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Amid Ed Sheeran controversy, Philadelphia DJ Patty Jackson says it's "a new era" for music, politics
Trump says he will demand drug companies split up vaccines into more doses
Those comments came a day after Health Secretary Robert F. Kennedy Jr. told attendees of a conference for the anti-vaccine group he founded that they have a “friend at the White House.”
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.
Environmental and Public Health Groups Sue Over the Trump EPA’s Latest Attempt to Bolster Fossil Fuels
Environmental and public health groups are suing the Trump administration over its most recent move to eliminate protections against climate-warming pollution. The Environmental Protection Agency announced a plan on Monday, finalized in the Federal Register on Thursday, to revoke most of a Biden-era rule to limit greenhouse gas emissions from fossil fuel power plants. The […]
DHS may have violated state election law, Virginia's AG says after whistleblower report
Virginia's attorney general said Thursday that the Department of Homeland Security may have violated several state laws after a whistleblower accused its employees of misrepresenting themselves on voter lookup tools to hunt for noncitizen voters.
Political appointee turnover at unprecedented levels under Trump administration
Political appointees in the second Trump administration are leaving in record numbers, and often after short tenures. More than 900 appointees who did not require Senate confirmation left within the first 18 months of the administration, a new report shows.
The AI debate takes the political spotlight: From the Politics Desk
Plus, tracking Attorney General Todd Blanche’s political appearances.
'The Ford/Hill Project' review: Anita Hill, Christine Blasey Ford testify
In 'The Ford/Hill Project,' a new docudrama created by Elizabeth Marvel and director Lee Sunday Evans now at REDCAT, the Senate testimonies of Anita Hill and Christine Blasey Ford are entwined to throw into relief enduring political patterns.
Kennedy questions vaccine safety at Children’s Health Defense event
The health secretary told attendees at a conference of the antivaccine group that they have a “strong and steadfast friend in the White House.”
Neither Becerra nor Hilton will commit to AI safety guidelines Newsom laid out Friday
Both Democrat Xavier Becerra and Republican Steve Hilton agree AI safety is important. What they will do to ensure it is less clear
Marlins Look to Reach .500 Against the Red-Hot Padres
The Miami Marlins must go 5-4 down the stretch to have an even mark on the year, but they will battle a buzzsaw in the playoff-bound Padres at Petco Park in the opener of a three-game series
Javier Bardem to star in, produce 'The Spread' for HBO
HBO announced Friday that it has ordered the series "The Spread," starring and executive produced by Javier Bardem, directed by Matthew Vaughn.
TST Best Bets: September 18, 2026
Friday night’s college football slate features four undefeated teams looking to prove themselves against conference competition.No. 22 Houston travels to face No. 13 Texas Tech in a ranked Big 12 matchup, while No. 5 Miami visits Wake Forest for an ACC battle between 2-0 teams. With both favorites facing their toughest tests of the young season, we’re breaking down the best bet from each game.For all of your college football betting picks, here are today’s TST Best Bets, brought to you by BetOnl
Biltmore Championship Asheville brings business boost beyond the golf course
As thousands of golf fans attend the Biltmore Championship Asheville, some businesses beyond the course say they are also seeing a boost.
United Bank hires Phil Poliquin to lead government contracting business
Phil PoliquinUnited Bank, a subsidiary of United Bankshares, Inc. (NASDAQ: UBSI), has announced that Phil Poliquin has joined the Bank as senior vice president and managing director of Government Contracting (GovCon), leading the next phase of growth for United’s GovCon business across the Bank’s footprint.United has a longstanding history of serving government contractors and meeting the dynamic banking needs of companies supporting federal, state and commercial markets. Building on that foundation, the Bank is establishing a dedicated GovCon team led by Poliquin. The new team will bring together bankers from across United's footprint under a focused strategy designed to deepen industry expertise, strengthen client relationships and expand the Bank's presence in this important market.“Government contractors operate in a complex and highly specialized environment, and Phil understands that environment from multiple perspectives,” said United Bank Chief Commercial Lending Officer Mike Proctor in a press release. “His extensive commercial banking experience, combined with more than two decades of military and government service, brings tremendous depth and expertise to our team. We’re excited to have his leadership and insight as we continue strengthening how United serves our GovCon clients across the nation’s capital and beyond.”In his new role, Poliquin will lead United’s GovCon lending strategy and a team of specialists, with a focus on deepening client relationships and expanding the Bank’s presence in the government contracting and defense sectors. He will also serve as a subject matter expert across the organization, partnering with bankers across United’s footprint to support GovCon clients and opportunities.