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Executive summary: For 70B-class model inference, the main infrastructure decision is not simply which GPU is fastest. It is whether the system can hold the model weights, sustain the required context length, serve concurrent users without memory fragmentation, and do all of that at a cost that matches the workload. In practice, the best choice […]
The laptop market just found its new obsession: AI PCs that do more than slap a chatbot icon on the box. The big shift is happening around on-device AI, where new chips can handle translation, image cleanup, note-taking, search, and small creative tasks without constantly pinging the cloud. That matters because users are getting a […]
In 2025, enterprise virtualization teams are treating hypervisor choice as an infrastructure design decision again, not a maintenance detail. The catalyst is the ongoing post-Broadcom VMware reassessment, which has pushed datacenter operators, colo tenants, and private cloud owners to review licensing, support, and portability at the same time. What looks like a software procurement issue […]
The browser is having a serious glow-up. What used to be a place for tabs, search bars, and the occasional streaming binge is turning into the main control panel for work, shopping, planning, coding, and now even AI-assisted tasks. That shift matters because the browser sits in the middle of modern digital life. If the […]
Direct-to-chip liquid cooling is no longer confined to pilot rows and showcase labs. In 2025, datacenter operators, colocation providers, and enterprise teams are treating it as a practical response to denser compute, higher rack power, and the growing mismatch between air cooling and modern server platforms. The shift matters because it changes far more than […]
Browsers are no longer just windows to the web. They are turning into assistants, organizers, summarizers, shoppers, and in some cases, decision-makers. That shift is why the browser space suddenly feels alive again. The battle is no longer about which app loads pages fastest. It is about which browser can help you get things done […]
Enterprise infrastructure teams are in the middle of a quiet reset. As virtualization licensing, hardware refresh pressure, and AI-driven density demands collide, many organizations are rethinking private cloud around KVM-based stacks, Proxmox, Hyper-V, and smaller but more capable clusters. The shift is happening now across colocation sites, regional datacenters, and on-prem environments because the old […]
For most 70B-class dense LLMs, the practical GPU choice is determined less by raw compute than by memory headroom for weights, KV cache, and concurrency. A single 80GB GPU can serve a heavily quantized deployment, but BF16 or FP16 inference usually needs multi-GPU tensor parallelism or a larger-memory accelerator. The correct answer depends on quantization, […]
The consumer tech market is moving at full speed again, and the latest wave of launches shows exactly where the industry is headed: thinner foldables, smarter wearables, more capable laptops, and portable gaming devices that are starting to feel like serious everyday hardware instead of niche gadgets. Across major brands and fast-moving startups, the message […]
Cloud providers, chipmakers, data-center operators, and enterprise buyers are accelerating AI infrastructure spending this week across the US, Europe, and Asia, as the market moves from model launches to a harder question: who can actually deliver enough power, networking, cooling, and accelerator capacity to run modern AI at scale. The shift matters because access to […]