$ cd ~/blog && cat README.md
Notes on automation, AI tooling, QA strategy, and the occasional rant.
May 27, 2026
Most QA tooling was built around a simple assumption: the system under test is deterministic. Agent workflows break that assumption entirely. Here is what fails first, and the three patterns that actually survive in production pipelines.
read more