A developer argues that machine learning courses for government agencies must focus on operational metrics like precision at a fixed alert budget rather than accuracy, citing that a 99.9% accurate mod…
Researchers at an undisclosed institution developed an AI-driven intrusion prevention system that uses a honeypot feedback loop to reduce false positives from 1.13% to 0.0068%. The architecture, detai…
Corelight expanded its Open NDR platform with native network performance monitoring and passive asset classification to detect AI-driven threats and unknown assets. The update addresses the inadequacy…
A developer outlines how to build a low-cost home Security Operations Center (SOC) using open-source tools and edge-first principles, leveraging efficient ARM processors and surplus enterprise gear. T…
A developer rebuilt their entire homelab infrastructure while it remained in production, migrating from a failing Dell T3600 host inside a 40-foot fifth wheel. The migration uncovered undocumented dep…