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Humans in The Andes Have Evolved a Strange Digestive Superpower
Boil 'em, mash 'em, stick 'em in a stew...
Michigan Voices: Seeking understanding after Trump's SOTU|Opinion
During the State of the Union Address, bad blood boiled over. Trump called Democrats “crazy.” Rep. Rashida Tlaib, D-Michigan, wore a \
Epic v. Health Gorilla: “Working as Designed”
We’ve been on a bit of a legal bender since just before Labor Day, so let’s keep a good thing going! As predicted, Epic does not want its case against Health Gorilla consolidated with the data breach cases, so it filed a motion to vacate the conditional transfer. And because they had to explain to the Panel why this case is different, they put a good chunk of previously unseen Epic v. Health Gorilla discovery record on the public docket! Roll the tape! The Case Against Consolidation Before we get to the fun stuff, let’s do the housekeeping. Epic's motion boils down to three arguments (sorted in ascending order of how well they land): A judge has already decided this. Judge Olguin declined to relate the fraud action to another ELU case (Patterson v. UVA Health), holding that the two do not call for determination of substantially similar questions of law or fact. Epic asks the Panel to treat that (a Rule 42 ruling) as law of the case. The overlap is thin. The three common questions Health Gorilla and the Panel identified are neither numerous nor complex (the qualities the Panel looks for before centralizing). Moreover, they are outnumbered by the questions unique to each side: The breach cases turn on security architecture, notification timing, and patient-level access. The fraud action turns on false treatment attestations and breaches of the framework agreements. Consolidation costs more than it saves. 17 of 21 parties in the fraud action do not appear in a breach case. The cases are also at very different stages: Olguin has a scheduling order running through a January 2028 trial while the breach actions are much more nascent. I like the last two more than the first because they attack the basic economics of an MDL: there just may not be enough shared discovery here to justify dragging all the defendants and a relatively mature fraud case all the way to Florida. On the other hand (while I know exceedingly little about MDL and Rule 42), I have a hard time seeing why a district judge's decision about his own docket would control what the Panel does with the separate § 1407 question. I might be reading between the lines too much, but I sorta think Epic's own brief half-concedes this, framing the two provisions as "two sides of the same coin" but then adding "respectfully submit" (which is often lawyer speak for “we know this is a reach”). The Ladder Gets More Rungs Anyway, the arguments are not why you're here (aside from the lawyers, maybe). Back in June, we discussed how Epic was using the smaller defendants to build an evidentiary ladder toward Health Gorilla and Unit 387. Turns out discovery has been adding a few rungs of its own.
Boilers Sprint Past Langara Select in Exhibition Game 102-63
For the first time since 2022, Purdue fans got their first look at the Boilers without Braden Smith, Fletcher Loyer, or Trey Kaufman-Renn on the roster. Those are some big shoes to fill for a program accustomed to needing to fill big shoes in the past but there are ample familiar faces that appear willing […]
WEATHER REPORT: Notre Dame Fighting Irish VS Purdue Boilermakers
The weather shouldn’t be any type of factor when Notre Dame goes on the road to take on Purdue this Saturday.
I Built a 7-Figure Business Teaching People How to Engineer AI Prompts. My Advice Usually Boils Down to 3 Sentences.
Mark Kashef's Fiverr post paved the way for a successful agency.
What is a p-value? An expert explains the most misunderstood number in science
Boiling scientific truth down to a single number has had bad consequences for our understanding of the world.
Sports Daily: Shockers drop key game, K-State struggles reach boiling point
The Shockers drop a key game Wednesday. We go over what went wrong against South Florida.
Can Science Solve Smoke Taint?
