Category Archives: AI

Using AI to Automate Helm Chart values.yaml Merges

Managing Helm charts at scale can become tricky. Each new application or chart release often comes with an updated values.yaml file containing new configuration properties. Rather than copying files or manually re-applying overrides, we use LLMs to merge new defaults and generate reviewer-friendly PRs. Workflow with GitHub Actions Here’s the GitHub Actions workflow that runs […]

AI Longhorn Destruction + Solution

Longhorn PVC Mounting Issue and Backup Setup Recently I ran into a persistent error with Longhorn while trying to attach a PVC. The error kept repeating and initially, I thought I needed the v2 engine—but it turns out the real culprit was multipath being created. The Longhorn KB article on troubleshooting multipath explained exactly how […]