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Angle Health raises $600M, including $400M secondary
Angle's platform is designed to steer members toward less expensive care settings.
USRA Contributes Planetary Science Expertise to NASA-IBM Lunar Foundation Model
/PRNewswire/ -- Universities Space Research Association (USRA) contributed planetary science expertise, lunar dataset development, and scientific evaluation to...
Manor College Expands Dental Health Center and Dental Hygiene Program Capacity
The improvements were made possible thanks to a grant from the Pennsylvania Department of Community and Economic Development. After decades of service to the surrounding community, Manor College’s Dental Health Center completed a total overhaul this summer that will allow the clinic to expand services to even more patients. “It’s exciting,” said Jaime Simpson, Director Read more >
2026 UT Foundation President’s Award Honors UT Health Sciences’ Kelly Davis
Kelly Davis, executive director of development for the College of Medicine at UT Health Sciences hit a well-deserved home run.
This sports retailer is opening another Baton Rouge location
Sports apparel and merchandise retailer Rally House is adding another Baton Rouge location, signing a lease for roughly 3,800 square feet of retail space in the Matherne’s anchored development acros… Already an INSIDER? Sign in. Already an INSIDER? Sign in
Engrams Embedding Entendre: Codesign for Efficient DRAM/SSD Offloading
Engram extends standard token embeddings with learned multi-token lookups. Recurring local patterns retrieve vectors directly, reducing the need to reconstruct them through attention and feed-forward layers. With Engram model architecture optimization, it allows for lower HBM capacity to be needed for models at the same quality. This does not mean there won’t be an insane demand for HBM but it just means that model architecture will continue to innovate around constraints. This model architecture design is naturally codesigned for parameter offloading: each token accesses a few embedding rows whose addresses depend on token IDs, not hidden states. The runtime can prefetch those rows from host DRAM while earlier layers compute, keeping the table outside HBM without transferring entire weight matrices. Our Memory model contains our latest estimates of quarter by quarter HBM, DRAM, & NAND supply and demand. Offloading frees HBM for model weights and KV cache, potentially supporting larger batches or more concurrent sessions. When DRAM becomes the next constraint, NVMe offers another tier. Recommendation systems already cache frequently or recently accessed embedding rows in faster memory while backing colder rows with SSDs. After NVIDIA roadmap had to change due to massively despec’ing Rubin Ultra from 1024GB to now ~200GB of HBM per chip, model architecture optimizations like emgram maybe helpful. Our DeepSeek-V4.1-Flash configuration uses roughly 189 GiB of memory for Engram. We replace it with a memory-mapped (mmap) file and measure serving performance with offload to SSD. Later on in our report, we will show our Engram offloading experiments along with the official InferenceX agentic inference serving results on Engram models like DeepSeekv4.1 Flash across all 6 NVIDIA GPU SKUs along with MI355X. Unsurprisingly, the CUDA Moat is still mogging MI355X on the ultra popular DeepSeekV4.1 Flash model. We also show how even on high capacity HBM SKUs, offloading emgrams to DRAM could result in even better performance for most of the pareto than keeping the emgram in HBM. Our benchmark has been widely reproduced, validated and/or supported by almost every major buyer of compute from Google Cloud to Microsoft Azure to Oracle, to Meta and many more. Furthermore, it has the support of the ML community including from vLLM, LMCache, SGLang, PyTorch, Huggingface and the support of major labs like OpenAI, MiniMax, ZAI, Qwen, Moonshot Kimi, etc. Star the InferenceX GitHub repository if you find the open-source benchmark and data useful!. InferenceX is the only inference benchmark in the world to have TPUv7, Jalapeño, Nvidia Rubin NVL72, AMD, and soon, SambaNova and Trainium. Due to how realistic AgentX scenario is to real world agentic inference workloads, AMD has committed to collaborating on MI455X UALoE72 too. DeepSeek did not release the original paper’s two trained Engram models. We replicated its setup on fineweb-edu using the released code and training hyperparameters, at an estimated 6E18 FLOPs per run. We observed the same U-shape scaling: Engram improved performance over pure MoE baselines. We also reproduced DeepSeek’s results, where earlier-layer representations with Engram resembled those of later layers. Like the original Engram paper, it is possible to probe Engram’s gate scores to see what n-grams DeepSeek-V4.1-Flash makes the most use of. Our gate scan finds names, code fragments, relational phrasing, and