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New initiative expected to help business prepare for LA28
Mayor Karen Bass and local leaders launch Relay28 to help local business prepare for LA28. This broadcast aired on NBC4 at 5 p.m. on Sept. 18, 2026.
West Suburban, Weiss to be sold to Insight Health Systems
The hospitals’ landlord, Rathnakar Reddy Patlola, is expected to buy Resilience Healthcare CEO Manoj Prasad's stake in the hospitals. Insight Health Systems will then buy the hospitals from Patlola.
Mississippi-LSU game expected to boost business in Oxford
News Channel 3 - Memphis, TN News, Sports and Weather
Boost to business makes Oxford, MS the real winner in football matchup
OXFORD, Miss. — Things are really heating up as the fierce rivalry between the University of Mississippi Rebels and the LSU Tigers is set to kick off Saturday night. The matchup is expected to brin…
Trump admin to host UN event on AI next week
The Trump administration will convene a high-level event on artificial intelligence on the sidelines of the UN General Assembly Wednesday, multiple sources familiar with the matter tell CNN, as the issue is expected to loom large over the global gathering.
U.S. and Denmark Reach Security Deal on Greenland, Trump Says
The full contours of the deal were unclear, but Denmark and Greenland both indicated they expected an agreement to be signed soon.
Baltimore businesses hoping to win big with Ravens and Orioles in town for back-to-back home games
Thousands of Ravens and Orioles fans are expected to soar into downtown Baltimore, which means a big boost for local businesses.
Trump announces ‘forever’ deal to defend Greenland as Denmark says signing ‘expected’ next week
President Trump announced an agreement with Denmark that he said gives the United States "permanent" sway over Greenland's security.
WakeMed-Atrium Health merger faces scrutiny ahead of county vote
Wake County commissioners are expected to vote Monday on a proposed merger between WakeMed and Atrium Health
Alvin Kamara expected to play in Week 2
Saints RB Alvin Kamara not on injury report after full practices
AI leaders to attend state dinner with Jinping: Report
Several of the technology industry’s most prominent artificial intelligence leaders are expected to attend President Donald Trump’s state dinner for Chinese President Xi Jinping next week, putting AI and the growing U.S.-China technology rivalry in focus as the two leaders prepare for their Sept. 24 summit. OpenAI CEO Sam Altman, Nvidia CEO Jensen Huang, and […]
Joe Burrow expected to play in Week 2
Cincinnati Bengals QB Joe Burrow (back) is expected to play in Week 2 against the Houston Texans.
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.
Aidan Hutchinson Reveals Concerning Problem After Loss to Bills
Aidan Hutchinson expected Josh Allen to make plays. Buffalo’s success with conventional running concepts was the bigger concern after Detroit allowed 203 rushing yards.
Early voting begins in midterms as campaign shifts focus to cost of living and Iran war
Campaigning or control of Congress is expected to ramp up as some states open early voting
Why Trump’s new rule for green card applicants is sparking controversy
A new Trump administration rule that is expected to make it harder for many legal immigrants to obtain green cards if they receive or are deemed likely to need public assistance is set to take effect Friday – even as lawsuits seeking to halt it wind their way through federal court.
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.
Liverpool line up move for 'perfect' £34 million star
Liverpool made a fair few changes to their squad during the summer transfer window. This was obviously expected to happen after the Anfield outfit finished fifth in the Premier League during the 2025-...
How Do Scientists Decorate Their Lab Space?
From cherished keepsakes to unexpected collectibles, researchers share the décor that brings personality to their laboratory and workspaces.
German elections put Merz under increasing pressure
Sunday’s elections in Mecklenburg-Western Pomerania and Berlin are expected to turn up the heat on the German chancellor
Celtic Urged to Sack Martin O’Neill After Ferencvaros Defeat
Celtic is a massive club. And because it’s so big and always expected to win everything, its fanbase is that passionate. After the match against Ferencvaros, the club has been urged to sack manager Martin O’Neill.O’Neill is considered a club legend, but that does not exempt him from judgment and criticism when necessary. That is […] The post Celtic Urged to Sack Martin O’Neill After Ferencvaros Defeat appeared first on HEAVY.
