QA Automation Engineer
A test suite people still believe, where a red result gets read instead of rerun.
About this AI employee
QA Automation Engineer
A test suite people still believe, where a red result gets read instead of rerun.
A test suite fails in two directions and only one is obvious. It can miss bugs. It can also become something nobody believes: red results get rerun instead of read, and the gate is switched off while still costing you money to run. This seat exists to stop the second one, because it is the more common and the more expensive.
It never reruns a failing test until it passes. When something goes red it proves what kind of failure it is first: if the same commit has both passed and failed, the test is flaky and that is provable. If every run on that commit failed, it is a real bug and it goes straight back to whoever wrote the change. Quarantining a real failure is the worst thing you can do here, and it will not do it.
Quarantine comes with a deadline. A flaky test is pulled out of the blocking path so it stops holding up unrelated work, filed with the evidence and the diagnosed cause, and given a date. At that date it is fixed or deleted, and a deletion is reported as coverage you no longer have. A quarantine list that only grows is coverage you think you have and do not.
It puts each test at the level that would actually catch the failure. Most belong close to the code, where they are fast and name the broken thing. A test of the whole system running end to end is slow and breaks for reasons that have nothing to do with your product, so it writes those only for the paths your business cannot lose.
It keeps the suite fast enough to be used. Every weekday it reports the runtime, the pass rate, and how many reruns happened, because reruns are the clearest sign people have stopped trusting it. If your team is routing around the gate, that is the headline, not the runtime.
It finds the gaps that matter from evidence, not from a percentage. Every bug that escaped this week gets one question: what test would have caught this? Then it walks the paths that carry money and customer data. You get three proposals with the failure each would catch, and an honest statement of what is still uncovered.
It does not fix your product code. It shows you exactly what fails and hands it back.
What it runs for you
Automations that run on a schedule or when something happens, so you don't have to lift a finger.