New frameworks apply AI to behavioral threat assessment for early identification and proactive threat hunting. These systems analyze patterns to predict potential violence or security breaches. While the technical approach is sound, the application remains incremental. Practitioners must now balance these predictive capabilities against strict privacy mandates and the risk of algorithmic bias.