Scientists are about to test Einstein’s gravity with exotic matter
Scientists have found a new way to create a controlled beam of muonium, an exotic atom containing a heavier cousin of the electron. The advance could allow researchers to test for the first time whether gravity acts on second-generation particles exactly as Einstein’s theory predicts. Any unexpected difference would be a major surprise and could potentially point toward new physics, including a hypothetical fifth force.
Another hit to the wallet: Why health care price increases are expected in 2027
Health insurance premiums are set to surge next year as insurers request rate increases driven by rising prescription costs and a changing pool of policyholders.
Rams officially place Myles Garrett on injured reserve
The Rams have made one of their expected roster moves official on Thursday.
New Kent Buc-ee’s opening expected in 2029
Buc-ee’s aims to open its New Kent County travel center by late 2029, after the county extended the project’s agreement deadline.
Boise’s Hyde Park Street Fair to be biggest ever, with a ‘major change’ all weekend
Tens of thousands are expected to flood the North End over three days for this annual — perpetually growing — end-of-summer tradition.
Kevin Love’s Jazz Tenure Became More Significant Than Anyone Expected
What began as a brief trade stop transformed into a vital mentorship role, as the veteran champion traded buyout rumors for a lasting impact on Utah’s future.
Cardinals Taking Expected Approach with Jeremiyah Love Entering Seahawks Week
Jeremiyah Love is headlining the rookies to keep an eye on this year, and it is for a team that no national rankings have high expectations for: the Arizona Cardinals. That alone tells a lot about the potential he flashed in the preseason games before he unfortunately sprained his ankle. His rough recovery timeline had […] The post Cardinals Taking Expected Approach with Jeremiyah Love Entering Seahawks Week appeared first on HEAVY.
Gov. Polis expected to name temporary replacement for Colorado House District 32 vacancy
After the state Democratic Party said they would not hold a vacancy committee to replace Rep. Manny Rutinel so close to the November election, Gov. Jared Polis said he intends to select a placeholder.
T-Mobile adds monthly fee to a new iPhone feature for customers
T-Mobile is giving customers another way to use their iPhones, but it comes with an unexpected trade-off.
Sporting director blown away by unexpected Liverpool offer
Liverpool’s acquisition of Lucca Brughmans from the Belgian top-flight came as something of a surprise to Genk officials.Specifically, according to comments from director of football Dimitri de Cond...
Walmart Supercenter under construction in Liberty Hill
Walmart is opening a 176,000-square-foot Supercenter at Santa Rita Ranch Center in Liberty Hill, expected to launch in late 2027.
Testosterone scripts for women rise, along with denials and delays
Women increasingly turning to testosterone therapy to manage menopause symptoms are running into unexpected prescription delays and denials at pharmacies, according to interviews with more than half a dozen doctors, nurses and patients.
Where Mount Pleasant business meets community: Chamber expo returns for 16th year
More than 1,000 people are expected to walk through the doors of the Omar Shrine Convention Center Thursday for an event designed to connect the Mount Pleasant community with local businesses, employers and resources.
Behind the scenes of Science Unlocked
From nerve-wracking boat rides on a Kenyan lake to translating complex scientific concepts into stories everyone can understand. Plus, hear why a dedicated researcher named Patrick became an unexpected hero!
Juventus v NEC Nijmegen match preview and prediction
Juventus host NEC in their first European game of the season as the men in black and white look to recover from their poor run of form in their last two matches.Most people expected Juve to have a bet...
