lesson for ever entrepreneur.
Colts WR Keenan Allen formally charged with 2 misdemeanors stemming from August DUI arrest
Get In On Pre-Order Discounts for the New Mac Mini and Mac Studio Before They Launch Next Week
Amazon has the first cash discounts on Apple's brand new Mac mini and Mac Studio, with up to $49 off select models. One of the best deals is on the M5 Max Mac Studio with 36GB RAM and a 512GB SSD, on sale for $2,449.99, down from $2,499.00. Note: MacRumors is an affiliate partner with Amazon. When you click a link and make a purchase, we may receive a small payment, which helps us keep the site running.
'Science of Well-Being' workshop comes to Bemidji Public Library Sept. 23
Bemidji State associate professor Shawn E. Schooley will present, "The Science of Well-Being: Small Habits for a Happier, Healthier Life," from 6 to 7 p.m. on Wednesday, Sept. 23, at the library.
Start Small, Build Readiness: Putting Special Pathogen Plans to the Test
National Emerging Special Pathogens Training and Education Center
Survey: 54% of Small- to Mid-Sized Businesses Report Double-Digit Health Plan Premium Increases for 2027
/PRNewswire/ -- eHealth (Nasdaq: EHTH), a leading private online health insurance marketplace, today published new original research showing that over half of...
U.S.-Canada trade war further taxes small businesses as costs rise during Iran war
The conflict between the economically entwined neighbors affects only about 5% of total exports and imports, but it is having a big impact on small businesses that depend on cross-border sales.
UT San Antonio study finds lowering blood pressure benefits brain health
While scientists have long studied the detrimental effects of high blood pressure on cardiovascular function, its effects on the brain are less understood. A new study from UT Health San Antonio, the academic health campus of The University of Texas at San Antonio (UT San Antonio) shows that even a small decrease in blood […]
Ukrainian defence tech seeks new ways to scale up
Since Russia's full-scale invasion in February 2022, Ukraine's defence sector has expanded several-fold, becoming a significant source of military innovation, especially in unmanned systems, counter-drone technologies, electronic warfare and AI-driven combat systems. But finding the funds and personnel to scale up and to reach international markets remains a challenge.Spurred on by the demands of the front-line, Ukrainian defence companies say they can develop a minor component in a couple of weeks, or major hardware or software solutions within a year. This is several times faster than the usual development cycles in the sector. Tencore, founded in 2024, is now one of Ukraine’s largest providers of unmanned ground vehicles, well exceeding the production of NATO members in this category. Odd Systems, a Ukrainian combat cameras developer founded in 2023, launched its first thermal camera in 2024. Less than two years later, it is developing the fourth generation of the product, one that has evolved into a full vision system.According to Michael Singer, managing partner at Verne Capital, a venture capital fund supporting defence companies in Europe, this speed is down to the short feedback loop between the developer and the end user. “Ukrainian companies develop technologies in close interaction with soldiers and military units, test them under real combat conditions and rapidly incorporate feedback into the next generation of the product,” he says. “Sometimes we need to react to feedback and deploy an upgrade within hours,” says Polina Tymchenko, the spokesperson for Himera, which develops electronic warfare-resistant walkie-talkies. “It means that, as a company, you have to have a higher tolerance for risk, and also design your products in a way that fosters those quick changes.”Getting a product deployed by a combat command involves no paperwork other than a purchase order, says Perry Boyle, co-founder and chief executive of Mits Capital, a Ukrainian-US investment group focused on attracting capital for Ukraine's defence tech sector. “New weapons can be developed and deployed based largely on handshakes.”Nevertheless, the speed of development is largely subject to the level of funding, says Iryna Sukhomlyn, head of business development at RMachine, a developer of unmanned ground systems. “Financial support needs to start much earlier, particularly at technology readiness level 3-5, not only when most of the technological risk has already been removed,” she says.In 2025, Ukrainian defence tech companies attracted about $129 million in investment, with the true figure likely higher given the share of undisclosed security-sensitive deals, according to a report published by the Kyiv School of Economics. These investments were primarily concentrated in the AI and software segment, as they are considered a lower financial risk.Scaling production is a major barrierAccording to Iryna