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Category · Hardware & Compute

AI hardware and compute news

Hardware & Compute follows the physical side of AI: GPUs and custom chips from Nvidia, AMD, Intel, Google, Amazon and the start-ups, the data centres being built to run them, and the power, water and supply chains they depend on. It is for engineers, infrastructure buyers, investors and energy watchers who need to understand the compute race behind every model launch. Stories cover chip announcements, export rules, capacity deals, data-centre sites and prices, with the numbers as reported and links to the companies' own figures where they publish them.

This week in Hardware & Compute

seven days to 6 October

65 Hardware & Compute stories this week, from 52 publishers. The biggest: SpaceX launches Google AI chips into orbit for Project Suncatcher test. SpaceX launched Google's TPUs into orbit on October 1, 2026 via Falcon 9 from Vandenberg Space Force Base. The test advances exploration of orbital data centers, which could offer scalable AI computing using solar power and avoid terrestrial energy and political constraints, though challenges like radiation, cooling, and debris remain. Also this week: NVIDIA launches 64 GB DGX Spark desktop AI system starting at $4,999; NVIDIA Blackwell GPUs power OpenAI's GPT-6 Astra Ultrafast with up to 8x faster token generation and NVIDIA and CoreWeave launch Vera Rubin NVL72 and Vera CPU for agentic AI workloads.

Key topics

most mentioned this week

Most important

this week, by importance
  1. Hardware & Compute new

    SpaceX launches Google AI chips into orbit for Project Suncatcher test

    SpaceX launched a Falcon 9 rocket carrying Google's Tensor Processing Units (TPUs) as part of Alphabet's Project Suncatcher from Vandenberg Space Force Base in California on October 1, 2026. The mission marks the first…

    12 sources primary source
    note.comfinance.yahoo.comcoinpedia.orgblog.google +7 more
  2. Hardware & Compute new

    NVIDIA launches 64 GB DGX Spark desktop AI system starting at $4,999

    NVIDIA announced the 64 GB configuration of its DGX Spark desktop AI system, featuring the GB10 Grace Blackwell Superchip, DGX OS, and full NVIDIA AI software stack. The system will be available starting October 23,…

    12 sources primary source HN 6
    techgenyz.comservethehome.compcmag.comnote.com +5 more
  3. Hardware & Compute new

    NVIDIA Blackwell GPUs power OpenAI's GPT-6 Astra Ultrafast with up to 8x faster token generation

    NVIDIA announced that its Blackwell GPUs are powering OpenAI's GPT-6 Astra Ultrafast, enabling token generation up to eight times faster than the Standard mode. The performance boost targets latency-sensitive workloads…

    4 sources primary source
    github.comnote.comibtimes.co.ukgeeky-gadgets.com
  4. Hardware & Compute new

    NVIDIA and CoreWeave launch Vera Rubin NVL72 and Vera CPU for agentic AI workloads

    NVIDIA and CoreWeave announced new infrastructure for agentic AI at CoreWeave Fully Connected. The companies introduced the NVIDIA Vera Rubin NVL72 systems with Spectrum-X networking and the NVIDIA Vera CPU, designed…

    3 sources primary source
    networkworld.comNVIDIA Blogfinance.yahoo.com
  5. Hardware & Compute new

    TSMC manufactures NVIDIA and Apple’s AI chips via foundry model

    TSMC, a Taiwanese semiconductor manufacturer, specializes in producing chips designed by other companies like NVIDIA and Apple under a pure-play foundry model. Unlike chipmakers that design and sell their own products,…

    3 sources
    fool.comnote.com

All Hardware & Compute stories

newest first
  1. Hardware & Compute new

    Applied Materials and Intel expand AI chipmaking collaboration at epic Center

    Applied Materials and Intel announced on October 6, 2026, that they are deepening their partnership to accelerate AI chipmaking innovations. The collaboration ties Applied’s EPIC Center in Silicon Valley with Intel’s…

