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CyberPowerPC now sells prebuilt PCs with NVIDIA RTX 50 Founders Edition GPUs, 1,000 RTX 5080 systems sell in one day
CyberPowerPC is using NVIDIA's own RTX 50 Founders Edition cards in new Walmart systems. The RTX 5080 configuration with Ryzen 7 9800X3D costs $2,299.
GPUS Stock Slips After Hyperscale Data Carves Out Bitcoin Mining Business Into New Unit
Hyperscale Data management said Bitcoin mining and AI infrastructure require different capital strategies and priorities.
72-Year-Old Ohio Man Put A GPS Tracker On Pokémon Delivery Driver's Vehicle
Pokémon card value is at an all-time high
Micron reportedly ends production of 2GB GDDR7 used by GeForce RTX 50
Micron appears to be moving away from 2GB GDDR7 as its catalog shifts toward 3GB devices. The older 16Gb parts were already used on RTX 50 cards.
$7,000 grant to expand access to mental health services in Saginaw County
Child and Family Service of Saginaw County has received $7,000 grant from MyMichigan Health to support the organization’s Hope Counseling Scholarship Fund.
What’s Next for Paramount
Hollywood watchers believe the studio prevailed over states seeking to block its deal for Warner Bros. Discovery. It’s now free to reshape the media industry.
Micron 2 GB GDDR7 Memory Chips Reach End Of Life, Leaving RTX 50 Series Fully Dependent On Samsung And SK Hynix
Micron halts production of 2 GB GDDR7 memory chips, impacting RTX 50 GPU availability; 3 GB modules deemed largely ineffective.
Steur has 'huge future in the game'
Former Newcastle defender John Anderson reckons the £23m paid to sign teenage midfielder Sean Steur from Ajax is "looking like a bargain". The 18-year-old made 24 appearances for Ajax in 2025-26 and has started twice in the Premier League for the Magpies this season, impressing in Saturday's 2-1 win over Hull City. "He is still a very inexperienced boy," Anderson told BBC Radio Newcastle.
Jiang Feng: The Unravelling of German & European Politics
A state election in eastern Germany has become a revealing test of the changing political landscapes of Germany and Europe, writes Jiang Feng, Professor and Chairman of the Council of the Shanghai Academy of Global Governance and Area Studies (SAGGAS) at Shanghai International Studies University. His analysis follows the decisive victory of the Alternative for Germany (AfD) (which has been classified as right-wing extremist by German authorities)in the state of Saxony-Anhalt on 6 September, in which it finished far ahead of its mainstream rivals. Jiang previously served as Minister-Counsellor at the Chinese Embassy in Berlin. The following article was published on 8 September 2026 on huanqiu.com, the online platform of the Global Times. On 6 September, the results of the state election in Saxony-Anhalt, Germany, were announced. The Alternative for Germany (AfD), classified as far-right by German authorities, made history by becoming the largest party in the state parliament, winning 43.8 per cent of the vote — twice its share in the previous election. The Christian Democratic Union (CDU), which had governed the state continuously for 24 years, won just 17.2 per cent, its worst result ever in Saxony-Anhalt. On the night the results were announced, the atmosphere at the CDU gathering was unusually calm. There was neither shock nor argument, as if the defeat had long been expected. Several veteran party members who had spent years working in the state government said: “Defeat is not a bad thing. It is time to make changes.” This state election has not only upended Saxony-Anhalt’s political landscape, but also laid bare the deep tensions between Germany’s traditional party structure and model of governance, on the one hand, and an increasingly polarised society on the other. Its repercussions are already being felt at the federal level, making Saxony-Anhalt a useful case study of the broader trend towards political polarisation and realignment in Europe. Governing Difficulties after Electoral Victory The most immediate consequence of the election is a historic setback for the mainstream party order that took shape in post-war Germany. In Saxony-Anhalt, the AfD has leapt from a peripheral party to the largest political force in the state. Its electoral base has expanded beyond the traditional category of “marginal protest voters” to take on the characteristics of a cross-class coalition. The party has not only consolidated its support in rural areas, but also attracted many middle-class voters and even members of the social elite with stable jobs, their own homes, and substantial incomes. It has thus evolved from a “protest party” into one with the potential to govern. Despite its commanding lead in the vote, however, the AfD faces an institutional obstacle to governing the state: the mainstream parties’ long-standing “firewall” against it. Neither of the two potential routes to forming a government appears likely to break the current political deadlock. The first would be a coalition of establishment parties, led by the CDU and bringing together the Social Democratic Party (SPD), the Greens, the Left Party (Die Linke) and the Sahra Wagenknecht Alliance (BSW) in a cross-camp government. In terms of parliamentary arithmetic, such a coalition could prevent the AfD from forming a government and preserve the outward stability of the traditional political