boilerplate. These examples prioritize interesting-ness over gate strength. One unexpected result was Wright : Ace Attorney. These examples suggest learned memory optimizes the training objective, not a judgment of which facts deserve storage. Licenses, bibliography fragments, API scaffolding, and website furniture can provide prediction shortcuts, so the value of additional Engram capacity may depend on what survives data preparation. This does not show that table capacity is “wasted”: the evaluation-corpus scan establishes neither training exposure nor the capacity occupied by each category. For offloading, strong gates do not identify cache-hot rows. Low gates do not automatically save reads either: computing the gate requires the retrieved key and undoes the performance gain of a fused kernel. Skipping reads would require a separate usefulness predictor before retrieval. In the original paper’s inference-time ablation, factual-knowledge benchmarks retained just 29–44% of their original performance, while reading comprehension retained 81–93%. This is due to the training–inference mismatch. The resulting degradation therefore measures this trained model’s dependence on Engram, not the performance difference between models trained with and without it. In our ablations, suppressing Engram worsens token likelihood across all evaluated domains, especially encyclopedia text and several code corpora. Surprisingly, GSM8K accuracy stays within measured run-to-run variation and removing Engram has no effect. Engram is not a detachable dictionary beside an unchanged MoE. Removing it changes downstream features and expert selection. We tested whether rerouting hurts or compensates by holding tokens fixed in a teacher-forced experiment on CRUXEval, a code-reasoning benchmark of small Python functions where the model predicts a function’s output from its code and an input, and scoring the reference answer. Removing Engram raised answer loss from 0.2848 to 0.3093 bits/token. Forcing the ablated model to use the original Engram-on expert choices made it worse still, at 0.3375 bits/token. Rerouting partially compensates for the missing memory. Memory features and expert selection work together, rather than following a clean “memory stores facts; experts reason” division. On the same CRUXeval, removing Engram during either phase reduced accuracy and increased generated tokens; removing it throughout produced the largest changes. Keeping Engram for prefill leads to more correct answers than keeping for decode likely due to semantically richer KV cache transferred to decode workers, allowing it to mitigate some of the performance loss. Engram’s table is large, but each lookup is small. DeepSeek-V4.1-Flash requests 24 rows at each of two Engram layers, about 12.4 KiB per processed token position across the model, or 3.1 KiB per GPU when split across four GPUs. Currently as of Day 7 since Model Release, MI355X is still 2-4x worse performance per dollar compared to B200 even when normalized by Mi355X’s lower TCO. Our full total cost of ownership breakdown comes from our AI Cloud TCO Model along with monthly market surveys of over 100+ gpu clouds & gpu cloud customers. On the Day 0 release of DeepSeekv4.1 Flash, NVIDIA vLLM works out of the box with zero issues across all 6 SKUs: H100, H200, B200, B300, GB200, GB300! This was thanks to the amazing work by the NVIDIA & Interact teams! In comparison, AMD vLLM did not work on day 0 for DeepSeekv4.1 Flash.Source: SemiAnalysis InferenceX AMD’s vLLM documentation points to using vllm/vllm-openai-rocm:deepseekv41-flash-0909, but from hour 0 of the model release to hour 23, AMD has not publicly released the image. AMD claims, “SPEED IS THE MOAT,” yet it has still not released it by the 23rd hour. We wish that, going forward, the AMD team has a better process for hour 0 model releases. Eventually when they did publicly release for “day 0” image support, performance-wise, it is currently up to 14.8x worse perf per dollar than H200 and up to 42x worse perf per dollar than B200/B300. The power of the CUDA MOAT is NVIDIA’s collaboration with its massive 6 million-developer community ecosystem including most of the vLLM & SGLang & Tokenspeed maintainers which means that CUDA is optimized on day 0. Overall, AMD did make significant improvements but the performance per dollar is still currently 2-4x worse than B200. AgentX Engram DRAM Offloading Improving Performance The HBM and DRAM offload use the same GPU kernel to select and dequantize rows. With HBM, it reads GPU memory; with Unified Virtual Addressing (UVA), it reads pinned host memory directly. Both support full decode graphs. Moving the table into HBM accelerates only the sparse lookup, leaving decoder computation and communication unchanged, resulting in little overall benefit while consuming memory otherwise available to KV cache. Another benefit of Engram offloaded to DRAM which means you