This session examines how threat hunting and detection are evolving beyond traditional signature-based and reactive approaches. It explores advanced techniques such as behavior-driven detection, proactive threat hunting, and AI-assisted analytics, while critically assessing their limitations in complex, high-noise environments. Attendees will gain insight into how security teams are adapting detection strategies to identify sophisticated and evasive threats earlier and improve response effectiveness.