Huawei’s AI capabilities have made a breakthrough in the form of the company’s Supernode 384 architecture, marking an important moment in the global processor wars amid US-China tech tensions.The Chinese tech giant’s latest innovation emerged from last Friday’s Kunpeng Ascend Developer Conference in Shenzhen, where company executives demonstrated how the computing framework challenges Nvidia’s long-standing market dominance directly, as the company continues to operate under severe US-led trade restrictions.Architectural innovation born from necessityZhang Dixuan, president of Huawei’s Ascend computing business, articulated the fundamental problem driving the innovation during his conference keynote: “As the scale of parallel processing grows, cross-machine bandwidth in traditional server architectures has become a critical bottleneck for training.”The Supernode 384 abandons Von Neumann computing principles in favour of a peer-to-peer architecture engineered specifically for modern AI workloads. The change proves especially powerful for Mixture-of-Experts models (machine-learning systems using multiple specialised sub-networks to solve complex computational challenges.)Huawei’s CloudMatrix 384 implementation showcases impressive technical specifications: 384 Ascend AI processors spanning 12 computing cabinets and four bus cabinets, generating 300 petaflops of raw computational power paired with 48 terabytes of high-bandwidth memory, representing a leap in integrated AI computing infrastructure.Performance metrics challenge industry leadersReal-world benchmark testing reveals the system’s competitive positioning in comparison to established solutions. Dense AI models like Meta’s LLaMA 3 achieved 132 tokens per second per card on the Supernode 384 – delivering 2.5 times superior performance compared to traditional cluster architectures.Communications-intensive applications demonstrate even more dramatic improvements. Models from Alibaba’s Qwen and DeepSeek families reached 600 to 750 tokens per second per card, revealing the architecture’s optimisation for next-generation AI workloads.The performance gains stem from fundamental infrastructure redesigns. Huawei replaced conventional Ethernet interconnects with high-speed bus connections, improving communications bandwidth by 15 times while reducing single-hop latency from 2 microseconds to 200 nanoseconds – a tenfold improvement.Geopolitical strategy drives technical innovationThe Supernode 384’s development cannot be divorced from broader US-China technological competition. American sanctions have systematically restricted Huawei’s access to cutting-edge semiconductor technologies, forcing the company to maximise performance within existing constraints.Industry analysis from SemiAnalysis suggests the CloudMatrix 384 uses Huawei’s latest Ascend 910C AI processor, which acknowledges inherent performance limitations but highlights architectural advantages: “Huawei is a generation behind in chips, but its scale-up solution is arguably a generation ahead of Nvidia and AMD’s current products in the market.”The assessment reveals how Huawei AI computing strategies have evolved beyond traditional hardware specifications toward system-level optimisation and architectural innovation.Market implications and deployment realityBeyond laboratory demonstrations, Huawei has operationalised CloudMatrix 384 systems in multiple Chinese data centres in Anhui Province, Inner Mongolia, and Guizhou Province. Such practical deployments validate the architecture’s viability and establishes an infrastructure framework for broader market adoption.The system’s scalability potential – supporting tens of thousands of linked processors – positions it as a compelling platform for training increasingly sophisticated AI models. The capability addresses growing industry demands for massive-scale AI implementation in diverse sectors.Industry disruption and future considerationsHuawei’s architectural breakthrough introduces both opportunities and complications for the global AI ecosystem. While providing viable alternatives to Nvidia’s market-leading solutions, it simultaneously accelerates the fragmentation of international technology infrastructure along geopolitical lines.The success of Huawei AI computing initiatives will depend on developer ecosystem adoption and sustained performance validation. The company’s aggressive developer conference outreach indicated a recognition that technical innovation alone cannot guarantee market acceptance.For organisations evaluating AI infrastructure investments, the Supernode 384 represents a new option that combines competitive performance with independence from US-controlled supply chains. However, long-term viability remains contingent on continued innovation cycles and improved geopolitical stability.(Image from Pixabay)See also: Oracle plans $40B Nvidia chip deal for AI facility in TexasWant to learn more about AI and big data from industry leaders? Check out AI & Big Data Expo taking place in Amsterdam, California, and London. The comprehensive event is co-located with other leading events including Intelligent Automation Conference, BlockX, Digital Transformation Week, and Cyber Security & Cloud Expo.Explore other upcoming enterprise technology events and webinars powered by TechForge here.