can reduce the communication overhead by using less HBM GPUs per replica. For example, when enabling Engram offloading on B300, we are able to switch from TP4 to now TP2 which improves the pareto curve by up to 1.6x. When iso-model quality, less HBM is required as the engrams could be offloaded to host DRAM. Thus HBM bandwidth matters way more than HBM capacity. For inference workloads where memory bandwidth matters the most, 4-hi HBM provides the best $/bandwidth and therefore lowest cost per token. If China continues to make more and more revolutionary model architecture innovations, soon it could potentially 0Hi HBM stacks. [ ](https://newsletter.semianalysis.com/p/long-live-the-short-king-why-4-hi) [ Long Live the Short King: Why 4-hi HBM Wins ](https://newsletter.semianalysis.com/p/long-live-the-short-king-why-4-hi) Myron Xie, Bryan Shan, and 3 others · Sep 13 [ Read full story ](https://newsletter.semianalysis.com/p/long-live-the-short-king-why-4-hi) Moreover, on B300 and week-0 stack, moving the Engram table back to HBM did not improve results and stay within run-to-run variance. This is a result of the work optimizing DRAM offload, such as async, and overlap. SSD Offloading On B200, we created a unoptimized vLLM fork and stored the Engram tables in memory-mapped files on local SSDs. File backing lets the OS reclaim table pages when other applications need RAM. Pages already cached in memory can be served without reading the SSD again. Furthermore, note that we were unable to turn on GDS The unoptimized SSD implementation changes how rows reach the GPU. It copies row IDs to the CPU, deduplicates them, gathers the requested rows into pinned buffers, copies those rows back to the GPU and dequantizes them. This work runs between segments of the GPU execution graph. Native UVA performs row selection and dequantization directly on the GPU, avoiding the CPU round trip. A warm filesystem cache removes physical SSD reads, but leaves the coordination, row gathering and transfers. This is why a file already cached in RAM can still perform worse than a pinned DRAM table. The comparison measures the whole serving path; it does not separate the time spent on each of these operations. B200 DRAM dominates both measured SSD serving curves in total tokens per dollar and P90 interactivity. Near 125 tokens/s/user, DRAM delivers 121 million total tokens per dollar versus 52 million for SSD. For production serving, SSD offloading is likely not worth the tradeoff. On the B200 configurations we measured, SSD offloading loses on both measures: every observed SSD point has a DRAM alternative that delivers higher P90 interactivity and more total tokens per dollar. The only points where Cheaper storage does not automatically produce a cheaper inference service. Moving Engram to SSD leaves the same four expensive GPUs and the rest of the server in place. Reclaiming RAM only creates an economic benefit if it enables a cheaper server configuration or additional useful capacity. The current unoptimized path provides neither benefit, and the filesystem cache still consumes RAM when table pages are resident. Next we will look at the mechanisms and specific implementation of ngrams from DeepSeekv4.1 Flash, LongCat, Qwen3.8 Flash Next.
Another new TOD project takes shape in Hicksville
Developers and construction crews mark topping off of $58 million Fieldstone at North Broadway, a transit-oriented mixed-use project in Hicksville.
Global Health Watch: LEN Access Pathways, NIAID Reorganization, Global Fund Report, NIH Lawsuit
This week’s issue covers developments shaping access to HIV prevention and the future of US biomedical research, including new pathways to accelerate access to lenacapavir for HIV PrEP, calls for greater transparency around a proposed NIAID restructuring, and a new lawsuit challenging NIH’s screening of research grants. With today as the final day to comment […]
HOMETOWN HEALTH: How many hours of exercise a week really lowers your risk of type 2 diabetes??
Regular exercise can lower the risk of developing type 2 diabetes
Midland Business Alliance wins IEDC economic development award
The organization received a silver award for its Talentx video series, which helps local employers recruit talent by showcasing Midland County's community value proposition.
CVS Health Redevelops Soccer Pitch Alongside Seattle Reign FC and the RAVE Foundation
Originally published on Company NewsroomThe new mini-pitch brings safe access to play to Orchards Elementary School in Vancouver, WA, as part of 's multi-year field revitalization commitmentNORTHAMPTON, MA AND WOONSOCKET, RI / ACCESS Newswire / September 18, 2026 / ® (NYSE:CVS) announced it has redeveloped a mini soccer pitch in collaboration with Seattle Reign FC and the club's charitable arm, the RAVE Foundation. The mini-pitch, which is located at Orchards Elementary in Vancouver, WA, is now
Can windows cool buildings without electricity?