“Government contracting has long been an important part of the economy across the Washington region, and we believe it remains an attractive sector for growth,” said United Chief Executive Officer Richard M. Adams, Jr. in a press release “As the needs of these companies continue to evolve, investing in specialized leadership strengthens our ability to build on our established presence, expand how we serve this market, and pursue new opportunities.”Poliquin has a decade of experience in commercial banking, most recently serving as executive director of Aerospace, Defense, and Government Services (ADG) commercial banking at JPMorgan Chase. In this role, he led a team responsible for providing specialized financing and treasury advice to federal government contractor companies across the nation. Previously, he also held senior leadership positions at Bank of America.Prior to his banking career, Poliquin served 24 years in the U.S. Navy, retiring at the rank of Captain in 2013. A Naval aviator, he flew more than 100 combat missions in operations around the world and served in senior leadership positions, including as commanding officer of an F/A-18 Super Hornet squadron, leading more than 250 personnel during two combat deployments. He later joined the Intelligence Community as a program manager at the National Reconnaissance Office and contributed to the development of the Navy’s unmanned aircraft system strategy.“United has a strong foundation in government contracting, and I’m excited about the opportunity to build on that foundation by expanding our industry presence, deepening relationships, and developing a team with specialized expertise focused on serving government contractors,” said Poliquin in the release. “The goal is to be a trusted resource for growth-oriented companies that need a banking partner who understands what they do, where they’re headed and can help them navigate the opportunities and complexities of this market.”Poliquin holds a bachelor’s degree in mathematics from the University of Oklahoma, a master’s degree in national security strategy from the U.S. Naval War College, and an MBA from the University of North Carolina at Chapel Hill’s Kenan-Flagler Business School.
Samsung’s battery upgrades for Galaxy S27 Ultra and Pro leak
A new leak reveals the battery sizes of Samsung’s upcoming Galaxy S27 Ultra and S27 Pro including some long overdue...
Trump says he is banning CNN, MSNOW and Politico from the White House
President Donald Trump says he is banning CNN, MSNOW and Politico from the White House due to what he called unfavorable coverage, and threatens that more such prohibitions of media outlets could follow.
Iran war has cost $45.1 billion, Pentagon tells Congress
The US war with Iran has cost $45.1 billion, the Pentagon informed Congress on Friday, according to one source familiar with the matter.
‘It doesn’t really matter what divides, so long as the poor lack compassion for one another’
Opinion, comment and editorials of the day
WA, FTC reach $225M settlement with multilevel marketing company Amway
The lawsuit accused Amway and two of its affiliates of using unfair and deceptive tactics to recruit members.
These midterm polls caught our attention this week. They’re good for Democrats.
Political strategists and pollsters say surveys are usually more reliable after Labor Day.
In campaign ad, Republican Rep. Salazar says Hispanics feel betrayed by Trump
The move comes as some Republican candidates try to distance themselves from Trump in an attempt to win over voters
Interview: Prof. Chris Cooper on Trump's FEMA comments, voting by mail and other election news
From President Trump’s visit to the legal battle over voting by mail, there’s been a lot of national news affecting our region. BPR's Felicia Sonmez sat down in the studio with political science professor Chris Cooper to catch up on it all.
Public Administration vs. Politics: What Public Administrators Can Do Beyond the Rhetoric
The views expressed are those of the author and do not necessarily reflect the views of ASPA as an organization. By George S. WelchSeptember 18, 2026 Every election cycle produces a familiar pattern. Candidates make promises. Political leaders exchange criticism. Advocacy groups mobilize supporters. Social media amplifies conflict. News coverage focuses on controversy, competition and […]
Dems abandon candidate who said MAGA 'more destructive' than Nazis, but she’s stuck on the ballot
North Carolina Democrat Shelly Headen called for an attack on U.S. soil targeting red states and compared Trump to Hitler in resurfaced posts.
Luminis Health faces class-action lawsuit as cyberattack exposes patient data
As Luminis Health continues working to restore systems disrupted for weeks by a cyberattack, the health network is now facing a proposed class action lawsuit fr
It's the end of the world as Chat Pile knows it
Vocalist Raygun Busch on the band's new album, Dave Matthews, political music, and being "as blunt as possible."
Judge isn’t swayed by government’s claims that plans for an ‘anti-weaponization fund’ are dead
The fund for compensating Trump’s political allies encountered a fierce bipartisan backlash and threatened to derail Attorney General Todd Blanche’s Senate confirmation.
Your Weekly Michigan Political Brief
A coalition of 600 Michigan Jews have affirmed their support for Democratic U.S. Senate nominee Abdul El-Sayed. The group, Michigan Jews for Democracy, includes former Congressman Sander Levin; former Congressman Andy Levin; Washtenaw County Prosecuting Attorney and Democratic nominee for Michigan Attorney General Eli Savit; and Jessica “Decky” Alexander, the Chair of the Michigan Democratic […]
James Talarico, Seeking Black Votes in Texas Senate Rate, Wins Crucial Endorsement
The Congressional Black Caucus’s political wing backed James Talarico, who defeated a Black opponent in the primary. He faces Ken Paxton, the Republican state attorney general, in November.
