Building NeuroScale: Why I Document Production Failures Instead of "Happy Paths"

Question

Hello CoderLegion! I’m Sodiq, a Platform Engineer focused on Kubernetes, AI Infrastructure, and DevSecOps.

I recently spent 6 weeks architecting NeuroScale - a production-hardened, self-service AI inference platform using KServe, Backstage, ArgoCD, and Kyverno.

While building it, I realized that 90% of the tutorials online only show the "Happy Path." They assume your Helm charts deploy perfectly and your network routing works on the first try. But in the real world, infrastructure is messy.

So, I decided to document the exact, gritty production failures I hit along the way - complete with terminal outputs, root causes, and the Kustomize patches required to fix them.

I have just imported my two most popular "Reality Check" post-mortems to CoderLegion. If you are deploying AI models or Internal Developer Portals, these will save you hours of debugging:

1. https://coderlegion.com/15068/deploying-backstage-on-kubernetes-with-the-helm-chart-the-infrastructure-first-guide
2. https://coderlegion.com/15069/beyond-inferenceservice-readiness-gitops-failure-modes-that-break-kserve-deployments

I’m excited to join this community. Let me know in the comments: What is the hardest undocumented infrastructure bug you’ve faced recently?