A localized AI assistant that learns an individual’s device usage patterns and network environment to create a highly personalized security profile. This AI actively monitors for anomalous behavior that does not confirm with the developed profile, provides customized security recommendations, and allows users granular control over their data sharing preferences. The learning occurs on the edge, never sending data to centralized, opaque servers.