About

I work across Django, DevOps, automation, and practical AI workflows.

This blog is a working notebook for real implementation details: deployment paths, monitoring setups, debugging trails, and small architecture decisions.

I prefer notes that stay useful after the project ends: short context, concrete commands, failure modes, and the fix that actually worked.