Kreg Tool Corporate Headquarters / Neumann Monson ArchitectsSave this picture!© Cameron Campbell Integrated Studio Architects: Neumann Monson Architects Area Area of this architecture project Area:  154500 ft² Year Completion year of this architecture project Year:  2021 Photographs Photographs:Cameron Campbell Integrated Studio Manufacturers Brands with products used in this architecture project Manufacturers:  Delta Millworks, Lock-Deck, Millennium Forms, PDM Precast, Tubelite Lead Architect: Khalid Khan More SpecsLess Specs Save this picture! Text description provided by the architects. A 50,000-square-foot office and a 105,000-square-foot manufacturing facility merge into global headquarters for a leading pocket joinery tool manufacturer. Located on a sustainably managed 25-acre campus, the facility is master-planned to accept two-fold growth. Its design amplifies innovation and agility by deconstructing previously siloed teams.Save this picture!A central Marketplace serves as the facility's "heart," connecting its "hands" (manufacturing) with its "head" (office). Its location at the intersection of two major axes aids in wayfinding. The central stair, designed to reflect the company's mission, promotes impromptu gatherings and serves as a platform for all-staff meetings.Save this picture!Save this picture!Save this picture!Throughout the facility, various formal and informal meeting spaces provide flexibility and choice. Ample daylighting, scenic views, a state-of-the-art fitness center, an outdoor walking path, and an open-air courtyard support employee wellness.Save this picture!The office's structure is steel framed with laminated wood and roof decks. The north façade's full-height glazing maximizes daylight and views in the office. East and west façades are clad in a black metal rainscreen assembly with clerestory windows for additional daylight. 14ʺ x 40ʺ precast concrete panels comprise the manufacturing component's perimeter, and a tall curtain wall provides natural light. Reducing the facility's energy load, the warehouse roof contains a photovoltaic system.Save this picture!Save this picture!Together, the facility's massing and materiality blur the lines between the office and manufacturing components to break down silos and represent this employee-owned company's values. The materiality creates a balanced and pragmatic response that speaks to the company's Midwestern roots.Save this picture! Project gallerySee allShow less Project locationAddress:Ankeny, United StatesLocation to be used only as a reference. It could indicate city/country but not exact address.About this office MaterialsMaterials and TagsPublished on May 24, 2025Cite: "Kreg Tool Corporate Headquarters / Neumann Monson Architects" 24 May 2025. ArchDaily. Accessed . <https://www.archdaily.com/1029973/kreg-tool-corporate-headquarters-neumann-monson-architects&gt ISSN 0719-8884Save世界上最受欢迎的建筑网站现已推出你的母语版本!想浏览ArchDaily中国吗?是否 You've started following your first account!Did you know?You'll now receive updates based on what you follow! Personalize your stream and start following your favorite authors, offices and users.Go to my stream

When Apple TV+ launched back in 2019, one of the most common complaints was its lack of a back catalog. And to some extent, the criticism made sense, especially given that some expected Apple to (at least partially) bundle in its vast iTunes movie library. Now, more than five years later, Apple has quietly built up a surprisingly solid library of original films and series. If you’re a relatively new subscriber, there’s a good chance you missed out on a few of these great early releases: Defending Jacob Based on William Landay’s 2012 best-selling novel of the same name, this limited crime drama series stars Michelle Dockery (Downton Abbey, The Gentlemen) and Chris Evans (The Avengers, Knives Out), as well as Jaeden Martell (Knives Out, It) in the titular role of Jacob. Evans’ character is tasked with the defense of his own son in a murder trial, and the story explores the