How the work actually happens
Not a list of technologies — a repeatable way of finding where AI is worth using at all.
I build complex software systems.
I understand the engineering problems behind them.
I identify repetitive, expensive, or difficult workflows.
I apply Generative AI and Agentic AI where it creates real value.
I design scalable solutions rather than isolated AI demos.
The result: better productivity, quality, and engineering impact.