Denver board faces ongoing governance and civility issues
It’s mostly impossible to herd cats. So imagine how hard it is to herd a pride of snarling lions. That’s the task of Xóchitl Gaytán, president of the Denver Public Schools Board of Education. She was re-elected in 2025 along with three new board members: Monica Hunter, Dr. D.J. Torres and Anne Klein Molk. Unexpectedly, […]
Bank of England expected to slow bond-buying programme and hold interest rates today
Rolling coverage of the latest economic and financial news
Winnipeg Jets Turn Heads With Unexpected Connor Hellebuyck Decision
The Winnipeg Jets are set to start Training Camp without the attendance of goaltender Connor Hellebuyck, who had publicly requested a trade late last month. By all reports, Hellebuyck isn’t going to report for the start of Camp.And now, those reports have been confirmed with what the Jets have announced just minutes ago.The Winnipeg Jets […] The post Winnipeg Jets Turn Heads With Unexpected Connor Hellebuyck Decision appeared first on HEAVY.
Offer to Ottawa opens EU enlargement can of worms
Unprecedented and unexpected 'membership' proposal to Canada generates confusion
Unexpected Hero Helps Guardians Win Critical Series Over White Sox
The Cleveland Guardians have Petey Halpin to thank for their series victory over the Chicago White Sox.
UVM Health Union protests layoffs
BURLINGTON, Vt. (ABC22/FOX44) – Tuesday, UVM Health announced they will lay off 199 employees, which is expected to reduce expenses by about $16.8 million. Today, the Vermont Federation of Nurses and ...
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
3 young players expected to make Mancini’s first Italy squad
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WALKDONTRUN to fill downtown Seattle streets with over 200 artists
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US business inventories rise more than expected in July
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Greif to Exit CRB Business, Close Sweetwater Paperboard Mill
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Yankees’ Clarke Schmidt Expected To Be Activated Wednesday
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Oil falls as US crude inventories rise despite Saudi supply concerns
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Tencent Music Entertainment Group (TME) Stock May Be A 23% Bargain On Cash Flow
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KC’s midtown Costco has a closing date for its business center conversion. See when
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Broncos news: Denver makes move after pathetic performance vs. Chiefs
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Will Netflix’s Latest Horror Film Save Its Summer? And Introducing a New Data Source...
(Welcome to my weekly streaming ratings report, the single best guide to what’s popular in streaming TV and what isn’t. I’m the Entertainment Strategy Guy, a former streaming executive who now analyzes business strategy in the entertainment industry. If you were forwarded this email, please subscribe to get these insights each week.) All month, I’ve been polling you, my readers, on how we think the summer’s biggest blockbusters will do when they eventually land on streaming, and I wanted to share the results. First up, how readers think The Odyssey will perform when it comes to Peacock... People are pretty bullish that The Odyssey will smash it for Peacock. I don’t know that it will have as much rewatchability as Wicked did for kids, but we’ll see. It is now Universal’s highest-grossing film of all time. One note: almost half of Christopher Nolan’s films weren’t available for streaming the week The Odyssey came to theaters, including some of his biggest films like Inception, Dunkirk, Tenet, Oppenheimer and Insomnia. If you did want to watch the others, Prime Video had Memento and The Dark Knight trilogy, HBO Max only had The Dark Knight trilogy (even though Warner Bros. produced most of Nolan’s films), Hulu had The Prestige and Interstellar, and Paramount+ had Interstellar. So you needed at least two streaming subscriptions to catch the rest. Warner Bros. whiffed right here. I know they have long term licensing deals, but they should have tried to get as many Nolan films on HBO Max for launch as possible. Here are the results for Spider-Man: Brand New Day: The audience is a bit more mixed on this one, with everyone agreeing Spider-Man will swing to a big opening, but not necessarily elite or best all time. On to this week’s issue. Netflix continues searching for a hit straight-to-streaming summer film and Lioness and Ted Lasso allow me to look at the difference between a “hit” and a ‘hit for them”. All that, plus new YA/teen melodramas on Prime Video and Netflix, the House of the Dragon finale, USA Network claims a big opening, more big NFL ratings, all the flops, bombs and misses, and a whole lot more. But we start with a fun new data announcement. Let’s dive right in! (Reminder: The streaming ratings report focuses on the U.S. market and compiles data from Nielsen’s weekly top ten viewership ranks, Luminate’s Top Ten Data, JustWatch and Reelgood interest data, Samba TV household viewership, company datecdotes, Netflix hours viewed data, Google Trends, and IMDb to determine the most popular content. While most data points are current, Nielsen’s data covers the weeks of August 3rd to August 9th, 2026. You can find a link to my terminology here.) Subscribe A New Data Source: Reelgood’s Data on Content Libraries Here’s a fun new treat for you. Reelgood—an online service and app that lets users track where shows or films are streaming—is providing data every month for the Streaming Ratings Report on the size of each streamer’s catalogue, along with the new shows and films for each streamer. Yay! Previously, I had pulled “new shows on streamers premiering on the first of the month”: While I liked that data cut, it was a big wonky since it didn’t show all of the new shows or movies that came to a streamer each month. Instead, I would have preferred something like this from Reelgood’s annual report: And now we have it! I’m going to feature Reelgood’s data monthly, showing both total catalogue size and new shows and films appearing on the charts. That’s going to make these two cool new charts. First, here’s the size of various streamers’ film catalogues… (By the way, Reelgood offered to make the charts for me, but I like doing that task by hand to understand the data better.) They also provided data back to last year. Here’s the number of films timeline: And here are the new films on each streamer for the month prior to Aug: As I get used to this data, I plan to keep tinkering with how I display it, but I’m excited to feature it monthly. Today, I’m sharing the film charts; next issue, I’m going to feature TV shows by streamer. Now, in full disclosure, Reelgood is a sponsor of this little-newsletter-that-could. But in my constant quest to figure out what streamer various shows and films are on, I was already a Reelgood user before this sponsorship. I go to their website all the time, and their data is very accurate on where shows are (or have been). Plus, I’ve been sharing their weekly top ten lists for years now, pre-sponsorship. For me, this is a great win-win, since I get to amplify a service I love, and I get a cool new data source to play with. Now, normally folks don’t usually mention their sponsors directly, but as I wrote before, as I start featuring ads in my newsletter, I plan to be extremely open about who is sponsoring my writing so you can trust what I write. Television - Two Big Returning Shows Look Set to Take Over The Charts One key question when it comes to judging streaming shows is whether a show is a “hit” or a “hit for them”. To be clear, the former means a show that’s one of the top shows on streaming, no questions asked. The latter means a show is one of the biggest, for a given streamer. That distinction makes a big difference! It’s really good to be one of the biggest shows on a streamer; it’s much better to be the biggest on streaming, despite the size of a streamer. Because, as we’ve seen now, nearly every streamer—while lacking the number of subscribers or usage of Netflix—can make hit TV shows: Paramount released Landman, whose first and second seasons were among the top two TV shows the year they came out. HBO Max’s The Pitt’s second season is the biggest show of the year so far. Love Island USA was the top show in 2025 for Peacock. And, crucially for today’s discussion: Wayyyyyyyyyyyyyyyyyyyyyyyyyy back in 2023, Ted Lasso was actually the top streaming show of the year according to Nielsen! So even Apple TV (formerly +) can make hit shows. It just doesn’t make them that often. And looking at the Nielsen charts this week, we have two prime candidates for this discussion: That’s right: Ted Lasso returned to Apple TV for its fourth season. Did it return in all its expected glory? Sure, though right now it’s still just a “hit for Apple TV”, but we’ll see how long it lasts on the charts. Its ten episodes are coming out weekly. (Smart choice, Apple!) Ted Lasso started out strong, actually making the Nielsen charts the week before new episodes dropped, which is a rare feat. (Shows like Stranger Things or Bridgerton have pulled that off. That’s terrific company to join!) On Nielsen, it opened to 14.4 