Why Spurs are not finishing moves
When an attacking side accelerate play, it is common for the defending team to drop back in an urgent manner, looking to protect their goal. Omar Marmoush has tried to do this on a number of occasions but has not always been found. For Savio, it may also be a wide player struggling to pull the ball back on their weak foot.
Chelsea’s big weakness primed to be exploited by Brentford speedster
Whoever is picked at right back for Chelsea tonight faces a tough test against the speedy Kevin Schade, who loves to attack the far post.If you enjoy Talk Chelsea coverage and want to see more of it, ...
The landscape of the playoff race for the Rangers
Looking at the final regular season nine games for the Rangers, and the teams they are battling for a playoff spot
Iran claims it struck an oil tanker in the Strait of Hormuz, and other Mideast developments
Iran says it struck an oil tanker trying to transit the Strait of Hormuz, while hundreds of thousands of people rallied in Tehran in the largest show of support for the government since the United States and Israel launched attacks in February. Meanwhile, South Korea says it is considering expanding a naval operation in the […]
Lost WWI trench lives on in immersive VR installation
Archeology and gaming technology join forces to preserve battlefields of the past.
Trump pushes his $5,000 ‘dividend’ pledge if GOP wins midterms. Republican candidates, not as much
President Donald Trump came to battleground North Carolina doubling down on a tantalizing and implausible midterm promise. “If we win,” he said, “we’re going to get you $5,000. So that’s it. Very simple.” The Republican candidates who spoke at the rally had nothing to say about it. Their silence reflects a broader pattern. About a […]
Poland warns Russia is planning drone or rocket strikes on NATO territory
WARSAW, Poland (AP) — Polish Prime Minister Donald Tusk warned on Thursday that Russia is planning hybrid strikes with drones or rockets on European countries supporting Ukraine, among them Poland. Russia will pretend the attacks are “accidental” in order to “paralyze or at least weaken the motivation of NATO countries” to rush to the defense […]
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 […]
Cattleman’s Ball honoree Nyle Maxwell discusses journey of reorienting his business toward philanthropy
Former Round Rock Mayor and car businessman Nyle Maxwell is this year’s honoree at the Cattleman’s Ball in recognition of his philanthropic efforts and legacy in Williamson County. The Williamson Museum fundraiser will take place at Kalahari Resorts & Conventions in Round Rock and will feature live entertainment, food and an auction to support the museum’s educational programs. The event takes place from 6:30-9:30 p.m. on October 15.
‘COVID 2.0’: Lawmakers push back on sweeping health 'police power' in key battleground state
Pennsylvania lawmakers told Fox News Digital the state's 502-page health code rewrite amounts to government overreach worse than COVID-era lockdowns.
Attorney General Blanche blurs Justice Department boundaries by appearing at political events
Attorney General Todd Blanche is blurring traditional boundaries between politics and federal law enforcement with recent speeches at political events that mark a sharp departure from norms meant to protect the Justice Department from the appearance of partisan bias.
In ‘If I Go Will They Miss Me,’ a family seeks healing under the LAX flight path
Writer-director Walter Thompson-Hernández's feature film "If I Go Will They Miss Me" explores connection and healing under the LAX flight path.
Stand Up For Science Founder Addresses Senate & Sciences Po Amid France’s Landmark Move to Protect Academic
Visit underscores growing international attention to academic freedom as a bipartisan cause as movements target higher education.
Culver-Stockton business class recognized for downtown Canton projects
CANTON — A Culver-Stockton College business class that pairs students with real Main Street projects instead of traditional lectures is drawing national attention as a model for experiential learning. Robin […]
TC Business Council Hears About CDD Changes, School Bond Measure, PG&E Challenges
Over 20 business leaders in Tuolumne County attended a monthly luncheon this week hosted by the Tuolumne County Business Council.
On Your Side: Missouri attorney general orders prediction markets to stop unlicensed sports wagering
Missouri Attorney General Catherine Hanaway announced that her office has issued cease-and-desist letters to multiple prediction market operators offering sports “event contracts” to Missourians.
Judge isn't swayed by government's claims that plans for an 'anti-weaponization fund' are dead
A federal judge who blocked the creation of a $1.8 billion “anti-weaponization fund” for compensating President Donald Trump’s political allies isn't swayed by a government attorney’s assurances that the concept is abandoned | News-Talk 1380 WAOK
Taylor data center faces state investigation over parkland conveyance
Texas Attorney General Ken Paxton investigates a proposed data center development on land intended for parkland in Taylor.
