About
Notes on quality assurance, test automation, modern software delivery, and what AI is actually changing about how we build and test it.
Most of what lands here comes out of hands-on work: things that broke, tools that didn't hold up, automation that paid for itself, and the occasional take on where testing is headed as AI tooling gets better.
Get in touch: joel@okjoel.com