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Choosing infrastructure for 70B-class language model inference is no longer a simple question of raw GPU speed. For most enterprise teams, the real decision is about memory headroom, context length, batching efficiency, software compatibility, rack power, and the cost of delivering stable tokens per second under production load. This report compares the most relevant accelerators […]
Enterprise IT teams are re-evaluating virtualization platforms in 2026 because the economics, support models, and operational expectations around VMware have changed faster than many infrastructure roadmaps. The shift is not just about licensing headlines. It is forcing datacenter operators, hosting providers, and platform engineers to decide whether they want to stay on a tightly integrated […]
The biggest security shift happening right now is surprisingly invisible: more people are signing in without passwords at all. Passkeys are moving from niche tech jargon to a real consumer habit, and that matters because login friction has quietly been one of the internet’s most frustrating design problems for decades. When a sign-in method is […]
Liquid cooling has moved from pilot projects into real production planning. In 2026, datacenter operators are treating direct-to-chip systems, rear-door heat exchangers, and immersion cooling as practical responses to rack densities that air cooling can no longer handle cleanly. The change is being driven by AI servers, dense storage platforms, and power-constrained facilities, but the […]
The internet is slowly doing something that used to sound impossible: it is getting bored of passwords. Passkeys are moving from niche security feature to mainstream login option, and that shift matters because it attacks one of the oldest pain points in consumer tech. People hate remembering passwords, attackers love stealing them, and platforms are […]
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 […]