Thermochromic smart windows can automatically adjust solar and thermal radiation in response to temperature, offering a passive route to reduce building energy demand and improve indoor comfort. A new review published in Science Bulletin examines why these windows have not yet achieved large-scale application, despite rapid materials progress. The authors identify key challenges in spectral regulation, switching temperature, response speed, durability, scalable fabrication, glazing integration, lifecycle impacts, and building control. They argue that future development should shift from isolated material optimization toward deployment-oriented design and system-integrated adaptive building envelopes.
Expanded Havelock health center adds exam rooms, pharmacy and VA behavioral clinic space
HAVELOCK, Craven County — Craven County leaders will cut the ribbon Monday on an expansion of the Craven County Community Health Center in Havelock.The ceremony
Scientists develop a way to restore aging EV batteries without breaking them down into raw materials
The work focuses on a common problem in aging lithium-ion batteries: buildup on the electrodes. As batteries are charged and discharged, a layer known as the solid...
Scientists Create Stronger Concrete That Absorbs CO2 From the Air
Concrete usually adds to the world’s carbon burden, but a new formula absorbed CO2 while becoming stronger than a conventional mix. Researchers at Mepco Schlenk Engineering College in India developed the concrete by combining two naturally derived materials: porous zeolite and bamboo biochar. Tests described in Carbon Research suggest the blend could give infrastructure a
As tech honchos call for regulation, AI policy has largely stalled
The debate over AI policy has widened after executives called for slower development and guardrails.
Clearwater advances Church of Scientology street vacations request
The Church of Scientology applied for those vacations through its affiliated development entity, Myrtle Development LLC.
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.
Eclipse Business Capital Adds Charlie Bacon to its Business Development Team
Eclipse Business Capital (EBC) added Charlie Bacon as a managing director.
Developing retail through people and purpose
Akemi Takase is a Retail Area Manager for Salomon at Amer Sports Japan, based in Tokyo. Working closely with store managers, she focuses on strengthening collaboration, growing the Salomon fan base…
Executive Profile: Laura Martina
Laura Martina Founder/CEO Leadby What we do: Results-driven leadership development services customized to meet the needs of executives and teams. Education: Bachelor of Science from Fresno State in business administration, human resources
Does birth order shape our health?
Analysis of more than 5 million families found that birth order is associated with diseases a child is likely to develop later in life.
Octin Health Wins MN Cup Grand Prize of $76K, Looks Toward FDA Clearance
The prize money will support product development for Octin Health’s device, which is designed to maintain blood flow during surgeries.
Work has stopped on system that was key to Trump effort to limit mail voting, USPS chief says
The top official at the U.S. Postal Service said Thursday that the agency has stopped work on developing a controversial computer system that was central to President Donald Trump’s effort to limit mail voting after the Supreme Court rejected his executive order this week.
Jazz Should Break Will Hardy’s Unwritten Rule for Darryn Peterson
Utah’s highest draft pick in decades brings generational scoring to Salt Lake City, forcing a necessary shift in Will Hardy’s patient approach to rookie development and rotations.
Hamilton County Business Development Center listed with $6.5M minimum offer
Chattanooga commercial real estate agency NAI Charter has listed the Hamilton County-owned property at 100 Cherokee Blvd. that now serves as the Hamilton Business Development Center and is accepting proposals from potential buyers until Nov. 23.
Chicago Mayor Johnson defends business record amid criticism from challenger
Mayor Brandon Johnson defended his record on economic development and business relations Thursday, rejecting criticism that he is anti-business while speaking before a group of Black business owners.
NEA Regional Leadership Accelerator Academy accepting applicants
The Delta Center for Economic Development at Arkansas State University has opened applications for the next cohort of the Northeast Arkansas Regional Leadership Accelerator Academy, a year-long leadership development program...
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.