    1 source
    Unite.AI
  2. Hardware & Compute new

    Xeal to deploy 100,000 Nvidia GPUs in EV charging pods across US

    Xeal plans to install 100,000 Nvidia GPUs in Latient Pods at its 1,600+ US EV charging sites, repurposing underused electrical capacity. Each pod holds up to 48 Nvidia Hopper or Blackwell Ultra GPUs, offering sub-20ms…

    1 source
    Tom's Hardware
  3. Hardware & Compute new

    Meta’s Muse boosts AMD stock as AI agents shift workload to CPUs

    AMD and Intel are seeing a surge in demand as AI agents like Meta’s Muse and OpenAI’s Dots shift computational workloads from GPUs to CPUs. Muse, launched in early September, topped the Apple App Store in under two…

    1 source
    CNBC Technology
  4. Hardware & Compute new

    Nokia CEO says data center construction could double without supply constraints

    Nokia’s CEO, Justin Hotard, told CNBC that supply chain bottlenecks—particularly shortages of memory chips and energy—are slowing data center construction by half. He argued that if these constraints were lifted,…

    1 source
    CNBC Technology
  5. Hardware & Compute new

    Ghost launches $3,499 AI agent computer with $11M seed

    Ghost, a startup founded by 19-year-old Zain Javaid, has emerged from stealth to announce its first product, Core, a dedicated personal computer for running AI agents. The company simultaneously revealed an $11 million…

    1 source
    techcrunch.com
  6. Hardware & Compute new

    Open-source demo runs Qwen models in browser via WASM and WebGPU

    A GitHub repository demonstrates how to load and run large language models directly in a web browser using Llama.cpp compiled to WebAssembly (WASM) and WebGPU. The proof-of-concept uses two Qwen models: the smaller…

    1 source primary source
    github.com
  7. Hardware & Compute new

    Open-source voice assistant Speakrail runs locally on an RTX 4090

    Speakrail is a full-duplex voice assistant that runs entirely on a user’s machine, requiring only an RTX 4090 GPU. Released via GitHub, it supports real-time conversation, interruptions, and backchanneling like…

    1 source primary source
    github.com
  8. Hardware & Compute new

    AMD benchmarks Gorgon Halo AI chips against Intel, ahead of RTX Spark launch

    AMD shared benchmarks for its new Gorgon Halo chips, positioning them as a competitor to upcoming RTX Spark devices launching later this week. The company compared its Ryzen AI Max+ Pro 495 to Intel’s Core Ultra X9…

    1 source
    Tom's Hardware
  9. Hardware & Compute new

    ResearchAndMarkets adds GPUaaS forecast: 27.2% CAGR to $118.8B by 2036

    ResearchAndMarkets.com listed a new report titled "GPU as a Service (GPUaaS) Market Size, Share & Trends Analysis - Global Opportunity Analysis and Industry Forecast (2026-2036)." The report estimates the global GPUaaS…

    1 source
    finance.yahoo.com
  10. Hardware & Compute new

    Nvidia partners with Microsoft and Valar to speed up US nuclear builds

    Nvidia is positioning itself as a central player in accelerating the US nuclear energy sector to meet rising AI power demands. The company launched the PROMETHEUS project with Idaho National Laboratory in February…

    1 source
    cryptobriefing.com
  11. Hardware & Compute new

    Huawei's Atlas 960 Super Pod cuts power use by over 550 kW per machine

    Artificial intelligence workloads are driving rapid growth in data‑center power demand. Analysts estimate that by 2030 AI facilities could consume more than 945 terawatt‑hours each year, with roughly 80% of that energy…

    1 source
    geeky-gadgets.com
  12. Hardware & Compute new

    Nvidia raises Shield TV Pro price by $100 to $299.99 due to AI-driven component costs

    Nvidia has increased the price of the Shield TV Pro from $199.99 to $299.99, effective October 2, 2026, citing rising component costs driven by AI industry demand. The device, first launched in 2019 with a Tegra X1+…

