[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"$f__ZwnzkRkjqbIdY7p0dflQd78MYh5EN4EP41k7PhrUw":3},{"locale":4,"topic":5,"relatedTrends":79},"fr",{"topic":6,"slug":7,"canonicalSlug":7,"topicAliases":8,"nicheKey":9,"nicheName":10,"nicheNameEn":10,"nicheIcon":11,"country":12,"countries":13,"agentKey":14,"score":15,"type":16,"isFresh":17,"isPublic":17,"detectedAt":18,"sources":19,"evidence":76},"Resource and infrastructure strains from large generative AI models","resource-and-infrastructure-strains-from-large-generative-ai-models",[],"ai-engineering","AI Engineering & LLM Ops","⚙️","ES",[12],"ai-engineering-ES",100,"spiking",false,"2026-07-17T00:11:28.372Z",[20,26,32,37,42,47,52,57,62,67,71],{"title":21,"url":22,"domain":23,"snippet":24,"content":25},"Generative AI Is an Engineering Disaster","https:\u002F\u002Fwww.theatlantic.com\u002Ftechnology\u002F2026\u002F07\u002Fgenerative-ai-engineering-disaster\u002F687901\u002F","theatlantic.com","Generative AI's resource demands are straining infrastructure and driving up costs, contributing to shortages of high-end memory.","!\n\nListen−1.0 x+\n\nSeek \n\n0:00 11:07\n\n_Editor’s note: This work is part of_ __ _,_ The Atlantic _’_ _s ongoing investigation into the generative-AI industry._\n\n* * *\n\nAs they scramble to keep their systems online, AI companies are making things expensive for the rest of us. Large language models such as ChatGPT and Claude are so resource-hungry that tech companies may be purchasing  of the world’s supply of high-end computer memory, causing a shortage. As a result, the prices of computer memory and storage are skyrocketing: Hard drives that I bought for my reporting two years ago for $350 each were $800 when I checked two weeks ago, and are now out of stock. The prices of some laptops have gone up as much as 50 , and low-cost computers are being hit the hardest. Affordable entry-level computers may “disappear by 2028” according to . And the memory shortage is  to continue for years.\n\nThe memory is being put into data centers, which tech firms are expanding at incredible speed. They are planning to multiply total U.S.-data-center capacity by a . The demand for electricity at these sites is already so great that some companies are [repurposing jet engines](https:\u002F\u002Fnews.constructconnect\n\n[Content truncated...]",{"title":27,"url":28,"domain":29,"snippet":30,"content":31},"Powering the AI Era: How ZTE Is Redefining Data Center Infrastructure","https:\u002F\u002Fwww.zte.com.cn\u002Fcontent\u002Fzte-site\u002Fwww-zte-com-cn\u002Fglobal\u002Fabout\u002Fnews\u002Fpowering-the-ai-era-how-zte-is-redefining-data-center-infrastructure.html","zte.com.cn","As AI models and supercomputing industries rapidly take off, the underlying logic of data center construction has undergone a fundamental shift. Every large...",null,{"title":33,"url":34,"domain":35,"snippet":36,"content":31},"Layer 1 Is Becoming AI’s Quiet Constraint as Models Outgrow Their Infrastructure","https:\u002F\u002Fkoreatechdesk.com\u002Flayer-1-ai-infrastructure-connectivity-bottleneck","koreatechdesk.com","AI infrastructure depends on more than GPUs and power. See why Layer 1 connectivity and bandwidth will shape AI scaling in Korea and beyond for startups.",{"title":38,"url":39,"domain":40,"snippet":41,"content":31},"New York Halts Large Data Center Projects for One Year, First Statewide Moratorium in the U.S.","https:\u002F\u002Ffinance.biggo.com\u002Fnews\u002F444823e0-1f6e-4440-b17d-6a6397b175c8","finance.biggo.com","New York Governor Kathy Hochul issued an executive order on Tuesday imposing a statewide moratorium of up to one year on new large data center construction,...",{"title":43,"url":44,"domain":45,"snippet":46,"content":31},"GPUaaS: Contracts, capital and compute in the AI infrastructure boom","https:\u002F\u002Fwww.aoshearman.com\u002Fen\u002Finsights\u002Fdata-center-insights\u002Fgpuaas-contracts-capital-and-compute-in-the-ai-infrastructure-boom","aoshearman.com","Explore key legal and commercial issues in GPUaaS