When AI-generated YAML breaks production — lessons from real failures
AI-generated infrastructure code looks correct. It passes linting. Then it breaks in ways you didn't think to test for. Three failures I learned from.
Prompt engineering for infrastructure — what works and what doesn't
Most prompt engineering advice assumes you're writing marketing copy. Infrastructure prompts have different failure modes, and the patterns that work are counterintuitive.
Building an AI review layer for Helm charts
Helm chart reviews are tedious and error-prone. I built an AI layer that catches misconfigs before they reach staging, and it found things I would have missed.
AI won't replace your pipeline — it will replace your patience
Senior DevOps engineers spend most of their time reviewing YAML, not writing it. AI is starting to change that, and the shift matters more than the hype suggests.