With wildfires an increasing problem worldwide, Chris Boiling investigates the solutions to smoke taint. Read the latest wine news & opinion on wine-searcher
‘The flavour crisis’: an exposé on the origins of broken Britain
Whether it’s the traditional boiled diet, a dental epidemic or white-winged extremism, Patrick Gathara explains why political turmoil is engulfing the UK
Winthrop residents, business owner frustrated by repeated boil orders
Water tower work triggers three boil advisories in ten days in Buchanan County
Boilermaker Business: How My First Year At Purdue Daniels Changed Me
Learn how Luke Ellis’ first year at the Purdue Daniels School of Business helped him discover where he belongs and who they are becoming.
Trump’s losing streak dents his invincibility myth
Donald Trump is boiling with frustration after a spate of political blows weakened his presumption of dominance in Washington and abroad.
Governor Shapiro and US Health Secretary RFK Jr. trade jabs amid measles outbreak
(WHTM) — Measles mistrust and skepticism boiled over in Pennsylvania this week as deaths were announced and deaths were disputed. It led to a war of words between Governor Shapiro and U.S. He…
Palantir cofounder Joe Lonsdale on AI's threat: 'We're on top of it'
Hysteria over the AI threat has reached a boiling point. Palantir cofounder Joe Lonsdale, however, says the "world is going to alright, guys."
USNH Yokosuka Public Health Team Safeguards Community Water Supply
YOKOSUKA, Japan — While most residents aboard Commander, Fleet Activities Yokosuka (CFAY) saw a precautionary boil water advisory during a recent water line repair, public health professionals at U.S. Naval Hospital Yokosuka were working behind the scenes to verify the safety of the installation's drinking water system and help ensure the community remained protected.
Whoa! Netflix is Sending Narnia Heading to Theaters...What This Means for the Future of Film
(Welcome to the “Most Important Story of the Week”, my bi-weekly strategy column analyzing the most important (but often not buzziest) news story of the last two weeks. I’m the Entertainment Strategy Guy, a former streaming executive who now analyzes business strategy in the entertainment industry. Please subscribe.) Here’s a funny thing about the debate over whether streamers should release their movies in theaters first: Both sides think the other side represents the “conventional wisdom”. If you’ve been reading me for any amount of time, or even just scanned my front page, you know I think movies make more money by having a robust theatrical window compared to going straight-to-streaming. I’ve published thousands of words on this topic. And for years, I felt like I was standing up to a wave of opposition. See, while the “put your films in theaters to make money” take was obvious at any point before 2019, post-streaming revolution, most of the trendy thinkers took the opposite point of view. Big names argued that Netflix putting their film straight-to-streaming (“S-to-S” from here on out) actually made more money. Netflix was “disrupting” theaters, just as they disrupted Blockbuster Video, and since innovation is always good, this too was a great idea. This thinking then leaked into the mainstream business outlets like the Wall Street Journal and Bloomberg. I read many articles whose take boiled down to “Netflix makes tons of money from S-to-S releases” and “theaters were in structural decline” anyways. Covid-19 shutting down theaters and the 2023 strikes shutting down film production seemingly justified this point of view, as the box office struggled to return to 2017-2019 heights. Yet I’ve also read folks arguing the opposite point: the conventional wisdom says to put films in theaters! From some writers’ points of view, “everyone” actually agrees/agreed with my “send your films to theaters” take—especially the stodgy traditional studios—and folks still didn’t understand Netflix’s genius. I feel like, for the last two years, many people have argued this point as if it’s conventional wisdom. You know what? I may have been wrong. At this point, the “S-to-S strategy makes money” might be the minority viewpoint. Especially with the news this month that Netflix will put at least one film—Greta Gerwig’s Narnia film The Magician’s Nephew—in theaters in 2027 for a full 49-day run is big news. So that’s the story of the week, but I’ll also explain why they’re making this move now and why Netflix may not completely embrace theaters, along with other topics, like how I don’t buy Disney’s “super app” strategy, the latest good news out of the unions, my take on the latest attacks against free speech, and a whole lot more. Let’s get started. Subscribe Most Important Story of the Week - Netflix Goes to Theaters! Listen, I promise not to victory lap too hard today. As I just wrote, I’ve argued against sending films straight-to-streaming for—checks calendar—eight years now. Since 2018. Yikes. That’s a long time. And for years, others painted my thinking as “conventional” in that I was standing up for the status quo against trendy, cool disruption. And that’s not cool! But math is math, and I never could make the S-to-S numbers work. The only thing that ever enabled that model was Wall Street’s brief exuberance for it. It seems like the heads of Netflix now agree with me. (There were always rumors that former head of film for Netflix Scott Stuber argued internally for theatrical releases as well.) As they announced: “The Magician’s Nephew_—the first film in a Narnia series of films—will open on 12-Feb-2027, with a 49 day theatrical exclusive run.”