The Guardrail Paradox: Designing a Governed Forensic AI Platform for Cyber Defense
Self-hosting removes some provider-policy and data-transfer constraints, but it also transfers responsibility for the entire control…
Whole GPU, Passthrough, vGPU, MIG, or Time Slicing? The Enterprise GPU Allocation Decision Matrix
A normal extended-resource request for nvidia.com/gpu: 1 usually means exclusive allocation of one advertised GPU device…
How to Take an AI Agent from Prototype to Production: A Production-Readiness Checklist
Use cost per successful task as the primary engineering metric. A smaller model is not cheaper…
VCF 9.1 for AI Workloads: The Decisions Infrastructure Teams Need to Make Before the First GPU Cluster
A GPU-ready VCF design changes the daily operating model. VCF Private AI Services documentation and announcements…
Designing Private Cloud SLOs in VCF Operations: Fleet Observability Without Dashboard Sprawl
The first step in modernizing VCF Operations dashboards is changing the entry point from tools to…
Amazon EVS vs Private VCF: Cloud Escape Hatch or Long-Term Platform?
And sometimes it is just a cloud escape hatch. A private VCF platform earns its role…
How AI-leading Security Teams Are Building the Agentic SOC
AI-enabled attacks move faster than human analysts can track, at a scale that traditional SOCs weren’t…
VCF 9.0 GA Mental Model Part 6: Topology and Identity Boundaries for Single Site, Dual Site, and Multi-Region
TL;DR Scope: VMware Cloud Foundation 9.0.0.0 GA (primary platform build 24703748) and the associated 9.0 GA…
VCF 9.0 GA Mental Model Part 5: Topology Patterns for Single Site, Two Sites, and Multi-Region
TL;DR Identity is not a “later” decision. It is a boundary decision. The hierarchy you should…
VCF 9.0 GA Mental Model Part 4: Fleet Topologies and SSO Boundaries (Single Site, Dual Site, Multi-Region)
TL;DR This post targets VCF 9.0 GA only: VCF 9.0 (17 JUN 2025) build 24755599, with…
After You Migrate: Cleanup, Governance, and Preventing Unmanaged Disks from Coming Back
TL;DR Converting disks is not the finish line. Your real goal is a new steady state:…
Convert Azure VMs from Unmanaged to Managed Disks: A Production-Ready Runbook
TL;DR Converting a VM to managed disks is usually operationally straightforward: deallocate, convert, start, validate. The…
Azure Unmanaged Disks Retirement: How to Tell If You’re at Risk Before End of March 2026
TL;DR If any Azure IaaS VM in your estate still uses unmanaged disks, it is on…
VCF 9.0 GA Mental Model Part 3: Day-0 to Day-2 Ownership Across Fleets, Instances, and Domains
TL;DR A) One fleet, one instance, stretched where justified In VCF 9.0, identity is not a…
VCF 9.0 GA Mental Model Part 2: Fleet Services vs Instance Management Planes (and Who Owns What)
TL;DR Practical implication: if fleet services are impaired, governance and workflows degrade, but the instance-level control…