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USRA Contributes Planetary Science Expertise to NASA-IBM Lunar Foundation Model
/PRNewswire/ -- Universities Space Research Association (USRA) contributed planetary science expertise, lunar dataset development, and scientific evaluation to...
Safety Alert: Health experts expect long flu season
October is under two weeks away, which means flu season is just around the corner.
Safety Alert: Health experts expect long flu season
October is under two weeks away, which means flu season is just around the corner.
Safety Alert: Health experts expect long flu season
October is under two weeks away, which means flu season is just around the corner.
Safety Alert: Health experts expect long flu season
October is under two weeks away, which means flu season is just around the corner.
Safety Alert: Health experts expect long flu season
October is under two weeks away, which means flu season is just around the corner.
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.
USRA Contributes Planetary Science Expertise to NASA-IBM Lunar Foundation Model
Open-source artificial intelligence model combines diverse lunar datasets to support scientific analysis of the MoonThe NASA-IBM model reproduces patterns of lunar ice prospectivity (scaled from blue to yellow), shown at four locations (left) near the Moon’s pole. Top row: reference ice prospectivity map of Mons Mouton near the lunar south pol...
Notre Dame vs Michigan State Game Predictions
Notre Dame chases their thirteenth straight victory in a rainy Battle for the Megaphone. Our experts break down why a dominant defense defines this historic rivalry clash.
Podiatrist Reveals the No. 1 Exercise to Do Daily to Ease Plantar Fasciitis Pain
In TODAY.com’s Expert Tip of the Day, a podiatrist shares her favorite simple exercise to relieve stubborn heel pain from plantar fasciitis.
Could AI go rogue and ‘kill us all’? Two Wisconsin experts sort fact from science fiction - KFIZ News-Talk 1450 AM
By Richelle Wilson Concerns about the risks of artificial intelligence have escalated after a former researcher at Anthropic and OpenAI wrote a viral social media post last week claiming that […]
Experts predict winner of Jaguars v. Broncos Week 2 game
Here is who the experts are picking to win Sunday's Week 2 matchup between the Jaguars and Broncos.
Burlington’s headquarters move to Philadelphia puts spotlight on New Jersey’s difficult business climate, experts say
Gov. Mikie Sherrill has defended her growth strategy, but advocates say the state must do more to boost competitiveness.
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.
16th Asian Chief Dental Officers Meeting: Advancing universal health coverage for oral health in the WHO Western Pacific and South-East Asia Regions
Session 3 of the 100-Day Sprint BackgroundOral diseases remain among the most prevalent noncommunicable diseases (NCDs) across Asia, affecting people throughout the life course and placing a significant burden on individuals, families and health systems. Countries across the World Health Organization (WHO) Western Pacific Region and South-East Asia Region have committed to strengthening oral health through regional action plans and by advancing universal health coverage (UHC). The 16th Asian Chief Dental Officers Meeting (ACDOM) serves as a regional platform for Chief Dental Officers in Asia to exchange experiences, strengthen collaboration and accelerate implementation of oral health commitments. For the first time, the meeting is being jointly organized by the WHO Regional Offices for South-East Asia and for the Western Pacific and the ACDOM Secretariat. This year's meeting introduces a 100-Day Sprint, bringing together oral health and UHC leads and technical experts to support countries in strengthening integration of oral health within national UHC benefit packages. Through the Sprint, participating countries will develop, refine, cost and operationalize country-specific essential oral health-care benefit packages using WHO tools, including the Service Package Delivery and Implementation (SPDI) Platform. The in-person 16th Asian Chief Dental Officers Meeting represents Session 3 and the midpoint of the 100-Day Sprint, providing an opportunity for countries to review progress, exchange experiences, identify challenges and refine their approaches before continuing with the remaining Sprint sessions. 100-Day SprintSession Date Format Title Session 1 (Day 0) 19 Aug Virtual Setting the Scene and Introducing Key Principles and Frameworks Session 2 16 SepVirtual Introduction to the SPDI Platform and Initial Mapping Exercise Session 3 27-29 Sep In-person, 16th Asian Chief Dental Officer Meeting, Malaysia Review and Refinement of Oral Health Service Packages Session 4 14 Oct Virtual Finalizing National Essential Oral Health Services Packages and Costing Exercise Session 5 (Day 100) 26 Nov Virtual Country Presentations and Closing of the 100-Day Sprint ObjectivesLeverage the 100-Day Sprint to define priority implementation actions for oral health in countries; Strengthen national capacity to design, cost and operationalize country-specific essential oral health care packages using SPDI platform; andExplore cross-country collaboration to expand access to essential oral health supplies and products, including harmonized specifications and pricing, and improve supply chains for essential dental preparations and medicines.Expected outcomesA draft country-specific essential oral health care benefit package developed using the SPDI platform and aligned with WHO’s Essential Oral Health Care packageA strengthened regional network in Asia of oral health and UHC leaders, fostering collaboration among South-East Asia and Western Pacific countries, WHO offices and WHO Collaborating Centres to support sustained implementation beyond the meetingParticipantsChief Dental Officers and national oral health programme leads;National focal points responsible for universal health coverage, health financing and health systems;Representatives from WHO country offices, regional offices and headquarters;WHO Collaborating Centres; andAcademic institutions and technical partners.
