Cloud Ape’s AI infrastructure practice: designing and operating the “heavy metal” underneath modern AI — bare-metal NVIDIA DGX systems, GPU Operators, parallel filesystems for distributed training, Kubernetes multi-tenancy for inference and training coexistence, and observability that makes infrastructure boring in the best way.