Can AI Discover Better Network Architectures? Designing a Controlled Experiment
TL;DR from itertools import combinations LEAVES = (“l1”, “l2”, “l3”, “l4”) SPINE_ZONES = {“s1”: “A”, “s2”:…
Beyond Human Benchmarks: Why AI’s Greatest Value May Be Discovery, Not Imitation
TL;DR Suppose a generated routing strategy reduces measured congestion but introduces difficult configuration dependencies, unclear troubleshooting…
How I Fixed A Failed VCF Managed Services Platform Deployment
October 15, 2026 How I Fixed A Failed VCF Managed Services Platform Deployment TL;DR Desired vs…
Podman vs Docker Engine: Why Teams Choose Rootless Containers
Anyone in the docker group can effectively become root because the Docker daemon runs as root…
VMware vSphere Foundation 9.1 vs. VMware Cloud Foundation 9.1: Which Operating Model Fits?
TL;DR Can the current operating model provision network and security policy at the same speed as…
VCF Workload Domains: Choosing Lifecycle and Isolation Boundaries
Flat connectivity, shared administrative credentials, undocumented dependencies, and unrestricted service access erase the benefit of domain…
Top 5 Podman Alternatives to Run Containers on Low-Resource Edge Linux Servers
Edge servers with 1 GB of RAM and a unreliable, slow uplink need more than a…
VCF Multicloud Operations: Workload Contracts and Lifecycle Decisions
Decide which health, capacity, security, and performance signals trigger action. Instrument the platform before promising self-service…
VCF on Dell: Platform Layers and Operational Boundaries
The aircraft mental model is strongest when it exposes integration. It becomes misleading when it hides…
VCF Day-2 Operations: Standardized Changes and Service Validation
Amber-lane actions are repeatable but need human approval because they affect availability, capacity, identity, security, or…
VCF on Dell Infrastructure: Platform Roles and Change Readiness
A platform team should not select it merely because the environment includes AI. The decision should…
VCF 9.1 Operations: Ownership, Observability, and Lifecycle Control
Better approach: Use higher-frequency collection for defined failure modes and critical services where the additional evidence…
Bounded AI Control Loops for Hybrid Cloud Operations
The reasoning output should be structured. At minimum, it should include the proposed action, evidence used,…
VCF on Dell Infrastructure: Matching Service Classes to Platform Capabilities
The constructor model can be implemented incrementally. The platform team does not need to automate the…
The Compute Arms Race: Stargate, Colossus, TPUs and the Gigawatt Battlefield
Include porting work, unsupported operations, numerical validation, profiling, release engineering, and the replacement path in the…