    5 sources
    notebookcheck.netWired AITom's Hardwarevideocardz.com +1 more
  13. Hardware & Compute new

    Malaysia’s Data center colocation market grows 18.6% annually through 2031

    Malaysia’s data center colocation market is projected to expand at a compound annual growth rate of 18.6% from 2025 to 2031, driven by AI workloads, hyperscale investments, and government incentives. By 2031, the…

    1 source
    finance.yahoo.com
  14. Hardware & Compute new

    AM Intelligence orders 20,000 NVIDIA Rubin GPUs for India and Malaysia

    AM Intelligence has placed two binding orders for approximately 20,000 NVIDIA Rubin GPUs, expanding its total committed capacity to around 29,000 units and close to 100 MW across India and Malaysia. The new capacity…

    1 source
    ciol.com
  15. Hardware & Compute new

    User runs Qwen Flash Next Q4 on Mac Mini M5 with SSD streaming

    A Reddit user detailed how they ran Qwen Flash Next Q4, a 125 billion parameter open-weight model, on a Mac Mini M5 with 64GB RAM and SSD streaming. The setup leverages hybrid linear attention and an n-gram lookup…

    1 source
    freshworktree.com
  16. Hardware & Compute new

    Musk, Huang warn China may close lithography gap by 2030

    Elon Musk and Jensen Huang warned that China could significantly narrow its advanced lithography gap by 2030, creating long-term uncertainty for the AI chip supply chain. This assessment coincides with ASML’s plans to…

    1 source
    digitimes.com
  17. Hardware & Compute new

    Nvidia may accelerate co-packaged optics rollout, boosting Lumentum, GF Securities says

    Nvidia is expanding co-packaged optics faster than anticipated, according to an estimate by GF Securities. The brokerage projects Nvidia's co-packaged optics switch shipments will hit 15,000 units in the fourth quarter…

    1 source
    finance.yahoo.com
  18. Hardware & Compute new

    Oura delays IPO as AI wearables face privacy backlash and design failures

    Smart ring maker Oura pulled its planned initial public offering on Tuesday, citing uncertainty in the IPO market, though analysts called the last-minute move unusual. The delay comes as the broader AI wearables…

    1 source
    CNBC Technology
  19. Hardware & Compute new

    Toshiba plans to double HDD production for AI data centers by FY2027

    Toshiba has announced plans to double the production capacity of hard‑disk drives (HDDs) used in artificial intelligence data centers by the end of fiscal year 2027. The company aims to raise its share of storage…

    1 source
    asia.nikkei.com
  20. Hardware & Compute new

    SpaceX may lease AI compute to Microsoft for $150B deal

    SpaceX’s AI compute leasing unit discussed a potential $150 billion deal with Microsoft this summer, according to reports. The talks stem from Microsoft’s need for 3 gigawatts of capacity to address a shortfall, though…

    2 sources
    finance.yahoo.comcryptobriefing.com
  21. Hardware & Compute new

    Strata runtime doubles Qwen3.8-Flash-Next speed on RTX 4070

    A Reddit user reports that the Strata inference runtime significantly outperforms llama.cpp when running the Qwen3.8-Flash-Next model on consumer hardware. The user tested a 125B-parameter Mixture of Experts (MoE)…

    1 source
    carteakey.dev
  22. Hardware & Compute new

    Meta releases open-source Muse Gadgets SDK and free Muse Home Link for U.S. subscribers

    Meta announced the open-source Muse Gadgets project, providing ESP32 firmware and Linux SDKs to enable developers to build hardware that connects its Muse AI agent to displays, sensors, and smart home devices. As part…

    6 sources
    The DecoderTechCrunch AIUnite.AIThe Verge AI +2 more
  23. Hardware & Compute new