_ I’m a little surprised at how little coverage this big change actually got. Credit to Bloomberg for leading with it and Matt Belloni’s The Town for highlighting it with the provocatively titled podcast “Hell Hath Frozen Over”. But after that? Instead of getting as much coverage as, say, the FCC’s latest egregious crackdown on free speech, this news story got crickets. But it’s massively more important for the future business of entertainment. So let’s start with the obvious question… Why Put Your Movies in Theaters? So…why should Netflix put (some!) of their movies in theaters? Well, I’ve already written that in a very, very, very long article from 2022: [ ](https://entertainment.substack.com/p/the-data-is-in-theatrical-films-massively) [ The Data Is In: Theatrical Films Massively Outperform Straight-To-Streaming Films ](https://entertainment.substack.com/p/the-data-is-in-theatrical-films-massively) Entertainment Strategy Guy · April 5, 2023 [ Read full story ](https://entertainment.substack.com/p/the-data-is-in-theatrical-films-massively) To summarize, theatrical runs make much more money, especially blockbusters, because they earn more money per viewing,1 and that helps boost home entertainment sales. Theatrical films also perform as well or better than the streaming-only films. Now, partially this is driven by increased marketing for said films, but said marketing ultimately boosts the awareness of the movies and drives improved streaming and library performance as well. Again, I’ve made this case after reviewing the economic models and streaming data for years. Just last week, Emily Horgan also made the case for kids films! Yes, it is probably conventional wisdom, but that’s also because it’s true! I’d also argue we’ve seen a lot of data in the various studios’ behavior. As I’ve noted before, the more a studio needs to make money, the likelier they are to put films in theaters. As such, Disney, Universal, Warner Bros., Paramount and Sony all send their major films to theaters. Even if they once made a big S-to-S push (*cough* Disney *cough*), they’ve since relented and returned to theaters. The tech companies don’t need to make money, per se, so it took them years to embrace theaters. Apple doesn’t need to make money because it doesn’t disclose their (likely) Quibi-sized losses each year. (They fear bad press more than losing money.) Amazon announced two years ago that they planned to make Amazon-MGM Studios/Prime Video profitable on its own, and guess what? Now they’re putting films in theaters. That leaves Netflix. They’re in between the “no need to make money at all” and the “desperately need to make money to offset linear TV declines”, so they had less pressure to put some films in theaters. Plus, for years, they were the sexy disruptor, and Wall Street rewarded them for that. (Honestly, they still do.) Yet, even Netflix likely saw the money they were leaving on the table (I’ve estimated it at an easy billion dollars before) so they changed their course. I heard one pundit argue that, because Netflix already makes so much money, they don’t need to make more money, which sort of goes against everything I’ve ever learned about business and economics. Again, to be super-nuanced, sending “films to theaters” does not mean EVERY film. TV movies have been a thing for decades. Lifetime films, Hallmark holiday films, Disney Channel Original Movies, and so on, don’t need theatrical runs. But films above a certain budget level (say $25 to 50 million) almost certainly need theaters to maximize their revenue. The Scenarios (with a Dose of Skepticism) Now time for some skepticism: it won’t surprise me at all if Netflix re-changes course. Specifically, Netflix announced that their Narnia film will go to theaters. And I’d bet anything we see KPop Demon Hunters 2: The Huntering2 also goes to theaters, cause it’s the surest hit outside of a Disney animated sequel right now. But how much does Netflix truly commit to theaters? They’ve already tried to emphasize that this is a one-off move. I see three broad scenarios:
Famous Dems campaign for Pappas as NH's crucial Senate race hits final stretch
Two weeks until Election Day and New Hampshire's U.S. Senate race is at a boiling point.
