Applying AI and Automation in Everyday Development

Use automation where it improves consistency

I use AI to speed up iteration and documentation, but architecture decisions are still validated against real product constraints.

Automation helps in repetitive QA checks, data processing tasks, and deployment verification workflows. The goal is consistent quality and predictable delivery, not just fast code generation.