标签：qa

Jev-guided monkey tester: $0.35 and 5 minutes to find missing features, validation gaps and dead controls before QA

Adversarial browser testing: personas explore your web app while Jev judges every page state

Classify every failing CI test as regression, flaky, environment, test-data or unknown. Rules first, Jev (TypeSafe) for the ambiguous ones. Never reruns, never masks.