private ai infrastructure
5 articles
GPU Power Cap Optimization for Inference: Cost and SLOs
A 2026 protocol for choosing inference GPU power caps using same-run energy, latency-qualified throughput, replica rounding and monthly cost scenarios, with NVIDIA, NERSC and Dell evidence.
MIG vs MPS vs Time-Slicing for Kubernetes GPU Sharing
A 2026 decision guide for Kubernetes GPU sharing: compare isolation, memory behavior and scheduler resources, then use a workload worksheet, canary scorecard and rollback plan.
Intel E835 Private AI Clusters: 200GbE RoCE Guide
A 2026 qualification guide to Intel E835 private AI clusters, covering 200GbE port modes, RoCEv2 and iWARP, GPU-direct evidence, SKUs, and acceptance testing.
NVIDIA Dynamo 1.4.2 Enterprise Support Checklist
A 2026 enterprise readiness guide to Dynamo 1.4.2 artifacts, backend and CUDA pins, the NIXL loader fix, failure coverage, pilot metrics, and contract questions.
AMD Instinct MI350P Retrofit Compatibility Guide
A 2026 retrofit guide to MI350P server compatibility, including 600 W power planning, passive cooling, PCIe topology, ROCm 10 virtualization, and pilot acceptance.