order. Yet these parties are fundamentally divided over key issues including immigration, the energy transition, economic management, and cultural and education policy. Coalition negotiations would therefore be extremely difficult, and even if a government could be formed, it would most likely prove short-lived. More importantly, an alliance of establishment parties aimed at keeping the largest party out of government would play directly into the AfD’s narrative that “political elites are suppressing public opinion”. It could deepen perceptions of political unfairness, further strengthening the AfD’s political capital, and creating a dynamic in which “the more it is suppressed, the more people vote for it”. Ulrich Siegmund, the AfD’s candidate for state premier, has said that if efforts to form a government fail because other parties refuse to cooperate, the AfD will push for a fresh election, which he believes could deliver the party an absolute majority of seats. This points to more intense political battles ahead. The second option would be a coalition between the AfD and the BSW. Together, the two parties would command a simple majority in parliament, making this, on paper, the quickest route to forming a government. The BSW is the only elected party that has not ruled out cooperation with the AfD, and the two parties share some common ground, including on policy towards Russia. There is therefore a degree of political basis for cooperation. Were such a coalition to materialise, Germany would see its first state government jointly formed by a party defined as far-right and one with a far-left background, creating what might be called a “bipolar anti-establishment alliance”. Such an outcome would fundamentally break with the ideological boundaries of post-war German party politics. It is worth noting that even if the AfD ultimately fails to enter the state government, its roughly 47 per cent share of parliamentary seats would give it a powerful blocking minority. Without its consent, major decisions requiring a two-thirds majority — including constitutional amendments, significant budgetary adjustments, and state-level institutional reforms — would be extremely difficult to pass. Therefore, whoever ultimately forms the government, the AfD will be an unavoidable force in Saxony-Anhalt politics, with a direct influence on the state’s legislative process. Systemic Failures in Germany’s Governance Model The Saxony-Anhalt election result reflects a systemic failure of Germany’s post-war mainstream-party model of governance to adapt to rapidly changing socioeconomic conditions. It stems from multiple, mutually reinforcing structural tensions and highlights the existing political system’s difficulty in adapting to “an increasingly polarised society First, collective anxiety has replaced individual material hardship as a central driver of political mobilisation. The rise of the AfD can no longer be explained simply by poverty or social marginalisation. Its increasingly cross-class electoral base suggests that what is driving voters towards the party is, above all, concern about the broader direction of society. This anxiety about the future of the political community goes beyond individual gains and losses. In political discourse, economic anxiety has become closely intertwined with immigration, while immigration and refugee issues are, in essence, questions of social fairness. This perception turns conflicts over the distribution of social resources into negative assessments of governing parties, providing a broad social basis for far-right political narratives. Second, regional disparities and East German identity have undermined the strategy of addressing eastern Germany’s structural challenges at the regional level. More than three decades after German reunification, eastern states such as Saxony-Anhalt have experienced periods of economic growth, but their underlying economic structures remain weak, and household incomes and wealth remain significantly below those in western Germany. At the same time, they continue to face population outflow, an ageing population, labour shortages, and other structural challenges. At a deeper level, historical experiences — including the collapse of the former East German economic system, mass unemployment during the transition, and the westward shift of decision-making power over major issues — have left some residents with a sense of being “second-class citizens” and of being excluded. For years, the German government treated the “syndrome” of reunification as a regional problem to be gradually addressed at the local level. That approach is becoming increasingly unsustainable, as regional development disparities emerge as a core structural factor shaping national politics. Third, the erosion of institutional trust is perhaps the most decisive factor. AfD supporters tend to distrust establishment institutions, including parliament, government, and the mainstream media. Their concerns about economic security, pensions, and social fairness are significantly greater than the social average. Increasingly, their support for the AfD reflects not an expectation that the existing system can be improved, but a search for an alternative to the current political order. Such a systemic deficit of trust will be extremely difficult for the traditional parties to repair in the short term. Fourth, a