Brenmiller Energy Issues Business Update Highlighting Commercial Breakthrough, First TES Revenue and BNRG360 Growth Strategy
Delivered flagship Tempo project, Brenmiller's first commercial-scale boiler replacement deployment, marking a major operational milestone in the Company's transition toward commercializationRecognized first revenue from a TES system sale, validating Brenmiller's ability to convert project execution into reported revenueEntering 2026 with previously disclosed projected 2026 revenue of approximately $1.7 million tied to Tempo execution milestones, which management believes reflects the beginning.
Packers Practice Erupts in Fight Between Former Texas Teammates
Packers practice boiled over when Matthew Golden and Barryn Sorrell got into it. The post Packers Practice Erupts in Fight Between Former Texas Teammates appeared first on HEAVY.
Chargers coach Jim Harbaugh reacts to ‘insult’ from reporter
The Los Angeles Chargers are 0-4 to start the 2026 NFL season, and after Sunday’s 30-23 loss to the Seattle Seahawks, criticism of the coach-and-QB duo has begun to boil over. According to the New York Post, during a media conference Monday, head coach Jim Harbaugh called out a reporter after he believed that their…
Beyond the aroma: The science-backed reason your grandmother boiled Rosemary
Discover how boiling rosemary can purify your indoor air, remove pollutants, and promote better health. Learn the science behind this ancient practice and how to easily incorporate it into your daily routine.
Stevens courts McMorrow supporters, leans into electability pitch at small business visit
U.S. Rep. Haley Stevens, a Democratic candidate in a U.S. Senate primary that is now a two-person race, drew hard lines between herself and her primary opponent, former Wayne County Health Department executive Abdul El-Sayed, in a visit to Sea Leveaux, a Cajun boil restaurant in downtown Lansing that opened on Thursday.
‘We need new blood’: Texas voters look for leadership changes, fresh faces this election year
Some vocal Texas voters say they want to get rid of politicians who've served the state for decades. Much of that sentiment can be boiled down to a preference for younger candidates with new energy — or even older ones who buck long-held status quo.
‘We’re witnessing the end of the America that made our lives possible’: author Eddie Glaude on US’s 250th birthday
Glaude’s new book shows political turmoil historically reaching its boiling point around Fourth of July celebrations
Early 2000s star brings first solo album in 12 years to Oakland
Rapper Juvenile is set to bring his Boiling Point tour to Oakland’s Fox Theater this summer.
"We care deeply about this game, and we play it right alongside you": World of Warcraft team apologizes for the state of the game — as patch 12.0.5 frustration boils over
World of Warcraft is the most popular subscription based MMORPG in history owing to the absolute mountain of content it receieves in exchange for the monthly fee. Lately, though, it feels increasingly like Blizzard has spread itself thin.
Boil-water advisory impacts Algiers businesses and recreation
A boil-water advisory in Algiers is affecting local businesses and recreation centers after water pressure dropped during maintenance at the Algiers water plant.
Why harassing wall workers, local business and individuals kills resistance to the wall
I am writing this under circumstances I never imagined when I settled in Terlingua. As I prepare for an upcoming trial, the personal safety threats against me have become a daily reality. Local group chats and barroom gossip have boiled over into an ugly mob rage, condemning my property and my character to hell. The […]
Saints, Cowboys Joint Practice Erupts Into Multiple Brawls
What was supposed to be a productive joint practice between the New Orleans Saints and Dallas Cowboys quickly turned chaotic Tuesday as tensions boiled over into multiple fights. At least six separate altercations broke out during the session, disrupting practice and drawing the attention of both coaching staffs. Players exchanged punches and, in one incident,…
Scientists expected boiling liquid in space to cool less, but tests found the opposite
The findings carry extra weight because cryogenic liquids are essential to long-duration spaceflight.