Trump’s reason for holding the Kennedy Center hostage doesn’t even make sense
There is plenty that’s bizarre about President Donald Trump’s attempt to take the Kennedy Center hostage over a judge’s refusal to let him put his name on it. He’s now indicated twice in recent days that he will abandon the center — and even let it be “ripped down” — if the courts don’t change the ruling.
Gabriel Rajkovic: Man United battling Barcelona for Norwegian gem
1Manchester United have shown renewed desire to sign some of the best young talents in the world in recent years. The Red Devils have invested equally in the first team and the academy of late, and no...
Millie Bobby Brown appears to welcome 2nd baby, shares new photo
Millie Bobby Brown and Jake Bongiovi attend the Enola Holmes 3 NY Premiere on June 25, 2026, in New York City. (Roy Rochlin/Getty Images for Netflix)
Ibrahim Mbaye has given Unai Emery a Tottenham selection dilemma
Ibrahim Mbaye strengthened his case for a Premier League start against Coventry and Dan Bardell believes the teenager has done enough to claim one of the two remaining places alongside John McGinn behind Nicolas Jackson as Unai Emery considers his attacking options for Tottenham.
“The Traitors ”season 5 cast revealed: Kristin Chenoweth, “Big Brother”’s Taylor Hale and more
Broadway legends, Bachelors, and “Big Brother” alums make up the next group headed to the castle to battle it out as Traitors and Faithfuls.
California is not a good place to grow a business: Joel Pollak
California Post opinion editor Joel Pollak discusses California Attorney General Rob Bonta blocking the Paramount merger and analyzes Governor Gavin Newsom's handling of wildfires.
Duncan Sheik, Tony- and Grammy-winning ‘Spring Awakening’ composer and pop star, dies at 56
Tony- and Grammy-winning musician Duncan Sheik has died at 56. Before Broadway's “Spring Awakening,” he had been best known for the hit “Barely Breathing.”
Engrams Embedding Entendre: Codesign for Efficient DRAM/SSD Offloading
Engram extends standard token embeddings with learned multi-token lookups. Recurring local patterns retrieve vectors directly, reducing the need to reconstruct them through attention and feed-forward layers. With Engram model architecture optimization, it allows for lower HBM capacity to be needed for models at the same quality. This does not mean there won’t be an insane demand for HBM but it just means that model architecture will continue to innovate around constraints. This model architecture design is naturally codesigned for parameter offloading: each token accesses a few embedding rows whose addresses depend on token IDs, not hidden states. The runtime can prefetch those rows from host DRAM while earlier layers compute, keeping the table outside HBM without transferring entire weight matrices. Our Memory model contains our latest estimates of quarter by quarter HBM, DRAM, & NAND supply and demand. Offloading frees HBM for model weights and KV cache, potentially supporting larger batches or more concurrent sessions. When DRAM becomes the next constraint, NVMe offers another tier. Recommendation systems already cache frequently or recently accessed embedding rows in faster memory while backing colder rows with SSDs. After NVIDIA roadmap had to change due to massively despec’ing Rubin Ultra from 1024GB to now ~200GB of HBM per chip, model architecture optimizations like emgram maybe helpful. Our DeepSeek-V4.1-Flash configuration uses roughly 189 GiB of memory for Engram. We replace it with a memory-mapped (mmap) file and measure serving performance with offload to SSD. Later on in our report, we will show our Engram offloading experiments along with the official InferenceX agentic inference serving results on Engram models like DeepSeekv4.1 Flash across all 6 NVIDIA GPU SKUs along with MI355X. Unsurprisingly, the CUDA Moat is still mogging MI355X on the ultra popular DeepSeekV4.1 Flash model. We also show how even on high capacity HBM SKUs, offloading emgrams to DRAM could result in even better performance for most of the pareto than keeping the emgram in HBM. Our benchmark has been widely reproduced, validated and/or supported by almost every major buyer of compute from Google Cloud to Microsoft Azure to Oracle, to Meta and many more. Furthermore, it has the support of the ML community including from vLLM, LMCache, SGLang, PyTorch, Huggingface and the support of major labs like OpenAI, MiniMax, ZAI, Qwen, Moonshot Kimi, etc. Star the InferenceX GitHub repository if you find the open-source benchmark and data useful!. InferenceX is the only inference benchmark in the world to have TPUv7, Jalapeño, Nvidia Rubin NVL72, AMD, and soon, SambaNova and Trainium. Due to how realistic AgentX scenario is to real world agentic inference workloads, AMD has committed to collaborating on MI455X UALoE72 too. DeepSeek did not release the original paper’s two trained Engram models. We replicated its setup on fineweb-edu using the released code and training hyperparameters, at an estimated 6E18 FLOPs per run. We observed the same U-shape scaling: Engram improved