Acore takes control of Beacon Capital’s Hell’s Kitchen life science development
Acore Capital has put an end to Beacon Capital Partners’ plans to build a life science development in Hell’s Kitchen. The lender took control of two office buildings at 707 11th Avenue and 615 West 50th Street that were once used as Kenneth Cole’s headquarters and more recently pegged for a 185,000-square-foot life science development. The sale was a deed-in-lieu of foreclosure, according to property records. The transfer value of the sale was $60 million, per records. PincusCo first reported the news. Beacon Capital Partners and CalSTRS partnered with Georgetown to buy the properties from SL Green for $95 million […]
Bipartisan roundtable tackles Maryland’s economic shortcomings and strengths
Rep. Johnny Olszewski collaborated with Texas Rep. Roger Williams to discuss Maryland business development.
UA to use rural health money to develop Thrive Radar, online tool expanding on work of Arkansas Health Survey
FAYETTEVILLE -- More than $750,000 received through the Arkansas Rural Health Transformation Program will be used to help communities know where health resources exists, gaps remain and investment is needed, according to the director of the Arkansas Health Equity and Access Lab.
Iowa’s August jobs report released
Iowa’s unemployment rate held steady in August at 3.2%, the same as it has been since May, new information from Iowa Workforce Development shows. The U.S. unemployment rate was 4.1%, the same as it was in July. Businesses in Iowa added 2,400 jobs in August, pushing the state’s nonfarm employment to 1,585,800. Sectors that saw…
Phoenix Suns Rookie Koa Peat Already Facing Heavy Responsibilities
With Mark Williams sidelined, the number 30 pick must accelerate his development. The rookie’s defensive versatility and physical play now serve as critical components for Phoenix’s rotation.
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 […]
McPherson College and KU partner to strengthen Kansas’ rural health workforce
McPherson and KU will explore partnerships in subjects such as career development, community health resources and rural health promotion.
Health: State Abortion Bans And Ectopic Pregnancies
Between 2020 and 2025, nearly 200 women have died from ectopic pregnancies. That’s almost double the number of deaths in the previous six years.Ectopic pregnancies happen when an embryo implants outside the uterus and can’t develop properly. If left untreated, the embryo can rupture, causing deadly bleeding. The treatment for ectopic pregnancies – which are almost never viable – is termination. But since the reversal of Roe v. Wade in 2022, terminating a pregnancy has become more complicated in states with abortion restrictions.We sit down to talk about a new investigation from ProPublica that explores the role these state abortion bans could be playing in the rise in deaths related to ectopic pregnancies.Find more of our programs online. Listen to 1A sponsor-free by signing up for 1A+ at plus.npr.org/the1a.
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
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 […]
The Iran war is driving clean energy development. It’s not enough to help the planet, yet
Countries are embracing clean power and taking steps to use less energy because of the war against Iran, but it is not yet enough to help address climate change. When the U.S. and Israel launched the war in February, some backers of renewables opined it could drive a green transition as oil and gas prices […]
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.
Braun names 3rd president of Indiana Economic Development Corp. in less than 2 years
Indiana’s state agency for business recruitment will soon have its third leader since Gov. Mike Braun took office early last year.
‘Halloween: The Game’ Developers Tease What’s Next…
Over 1 million players have already explored Haddonfield in just the first week of release for Halloween: The Game, and the developers at Illfonic are now
The Rogue Prince of Persia ‘Anniversary’ update now available
Publisher Ubisoft and developer Evil Empire have released the “Anniversary” update for The Rogue Prince of Persia.
Android Bench 2.0 focuses on long-horizon tasks, agent evaluations
Google’s development of Android Bench continues today with a version 2.0 that reflects how AI can handle more complex development tasks.
Glasner on Milenkovic, City Ground plans and Coventry
Nottingham Forest boss Oliver Glasner has been speaking to the media before Saturday's Premier League game against Coventry City at the City Ground (kick-off 17:30 BST). Nikola Milenkovic will miss the game, while fellow defender Jair Cunha trained on Thursday and "looks OK", though Glasner added that it was a "very light session". Glasner described planning approval for the development of the City Ground as "great news for the club, the city and the supporters".
Knox County means business, says Mayor Betsy Henderson
Betsy Henderson explains why she vetoed a South Knoxville townhome development and her plans for future growth.
Knox County means business, says Mayor Betsy Henderson
Betsy Henderson explains why she vetoed a South Knoxville townhome development and her plans for future growth.
Michael Reschke: LaSalle Street could shine as Chicago’s next nighttime attraction
Developer Michael Reschke makes the case for illuminating LaSalle Street’s landmark buildings and turning the historic corridor into a nighttime destination.