India and Pakistan's Water Politics Is Starting to Boil
Climate stress is rewriting the region’s rules of water sharing.
Boiler Alert! Purdue Football Heads to Iowa City
Purdue will travel to Iowa City for their 10th game.
‘Murakami saw his book come alive!’: the Japanese company bringing the author’s science fiction masterpiece to the stage
A play based on the writer’s dreamlike novel Hard-Boiled Wonderland and the End of the World is touring the world, riding a wave of interest in Japanese culture. Its creators talk about how they adapted the famously cryptic tale
Dr. Picklestein’s wild ride: living a dual life of chemistry professor and K-12 science celebrity
Eggs, rubber chickens, liquid nitrogen, boiling water, canning wax, plastic bottles and a very old...
Purdue leaders connect with NYC alumni to discuss the future of business
Two hundred New York City-based Purdue alumni and friends gathered Oct. 13 for a reception at the New York Athletic Club overlooking Central Park. Dubbed “Boilermakers in the Big Apple…
The State of Politics: The Elevator Speech for Democratic Governor Candidates
Boiling down their pitch to voters, why do they deserve your vote?
Tears at dinner time: the science to rolling out fresh pasta
Tearing is a common problem with pasta dough say our experts. Culprits include the wrong type of flour, cold dough – or it could even boil down to the size of your egg
CBS analyst picked against Purdue basketball. Here's what he thinks of Sweet 16 vs Texas
Boilermakers fans were critical of Seth Davis for his pick proven wrong after Purdue beat Miami. Here's what he thinks of the Sweet 16 game vs Texas.
Crawfish Boil: Altuve & Yordan Updates, Pitching Revival & More
The latest news on the Houston Astros and from around MLB: Jose Altuve doesn’t think his injury is as serious the one he had in 2023: Yordan needed a day off but is feeling better, per Joe Espada: Can the Astros pitching continue to normalize and maintain it’s recent improvement? (Astros starters have a combined […]
America at a Boiling Point: From ICE Protests to an Attack on Rep. Omar
An attack at a town hall in Minneapolis, amid a surge in threats against lawmakers, was the latest sign of the fraying of the nation’s political fabric.
Favorite Traditions & Events At Top Business Schools
From competitions to comedy shows, here are dozens of the most beloved traditions at the top business schools.
Boiling Liquid Does Something in Near-Zero Gravity Even Scientists Didn't See Coming
Not what was expected.
Why We Can’t Cut Earth Science to Fund the Next Earthrise Shot
We love space, but not as an abstraction. For my twin sons, it is a tradition. Their birthday themes have evolved from “Two the Moon” for their second birthday, featured on NASA.gov, to “From Space to the Farm,” with the boys in those iconic orange astronaut suits, standing in a cornfield. In the ye...
Boil advisory limits Cedar Rapids businesses after water main break
A water main break in southeast Cedar Rapids is forcing some businesses to scale back operations, while others nearby say they’ve seen little impact.
It Sure Looks Trump Is About to Fire Pam Bondi
The president’s dissatisfaction with his attorney general is finally boiling over.
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.
Boil-water advisory takes toll on Wichita businesses, forcing closures & shortages
While some businesses felt the rush, others sat empty.
How Saving Western Civilization Became the New MAGA
Elon Musk and the right are increasingly stressing the need to protect Western civilization, a fixation that boils down to wanting an authoritarian.
Carrollton businesses under boil water notice after pressure drop, city officials say
Something very strange is happening under Greenland’s ice | BBC Science Focus Magazine
The phenomenon was described by a professor as similar to "a pot of boiling pasta" – and it's happening to solid ice.
Widespread boil water advisory prompts businesses to close
City leaders say it was caused by a water main break
LA sports radio host torches Lebron in blistering reaction: ‘Wasn’t a Laker’
The longtime broadcaster also suggested the split ultimately boiled down to money, saying he believes contract negotiations played a larger role than basketball considerations.
