detection-api

A six-month analysis of real adversarial inputs reveals that simple multi-turn setups, forward-momentum exploitation, and role redefinition attacks consistently bypass single-message classifiers. The post argues that stateful monitoring of conversational context is more effective than improving one-shot detection.