Health Canada recognises Saccharomyces cerevisiae as a source of resveratrol and yeast beta-glucan
Regulatory update supports the development and licensing of fermentation-derived health ingredients in Canada
Mets Pitcher's Comeback Season Ends with Unusual Injury
Robert Stock's comeback from thoracic outlet surgery has ended early after the Mets pitcher developed numbness in his fingers related to a circulation issue.
Valor Mortis is only $40 because its developer knows you'll be choosing from a lot of big games over this "stacked" autumn
Valor Mortis, previously delayed to avoid a busy September, has today revealed it won't be as expensive as many of the games releasing around the same time.
Guaranteed Rate Affinity Hires Josh Rakiey To Grow New England Business
Guaranteed Rate Affinity has hired Josh Rakiey as vice president of mortgage lending, adding an experienced originator to expand its business across New England.Rakiey will serve homebuyers, develop relationships with real estate agents, and work to grow his team and regional presence, the company announced Thursday.
Robotic lab sets up and runs optics experiments on demand
The process of building and running an optics experiment to analyze a material’s properties could one day be fully automated, MIT scientists say. Taking a step toward such a future, they developed a reconfigurable, robotic optics laboratory.
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.
5 things we now know about prostate cancer
This disease is highly treatable if caught early—but in its earliest stages, prostate cancer often has no symptoms, allowing it to develop without detection. Learn more about this common cancer and how Johnson & Johnson is innovating across both early-stage and advanced disease.
XBOX @ Tokyo Game Show 2026: All the Announcements, Including an Appearance by Hideo Kojima
Tokyo Game Show is a celebration of the creators, developers, and communities shaping the future of gaming. As we celebrate 25 years of XBOX and over 20 years in Japan, Tokyo Game Show is an opportunity to recognize the players, creators, and developers who have helped define gaming culture. During the XBOX Tokyo Game Show […]
Shape of Dreams now available for PS5, Xbox Series, and Switch 2 alongside ‘Starless Path’ update
Publisher NEOWIZ and developer Lizard Smoothie have released roguelite action video game Shape of Dreams for PlayStation 5, Xbox Series, Switch 2, and PC via Microsoft Store at a launch discount pr…
Lena Dunham welcomes her first baby via surrogacy
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What Does the Science of Climate Change Really Look Like?
Editor’s Note: This is the second in a three-part series on how the Right should think about environmental and climate policy. Read Chris Barnard on Reclaiming Environmental Policy from the Left. More than a decade ago, the world’s governments negotiated and signed the Paris Climate Agreement, committing to hold global warming well below 2 degrees Celsius. In the following years, climate had immense cultural power. Greta Thunberg emerged. Fortune 500 companies established net-zero plans. The U.S. got the Inflation Reduction Act. Then the pendulum swung back. President Donald Trump returned to the Oval Office, speaking of green energy as a “scam” and carbon footprints as a “hoax” and on all matters of international policy emphasizing bilateral engagement and power over globalism and cooperation. The technology companies that had been at the forefront of net-zero pledges and green leadership discovered the importance of all-of-the-above power to their visions for artificial intelligence and began quietly postponing or removing their targets. On the left side of the political spectrum, rising concerns about inflation and cost pushed climate lower down in the stated priorities of voters and stump speeches of politicians. The moment is ripe for a reset on the politics of climate change and for conservatives especially to chart a course that acknowledges and addresses the real challenges in plausible ways. So what should we think about climate change as we enter a post-peak climate era? If it is neither an apocalypse nor a hoax, what will hold up as a durable view of climate change? And how does it project onto the concerns and priorities of the right-of-center’s emerging coalition? New to Commonplace_? Subscribe below to get the magazine in your inbox._ Subscribe A Solid Foundation As the politics and economics of climate careened over the past ten years, the physics carried on regardless. In 2015, the year the Paris Climate Agreement was adopted, the world emitted 41.2 gigatonnes of carbon dioxide. By 2025, emissions had risen only 2.4%, to 42.2 gigatonnes, because falling emissions from land use offset increasing emissions from fossil fuels. But slow growth in annual emissions is not rapid decline, let alone net-zero, so carbon dioxide kept accumulating in the atmosphere, going from 399 to 426 parts per million. Global temperature kept rising too, from about 1.1 degrees Celsius above the 1850–1900 average in 2015, to 1.4 degrees above it in 2025. None of this should surprise anyone. Even most prominent skeptics, like the authors of the 2025 report commissioned by the Trump administration’s Department of Energy, accept the basic physics. Carbon dioxide added to the atmosphere at industrial volumes accumulates and traps heat that would otherwise escape to space. That heat warms the upper ocean and increases temperatures at the surface. Increased ocean heat and melting of land ice cause sea levels to rise. Changes in the climate become noticeable to us as subtle shifts in temperature and precipitation, seasons