On-prem AI infrastructure refers to GPU compute, storage, and networking hardware owned and operated within an organization's own data center rather than rented from a cloud provider.
Owning infrastructure shifts the challenge from renting GPUs to running them efficiently. That's exactly where an orchestration and virtualization layer earns its keep.
For guidance on running owned GPU infrastructure efficiently, see hosted·ai's Neocloud Survival Guide.
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