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Recommended Starting Point

CPUIntel Xeon W-2500/W-3500, up to 60 cores
GPUUp to 6x NVIDIA RTX 5090 or H200
MemoryUp to 2 TB DDR5
CoolingProfessional water cooling

Configuration Choices

Graphics Card

Choose the GPU class and VRAM profile before finalizing the rest of the build.

Memory

Match system RAM to total GPU VRAM, dataset size, and preprocessing work.

Operating System

Prepare the machine for CUDA, containers, notebooks, and local model tools.

Primary Storage

Keep the operating system, model weights, checkpoints, and active datasets on fast NVMe storage.

Additional SSD

Add a separate data drive when workloads need more local project storage.

Network

Plan local network bandwidth around shared storage and remote access.

Warranty/Support

Choose the support window for the system lifecycle.

Why this configuration path

High-density Intel GPU workstation path.
Liquid cooling supports sustained compute and lower acoustic load.
Useful for AI training, GPU rendering, and simulation.