private ai
9 articles
NVIDIA PAIR Local Inference Router: Enterprise Pilot Gate
Enterprise pilot gate for the NVIDIA PAIR local inference router in 2026: ports and plaintext telemetry, capacity-blind scheduling, PIN pairing, failure tests, SLO method and rollback plan.
NVIDIA AI Enterprise License Cost: $4,500 per GPU (2026)
NVIDIA AI Enterprise licensing fee per GPU in 2026: $4,500 a year, $18,000 for five years, $22,500 perpetual, cloud pricing, entitlements and TCO.
GenAI-Perf to AIPerf Migration: Preserve Baselines
A 2026 guide to GenAI-Perf to AIPerf migration: reconcile latency and token metrics, qualify client capacity, preserve benchmark artifacts, and define reproducible SLO acceptance gates.
CPU vs GPU LLM Inference: Low-Concurrency Cost Calculator
A 2026 guide to private CPU vs GPU LLM inference costs: matched-model tests, p95 latency objectives, whole-server energy, and a trace-driven calculator for reuse, purchases and fleet growth.
BlueField-4 DPU Qualification for Private AI Systems
A 2026 engineering guide to BlueField-4 DPU qualification for private AI, covering scale-in roles, STX differences, DOCA support, measured acceptance tests, and procurement evidence.
HP ZGX Fury RHEL Certification and Procurement
A 2026 procurement analysis of HP ZGX Fury RHEL certification, its 748 GB coherent memory design, planned Red Hat AI Factory stack, support boundaries, and acceptance tests.
AMD MI355X Production Clusters: Buyer Evidence
A 2026 evidence audit of AMD MI355X production clusters, covering HUMAIN's live deployment, 1,400 W power, 800G networking, acceptance gates, availability, and B200 context.
vLLM 0.29 Upgrade Guide: Runner V2 and API Checks
A 2026 production upgrade guide for vLLM 0.29.0 covering Model Runner V2 validation, immutable CUDA and ROCm artifacts, endpoint exposure, canary tests, and rollback evidence.
MLPerf Inference 6.1: A GPU Procurement Guide
A 2026 guide to reading MLPerf Inference 6.1 for GPU procurement, with cohort filters, exact result-row examples, scale-efficiency math, and a reproduction pilot worksheet.