The UX of Cybersecurity AI: Designing for Behavior at Machine Speed by Padraig Mannion

This piece discusses how security UX should make AI-driven, probabilistic detections understandable by emphasizing behavior-centric views—showing sequences of actions, identities involved, and why activity matters now—to support human judgment at machine speed. It contends that while AI accelerates attacks, underlying behaviors remain familiar (probing, identity abuse, lateral movement, persistence), so UX must serve as the translation layer that provides context, patterns, and clarity rather than raw alerts.