About

I started in QA Engineering — discovering that understanding how systems fail is the most powerful tool a software engineer can have. I spent years building test frameworks, managing product quality, and leading Scrum teams to ship reliable software.

Then AI changed the rules. Instead of resisting the shift, I saw an opportunity: my quality background makes me uniquely positioned to build the next generation of tools.

Why this site

QA engineers who want to understand how AI is reshaping their role
Scrum Masters and Product Managers leading teams adopting new tooling
Anyone who wants to understand technology — not just use it