Published on22 August 2025Where AI Actually Helps in the SOC — and Where It Does NotAIMachine-LearningSecurity-OperationsDetection-EngineeringSOCLessons from building ML-assisted detection in production: the places machine learning genuinely moves the needle, and the places it quietly makes things worse.