Writing
Thoughts on QA transformation, AI in testing, and building quality culture in engineering teams. Originally shared on LinkedIn.
March 2026
February 2026
January 2026
December 2025
November 2025
The Self-Healing Test Myth
Why most "self-healing" automation is just expensive flakiness management, and what actually works for maintainable tests.
AI Token Costs in CI/CD
How to govern LLM costs when AI enters your testing pipeline. A framework for cost-aware AI integration.
QA is a Mindset, Not a Role
Building quality culture where developers own testing and QA engineers enable rather than gatekeep.
Why I'm Skeptical of Low-Code Testing Tools
The hidden costs of record-and-playback automation and when it actually makes sense.
The QA Role in Agile Projects
How testing fits into iterative development—from acceptance criteria to continuous feedback.