generational shift in political mobilisation has amplified political polarisation. Unlike traditional parties, which rely heavily on offline rallies and mainstream media coverage, the AfD has developed a social-media mobilisation strategy built around “raising an issue — identifying who is responsible — offering a simplified solution — building a shared identity”. It turns complex social tensions into concise political narratives, rapidly channelling public sentiment into political support. The contrast on the eve of the election was particularly telling. The establishment parties, together with trade unions and churches, organised an offline march attended by more than 10,000 people, but its reach was largely confined to those present and to traditional media coverage. The AfD held a much smaller indoor event, yet livestreaming on TikTok, YouTube, and other platforms, combined with the involvement of online influencers, gave it a reach and mobilising capacity far beyond that of the march. The contrast illustrates how the traditional parties’ methods of political mobilisation are increasingly struggling to keep pace with a political environment transformed by changes in media technology. A Microcosm of Structural Political Change in Europe The shockwaves from the Saxony-Anhalt election quickly travelled beyond the state to the federal level. Calls for political accountability followed immediately after the results were announced. The governing CDU and SPD are now under enormous pressure, while Chancellor Friedrich Merz and Vice Chancellor Lars Klingbeil face an unprecedented test. Political polarisation in Germany is no longer simply a regional phenomenon. The post-war model of multiparty government by establishment parties is breaking down and being reshaped. Viewed in a broader European context, the Saxony-Anhalt election is part of a continent-wide wave of party polarisation, mainstream-party decline, and rising right-wing forces. Far from an isolated phenomenon, it is a microcosm of the structural political changes unfolding across Europe. Weak economic growth, cultural tensions over immigration, and declining trust in institutions are fuelling the rise of right-wing forces in several countries, challenging the liberal internationalist order established in post-war Europe. As a core member state of the European Union, Germany’s ability to adapt its political system and the direction of its politics will have profound implications for both European integration and the evolution of the international order. Subscribe [ Pekingnology China’s Germany watchers take stock of Berlin’s uneasy turn On 7 December 2025, nearly 50 Chinese scholars and policy researchers gathered in Beijing for the 2025年德国形势年终研讨会 “2025 Year-End Seminar on the Situation in Germany… Read more 9 months ago · 31 likes · 1 comment · YIRUI LI and Yuxuan JIA ](https://www.pekingnology.com/p/chinas-germany-watchers-take-stock?utm_source=substack&utm_campaign=post_embed&utm_medium=web&embedding_publication_id=1151841) [ Jiang Feng on Germany's 2025 and beyond: no easy exit ](https://www.eastisread.com/p/jiang-feng-on-germanys-2025-and-beyond) Yirui LI and Yuxuan JIA · Jan 24 The following is an op-ed by Jiang Feng, published on 29 December 2025 at Shanghai Observer 上观新闻, the digital platform of Jiefang Daily, the official newspaper of the Shanghai Municipal Committee of the Communist Party of China (CPC). [ Read full story ](https://www.eastisread.com/p/jiang-feng-on-germanys-2025-and-beyond)
Eddie’s Nephew Andy Howe Leaves Recruitment Role At Newcastle
The departure of the influential scout marks a total overhaul of the Magpies’ recruitment team as Matthias Jaissle and Ross Wilson solidify a new era on Tyneside.
Alibaba plans AI model with 5 trillion to 10 trillion parameters, unveils new chip
Alibaba Group plans to train a new artificial intelligence model with between 5 trillion and 10 trillion parameters, Chief Executive Eddie Wu said on Tuesday, as the Chinese technology giant outlined a sweeping strategy encompassing AI models, chips and data centres.
Covenant Health doctor providing tips to stay healthy ahead of flu season
Flu season usually starts in October, and with cases already starting to pop up across the United States, healthcare professionals are making sure everyone prepares ahead of time.
Original ‘Lioness’ star opens up about her shocking return in the season 3 finale: ‘I screamed’
The ‘Lioness’ actor behind the surprise cameo at the end of the season 3 finale is sharing the details of her shocking return.
‘So much family history tied to it’: Evansville business owner repairs broken flagpoles
Broken equipment, not lack of pride, often keeps flags grounded
Bladen County Health and Human Services to host walk for Suicide Prevention Awareness Month
Bladen County officials are inviting community members to participate in a Suicide Prevention Walk to mark Suicide Prevention Awareness Month.
Walmart Has the Best Deal on a GeForce RTX 5080 Prebuilt Gaming PC I've Seen in Months, and It Even Includes a Founder's Edition GPU
Equipped with an RTX 5080 Founder's Edition GPU, 32GB of RAM, and a 1TB SSD.
Albertsons CEO Susan Morris to Keynote 13th Annual Treasure Valley Business Breakfast
The College of Idaho will host the 2026 Idaho Superintendent of Public Instruction Debate on Tuesday, September 22, at 7 p.m. in the Langroise Center.