performance over pure MoE baselines. We also reproduced DeepSeek’s results, where earlier-layer representations with Engram resembled those of later layers. Like the original Engram paper, it is possible to probe Engram’s gate scores to see what n-grams DeepSeek-V4.1-Flash makes the most use of. Our gate scan finds names, code fragments, relational phrasing, and boilerplate. These examples prioritize interesting-ness over gate strength. One unexpected result was Wright : Ace Attorney. These examples suggest learned memory optimizes the training objective, not a judgment of which facts deserve storage. Licenses, bibliography fragments, API scaffolding, and website furniture can provide prediction shortcuts, so the value of additional Engram capacity may depend on what survives data preparation. This does not show that table capacity is “wasted”: the evaluation-corpus scan establishes neither training exposure nor the capacity occupied by each category. For offloading, strong gates do not identify cache-hot rows. Low gates do not automatically save reads either: computing the gate requires the retrieved key and undoes the performance gain of a fused kernel. Skipping reads would require a separate usefulness predictor before retrieval. In the original paper’s inference-time ablation, factual-knowledge benchmarks retained just 29–44% of their original performance, while reading comprehension retained 81–93%. This is due to the training–inference mismatch. The resulting degradation therefore measures this trained model’s dependence on Engram, not the performance difference between models trained with and without it. In our ablations, suppressing Engram worsens token likelihood across all evaluated domains, especially encyclopedia text and several code corpora. Surprisingly, GSM8K accuracy stays within measured run-to-run variation and removing Engram has no effect. Engram is not a detachable dictionary beside an unchanged MoE. Removing it changes downstream features and expert selection. We tested whether rerouting hurts or compensates by holding tokens fixed in a teacher-forced experiment on CRUXEval, a code-reasoning benchmark of small Python functions where the model predicts a function’s output from its code and an input, and scoring the reference answer. Removing Engram raised answer loss from 0.2848 to 0.3093 bits/token. Forcing the ablated model to use the original Engram-on expert choices made it worse still, at 0.3375 bits/token. Rerouting partially compensates for the missing memory. Memory features and expert selection work together, rather than following a clean “memory stores facts; experts reason” division. On the same CRUXeval, removing Engram during either phase reduced accuracy and increased generated tokens; removing it throughout produced the largest changes. Keeping Engram for prefill leads to more correct answers than keeping for decode likely due to semantically richer KV cache transferred to decode workers, allowing it to mitigate some of the performance loss. Engram’s table is large, but each lookup is small. DeepSeek-V4.1-Flash requests 24 rows at each of two Engram layers, about 12.4 KiB per processed token position across the model, or 3.1 KiB per GPU when split across four GPUs. Currently as of Day 7 since Model Release, MI355X is still 2-4x worse performance per dollar compared to B200 even when normalized by Mi355X’s lower TCO. Our full total cost of ownership breakdown comes from our AI Cloud TCO Model along with monthly market surveys of over 100+ gpu clouds & gpu cloud customers. On the Day 0 release of DeepSeekv4.1 Flash, NVIDIA vLLM works out of the box with zero issues across all 6 SKUs: H100, H200, B200, B300, GB200, GB300! This was thanks to the amazing work by the NVIDIA & Interact teams! In comparison, AMD vLLM did not work on day 0 for DeepSeekv4.1 Flash.Source: SemiAnalysis InferenceX AMD’s vLLM documentation points to using vllm/vllm-openai-rocm:deepseekv41-flash-0909, but from hour 0 of the model release to hour 23, AMD has not publicly released the image. AMD claims, “SPEED IS THE MOAT,” yet it has still not released it by the 23rd hour. We wish that, going forward, the AMD team has a better process for hour 0 model releases. Eventually when they did publicly release for “day 0” image support, performance-wise, it is currently up to 14.8x worse perf per dollar than H200 and up to 42x worse perf per dollar than B200/B300. The power of the CUDA MOAT is NVIDIA’s collaboration with its massive 6 million-developer community ecosystem including most of the vLLM & SGLang & Tokenspeed maintainers which means that CUDA is optimized on day 0. Overall, AMD did make significant improvements but the performance per dollar is still currently 2-4x worse than B200. AgentX Engram DRAM Offloading Improving Performance The HBM and DRAM offload use the same GPU kernel to select and dequantize rows. With HBM, it reads GPU memory; with Unified Virtual Addressing (UVA), it reads pinned host memory directly. Both support full decode graphs. Moving the table into HBM accelerates only the sparse lookup, leaving