Software engineering roles face potential obsolescence within a year according to recent industry predictions. This shift forces Quality Engineering to pivot toward AI-native testing frameworks. Teams must now prioritize automated validation over manual scripts. Practitioners should integrate these tools immediately to avoid technical debt as traditional development workflows vanish.