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Google TPUs reshape cloud AI economics with Gemini 3 and Ironwood
Google’s TPU story is no longer a niche engineering footnote; it has become a strategic lever that could reshape the economics of cloud AI and redraw the boundaries of the AI cloud race. What began as an internal solution to a capacity problem — a chip designed in 2015 to keep voice search from...- WindowsForum AI
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- ai inference cloud market google cloud tpu technology
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- Forum: Windows News
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Microsoft Expands OpenAI Chip Access to Build Heterogeneous Azure AI Hardware
Microsoft's newest pivot in AI hardware strategy stretches the company's long-standing partnership with OpenAI into the silicon layer: Satya Nadella confirmed that Microsoft will be able to use OpenAI’s custom chip designs alongside its own internal efforts, a development that reshapes Azure's...- WindowsForum AI
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- ai inference azure hardware heterogeneous-compute openai chips
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- Forum: Windows News
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Microsoft Aims to Break Nvidia CUDA Monopoly with AMD ROCm Toolkit
Microsoft appears to be quietly assembling software to let AI models built for NVIDIA’s CUDA ecosystem run on AMD’s ROCm-powered accelerators — a development first reported this week and already rippling through the cloud, chip and AI communities. If true, the effort would be a direct, strategic...- WindowsForum AI
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- ai inference cloud computing cuda rocm
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- Forum: Windows News
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Azure NDv6 GB300: Production GB300 NVL72 Cluster for OpenAI Inference
Microsoft Azure’s new NDv6 GB300 VM series has brought the industry’s first production-scale cluster of NVIDIA GB300 NVL72 systems online for OpenAI, stitching together more than 4,600 NVIDIA Blackwell Ultra GPUs with NVIDIA Quantum‑X800 InfiniBand to create a single, supercomputer‑scale...- WindowsForum AI
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- ai hardware ai inference ai infrastructure ai memory ai workloads azure ai azure gb300 blackwell gpu blackwell ultra cloud ai cloud computing cloud infrastructure frontier ai frontier ai workloads gb300 gb300 nvl72 gpu gpu clusters high-performance computing hyperscale compute inference throughput infiniband interconnect infiniband networking large model inference microsoft azure nvidia blackwell nvidia gb300 nvidia infiniband nvlink nvlink coherence nvlink fabric openai openai models openai workloads quantum x800 quantum x800 infiniband rack scale accelerator rack scale ai rack scale computing rack scale gpu
- Replies: 24
- Forum: Windows News
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Oracle OCI Aims to Lead AI Cloud with a $144B Target
Oracle's blockbuster first-quarter numbers and multibillion-dollar AI deals have rewritten the narrative: a company long pigeonholed as a database vendor is now positioning Oracle Cloud Infrastructure (OCI) as the cloud purpose-built for large-scale AI training and inference — with management...- WindowsForum AI
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- ai inference autonomous database cloud ai cloud cost management database csp exadata gpu hyperscalers multi-cloud oci oci ai cloud openai openai oracle deal oracle oracle oci rpo
- Replies: 0
- Forum: Windows News
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Linux Open-Source Stack Boosts Llama.cpp Vulkan AI on RDNA4 with Mesa RADV
The latest round of open-source AMD driver work and kernel/toolchain updates are materially improving Llama.cpp AI inference performance on Linux — in some cases outpacing equivalent Windows 11 setups — thanks to targeted RADV/Mesa optimizations, newer Linux kernels, and the way Vulkan-based...- WindowsForum AI
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- ai inference bf16 fp16 gpu kernel linux linux vs windows llama.cpp mesa open source phoronix radv rdna 4 vulkan windows
- Replies: 0
- Forum: Windows News
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Modern SMB Upgrade: Copilot+, vPro Core Ultra, and On-Device AI in Windows 11 Pro
Built for speed and ready to scale, the push toward Windows 11 Pro devices—especially Copilot+ systems and Intel vPro® machines powered by Intel® Core™ Ultra—is no longer marketing fluff: it’s the practical backbone of a modern, hybrid SMB strategy that combines measurable performance gains, new...- WindowsForum AI
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- ai inference ai pcs ai roi autopilot battery life copilot copilot+ pcs core ultra deployment device management end of life deadline enterprise security fleet management hardware security intel core ultra intel vpro intune mdm integration npu on-device ai pluton security privacy governance procurement productivity roi secure by design smb smb it upgrade tei tiered device model tpm 2.0 vpro windows 10 eol windows 11
- Replies: 1
- Forum: Windows News
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Lenovo's AI PC Vision: Will Every PC Be AI-Powered in 4–5 Years?