decoder computation and communication unchanged, resulting in little overall benefit while consuming memory otherwise available to KV cache. Another benefit of Engram offloaded to DRAM which means you can reduce the communication overhead by using less HBM GPUs per replica. For example, when enabling Engram offloading on B300, we are able to switch from TP4 to now TP2 which improves the pareto curve by up to 1.6x. When iso-model quality, less HBM is required as the engrams could be offloaded to host DRAM. Thus HBM bandwidth matters way more than HBM capacity. For inference workloads where memory bandwidth matters the most, 4-hi HBM provides the best $/bandwidth and therefore lowest cost per token. If China continues to make more and more revolutionary model architecture innovations, soon it could potentially 0Hi HBM stacks. [ ](https://newsletter.semianalysis.com/p/long-live-the-short-king-why-4-hi) [ Long Live the Short King: Why 4-hi HBM Wins ](https://newsletter.semianalysis.com/p/long-live-the-short-king-why-4-hi) Myron Xie, Bryan Shan, and 3 others · Sep 13 [ Read full story ](https://newsletter.semianalysis.com/p/long-live-the-short-king-why-4-hi) Moreover, on B300 and week-0 stack, moving the Engram table back to HBM did not improve results and stay within run-to-run variance. This is a result of the work optimizing DRAM offload, such as async, and overlap. SSD Offloading On B200, we created a unoptimized vLLM fork and stored the Engram tables in memory-mapped files on local SSDs. File backing lets the OS reclaim table pages when other applications need RAM. Pages already cached in memory can be served without reading the SSD again. Furthermore, note that we were unable to turn on GDS The unoptimized SSD implementation changes how rows reach the GPU. It copies row IDs to the CPU, deduplicates them, gathers the requested rows into pinned buffers, copies those rows back to the GPU and dequantizes them. This work runs between segments of the GPU execution graph. Native UVA performs row selection and dequantization directly on the GPU, avoiding the CPU round trip. A warm filesystem cache removes physical SSD reads, but leaves the coordination, row gathering and transfers. This is why a file already cached in RAM can still perform worse than a pinned DRAM table. The comparison measures the whole serving path; it does not separate the time spent on each of these operations. B200 DRAM dominates both measured SSD serving curves in total tokens per dollar and P90 interactivity. Near 125 tokens/s/user, DRAM delivers 121 million total tokens per dollar versus 52 million for SSD. For production serving, SSD offloading is likely not worth the tradeoff. On the B200 configurations we measured, SSD offloading loses on both measures: every observed SSD point has a DRAM alternative that delivers higher P90 interactivity and more total tokens per dollar. The only points where Cheaper storage does not automatically produce a cheaper inference service. Moving Engram to SSD leaves the same four expensive GPUs and the rest of the server in place. Reclaiming RAM only creates an economic benefit if it enables a cheaper server configuration or additional useful capacity. The current unoptimized path provides neither benefit, and the filesystem cache still consumes RAM when table pages are resident. Next we will look at the mechanisms and specific implementation of ngrams from DeepSeekv4.1 Flash, LongCat, Qwen3.8 Flash Next.
iPhone 18 Pro Teardown Reveals How Apple Shrunk the Dynamic Island
YouTube channel REWA Technology today shared one of the first iPhone 18 Pro teardown videos, offering a look inside the new device. iPhone 18 Pro and iPhone 18 Pro Max feature a smaller Dynamic Island, which Apple achieved by moving Face ID's infrared camera under the display in the top-left corner. The pixels above the infrared camera have a special pattern that lets infrared light pass through, yet the screen looks completely normal at typical viewing angles.
Defense questions DNA evidence in TJ Wiggins triple-murder trial
Defense attorney Debra Tuomey questioned the reliability of DNA evidence linking TJ Wiggins to the 2020 killings at Lake Streety in Frostproof.
Attorney General Blanche's appearances at political events blur Justice Department boundaries
Atty. Gen. Todd Blanche took the stage this week at an event for a Republican Senate candidate in North Carolina days after speaking at a GOP midterm convention, where he praised President Trump and touted the administration's tough-on-crime approach.
Netflix's 'Monster' revisits the notorious Lizzie Borden case. Critics are divided.
Ella Beatty, Rebecca Hall and Charlie Hunnam star in the fourth installment of Netflix's true-crime anthology.
My son’s death during a college football workout was preventable. Lessons must be learned
Arizona State hockey player Matthew Mayich is fighting for his life after collapsing during practice. Tragedies like this can be avoided
3 things to watch in Packers' game at New York Jets
Historically in the NFL, teams that start 0-2 have only made the playoffs 14% of the time.