million hours in its first week, and 16.6 million the week of 10-Aug. Here’s how that compares to previous seasons: Apple put out that this is their biggest TV launch through two days ever, and looking at the chart and Apple TV’s viewership history, I’d believe it. Here’s Apple’s top shows for season two and beyond: Other data tells a (mostly) similar story. Ted Lasso made Samba TV and it has elite IMDb scores, an insane 8.7 on 465K reviews. The only outlier is Luminate, where the latest season only had 7.4 million hours, and no other seasons made the top ten. As you’ll see below, that’s well below some other solid, but not spectacular shows like Sterling Point, Ride or Die or Furious. I’d be surprised if Ted Lasso isn’t bigger than those other shows, but it’s fine for different data sources to occasionally disagree. And while it’s sucky to bring this up, given that Warner Bros. produced this show, I do wonder how the streaming wars may have been different if Ted Lasso landed on HBO Max initially instead of Apple. I don’t think one show can make or break a streamer, but given HBO’s brand, it could have helped bring people to that streamer much earlier in its lifespan. (Though yeah, I don’t love calling out executives for passing on hit shows, since that’s just the nature of the job. Even the absolute best execs will pass on lots of successful shows. The key is not greenlighting the under-performers/misses.) The other show I’m thinking about in the “hit or hit for them” category is Lioness from Paramount+. Like Ted Lasso, its first season missed the charts, but it’s grown its audience since then. Here’s how season three opened: We’re just getting started with this issue, but the rest is for paid subscribers of the Entertainment Strategy Guy, so if you’d like to find out… How Lioness did on streaming... Two new melodramas for Netflix and Prime Video... Whether Netflix’s latest horror film saved its summer... Hulu’s Furious and Prime Video’s Ride or Die continuing their strong runs... The latest high profile showrunner to flop on streaming... All the flops, bombs and misses... And a whole lot more... ...please subscribe! We can only keep doing this great work with your support. Next week, we’ve got a double issue—since the week of 17-Aug had very few notable new shows or films—so I’ll look at HBO’s Lanterns, Prime Video’s Reacher, Netflix’s Tires, Outer Banks (which posted up huge numbers four years ago), an Aussie romance, and another baseball event (that didn’t resonate). And a bunch of movies like the latest dramedy from an Adam Sandler daughter, Don’t Say Good Luck, Camp Rock 3 on Disney Channel and Disney+, Michael on Starz, and more. Later this month, we’ve got a ton of shows and films to analyze! Movies will be the big story, featuring a box office bomb (Supergirl on HBO Max) and an “underperformer” (The Mandalorian and Grogu on Disney+) contending with a bunch of star-studded straight-to-streaming films like Netflix’s The Whisper Man (Adam Scott, Michelle Monaghan and De Niro!), Mayday on Apple TV+ (Ryan Reynolds and Kenneth Branagh!), The Runner (Gal Gadot) and The Last Sunrise (Eva Longoria and Maia Reficco) on Prime Video. Plus, a ton of TV shows have sophomore seasons coming out. Will The Gentleman put up big numbers on Netflix or suffer from a sophomore slump? Leanne and Beauty in Black on Netflix seem small, but they both might be bigger than you think. Hulu has a bunch of shows: a new season of The Secret Lives of Mormon Wives (the first after all the controversy last year) and the second season of Chad Powers (from Peyton Manning’s production company and starring Glen Powell). This one flopped last year; can it score a touchdown this year? Same goes for FX’s Adults, which I didn’t track last year; will it hit this year? Peacock’s The Office spinoff, The Paper and Apple TV’s Dark Matter also return for second seasons. And Netflix has more Untold specials featuring Vince Young, Raygun (that horrible breakdancer) and Mr. T. Long term, Paramount+ is rebooting yet another franchise, Clueless, and I’m somewhat bullish on this new show. The talent attached (Alicia Silverstone) and creative Josh Schwartz and Stephanie Savage (of The O.C. and Gossip Girl) also feel solid...if they make it funny like the original.
Pennsylvania woman’s apparent measles death shows risks to people with health problems
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Monstropolis Under Construction at Disney’s Hollywood Studios — Entertainment & Lifestyle
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Evanston apartments under contract in what would be one of the suburbs’ largest-ever deals
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