arriving early or late, changes in the surrounding ecosystem, and weather extremes. The much more meaningful debate is not about whether these things are happening, but about what it all means for human societies. (While it is a proxy measure of overall risk, no one experiences global surface temperature.) This debate invokes at least three interesting questions: how much today’s warming is showing up in regional climate trends, how much more warming we should anticipate, and how extreme weather events can be understood in the context of climate change. Recent scientific advances give us new insights into each of these, but there is still much to learn. This is the context in which the next generation of conservative leaders will be the first to deal with significant climate change as a fact, not a forecast. It will be with them for their entire careers. Our evolving scientific picture of climate change will come from weather and climate records stretching further into the past, new kinds of observations in the present, better modeling tools for the future, and simply more time to observe the emergence of climate signals and their tangible effects on ecosystems and communities in the United States and around the world. The policy landscape will be shaped by not only the impacts of changes in the climate, but also by the ways in which societies respond and by the emergence of new technologies for both altering the trajectory of emissions and adapting to new climate realities. Global climate records now show the fingerprints of warming in different phenomena around much of the world. The IPCC, in its most recent assessment report, documents warming trends over all land regions, even as natural variability adds substantial variance to local trends. And the highest temperature extremes have become more intense and frequent, almost everywhere, since the 1950s. Scientists are highly confident that these changes are attributable to human influence. But confidence in detecting trends and attributing them to human influence degrades across heavy precipitation events; drought trends are heterogeneous and not attributable to human activity with great confidence. For hurricanes, tornadoes, and other severe storms there is even less confidence in trends or their relationship to climate change. In general, a fair summary of the evidence is that for well-observed phenomena, like surface temperature or heavy rainfall, with a clear relationship to warming, our multidecadal observations are consistent with human influence overcoming natural variability over long time periods and extremes increasing. For regions that are sampled more sparsely, or phenomena with a higher noise-to-signal ratio, we will need to observe them longer to understand the magnitude of the climate signal or improve dynamical understanding using models and observations together. But for Climate For those who can’t wait, we also have new techniques that attempt to understand the role climate change has in influencing particular extreme events. When the climate is changing and disaster strikes, it is natural to ask whether that disaster was somehow “caused” by climate change. For scientists and policymakers acting in good faith, answering that question helps develop a more accurate picture of the problem, how it may be getting worse, and what preparations we should be making to respond to it. It may, at some point, give some weight to how liability is assigned by courts or adaptation funding is distributed by society. But how we ask this question is extremely important. It is easy to get the analysis wrong by discounting the role that meteorology plays. As meteorologist Theodore Shepherd explained in a clear 2016 review of climate attribution methods, “if a weather or climate event is truly extreme in the present climate, then perforce it requires unusual meteorological conditions, which means that climate change is at most a contributing factor.” Share Scientists have two ways to probe climate as a contributing factor, both of which have entered media coverage of extreme weather events. One asks a probabilistic question: How much more likely is a particular event (e.g., a temperature record over a particular area) amid global warming? The answer involves using historical records and computer simulations to estimate the likelihood of such an event in both a changed and a preindustrial climate. The findings are less about the specific event, and more about events of that nature. The other question is: How has the changed climate affected the specific event in question? Here, scientists try to understand what a similar event would have looked like in the preindustrial climate. This is sometimes called the storyline approach, where the story is the specific meteorological details of the event. These methods offer ways to test the intuition of scientists about real weather extremes. In late June and early July of 2021, a persistent high-pressure ridge, or heat dome, set up over the Pacific Northwest and an extraordinary heat wave affected the area from Oregon to British Columbia. For six days, it shattered temperature records across the region and hundreds died from heat-related causes, in an area where such high, and persistently high, temperatures were well outside of experience and many live without air conditioning. Scientists have studied its connection to climate change using multiple approaches. This specific event was created by a rare combination of meteorological factors, a strong high-pressure ridge created the conditions for extreme heat, which occurred on top of higher average temperatures in the region from global warming. Probabilistic analyses