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Liquid Cooling Is Becoming Standard Datacenter Infrastructure

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 VMware Reassessment Is Rebuilding Private Cloud Architecture

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 […]

Private Cloud Is Quietly Rebuilding Around KVM, Proxmox, and Denser Hardware

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 […]

Sizing GPUs for 70B-Class LLM Inference: Memory, Throughput, Architecture, and Cost

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, […]

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