Duncan Sheik, Tony Award-winning composer, dies at 56
Duncan Sheik attends 'The Broadway Legacy Foundation Launch' at the Broadway Museum on November 11, 2025 in New York City. (Santiago Felipe/Getty Images)Duncan Sheik, the Tony Award-winning composer behind Spring Awakening and more, has died, according to his Instagram. He was 56.The Friday morning Instagram post said the "father, husband, son, brother, and friend" died on Thursday night "surrounded by love."A message shared on Sheik's Instagram earlier this week by his family said he was "receiving medical care" and was "in critical but stable condition.""The world has a lost a singular talent, and deeply influential voice in music and theater," Friday's statement said. "From his Grammy-nominated hit “Barely Breathing” to his groundbreaking, Tony and Grammy Award-winning work on Spring Awakening, Duncan’s artistry touched many and leaves an indelible mark on the cultural landscape."Born on Nov. 18, 1969, in Montclair, New Jersey, Sheik rose to fame in 1996 when he released his self-titled debut album, which included his hit song, "Barely Breathing."The song peaked at No. 16 on the Billboard Hot 100 chart and earned him a Grammy nomination for best male pop vocal performance.Following his debut album, he released Humming in 1998, Phantom Moon in 2001 and Daylight in 2002.While "Barely Breathing" established Sheik as a singer-songwriter, his career later expanded into musical theater, where he found success as a composer.Sheik collaborated with lyricist Steven Sater and composed the music for Spring Awakening, which opened on Broadway in 2006.He told Broadcast Music, Inc. in 2015 that around the time he was making the music for Spring Awakening, he wasn't "a huge fan" of music that was happening on Broadway and he wanted to make the music for an audience "beyond the normal crowd that would go to a Broadway musical."The rock musical, based on Frank Wedekind's 1891 play and starring Jonathan Groff, Lea Michele, John Gallagher and Skylar Astin, became a major success. It won eight Tony Awards in 2007, including best musical, best original score and best orchestrations.He went on to compose music for several other stage productions, including American Psycho and Because of Winn-Dixie. He also collaborated with Sater again on Alice by Heart and The Secret Life of Bees.In his interview with Broadcast Music, Inc., he added that working on musical theater has "helped broaden my palette."Sheik went on to release several more albums throughout his career, including White Limousine, Whisper House, Covers 80s, Legerdemain and Claptrap.In May, it was announced that Sheik's new musical, Memoirs of Amorous Gentlemen, would make its off-Broadway debut this fall. The musical is based on Moyoco Anno's manga graphic novel of the same name.An off-Broadway revival of Spring Awakening is also set to open this fall. Copyright © 2026, ABC Audio. All rights reserved.
Birth Of The Diamondiyne Age? New Porous Carbon Structure Could Unite Two Strands Of Nobel Prize-Winning Chemistry
The chemical flexibility of carbon means it can adopt many different structures, including this porous diamond lattice.
Christian Parker is on to Week 2 after a rough debut as defensive coordinator
Parker got his first chance to call defensive plays as a 34-year-old because the Cowboys fired Matt Eberflus after his only season when he oversaw one of the worst defenses in the NFL, and in franchise history.
Penelope Health raises $100M from Matt Holt's Thoreau, others
Thoreau continues to build its arsenal.
How much does playoff viewership increase from round to round?
When the Seattle Mariners and Toronto Blue Jays faced off in the Wild Card Series in 2022, just 1.76 million people tuned in. Yet, three years later, when the same two teams met in the American League Championship Series, Game 1 featured an audience of 5.19 million people. You can see this in all major…
Kremlin orders Russia businesses of Nestle, Auchan seized
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Attorney General Todd Blanche's appearances at political events blur Justice Department boundaries
WASHINGTON — Attorney General Todd Blanche is blurring traditional boundaries between politics and federal law enforcement with recent speeches at...
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Attorney General Blanche’s appearances at political events blur Justice Department boundaries
WASHINGTON (AP) — Attorney General Todd Blanche is blurring traditional boundaries between politics and federal law enforcement with recent speeches at politica
Attorney General Blanche's appearances at political events blur Justice Department boundaries
WASHINGTON (AP) — Attorney General Todd Blanche is blurring traditional boundaries between politics and federal law enforcement with recent speeches at political events that mark a sharp departure from norms meant to protect the Justice Department from the appearance of partisan bias.
Attorney General Blanche's appearances at political events blur Justice Department boundaries
Attorney General Todd Blanche is blurring traditional boundaries between politics and federal law enforcement with speeches at political events that depart from longstanding norms meant to protect the Justice Department from the appearance of partisan bias.
Attorney General Blanche's appearances at political events blur Justice Department boundaries
Attorney General Todd Blanche is blurring traditional boundaries between politics and federal law enforcement with speeches at political events that depart from longstanding norms meant to protect the Justice Department
Blanche's appearances at political events test Justice Department norms
Attorney General Todd Blanche is blurring traditional boundaries between politics and federal law enforcement with speeches at political events that depart from longstanding norms meant to protect the Justice Department from the appearance of partisan bias.
