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.
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