Lenovo’s IFA keynote and hands-on demos in Berlin crystallized a simple, audacious claim: within four to five years every personal computer will be an “AI PC” — a device with a built‑in Neural Processing Unit (NPU) and the on‑device intelligence to run many AI tasks locally. That declaration...- WindowsForum AI
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- agent ecosystems ai inference ai pcs ai_pcs_market_share copilot cross_device_agents edge enterprise ai ifa 2025 isv_ports lenovo npu on-device ai procurement security silicon_trends software_maturity tops windows 10 end of life windows 11
- Replies: 0
- Forum: Windows News
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Second-Gen Analog Optical Computer: Energy-Efficient AI & Optimization
Microsoft Research’s Cambridge lab has revealed the second-generation Analog Optical Computer (AOC), a hybrid photonic–analog prototype that uses light, commodity optics and analog electronics to accelerate both AI inference and combinatorial optimization — promising orders-of-magnitude gains in...- WindowsForum AI
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- accelerator ai acceleration ai inference analog computing cloud computing data centers digital twins energy efficiency fixed-point matrix-vector micro led microsoft azure optical computing optimization photodetectors photonics qumo spatial light modulator
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- Forum: Windows News
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GEEKOM A9 Mega: The Windows Mini PC Aiming to Rival Mac Studio in Power and Price
If GEEKOM delivers on what it’s teasing, the A9 Mega could be the first Windows 11 mini PC that genuinely threatens the Mac Studio’s blend of sleek design and uncompromising performance—at a far lower entry price and with stronger gaming credentials. Overview GEEKOM is preparing a compact...- WindowsForum AI
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- 4k-creator 8060s a9-mega ai inference gaming performance geekom graphics memory input-output lpddr5x mac-studio mini laptop mini pc nv-ai-npu price-1899 rdna 3.5 ryzen ai max strix halo usb4 vgm windows 11
- Replies: 0
- Forum: Windows News
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Azure Named Leader in 2025 Gartner MQ for Cloud-Native Platforms
Microsoft’s Azure platform has been named a Leader in the 2025 Gartner® Magic Quadrant™ for Cloud‑Native Application Platforms, a recognition Microsoft highlights as validation of its developer‑focused platform strategy and AI‑centric roadmap. The company says it was placed furthest to the right...- WindowsForum AI
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- ai inference app services azure functions cloud native cnap container-apps copilot enterprise-scale finops gartner magic quadrant governance microsoft azure model catalog multi-agent orchestration serverless architecture serverless gpus visual studio visual studio code windows ai foundry
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- Forum: Windows News
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UP Xtreme ARL: Raspberry Pi-sized SBC with Intel Core Ultra and Windows 11
Aaeon’s new UP Xtreme ARL arrives as a decisive answer to the question many hobbyists and embedded developers have been asking: what if a Raspberry Pi–sized board used a modern Intel Core Ultra CPU, offered up to 64 GB of LPDDR5, and shipped with first-party Windows 11 support out of the box...- WindowsForum AI
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- 64gb ram ai inference arc gpu arrow lake gpio 40-pin hardware tradeoffs hat compatibility industrial edge intel core ultra lpddr5 m.2 nvme nvme raspberry pi 5 rival sata sbc single board computer ubuntu 24.04 up xtreme arl windows ltsc
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- Forum: Windows News
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Architectural Shift: Windows ML and Myriad X VPUs for On‑Device AI
Intel and Microsoft’s move to fold a dedicated Vision Processing Unit into Windows’ on-device ML story is not a product tweak — it is an architectural shift that changes where and how many Windows AI experiences will run, who will pay the power bill, and how developers will ship intelligent apps...- WindowsForum AI
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- ai in windows ai inference cross-vendor interoperability developer tools edge energy efficiency execution providers hardware acceleration intel movidius latency optimization movidius myriad x on-device ai onnx privacy vision processing unit vpu windows 10 windows ml
- Replies: 0
- Forum: Windows News
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Geekom IT15 on Linux: fast Ubuntu Budgie workstation, AI limits explained
I pulled a boxed Windows 11 tiny PC out of its packaging, installed Ubuntu Budgie, and in less than an afternoon turned a handsome, pocket-sized Geekom IT15 into a fast, dependable Linux workstation — a change that proved more than cosmetic: it materially improved daily responsiveness, fixed...- WindowsForum AI
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- ai inference arrow lake compact pc cpu vs gpu inference dual boot egpu geekom it15 intel arc intel core ultra linux linux workstation llms m.2 nvme mini pc npu 13 tops thermals tops ubuntu budgie usb4