Keep or sell Cherki? FPL gameweek five dilemmas
BBC Sport's Fantasy Premier League expert FPL Heisenberg gives his answers to some of the biggest dilemmas facing managers in gameweek five.
Community leaders, elected officials come together to discus...
Health experts and community leaders came together to focus on mental health in session, titled “Ready to Rise: Addressing the Black Mental Health Crisis,” duri...
Expert Explains Why He Got Yankees’ Ben Rice Wrong
Keith Law is one of the most widely respected prospects writers in baseball, and one thing he tries to do is explain why he gets certain players wrong.In a new article on Thursday, he dove into New York Yankees star Ben Rice, whom he never viewed as a high-ranking prospect.Of course, Law was not alone […] The post Expert Explains Why He Got Yankees’ Ben Rice Wrong appeared first on HEAVY.
Could AI go rogue and ‘kill us all’? Two Wisconsin experts sort fact from science fiction
A new wave of concerns over the rapid development of artificial intelligence has been sweeping the country after a former tech worker warned that AI could wipe out the human race within a decade.
Local mental health experts urge awareness, highlight 988 lifeline during Suicide Prevention Month
September is Suicide Prevention Month, and local mental health professionals are urging Coastal Empire residents to recognize warning signs, break stigmas, and utilize free round-the-clock resources such as the 988 Suicide & Crisis Lifeline.
Rise in political violence takes center stage at Pittsburgh's Eradicate Hate summit
Experts on political violence painted a grim picture of hate in America Thursday during the final day of the Eradicate Hate Global Summit, warning that...
Respiratory illness season approaches: Health experts encourage early prevention
Respiratory illnesses such as influenza, COVID-19 and respiratory syncytial virus, or RSV, return to communities every fall and winter, contributing to
An emergent model of food and health
As more Islanders than ever seek food assistance, several local organizations have risen up to meet the demand in new ways. These emergent collaborative efforts have put the Vineyard on the map as a model for food systems that contribute to better health outcomes, according to experts in the field. The model is called “Food […]
Saudi Arabia says debris from an intercepted Houthi drone killed 1, and other Mideast developments
Saudi Arabia said debris from an intercepted Houthi drone killed one person, while the leader of the Iran-backed Houthis called for protests and said the kingdom committed a “monstrous fabrication” when it accused the rebels of trying to attack Islam’s holiest city. Meanwhile, United Nations-backed human rights experts said there are “reasonable grounds” to believe […]
Community-Centric Approaches to the Development of Data Centers
Learn more about the latest updates in legal, with expert commentary and insights from trusted attorneys from Foley Hoag LLP. Foley Hoag is a professional community of highly qualified attorneys from all over the US.
HHS Seeks Public Input on Electromagnetic Fields and Wireless Radiation
HHS issued a Request for Information (RFI) calling on Americans, scientists, physicians, industry, and public health experts to submit evidence and information on the potential health effects of electromagnetic fields.
GW Global Health Expert: No ‘Magic Bullet’ for Malaria - Elimination Will Require a Combination of Tools
New review examines how vaccines, antimalarial drugs and mosquito-control measures could work together to accelerate progress toward a malaria-free world
International Business University Becomes First University in North America to Earn QAA International Quality Accreditation
International Business University (IBU) has become the first university in Canada, and North America to earn International Quality Accreditation (IQA) from the Quality Assurance Agency for Higher Education (QAA), the UK's expert quality body for higher education. The five-year accreditation provides independent international recognition of IBU's academic quality and quality assurance practices.
FSU Athletics branding expert offers viewpoint on influencers at sporting events
The U.S. Open has long separated itself from tennis’ other majors with its noise, celebrity energy and New York spectacle. This year, however, one
UN-backed experts cite possible U.S. war crimes in Iran strikes
They also accuse Iran’s theocratic government of carrying out crimes against humanity against its own people
NFL Week 2 expert picks, score predictions: Lions at Bills
Detroit Lions vs. Buffalo Bills NFL Week 2 expert picks made by the Pride of Detroit staff.
Biggs releases MAHA-aligned health policy platform for Arizona governor campaign
Rep. Andy Biggs released a list of health policy commitments in his campaign for Arizona governor. Public health experts say proposals to loosen vaccine requirements could have dangerous consequences.
