A test failure that takes 20 minutes to surface, buries the error in 3000 lines of log output, and gives no context about what changed is nearly useless. Good test reporting transforms raw pass/fail data into actionable signals. Failing fast — stopping the pipeline the moment you have enough information to make a decision — keeps feedback loops...