An inspection frame reveals a broken connection between two engineering modules

Public Explanation as a Test of an Engineering Solution

How a public draft helps reconstruct a causal chain, expose hidden dependencies, and define the guarantees of an engineering solution.

August 6, 2026
A unified line transfers an artifact from the documentation repository through GitOps into Kubernetes

How CI/CD and Flux Split Responsibilities in My DocOps Project

How an article moves through two repositories, where CI ends, and which part of delivery belongs to Flux.

July 30, 2026
Validation separates a temporary change branch from the branch watched by Flux

Why CI in a GitOps Repository Is Not a Deployment Gate

Why CI could not block Flux after a direct push and how a Merge Request with auto-merge moved validation before the watched branch.

July 30, 2026
Scattered ticket artifacts are transformed into compact reusable engineering knowledge

How to Preserve Engineering Knowledge from Tickets and Chats

How to turn ticket histories and chat discussions into documentation, checks, and automation that engineers can reuse.

July 25, 2026
A new execution session crosses a separate authorization boundary into an existing container

Why kubectl exec Requires create in RBAC

An authorization error from kubectl exec often looks illogical: cannot create resource "pods/exec" The Pod already exists. The command does not create another Pod or modify its specification. get or update might therefore seem like the expected permission, but Kubernetes checks for create. The reason is that RBAC describes Kubernetes API operations, not the literal meaning of kubectl commands. exec is a separate subresource kubectl exec does not operate directly on the pods resource. It calls the pods/exec subresource: ...

July 21, 2026
One apparently healthy node drifts from the shared configuration baseline

A Ready Node Can Still Drift from Its Baseline

A green Ready status and a correct node configuration are not the same guarantee. I ran into that distinction while standardizing kubelet settings across several node classes in a Kubernetes cluster I operated. Each class had a configuration baseline stored in Git. It defined resource reservations, eviction thresholds, and image garbage collection settings. Kubernetes reported the nodes as Ready, yet a separate check found that the local /var/lib/kubelet/config.yaml on some of them no longer matched the expected file. ...

July 16, 2026
Several unstable components converge on one exhausted system resource

How an inotify watchers limit caused kubelet instability

Troubleshooting an unstable Kubernetes node caused by an exhausted inotify watchers limit.

June 18, 2026
Several consumers collectively fill a constrained system resource

Who consumes inotify watchers in Kubernetes

An overview of the processes that consume inotify watchers and why this Linux limit should be part of infrastructure capacity planning.

June 18, 2026