Supruniuk, business development director at Odd Systems, proving a defence product in Ukraine is not the end of the development process, but the beginning of a continuous evolution, since operational requirements change rapidly. “Continuous iteration remains our highest priority,” she says.It's also when production must scale up, which represents a major hurdle. “Scaling production requires capital, manufacturing capacity, components, certification, procurement access and reliable supply chains,” Singer says. Scale-up is also hampered by demographic pressures, especially a shortage of young specialists needed to expand engineering teams. Companies have reported struggling to replace specialists lost due to Russian attacks, mobilisation and emigration. In order to meet this scale-up challenge and finance arms production, begun allowing defence technologies to be exported, assuming it has an excess capacity. It has also announced the creation of ten defence and weapons export centres across Europe by the end of 2026.According to Singer, a technology that has demonstrated its value under real combat conditions has a fundamentally different credibility than a product that has only been tested in a laboratory or training environment. But combat validation alone doesn’t automatically create an international business. “Companies still need access to foreign defence ministries and procurement organisations, international certification, financing for production scale-up and, in many cases, local industrial partners,” he says.Already in 2026, the EU has signed several agreements with Ukraine that aim at joint defence technology development and production. These include allowing Ukraine to join the European Defence Fund, signing a financing agreement under the European Defence Industry Programme, and setting up the EU-Ukraine Drone Alliance.For Singer, it is important that European defence companies don’t just see their Ukrainian partners as technology suppliers, but rather as potential innovation partners. “Ukrainian companies bring speed, operational experience and an exceptional ability to iterate. European partners can provide industrial capacity, capital, established supply chains and access to European procurement markets.”Procurement possibilitiesWhen it comes to exports, the procurement and compliance processes involved require time, taking months or even years, and money. In other words, resources that small defence tech companies need if they are to improve and scale up their technologies. According to Sukhomlyn of RMachine, if the priority is to rapidly increase available defence capabilities, then the processes need to reflect that urgency. “If Europe wants defence innovation at wartime speed, its administrative processes also need to operate much closer to wartime speed,” she says, highlighting a need for support with certification, market access and mutual recognition of relevant testing. “Otherwise, we risk having excellent technology available but spending years making it administratively eligible to be purchased.”Related articlesRussia widens targeting of European research centresEU must support research managers in central and eastern Europe, says Visegrad fund headThis is a lesson Europe’s defence sector would do well to learn, Singer says. “Defence innovation needs to be organised around the speed and requirements of the end user, not around the speed of the bureaucracy.”Supruniuk says the European defence sector should rethink the balance between quality and quantity. “In many cases, a good-enough system available in thousands of units creates greater operational value than a perfect system available in dozens.”“For decades, everyone has been looking for that all-powerful, exquisite system that can protect everyone,” adds Tymchenko. “We see in crime that only scalable, dedicated, affordable solutions can actually defend democracies.”
The iPhone 18 Pro’s big camera update is all about the small gains
I put the iPhone 18 Pro’s ambitious new camera system to the test.
Colts WR Keenan Allen formally charged after DUI arrest
Colts receiver Keenan Allen was formally charged with two misdemeanor charges stemming from his arrest on suspected DUI early the morning of Aug. 30 in downtown Indianapolis.
Health Rounds: New dye for MRI exams detects lung cancer earlier
Hello Health Rounds readers! Today we highlight a potentially game-changing experimental contrast agent for MRI exams that may enable detection of lung cancer when tumors are small and more treatment options are available. We also report on a Johnson & Johnson antidepressant that appears to help improve sexual dysfunction in patients with major depressive disorder.
Introducing: The New Glashütte Original 70s Collection, a Reworked Take on the Integrated Sports Watch
The Seventies model thoroughly revamped, becoming the Glashütte Original 70s with a smaller case, textured dials and a new-gen movement.