How I work
I combine product thinking, systems design, automation, and AI implementation to turn ambiguous operational problems into usable software. That usually means starting with a workflow, not a model.
The build process is intentionally practical: map the job to be done, test with real examples, create a usable interface, then add the controls needed for adoption.