- Replies: 0
- Forum: Windows News
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Windows 11 24H2 Performance: Real Gains vs Windows 10 at End of Support
Microsoft's approaching end-of-support for Windows 10 has sharpened a question many users have been postponing for years: beyond security and features, does moving to Windows 11 deliver a measurable, real-world performance win — or could the upgrade cost you frames, responsiveness, or workflow...- WindowsForum AI
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- 24h2 3dmark ai inference amd ryzen 9 9950x3d benchmark bios agesa bios update clean install cpu scheduling directx 12 esu gaming performance memory integrity procyon benchmark ray tracing time spy extreme vbs windows 10 end of support windows 11 zen 5
- Replies: 0
- Forum: Windows News
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Apple's Project ACDC: A Bold Move to Challenge Cloud Giants with Custom Silicon
Apple, long known for its razor-sharp focus on hardware and consumer software, has been quietly entertaining a bold idea that could fundamentally alter the cloud computing landscape: building an AWS competitor based on its own custom silicon. Recent reports, most notably from The Information as...- WindowsForum AI
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- acdc ai inference ai workloads apple apple ecosystem apple silicon arm chips cloud competition cloud computing cloud infrastructure custom chips data centers developer tools enterprise cloud future of cloud hardware-software integration privacy silicon efficiency tech industry tech innovation
- Replies: 0
- Forum: Windows News
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KB5063134 Update: Unlocking On-Device AI with Microsoft’s Phi Silica on Windows
The June deployment of KB5063134 marks a pivotal moment in Microsoft’s evolving approach to artificial intelligence on Windows, specifically targeting Intel-powered devices with the Phi Silica AI component update (version 1.2506.707.0). As the integration of hardware-based AI accelerators...- WindowsForum AI
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- ai acceleration ai ecosystem ai hardware ai inference ai performance ai privacy ai runtime ai security ai tools enterprise windows feature on demand hardware compatibility kb5063134 machine learning microsoft ai neural processing units on-device ai phi silica windows 11 windows update
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- Forum: Windows News
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Groq Challenges Cloud Giants with High-Speed AI Inference via Hugging Face Partnership
The world of artificial intelligence infrastructure is entering a new era, as specialist chipmaker Groq outlines its ambitions to directly challenge the cloud titans Amazon Web Services, Google Cloud, and Microsoft Azure. Groq’s latest maneuver—a transformative partnership with Hugging...- WindowsForum AI
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- ai chips ai ecosystem ai hardware ai industry trends ai inference ai infrastructure ai innovation ai market disruption ai pricing ai tools artificial intelligence cloud computing generative ai groq hardware hugging face language models llm deployment sovereign ai
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- Forum: Windows News
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Oracle's Bold Move: Integrating AMD GPUs to Rewrite Cloud AI Competition
Oracle’s latest strategic gambit—integrating AMD’s Instinct MI355X GPUs into Oracle Cloud Infrastructure (OCI)—has sent ripples through the hyper-competitive world of cloud computing and artificial intelligence (AI). This move is more than a product upgrade; it’s a calculated effort to position...- WindowsForum AI
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- ai hardware ai industry trends ai inference ai infrastructure amd instinct mi355x cloud competition cloud computing cloud expansion cloud growth cloud scalability data sovereignty digital transformation enterprise ai gpu acceleration hyperscale data centers multi-cloud nvidia alternatives open standards oracle cloud rocm
- Replies: 0
- Forum: Windows News
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Microsoft's KB5061856 Update Introduces On-Device AI with Phi Silica for Qualcomm Windows Devices
When Microsoft quietly released KB5061856—a Phi Silica AI component update (version 1.2505.838.0) designed specifically for Qualcomm-powered systems—the Windows ecosystem took a significant if understated step toward realizing on-device AI at scale. While this update may appear, at first glance...- WindowsForum AI
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- ai development ai ecosystem ai hardware ai in windows ai inference ai models ai performance ai privacy ai security ai tools arm devices battery efficiency device security edge edge computing enterprise ai hexagon npu kb5061856 microsoft microsoft copilot microsoft kb5061856 mobile computing npu on-device ai phi silica qualcomm snapdragon qualcomm windows tech innovation windows on arm windows update
- Replies: 1
- Forum: Windows News