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Across enterprise datacenters, colocation facilities, and private cloud environments, virtualization teams are reassessing their core platforms in 2025. The catalyst is not a single outage or hardware cycle, but a broader shift in licensing pressure, operational cost, and platform control that is pushing many infrastructure groups to evaluate KVM-based stacks, Proxmox VE, Hyper-V, and other […]
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 […]
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 […]
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, […]