This Week: Phone Bank for Transit, SF Politics, Transit Tales
Here is a list of events this week. Monday/today! Phone bank with SFBike to Save Transit. The San Francisco Bicycle Coalition is phone banking and connecting with voters, explaining how vital it is to pass the Regional Transit Measure this November. Join them to help make sure our regional transit survives and thrives. Monday/today, September 21, 5-7 p.m. San Francisco Bicycle Coalition Office, 1720 Market Street, S.F. Tuesday Historic Photo Exhibit Tour. Moving San Francisco is a collaboration between the SFMTA and San Francisco Arts Commission and is on view at City Hall through November 25. During this informal tour, they will take an in-depth look at selected photos from San Francisco transit history and learn more about the stories and people behind them. Tuesday, September 22, 5-7:45 p.m. North Light Court inside City Hall, One Dr. Carlton B. Goodlett Place, S.F. Tuesday San Francisco Bicycle Coalition Board Meeting. SF Bicycle Coalition members are invited to attend all board meetings. Tuesday, September 22, 6-8 p.m. Register for Zoom link. Tuesday SF Politics 101 with Joel Engardio. SF Politics 101 is a look at how local politics work and the history that shaped San Francisco—brought to life with visuals and narrative storytelling. Tuesday, September 22, 6-7:15 p.m. SPUR Urban Center, 654 Mission Street, S.F. Register to attend. Wednesday Transit Tales: A Storytelling Night. Join SPUR and Muni Diaries at Local Economy for an evening of true stories inspired by riding transit. From unexpected encounters and meet-cutes to funny mishaps and heartfelt moments, Transit Tales celebrates the experiences that make public transportation unforgettable. Wednesday, 5:30-7 p.m. Local Economy, 6028 College Ave, Oakland. Saturday Group Ride: Richmond BART to Point Pinole. Join Bike East Bay for a family-friendly, no-drop group ride to Point Pinole Regional Shoreline. Saturday, September 26, 10:30 a.m.-3 p.m. Starts at Richmond BART Plaza, 1600 Nevin Plaza, Richmond. Saturday Shipwreck Cove Opening. Come see Sunset Dunes’s newest playground. Saturday, September 26, 3 p.m., Sunset Dunes and Kirkham, S.F. Saturday 55 Wine Line Progressive. Ride between Horsies Market & Saloon, Bar Part Time and Ruby Wine on the 55 Dogpatch bus. Saturday, September 26. Three locations in Dogpatch. See SFMTA site for more details on locations and times. Got an event we should know about? Drop us a line.
The Political Earthquake From Germany’s China Shock
For decades, Germany’s stability rested on an implicit bargain: high-value manufacturing would provide good jobs, strong export revenues, and broad-based prosperity, which political institutions would translate into social cohesion. Competition from China shakes that bargain to its foundations. MUNICH—September 6, 2026, could mark a turning point in Germany’s postwar political history. In the Saxony-Anhalt state […]
Scientists claim elastocaloric cooling breakthrough
HONG KONG: Scientists claim to have developed what is said to be the world’s first zero-degradation elastocaloric cooling device....Read More...
'The mentality in the dressing room is really good'
Newcastle defender Lewis Hall has said the Magpies are "happy with the three points" from Saturday's 2-1 win over Hull City but added that his side "got a bit sloppy". Hall put the hosts 2-0 ahead after just seven minutes but the Tigers came back into the match after that. "We let them get back into the game, which we need to look at," Hall told BBC Radio Newcastle.
'All INdiana Politics' on Sept. 20, 2026
Watch a replay of the “All INdiana Politics” from Sept. 20, 2026.
‘All INdiana Politics’ on Sept. 20, 2026
Watch a replay of the “All INdiana Politics” from Sept. 20, 2026.
Which Nvidia GPU Is Equivalent To The PlayStation 5 Pro?
While the PlayStation 5 Pro is the most graphically capable console, its PC equivalent GPU has some other tricks up its sleeve that make it just as capable.
My 13-year-old refused to let me track him. I realized he was right.
I grew up with little parental supervision. When my teen objected to GPS tracking, I realized how much modern parenting had changed me.
Lewis Hall Shine’s In Newcastle’s Win Against Hull City
Fresh from an England recall, the full-back dominated the left flank with a clinical strike and resilient defending to anchor a vital victory for the Magpies.
What happened to the ‘Eight Is Enough’ cast? See the stars nearly 50 years later
Nearly 50 years after ‘Eight Is Enough’ premiered, see what became of Dick Van Patten, Betty Buckley, Grant Goodeve, Dianne Kay, Willie Aames, and the rest of the Bradford clan.