Broussard Boil brings residents together for food and entertainment
BROUSSARD, La. (NEWS 15) — Broussard hosted its first community-wide crawfish boil at City Hall, bringing residents together for an evening of food and entertainment. The Broussard Boil featured crawfish
Lamar Wilkerson, Indiana pursue season sweep of No. 12 Purdue
Purdue coach Matt Painter seemingly conceded the Big Ten regular-season crown to top-ranked Michigan after the No. 7 Boilermakers' home loss to the Wolverines on Tuesday night.
10 things that lasted longer than Zacharia's WH press secretary role
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Why I Don’t Think Ride Or Die Should Have Been Cancelled (And What Company Should Save It...)
(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.) So…I recently came across a Reddit thread, talking about films on streaming, wondering why there are no reliable sources out there for streaming ratings data. Sigh. Honestly, as annoyed as I am that so many still don’t realize that we have streaming ratings, I somewhat get it. Until now, there was such a long delay between when a show or film came to streaming and when we got its viewership data; I understand why people were confused. (But, as you know, this just changed.) Also, even back in the day, how many people knew how well films did on television? Luckily, as a reader, you’re in the know. Okay, on to this week’s issue. I want to take a look at Prime Video cancelling Ride or Die and whether I agree with that decision. Overall, we didn’t have any breakout hits (no TV shows landed over 20 million hours according to Nielsen) but we have a lot of steady performers on the streaming charts. Plus, we’ll look at where $50 million in missing box office dollars went. (Spoiler: straight-to-streaming.) All that, plus new episodes of The Secret Lives of Mormon Wives, Supergirl heads to streaming, a new YA show does well on Netflix, the viewership for the Daily Wire’s $50 million fantasy show, what TV show hit-maker can’t make streaming hits, CD sales, all the flops, bombs and misses, and a whole lot more. 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 September 7th to September 13th, 2026. You can find a link to my terminology here.) Subscribe Television - Ride or Die Is a Hit…But It Got Cancelled? What The Data “Says” I hate the phrase “here’s what the data says”, even though sometimes I find myself using it. If data just told us everything, we data folks would be out of a job! Data is often messy, complicated and nuanced. When it comes to strategy, many of the best decisions can’t actually use “data”, since it’s vastly too complicated to model. Anyways, I’ve been singing the praises of Prime Video’s Ride Or Die this summer, a show that did very well for them. And yet…it got cancelled. Now, usually when a show gets cancelled, a bunch of websites say “a hit show got cancelled”... Here’s the thing, though: in this case, they’re right! The data “says” that this show was a hit. Specifically, out of 522 first seasons to make a week on the Nielsen charts since 2020, it’s the 75th biggest. On Amazon, Ride or Die is eighth out of 41 first seasons: That’s top 15th percentile all time, almost exactly, which is my definition of a “hit”! I mean, outside of Reacher, Amazon needed a hit this summer! (Admittedly, Off Campus did well for Amazon in the spring, but Ride or Die performed even better.) So what happened? Why did Amazon cancel one of their rare 2026 bright spots? Well, Deadline reported a reason—which I’ll get to—but I’d break it down into three relevant questions: What is a given streamer’s reasoning? Is that reasoning sound? Could the stated reason not be the real reason? According to Deadline, Amazon felt the show “over-indexed” in middle-aged women. (This was based on leaks from within Amazon.) The logic is this: Amazon already reaches this demographic because of unlimited two-day shipping bundled with Prime, so they don’t really need more shows like this. Now, it’s my job to ask if that’s a good reason, and I’ll be honest, in this case, I don’t think it is. Sure, this show may “over-index” in middle-aged women—I’ll just assume that’s the case here—but I think folks often oversell how important over-indexing actually is. When a show is a “hit”, it isn’t a bit bigger than its rivals; it’s usually multiples bigger. For example, Elle only made the charts for two weeks at 