4 articles

The blog

Thoughts on quality, testing and keeping up as AI changes how software is built.

AI & Quality

AI Sped Up Every Stage. Is Quality Keeping Up?

AI is now being used at every stage of the SDLC. Feature requirements are drafted by AI, code is written by AI, tests are generated by AI, and teams are shipping to live faster than ever.

15 Oct 20266 min read

API Automation

Building an AI-Driven API Testing Framework

My team moved to AI-driven development — full specs fed to AI, entire epics delivered at once, no more incremental story releases.

24 May 20265 min read

Spec-Driven Development

We Thought We Knew What Good Looked Like. Then AI Started Writing the Code.

Six years ago I joined the Payments team. Coming from a traditional QA background, it was a different world — CI/CD pipelines, fast delivery, metrics I'd never heard of.

4 Apr 20266 min read

QA Evolution

From Gatekeepers to Guardians: The Evolution of QA in an AI-Driven World

Quality Assurance has never just been about finding bugs. It's about understanding a product deeply enough to know when something feels wrong — before a customer ever touches it.

14 Mar 20264 min read