gpu infrastructure

12 articles

ROCm Hyperloom 1.0: Inference Optimization Pilot Gates

A 2026 enterprise guide to ROCm Hyperloom 1.0 inference optimization: compatibility, credential and egress controls, independent correctness checks, benchmark acceptance and rollback evidence.

October 23, 2026• 23 min read
rocm hyperloomrocm hyperloom 1.0inference optimization

GPU Memory Snapshot Recovery for Inference: Compatibility

A 2026 qualification guide to GPU inference snapshots: driver and chip compatibility, attributed cold-start measurements, a runnable validation protocol, and a worksheet comparing restore with warm replicas.

October 19, 2026• 22 min read
gpu memory snapshot recovery for inferencecuda checkpoint restoregpu snapshot compatibility

Neocloud Operational Readiness: Proving 24/7 GPU Support

A 2026 guide to neocloud operational readiness for lenders: audit qualified coverage, trace alerts to restored GPU service, and turn witnessed recovery evidence into a lender register.

October 14, 2026• 25 min read
neocloud operational readinessneocloud due diligencegpu infrastructure

GPU Cloud SLA Decoder: Uptime, Credits and Capacity

Decode GPU cloud SLA terms in 2026: compare service boundaries, maintenance exclusions, claim deadlines and capacity obligations, then reproduce uptime and service-credit calculations.

October 14, 2026• 22 min read
gpu cloud slagpu cloud uptimeservice credits

VMware Private AI Cloud in VCF 9.1.1: Now vs Next

A 2026 implementation guide to VCF 9.1.1 Private AI Cloud: what is generally available, which AI Gateway and sandbox features are future releases, and the hardware, license and pilot evidence buyers should request.

October 3, 2026• 27 min read
vmware private ai cloudvcf 9.1.1vmware ai factory

How to Qualify GPUDirect Storage with GDSIO: Runbook

A 2026 qualification runbook for GPUDirect Storage: check filesystem and topology support, verify gdscheck and gdsio results, detect CPU fallback, and record reproducible local baselines.

September 23, 2026• 26 min read
gpudirect storagegdsiogdscheck

CUDA Driver Toolkit Container Compatibility Gate

A 2026 production guide to CUDA driver, toolkit, and container compatibility, with dated driver ranges, framework checks, canary commands, and rollback criteria.

September 19, 2026• 22 min read
cuda compatibilitycuda drivercuda toolkit

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.

September 19, 2026• 21 min read
amd mi355x production clustersmi355x deploymentmi355x cluster

NVIDIA DSX Due Diligence: Adoption and Contract Guide

A 2026 buyer's guide to NVIDIA DSX architecture, module ownership, MaxLPS evidence, IT/OT controls, contract schedules, and measurable acceptance tests.

September 19, 2026• 26 min read
nvidia dsxdsx due diligenceai factory

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.

September 19, 2026• 21 min read
vllm 0.29 upgrade guidevllm migrationmodel runner v2

ROCm 10 Upgrade Guide: Compatibility and Rollback

A 2026 production runbook for ROCm 10.0.0 covering MI200, MI300 and MI350 support tuples, canary validation, known-issue triage and rehearsed rollback.

September 19, 2026• 23 min read
rocm 10 upgrade guiderocm 10 compatibilityrocm migration

GPU Cluster Power Consumption Calculator: PUE and MWh

A 2026 audit-ready GPU cluster energy calculator covering inventory power, phase-based annual MWh, PUE boundaries, tariff costs, emissions and a fictional worked example.

September 18, 2026• 18 min read
gpu cluster power consumption calculatorgpu cluster energy calculatorannual mwh