    OpenAI’s Jalapeño ASIC beats Nvidia on efficiency in AI chip design

    OpenAI’s vice president of hardware, Richard Ho, discussed the company’s Jalapeño inference ASIC—developed with Broadcom—in an interview with Tom’s Hardware. The chip, unveiled at Hot Chips 2026, leverages AI within…

    1 source
    Tom's Hardware
  24. Hardware & Compute new

    gufo-Qwen3.6-35B-A3B-Q6dense - 3095tok/s prefill; 190 tok/s decode on Strix Halo

    The Gufo project posted benchmark results for its vertical local inference engine built for AMD Strix Halo hardware (Ryzen AI MAX+ 395 with Radeon 8060S, up to 128 GiB unified memory). The engine uses speculative…

    2 sources primary source
    github.com
  25. Hardware & Compute new

    Volantis raises $88M Series A to build photonic AI inference system

    Volantis, a San Francisco semiconductor firm, announced a $88 million Series A on October 1, 2026, co-led by Lachy Groom and Abstract Ventures. The round includes investors like John Doerr, VXI Capital, and angel…

    3 sources
    note.comreuters.comUnite.AI
  26. Hardware & Compute new

    Nvidia-backed Nebius buys Inferize to cut AI inference GPU costs

    Inferize’s technology targets cold-start delays, which leave GPUs unused while models load or capacity scales. The deal integrates Inferize’s tools into Nebius Token Factory, a managed production-inference platform,…

    2 sources
    calcalistech.comfinance.yahoo.com
  27. Hardware & Compute new

    Nvidia’s stock hits May record as quarterly revenue jumps 41 percent

    Nvidia’s stock reached a new record of $237.87 on October 2, surpassing its May 14 peak of $236.54, despite the company’s share price remaining nearly unchanged since then. The chipmaker’s market capitalization now…

    1 source
    fool.com
  28. Hardware & Compute new

    Microsoft and LG embed AI into washing machines via Voice Live hub

    Microsoft and LG Electronics are collaborating to bring AI into smart homes through appliances, not phones or speakers. At the Microsoft Industry Summit in Seoul, they unveiled Voice Live, a speech-to-speech AI agent…

    1 source
    finance.yahoo.com
  29. Hardware & Compute new

    AMD updates Ryzen AI Developer Platform OS with ROCm 10.0 and Linux 7.2

    AMD released an updated version of its Ryzen AI Developer Platform OS on September 2026. The new version replaces the Linux 6.18 LTS kernel with Linux 7.2, citing improvements in AMDGPU and AMDKFD drivers as well as…

    1 source
    phoronix.com
  30. Hardware & Compute new

    Microsoft hints at AI PC upgrades in October event

    Microsoft is preparing to unveil new AI features for its PCs at an upcoming event in October. The company has been pushing AI integration into its hardware over the past two years, and this event could mark the next…

    1 source
    digitaltrends.com
  31. Hardware & Compute new

    Oracle's Wisconsin AI datacenter may miss 2027 target due to power delays

    Oracle's Wisconsin AI datacenter, known as Project Lighthouse, faces a potential delay in its planned 2027 customer delivery. Research firm Aterio warns that the project is at risk because the necessary transmission…

    1 source HN 42
    theregister.com
  32. Hardware & Compute new

    Musk says SpaceX may run Nvidia VR72 at 250kW, report says

    SpaceX CEO Elon Musk stated on X that the company is "cautiously optimistic" about running its version of Nvidia's VR72 AI system at an average power level of 250 kilowatts. He described this potential milestone as a…

    2 sources
    invezz.comfinance.yahoo.com
  33. Hardware & Compute new

    Digital Realty secures $1.4B in new data center leases

    Digital Realty, a major data center landlord, reported strong demand in the second quarter. The company signed leases worth $1.4 billion annually in base rent, a record for its portfolio. It also saw a 25.4% cash…

    1 source
    finance.yahoo.com
  34. Hardware & Compute new

    Sony adds QSSR AI upscaling to PS5 via AMD collaboration

    Sony announced Quick Spectral Super Resolution (QSSR), an AI upscaling feature for the standard PS5, developed with AMD under Project Amethyst. The technology aims to improve graphical sharpness by dynamically…