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.”
Technologists investigate food insecurity challenges ahead of hackathon
dsmHack, an organization that brings together tech volunteers to help nonprofits, is launching a first-of-its-kind hackathon focused on issues impacting food insecurity in the Greater Des Moines metro. On Sept. 10, technologists and food security experts spent an evening at DMARC’s facility in Des Moines discussing the underlying problems exacerbating food insecurity and potential technical…
How to Prevent a Diagnosis That’s a ‘Silent Assassin’ for the Heart, Cardiologist Warns
In TODAY.com’s Expert Tip of the Day, a cardiologist urges people to prevent a condition that affects millions of Americans and dramatically raises their risk of heart disease.
Win This Week In College Football With These Big Bets
College football best bets this week: point spreads, expert advice, matchup insights, trends and key factors to consider before kickoff.
How Ohio’s business climate became a flashpoint in the governor’s race
Experts say Ohio's business climate—and Vivek Ramaswamy's tax proposals—are far more complicated than thought.
Why AI consciousness could become the next great societal divide
Ideally, experts should guide this debate. Unfortunately, they disagree too.
Fantasy Football Scout: Gameweek 5 hints, tips and advice
Brentford has teamed up with Fantasy Football Scout to help bring you hints, tips and advice throughout the 2026/27 Fantasy Premier League (FPL) season.Scout will use its expertise to provide informat...
The Rise Of The Mompreneur Micro-Business: Monetizing Home-Grown Expertise
See how moms turn parenting and career skills into a mompreneur micro-business, with earning ranges and simple steps to start without quitting your job.
Feel Like Time Is Speeding Up? Scientists Have Figured Out Why—and What to Do About It
Experts are beginning to unravel why modern life messes with our time perception, making you feel like life is passing in a blur.
GLE partners with ACOLAP in Latin America
Strategic collaboration brings Global Leisure & Entertainment's international development expertise closer to a region with significant potential for the next generation of leisure and entertainment destinations
Alliant expands benefits team with M&A and workforce expertise
Two hires signal what employers now demand from their benefits advisers
UnityPoint Health-Trinity heart experts first in the Quad Cities to new AFib technology
UnityPoint Health – Trinity Heart Center has become the first health system in the Quad Cities to use a new FDA-approved technology to treat patients with atrial fibrillation (AFib), the most common t...
Food, health experts detail latest food regulations
Hampton Roads Virginia and Northeastern North Carolina News, Weather, Traffic and Sports.
BlitzReels Announces AI Clipping Workflow That Turns Business Expertise Into Polished, Editable Short Videos
BlitzReels is announcing an AI clipping workflow that transforms podcasts, webinars and B2B recordings into polished short videos while giving b...
The Fed hiked rates. Here's what economic experts say could come next.
The Fed raised rates for the first time in three years, and smart voices in finance are weighing in on whether more hikes are coming.
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
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.
As AI Data Centers Surge, Builders Confront the Politics of Power
At the AI Infra Summit, experts said the future of data centers hinges less on AI itself and more on securing electricity and community trust.
Shop High Tech Health Gadgets: Bodyscan, Hyperslides, More
Take wellness to the next level with these gadgets to improve health and recovery. Personal tech expert Jennifer Jolly stops by TODAY to share her top healthcare tech picks, including the Wyze Scale Bodyscan, Nike Air Zoom Hyperslides, the Nanoleaf body sculpting massager, and more!
3 keys to navigating business crossroads: Growth, succession, exit strategies
Navigate crossroads with confidence when you consider this expert insight.
The U.S. has weapons in space. Here’s what that could mean
A cryptic announcement raises questions about the type of weapons and how they could be used. We talked to an expert about the consequences.
