Engineering publication

The Automation Brief

Practical quality-engineering guides for people building reliable tests, delivery systems, developer tools, and AI-assisted workflows.

Tools & Reviews articles

1 published

SRShashank Rawlani1 Sept 2026

Tools & Reviews

Create a Failure Triage Toolkit Before the Next Flake

"Flaky" is the label teams reach for when the run produced no evidence to say anything more precise. This is the Playwright artifact configuration, diagnostic fixture, reporter and CI wiring that make the next failure classifiable into product bug, test bug, environment, data, or genuine non-determinism.

14 min read

Abstract diagram of an unsorted stream of test failures passing through a classifier and separating into four labelled buckets, where the smallest bucket represents genuine flakiness.

Newsletter

Subscribe to the Briefing

Get our highly technical testing roadmap and modern QA frameworks tips directly to your inbox.

No spam. Just premium quality engineering insights. Unsubscribe anytime.