Attorney General Blanche's appearances at political events blur Justice Department boundaries
Attorney General Todd Blanche is blurring traditional boundaries between politics and federal law enforcement with speeches at political events that depart from longstanding norms meant to protect the Justice Department from the appearance of partisan bias | WWL
Attorney General Blanche's appearances at political events blur Justice Department boundaries
Attorney General Todd Blanche is blurring traditional boundaries between politics and federal law enforcement with speeches at political events that depart from longstanding norms meant to protect the Justice Department from the appearance of partisan bias | K-DAWN
Attorney General Blanche's appearances at political events blur Justice Department boundaries
WASHINGTON (AP) — Attorney General Todd Blanche is blurring traditional boundaries between politics and federal law enforcement with recent speeches at
Attorney General Blanche's appearances at political events blur Justice Department boundaries
Attorney General Todd Blanche is blurring traditional boundaries between politics and federal law enforcement with recent speeches at political events that mark a sharp departure from norms meant to p...
Attorney General Blanche's Appearances at Political Events Blur Justice Department Boundaries
WASHINGTON (AP) — Attorney General Todd Blanche is blurring traditional boundaries between politics and federal law enforcement with recent speeches at political events that mark a sharp departure from norms meant to protect the Justice Department from the appearance of partisan bias. Blanche took ...
Scientists develop a way to restore aging EV batteries without breaking them down into raw materials
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‘Clear retribution’: dismay as key Alzheimer’s study cancelled amid Trump attacks on science
Participants in Pittsburgh may never learn the results of their cognitive tests – and funding cuts that target ‘DEI’ have the potential to delay vital diagnoses
‘Clear retribution’: dismay as key Alzheimer’s study cancelled amid Trump attacks on science
Participants in Pittsburgh may never learn the results of their cognitive tests – and funding cuts that target ‘DEI’ have the potential to delay vital diagnoses
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Fulton Fall Festival to offer variety of attractions, entertainment
FULTON — The Fulton Fall Festival, presented by the Richard S. Shineman Foundation, will bring a full day of family fun Sept. 26.The free event will be held from 10 a.m. until 4 p.m. throughout the Fulton War Memorial complex. × This page requires Javascript. Javascript is required for you to be able to read premium content. Please enable it in your browser settings. kAmxE H:== :?4=F56 3@F?46 9@FD6D AC@G:565 3J t!xr tG6?ED !2CEJ #6?E2=[ EC242? u@F?52E:@?[ 7246 A2:?E:?8 3J uF=E@? w:89 $49@@= pCED[ 32==@@? 2?:>2=D 3J $E2CCJ $Ajv p?:>2=D[ 2?5 |28:4 |2EE 3J E96 ~DH68@ r@F?EJ *@FE9 qFC62F]k^Am#placement_726068_0_i{width:100%;margin:0 auto;}var rnd = window.rnd || Math.floor(Math.random()*10e6);var pid726068 = window.pid726068 || rnd;var plc726068 = window.plc726068 || 0;var abkw = window.abkw || '';var absrc = 'https://ads.empowerlocal.co/adserve/;ID=181918;size=0x0;setID=726068;type=js;sw='+screen.width+';sh='+screen.height+';spr='+window.devicePixelRatio+';kw='+abkw+';pid='+pid726068+';place='+(plc726068++)+';rnd='+rnd+';click=CLICK_MACRO_PLACEHOLDER';var _absrc = absrc.split("type=js"); absrc = _absrc[0] + 'type=js;referrer=' + encodeURIComponent(document.location.href) + _absrc[1];document.write('');kAmp=D@[ |C] $@?87=@H6C[ A6C7@C>2?46D 3J q6==6 #@J2=6 s2?46 p4256>J 2?5 ~77 qC@25H2J s2?46 r6?E6C[ 2 56>@?DEC2E:@? 3J |2DE6C !CJ@C’D %266C:42[ J2C5 82>6D[ E6>A@C2CJ E2EE@@D[ 2?5 >@C6]k^AmkAm%96C6 H:== 36 5@K6?D @7 G6?5@CD[ =@ED @7 7@@5[ 2?5 =:G6 >FD:4 2?5 6?E6CE2:?>6?E E9C@F89@FE E96 52J]k^Am googletag.cmd.push(function() { googletag.display('yup-rectangle-one'); });
‘You’re kneecapping us’: Amtrak plan near Rate Field sparks South Side fury
Amtrak’s attempts to justify its plans for the Bridgeport rail facility were largely drowned out by boos and jeering from a raucous crowd of community members.
For many Pittsburgh residents, wet basements pose health risks » Yale Climate Connections
Chronic moisture can create ideal conditions for mold that can trigger asthma attacks, allergies, and rashes.
Galaxy S27 Pro, S27 Ultra charging and battery specs just leaked, and it's good news
New regulatory filings have revealed battery and charging details for the Galaxy S27 Pro and S27 Ultra. And there's good news.
Her Black dad couldn't go on a Capitol trip. She could be a US senator
Juliana Stratton, Lisa Blunt Rochester and Angela Alsobrooks could make history as the first three Black women to serve in the Senate concurrently.