tectonic shifts caused by such an event in the life of a family. If you’ve watched Netflix’s recent Adolescence limited series, you know to expect this won’t be a light, dinner time, binge-worthy show, but it is definitely worth a watch. Watch Defending Jacob on Apple TV+ The Velvet Underground Being a Velvet Underground fan, I am partial to this one. But this excellently produced documentary explores how one of the most influential bands in history came together, and turned the rock scene upside down. As one IMDB reviewer put it, the documentary is “pieced together almost as strangely as the band itself”, which is possibly the highest praise director and writer Todd Haines (I’m Not There, Carol) could possibly expect. Even if you are not a Velvet Underground fan, this documentary might surprise you. Watch The Velvet Underground on Apple TV+ CODA For the standards of a three-time Academy Award winner, this remake of 2014’s La Famille Bélier flies surprisingly under the radar. CODA stars Marlee Matlin (The West Wing), Troy Kotsur (The Number 23), and Emilia Jones (Brimstone) as members of a deaf family whose hearing daughter, played by Jones, serves as their connection to the hearing world. Until her musical ambitions begin to pull her in a different direction. CODA became the first movie produced by a streaming service to win Best Picture, and it also scored Apple the Academy Awards for Best Adapted, and Best Performance by an Actor in a Supporting Role thanks to Kotsur’s portrayal of character Frank Rossi. Watch CODA on Apple TV+ WeCrashed Alongside the Theranos case, the WeWork saga is possibly one of the craziest, most interesting and unbelievable stories that only reality could provide. The show features Jared Leto (Requiem For a Dream, Suicide Squad) as Adam Neumann, and Anne Hathaway (Interstellar, Les Misérables) as Rebekah Neumann. It explores the couple’s trajectory as they, well, manifested WeWork’s $47 billion valuation. Based on a homonymous podcast, this eight-part series is a must-watch for any tech enthusiast. Just by writing about it, I feel like watching it again. Watch WeCrashed on Apple TV+ Black Bird This is yet another inspired-by-true-events limited series that made a bit of a splash when it came out, but was soon unfairly forgotten. Taron Egerton (Tetris, Rocketman) plays a playboy turned convict who accepts a plea deal involving a fellow convict, played by the fantastic Paul Walter Hauser (BlacKkKlansman, Richard Jewel). Black Bird also marks Ray Lotta’s final performance, and earned Apple quite a few awards due to Hauser’s terrifyingly good portrayal of… well, you’ll see. Watch Black Bird on Apple TV+ Billie Eilish: The World’s A Little Blurry I had never been a big Billie Eilish fan. I did know one or two of her songs, but that was it. Still, I gave Billie Eilish: The World’s A Little Blurry a try, and I’m glad I did. The documentary takes you along (in sometimes uncomfortable ways) on the ride all the way up to the top, and the loneliness that might come with it. The documentary highlights Eilish’s creative partnership with her brother Finneas O’Connell and her fiercely protective mother, who is set on not letting her daughter become another cautionary tale for early stardom. Watch Billie Eilish: The World’s A Little Blurry on Apple TV+ Do you have a favorite forgotten Apple TV+ gem? Any recent favorites you can’t recommend enough? Let us know in the comments. Apple TV+ is available for $9.99 per month and features hit TV shows and movies like Ted Lasso, Severance, The Studio, The Morning Show, Shrinking and Silo. Add 9to5Mac to your Google News feed.  FTC: We use income earning auto affiliate links. More.You’re reading 9to5Mac — experts who break news about Apple and its surrounding ecosystem, day after day. Be sure to check out our homepage for all the latest news, and follow 9to5Mac on Twitter, Facebook, and LinkedIn to stay in the loop. Don’t know where to start? Check out our exclusive stories, reviews, how-tos, and subscribe to our YouTube channel