showed that climate change increased the likelihood of such an event by at least 8-fold to more than 100-fold. One standout example found that such an event had effectively zero probability of occurring in the preindustrial climate. The enormous range in these assessments reflects how hard it is to estimate probabilities of events at the tail of the historical record. Estimates of the effect on the temperature of the event are more clustered. A recent review paper documents how multiple methodologies have found a positive influence, roughly 1-2 degrees Celsius of an anomaly that exceeded 15 degrees, of climate change on the temperature magnitude of the event. Multiple studies have investigated and found some positive influence of climate change in other extreme events. Attribution studies found climate likely increased the heavy rainfall that accompanied Hurricane Helene in North Carolina and surrounding regions in 2024. The extensive fires that struck Los Angeles in 2025 illustrate how the causal chain can become messy, though. Studies do detect a positive influence of climate on the event’s likelihood, but while climate change likely contributed to underlying aridity, it would not have played a role in the heavy winds or land practices that preceded disaster. These event attribution studies will become more common for extreme, or damaging, weather events. They can be produced quickly, and often are reported before peer review. As the Pacific Northwest heatwave example shows, when multiple methods converge on a positive attribution, the finding should probably carry some weight even if you have to be careful about accepting the results from a single study. I expect that as climate change proceeds and the climate thus departs further from a preindustrial counterfactual, the influence will become more detectable across a variety of extreme events and more easily identified. This will be used to cast blame, but can also be used to inform how communities and society adapt to ongoing change. We May Still Be Surprised One positive development, insofar as less climate change is better, has been that our central estimates for future climate change should probably be revised downward. Mostly, that is because the high-end warmings that scientists regularly analyzed about ten to 20 years ago, driven by high emissions throughout the twenty-first century, now appear to be somewhere between unlikely and impossible. At one time, the upper end of mainstream climate projections extended well into 4 to 6 degrees Celsius of warming by the end of this century, which, models suggest, would have wrought enormous real-world damage. Current energy and policy trends now point toward 2.5 or 3 degrees. Damages and risks are commonly modeled as increasing steeply with more warming, so this is already a better-than-previously-expected outcome for the climate (which is independent of the physical response to emissions). But we should maintain a wide range for plausible outcomes and prepare for the possibility of being surprised. Emissions trajectories are subject to deep uncertainty, the physical climate response is still developing, and whatever change occurs in the climate will then be mediated through unpredictable economic, social, and political institutions. Over the past decade, the pace of warming surprised some keen observers and appeared to accelerate, though not yet outside the range of expectation provided by climate models. The reasons for that apparent acceleration are being actively studied (as was the apparent pause in warming from 1998 to 2012), but no single driver has emerged. Some blame it on the El Niño, variability which would have no bearing on climate. Some think it is a result of factories in East Asia and global shipping fleets cutting aerosol emissions, which in the strongest version of the argument would indicate higher climate sensitivity to carbon-dioxide emissions. Others are more measured, not yet ready to draw solid conclusions as to whether climate projections require revision. We will have to see. Long-Term Thinking Climate change asks us to think over long time scales. But the pace of human-driven warming is compressing a large global change into a century. Changing weather patterns and extreme events are already causing adjustment costs and damages and will do more. Adaptation will help, but it is not free. For some communities, these costs will erode livelihoods and well-being, and may force migration. Are we prepared for large-scale managed retreats in the United States? Thankfully, American wealth, geographical diversity, and moderate climates may leave us better prepared than many around the world. But wealthy countries can still suffer serious disruption from narrowly concentrated costs, even if they appear entirely manageable in aggregate. Readers of Commonplace are familiar with the challenges of rapidly adapting to economic forces. The displacement that came from the China Shock is barely perceptible in aggregate GDP and employment data, but it affected millions of people and those people were far less mobile than economic models tended to assume. Deindustrialization rippled through the nation with enormous effects for not only our economic vitality, but also our national security. The forces surrounding climate change may not be so different; the world gets richer and must accept some diffuse costs. Those may be modest overall, but cause all manner of unpredictable effects with which policymakers must cope. In the case of the China Shock, our faith in a growing pie served us poorly. We’ll need to do better on climate. Leave a comment
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