False failures are one of the fastest ways to lose trust in functionality testing software. When tests fail for reasons unrelated to real defects, teams stop paying attention. Engineers rerun pipelines, mute alerts, or bypass tests entirely just to keep work moving. The cost is not only wasted time. False failures erode confidence in the entire testing process and delay the discovery of genuine...