EU membership bid gives boost to Moldova’s fledgling R&D landscape
Moldova’s push to join the EU is having the spillover effect of helping to improve the country’s R&D landscape, which in recent years has suffered from fragmentation, decreasing personnel and a lack of research infrastructure.The country became an EU candidate country in 2022, alongside Ukraine, and officially began accession negotiations in 2024. With a pro-EU government, Moldova has been actively carrying out reforms to align with EU standards. This has helped accelerate the development of R&D, said Igor Chiosa, acting head of the Research and Innovation Policy Directorate at Moldova’s Ministry of Education and Research. “Our R&D landscape is moving up, and we are more and more involved in the European Research Area,” he said. “The support we receive from the EU is very important, not only financially, but also because of incentives, consultation and capacity building.”The R&D landscape in the former Soviet republic is still relatively underdeveloped, despite attempts at improvement going back to a 2004 law on science and innovation and later reforms in 2017 and 2018. But the system remains in a “precarious situation” and “in the process of contraction,” according to an assessment carried out by the government for the current National Programme for Research and Innovation, which runs from 2024 to 2027. The analysis highlights in particular the declining number of researchers and PhDs, which has been continuously falling, as well as limited research funding. This is around 10 times lower than the EU average and “insufficient to maintain a level of research activity that supports higher education and meets the needs of the economy.” The mechanisms for allocating research funds are also described as inefficient, as well as the general fragmentation of the landscape, with research and innovation activities being carried out in 67 different places. The lack of strategic vision for research infrastructure is also noted. The strategy sets out to address these issues and is being fuelled by reforms linked to EU accession. Moldova now has a regulation on open science and gender equality. There is also a new support mechanism for technology transfer offices and a business-academia roadmap. In 2025, the country also became the first Eastern Partnership country to approve a Smart Specialisation strategy, which will coordinate its R&D efforts to focus on strengths, within a European context. “We’ve done a lot in terms of normative acts,” Chiosa said. Horizon Europe successMoldova is also seeing more success in the EU’s flagship R&D programme, Horizon Europe. The country has now won nearly €15 million in funding, already double the amount won under the previous programme, Horizon 2020, and more than the €10 million target set by the government. Chiosa said the priority has shifted now to winning more research-centred projects, rather than those related to support and capacity. Moldova is also targeting further involvement in large European projects. Last year, it joined the EuroHPC Joint Undertaking giving Moldovans access to Europe's supercomputing network. The country is also a member of Danubius-RI, a European research infrastructure focused on river and sea research. Despite these efforts, Moldova’s research capacity is still shackled by its limited R&D budget, which equates to 0.23% of its GDP. This is around half of what its neighbour Romania spends, which is the lowest in the EU. According to Chiosa, the research budget is increasing year-on-year, jumping by €6.34 million between 2024 and 2025. But this doesn’t show up when looking at it as a proportion of GDP. “Of course, it’s difficult,” he said. “That is why we are putting more emphasis on collaboration between business and academia, as well as participation in Horizon Europe, to try to diversify our sources of funding.”A World Bank loan of €30 million, plus a grant of €7.8 million, was agreed in 2025 to support the modernisation of Moldova’s universities. As part of this, a call was launched this year to provide universities grants of up to €900,000 to develop their research infrastructure. Moldova is also collaborating closely with Romania, with which it shares a common language, funding 100 joint projects in 2023 and 2024. This support has been instrumental. “They are helping with sharing their expertise, inviting us into consortia, and lots more,” Chiosa said. Looking forward, Moldova is eagerly anticipating joining the EU. “We are looking closely at what the EU is doing and will shape our future national programme in research innovation accordingly.”EU accession “blocked at a technical level”Moldova is aiming to join the EU by 2028, but despite its swift and eager efforts to meet the accession criteria, there remain obstacles outside of the country’s control. For a country to join the EU, it must have certain legislation in place and meet specific standards in various areas. This is categorised into six thematic clusters containing 33 chapters. Moldova and the EU have so far opened two of the clusters, numbers one and six. The first covers fundamental laws, such as the judiciary, security and financial legislation. The sixth covers external relations. The remaining four clusters are still unopened. This includes the third cluster, on competitiveness and growth, which contains the chapter on science and research.Related articlesQ&A: Albania’s ambition to become a ‘moderate innovator’Data corner: Horizon success rates are droppingThe European Commission has confirmed that these clusters are ready to be opened, with an official saying that the Commission is encouraging EU governments, who have the final say, to move forward on the matter. However, both clusters two and three remain blocked by the EU Council’s working party on enlargement and countries negotiating accession to the EU, a different official, representing the Council, confirmed.This working party is set to meet several times in the coming weeks, with a Council meeting scheduled for mid-October in which enlargement, and Moldova’s bid, will be discussed. But there is no certainty that these talks will lead to progress. According to the Council source, it is “completely impossible to foresee if and when the file will be unblocked,” citing the sensitivity of the matter. Moldova’s situation is particularly complicated. One factor is that it borders Ukraine and is increasingly embroiled in Russia’s war, with drone incursions occurring more often on its territory. Another is Transnistria, a Russian-backed breakaway state that lies within the territory of Moldova. It is unclear how the EU would be able to accept Moldova into the bloc while this situation remains unchanged. While there is no direct reason to delay opening cluster three with Moldova, as it covers matters unrelated to security, it could be that the EU is reluctant to speed through accession negotiations without first resolving broader, geopolitical issues.Chiosa is confident that, if and when the chapter on science and research is opened, Moldova will be able to finalise it quickly. It doesn’t require any legislative changes and is only a matter of proving certain standards, which Chiosa believes Moldova is well prepared to do. “We hope that chapter 25 on science and research will be one of the first chapters opened and closed,” he said.
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