8.3 million hours each. So Ride or Die was 80% bigger in its first two weeks, and likely had a much stronger hold, with its terrific 13 million hours in week three. Ride or Die was nearly three times bigger than Sterling Point through three weeks too. And that means that _Elle, Sterling Point a_nd other Amazon YA shows need to not just over-index a little with younger women (assuming that’s who Amazon prefers over middle-aged women), but massively over-index. Otherwise, more people in that demo (and a bunch more besides) likely watched Ride or Die. (I’ll try to explore this concept more in a future article.) And don’t get me started on how Ride or Die did compared to a certain (very, very popular, possibly the world’s most popular) YouTuber’s reality show…which didn’t make the charts after its first week and likely cost much, much more than Ride or Die. All to say, Amazon-MGM Studios/Prime Video can tell reporters that this show didn’t reach the right audience, but that excuse feels weak to me. So this leads to the third question: could other reasons have come into play? Yes! Renewal or cancellation decisions rarely (I’m tempted to say “never”) boil down to one variable. At its simplest, it’s two things: budget versus viewership. But often factors like critical acclaim, ownership and, yes, personal opinion come into play. In this case, Amazon has a new executive running things, and this show isn’t owned by Amazon-MGM Studios (unlike Elle). And yes, it may not have indexed with the right target viewers, too. Likely all of those factors came into play.1 My guess is ownership ended up mattering most. Amazon doesn’t own Ride or Die. It’s actually produced by another major studio. Fortunately/allegedly, this show is being shopped around. I can think of one brand new CEO who should consider it for one of his two major streamers…especially if he wants to rebuild goodwill in Hollywood. His name is on this list of exec producers of Ride or Die… If David Ellison needs some goodwill—and he does—rescue this female-led show tomorrow and grab some good headlines for a day. The data justifies it. Quick Notes on TV 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 The Secret Lives of Mormon Wives latest season did on Hulu, post-controversy... Whether Supergirl soared on HBO Max... Why the box office is losing money due to the streamers... The viewership for the Daily Wire’s $50 million fantasy show... Updates on The Gentlemen, Lanterns, Outer Banks, King of the Hill and more... What former hit-maker has three streaming flops in a row... Whether The Mandalorian and Grogu popped in week two... All the flops, bombs and misses... And a whole lot more... ...please subscribe! We can only keep doing this great work with your support. If you want an idea of just how much content you’d get in a full issue, check out this older issue. Coming Soon! Oh man, we’re almost caught up! We just have two more issues, then the streaming Ratings Report will be coming out just two weeks after a TV show premieres! Next issue, I’ll be looking at the first two weeks of the NFL Thursday night games on streaming, a huge new spinoff, Reacher’s Neagly on Prime Video, and the latest edition of Monster: The Lizzie Borden Story on Netflix, the return of Slow Horses on Apple and MobLand (quietly one of their biggest shows) on Paramount+, and Dancing with the Stars on both ABC and Disney+. Plus I’ll take a look at animation for adults in 2026. The week after, a ton of movies are coming to streaming: Toy Story 5 on Disney+, Backrooms on HBO Max, Jackass: Best and Last on Paramount+ and The Breadwinner on Netflix, plus a Unabomber film on Netflix and a romcom on Prime Video. Woody Harrelson and Matthew McConaughey have a show on Apple, along with a game show inspired by Willy Wonka that everyone seems to hate. Long term, some crazy (but hopefully crazy like a fox) IP news. FX ordered a new Sons of Anarchy show from Charlie Hunnam, but it’s not about the biker gang. No, it features the show’s cast playing themselves in a new “meta-thriller”. Huh. And a lot of the cast is coming back. Next, Ryan Gosling is producing a Flintstones movie about a “grown-up Bamm-Bamm Rubble”. Also, huh. This one is in “early development” so we’ll see what happens. Both projects are based on IP, but also seem to have crazy takes on the IP, which I like.
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