    3 sources
    Tom's HardwareUnite.AItheverge.com
  35. Hardware & Compute new

    Google shifts AI workloads to TPUs, cutting Nvidia dependency

    Alphabet’s Google Cloud revenue grew 82% in the summer quarter, driven by AI infrastructure powered by its own TPUs. Meanwhile, Nvidia’s data center revenue surged 105.8%, fueled by demand from hyperscalers—including…

    1 source
    247wallst.com
  36. Hardware & Compute new

    OpenAI deploys Jalapeño ASICs with AMD EPYC Turin CPUs, not Nvidia Vera

    OpenAI is deploying its new Jalapeño ASIC chips internally alongside AMD EPYC Turin host CPUs, each equipped with 1.5TB of memory. Richard Ho, OpenAI's VP and Head of Hardware, told Tom's Hardware Premium the choice…

    1 source
    Tom's Hardware
  37. Hardware & Compute new

    Apex Compute builds open-source Mesa Vulkan driver for its hardware

    Apex Compute, a California-based startup founded in 2024, is developing an open-source Mesa-based Vulkan driver for its AI accelerators. The company aims to support real-time edge AI inferencing and has already…

    1 source
    phoronix.com
  38. Hardware & Compute new

    Sea deploys Nvidia Vera Rubin chips to scale AI agents

    Sea, the Singapore-based parent company of Shopee, Garena, and Monee, has announced it will deploy Nvidia’s next-generation Vera Rubin platform. This makes Sea the first company in Southeast Asia to adopt the new…

    1 source
    e.vnexpress.net
  39. Hardware & Compute new

    AMD’s AI chip deals push revenue up 107% but leave valuation at 229x

    AMD’s Data Center revenue jumped 107% last quarter, driven by AI chip demand from OpenAI and Meta. OpenAI committed to 6 gigawatts of AMD’s MI450 GPUs, while Meta pledged up to 6 GW, alongside Anthropic’s planned 2 GW…

    4 sources
    finance.yahoo.comfool.comaol.com
  40. Hardware & Compute new

    Microsoft says Meta will not buy new chips to scale Muse agent

    Meta confirmed that it will not purchase new chips from Microsoft to support its recently launched personal AI agent, Muse. The agent, which debuted on September 8, 2026, quickly rose to the top of app‑store charts and…

    1 source
    cryptobriefing.com
  41. Hardware & Compute new

    Jacobs launches digital twin platform for AI data centers on NVIDIA Omniverse

    Jacobs Solutions announced a new data center digital twin platform built on NVIDIA Omniverse libraries during the GTC 2026 keynote. The solution is designed to simulate and optimize gigawatt-scale AI factories before…

    1 source
    cryptobriefing.com
  42. Hardware & Compute new

    PaleBlueDot AI raises $200M Series C at $3.2B valuation for compute expansion

    PaleBlueDot AI announced on October 1, 2026, it closed a $200 million Series C round at a $3.2 billion valuation, led by ComputeCore, with participation from existing investor B Capital and other global investors. The…

    1 source
    Unite.AI
  43. Hardware & Compute new

    Cerebras gains 5x inference throughput via disaggregation

    Cerebras Systems announced on October 1, 2026, that it achieved a 5x increase in inference throughput using disaggregation—a technique that splits prefill and decode phases across separate hardware pools. The company’s…

    1 source
    Unite.AI
  44. Hardware & Compute new

    Nvidia authorizes $150 billion in stock buybacks, but AI hardware focus remains

    Nvidia’s board approved a $150 billion increase to its share repurchase program, raising the total to $235 billion—the largest single buyback authorization in U.S. corporate history. The move reflects the company’s…

    14 sources
    fool.comCNBC Technologyfinance.yahoo.combarrons.com +4 more
  45. Hardware & Compute new