Jodi's Journal: Weighing the price of data privacy
In a week of discussion over who’s watching us on the road, Jodi considers how data privacy questions could land next in the workplace.
I spent 30 minutes with the iPhone Duo — 3 things you just don’t get from the pictures
This thing hits different when you hold it
‘Enormous potential’: UK envoy seeks deeper Israel ties in science, technology and trade
Ambassador Simon Walters tours the Oxford-Cambridge Growth Corridor, meeting researchers, investors and industry leaders as Britain seeks new partnerships with Israel in genomics, life sciences, agri-tech, AI and clean tech despite political differences
California Cracks Down on Influencers’ Undisclosed Political Ads
Under a new law, creators could face fines of $5,000 per post if they don’t disclose that they were paid to make political content.
Political cartoons for September 19
Saturday's political cartoons include blaming Biden, the center of attraction, and more
Seahawks Zach Charbonnet Gets Encouraging Health Update
Amid a small but noticeable collection of injuries not making much headway yet, we are getting some progress from one injured Seattle Seahawk.
Defending from front is Liverpool's 'attacking weapon'
Alexander Isak says joining Liverpool last summer was an "easy decision". Isak missed pre-season for Newcastle last summer and trained at his former club Real Sociedad amid uncertainty around his future with the Magpies, saying promises made to him there had been "broken". This campaign, the 26-year-old has already matched last term's tally of three Premier League goals, after only four games.
Sidelines Scoreboard: High School Football Highlights (9/18/26)
(KSEE/KGPE) – Game of the Week: Clovis 41, Bullard 14 Clovis West 49, Turlock 8 Clovis East 34, Frontier 20 Kingsburg 54, Selma 0 Bakersfield 49, Tulare Union 27 Madera 56, Merced 33 Liberty (Madera) 41, Summerville 20 Orosi 42, Fowler 6 Immanuel 29, Edison 8 Porterville 45, Dinuba 42 Chowchilla 62, Fresno 8 Sunnyside […]
Arts and entertainment throughout the region
A listing of arts and entertainment events throughout the region.
Arts and entertainment throughout the region
A listing of arts and entertainment events throughout the region.
Weather forces cancellation of Science Hill's game against Cocke County
The only thing capable of slowing down Kiantai Harris and Science Hill's rushing attack so far this season is Mother Nature.
Vandalia Health to host nursing expo in Fairmont
Vandalia Health will host a free nursing expo Sept. 23 in Fairmont for nursing students and recent graduates. Attendees can explore jobs, externships, residency programs, education benefits and professional development opportunities.
Science Hill boys, Tenn. High girls win 1-AA golf titles
The Science Hill boys made themselves at home to capture the District 1-AA golf championship.
Science Hill boys, Tenn. High girls win 1-AA golf titles
The Science Hill boys made themselves at home to capture the District 1-AA golf championship.
Palmetto Sports Daily: Dabo, Belichick share mutual respect, SC’s anticipated Mississippi State matchup
The crew discusses what to look forward to in Gamecock's SEC opener against Mississippi State and how Clemon QB Tait Reynolds can improve his play against UNC.
Mapping tsunamis and building trust in Alaska’s coastal communities
For more than two decades, Elena Troshina has been traveling to Alaska coastal communities to support the National Tsunami Hazard Mitigation Program.
M5 Ultra and M6 Chip Benchmark Results Reveal Graphics Performance
The first GPU benchmark results for Apple's new M5 Ultra and M6 chips have surfaced, ahead of the new Mac Studio and Mac mini models launching on Tuesday. If you are interested in CPU results, we shared those earlier this week. So far, the M5 Ultra has achieved up to a 59% higher Metal score (366,744) on Geekbench 7 compared to the M3 Ultra's average score of 230,420, and the chip's OpenCL score is roughly in line with NVIDIA's GeForce RTX 4080.
World of Warcraft: Forever drops GeForce GTX 780 support, but 2012 Radeon HD 7850 is still supported
World of Warcraft: Forever raises its official GPU minimum to GTX 10 series and RDNA 1. A separate architecture cutoff still allows some much older GPUs.
KCTV Sports Huddle: Preview, predictions for Chiefs-Colts primetime matchup
The KCTV sports team gathers to answer pressing questions and predict what's to come for Chiefs-Colts this week on 'Sunday Night Football.'
Dave Portnoy defends Robert Kraft’s right to ban Macklemore from stadium
Dave Portnoy rejected claims of censorship, arguing that the New England Patriots billionaire has every right to decide who takes the stage at his Massachusetts stadium.
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.
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