How I work
How I work
A repeatable path from a messy operation to a running cloud system.
I use AI as a transparent production tool. I do not claim to type every line by hand.
01
Understand the problem
Sit with the real operation until the pain is specific.
02
Write clear requirements
Turn talk into a short, testable list.
03
Design data and architecture
Decide tables, roles, and cloud boundaries before coding at scale.
04
Use AI to speed delivery
Accelerate boilerplate, refactors, and checks — then verify the result.
05
Review security and tests
Auth, RLS, secrets, and the paths that must not leak.
06
Ship and prove it
Publish on a durable host and confirm it still works when the laptop is off.