contracts, from AI infrastructure financing to sanctions and export control risks.'",{"title":48,"url":49,"domain":50,"snippet":51,"content":31},"Cloudera and VAST Data join forces to create an AI factory","https:\u002F\u002Fwww.techzine.eu\u002Fnews\u002Finfrastructure\u002F142905\u002Fcloudera-and-vast-data-join-forces-to-create-an-ai-factory\u002F","techzine.eu","Cloudera and VAST Data are launching a joint AI factory designed to eliminate GPU starvation, built on the NVIDIA AI Data Platform architecture.",{"title":53,"url":54,"domain":55,"snippet":56,"content":31},"AI's power crunch is forcing data centers into unconventional places","https:\u002F\u002Fwww.fierce-network.com\u002Fcloud\u002Fais-power-crunch-forcing-data-centers-unconventional-places","fierce-network.com","AI's growing power and cooling requirements are forcing the data center industry to explore unconventional deployment models; Industry experts say...",{"title":58,"url":59,"domain":60,"snippet":61,"content":31},"What the AI space race means for inequality on earth","https:\u002F\u002Fblogs.lse.ac.uk\u002Finequalities\u002F2026\u002F07\u002F14\u002Fwhat-the-ai-space-race-means-for-inequality-on-earth\u002F","blogs.lse.ac.uk","Resistance to new data centres is growing globally, owing to the intense natural resource demands and broader social and environmental impacts.",{"title":63,"url":64,"domain":65,"snippet":66,"content":31},"New York’s Moratorium Could Redefine the Future of AI Infrastructure","https:\u002F\u002Fwww.tekedia.com\u002Fnew-yorks-moratorium-could-redefine-the-future-of-ai-infrastructure\u002F","tekedia.com","New York is poised to become the first U.S. state to enact a statewide moratorium on the construction of new artificial intelligence data centers,...",{"title":68,"url":69,"domain":70,"snippet":31,"content":31},"New York became the first U.S. state to halt construction of large new data centers, imposing a one-year moratorium as concerns grow that the facilities driving the artificial-intelligence boom are raising power costs, straining water supplies and burdening local","https:\u002F\u002Fwww.facebook.com\u002FabscbnNEWS\u002Fphotos\u002Fnew-york-became-the-first-us-state-to-halt-construction-of-large-new-data-center\u002F1594565632718687\u002F","facebook.com",{"title":72,"url":73,"domain":74,"snippet":75,"content":31},"EXPERT REACTION: Albanese announces Office of AI","https:\u002F\u002Fwww.scimex.org\u002Fnewsfeed\u002Fexpert-reaction-albo-announces-office-of-ai","scimex.org","In a speech today, Prime Minister Anthony Albanese announced the immediate establishment of an Australian 'Office of AI', within the Department of Prime...",{"mentionsLast7Days":77,"mentionsLast30Days":77,"firstSeen":18,"lastSeen":18,"relatedEntities":78},11,[22,28,34,39,44,49,54,59,64,69,73],[80,83,86,89,92,95],{"topic":81,"slug":82,"score":15,"type":16,"country":12,"nicheIcon":11},"Jalapeño LLM-optimized inference accelerator co-developed by OpenAI Broadcom","jalapeno-llm-optimized-inference-accelerator-co-developed-by-openai-broadcom",{"topic":84,"slug":85,"score":15,"type":16,"country":12,"nicheIcon":11},"Gartner's 10 best practices to optimize Generative and Agentic AI costs","gartner-s-10-best-practices-to-optimize-generative-and-agentic-ai-costs",{"topic":87,"slug":88,"score":15,"type":16,"country":12,"nicheIcon":11},"OpenAI and Broadcom's Jalapeño LLM inference chip","openai-and-broadcom-s-jalapeno-llm-inference-chip",{"topic":90,"slug":91,"score":15,"type":16,"country":12,"nicheIcon":11},"FuriosaAI RNGD power-efficient inference accelerator deployed in Europe","furiosaai-rngd-power-efficient-inference-accelerator-deployed-in-europe",{"topic":93,"slug":94,"score":15,"type":16,"country":12,"nicheIcon":11},"Agentic AI real-world use cases across industries","agentic-ai-real-world-use-cases-across-industries",{"topic":96,"slug":97,"score":15,"type":16,"country":12,"nicheIcon":11},"Jalapeño LLM-optimized inference accelerator by OpenAI and Broadcom","jalapeno-llm-optimized-inference-accelerator-by-openai-and-broadcom"]