    Tenstorrent and Smallest.ai launch on-prem voice AI stack with 4x cost savings

    Tenstorrent and Smallest.ai announced a partnership on October 1, 2026, to deliver an on-premises voice AI stack combining Smallest.ai’s Lightning V2 real-time text-to-speech model with Tenstorrent’s Galaxy Blackhole…

    1 source
    Unite.AI
  46. Hardware & Compute new

    Meta launches Ray-Ban Meta Gen 3 in India with Ranveer Singh

    Meta has announced Ranveer Singh as the first brand ambassador for Ray-Ban and Ray-Ban Meta in India, marking a significant expansion for the company's AI hardware division. The announcement coincides with the launch…

    1 source primary source
    Meta Newsroom
  47. Hardware & Compute new

    Synopsys unveils Autopilot platform for AI-driven chip design agents

    Synopsys introduced its Autopilot Platform and AgentEngineer solutions, a suite of domain-specific AI agents for chip development. The portfolio covers verification, system validation, implementation, analog and…

    4 sources HN 52
    Tom's Hardwarenews.synopsys.comThe Decoder
  48. Hardware & Compute new

    Deepseek releases open-source TileLang for Huawei Ascend chips

    Deepseek and Huawei announced a collaboration to develop open-source software for Huawei’s Ascend AI chips, including TileLang, a programming language designed as an alternative to Nvidia’s CUDA. The release includes…

    4 sources
    Tom's Hardwarethedailyupside.comThe Decoderreuters.com
  49. Hardware & Compute new

    Legato launches AI hearing glasses for $999

    Legato announced its flagship AI hearing glasses, called Legato Frames, are now available for purchase starting at $999. The glasses target adults with up to moderate hearing loss and use an AI system that separates…

    1 source
    TechCrunch AI
  50. Hardware & Compute new

    NVIDIA outlines how AI factories boost return on investment with productivity, durability and flexibility

    NVIDIA’s blog post explains how its AI factories maximize return on investment through three key factors: earning capacity, useful life, and demand. Each megawatt-scale factory costs about $60 million, and operators…

    1 source primary source
    NVIDIA Blog
  51. Hardware & Compute new

    Satlyt raises $8M to run AI on satellites with Google’s Gemma model

    Satlyt, founded by former Google and SpaceX engineer Rama Afullo, has secured an $8 million seed round to develop software that enables AI workloads on satellites. The company’s approach avoids building its own…

    1 source
    TechCrunch AI
  52. Hardware & Compute new

    Opinion: Broadcom's AI revenue growth keeps me adding shares

    The author explains why they continue to buy Broadcom shares, pointing to the company's role in custom AI accelerators and its strong financials. Broadcom reported fiscal Q3 revenue of $29.59 billion, up 85.5% YoY,…

    1 source
    247wallst.com
  53. Hardware & Compute new

    Call Center Doctors tests DeepSeek V4.1 Flash on Nvidia H200s, finds costs higher than claimed

    The Call Center Doctors, a call center consultancy, rented four Nvidia H200 GPUs on September 27 to test DeepSeek V4.1 Flash against Anthropic’s Claude Opus 5.5. The goal was to verify claims that DeepSeek is 80x…

    1 source
    Tom's Hardware
  54. Hardware & Compute new

    Shure launches IntelliMix Bar Pro with Microsoft Teams certification

    Shure has released the IntelliMix Bar Pro, an all‑in‑one collaboration bar and touch panel for medium and large meeting rooms that is certified for Microsoft Teams. The device combines Shure’s IntelliMix View AI video…

    1 source
    technologyrecord.com
  55. Hardware & Compute new

    ASML’s EUV monopoly powers Nvidia’s AI chip demand

    ASML, a Dutch company based in Veldhoven, dominates the market for extreme ultraviolet (EUV) lithography machines, which are essential for manufacturing advanced AI chips like those made by Nvidia. The company holds an…

    2 sources
    irishtimes.comft.com