AI defenses are only as good as the analysts training them. This session exposes how attackers manipulate SOC analyst behavior to silently degrade AI baselines over time, no exploit required. We cover the mechanics of false positive injection, alert fatigue as a weapon, and misdirection. Then attendees step into the analyst's seat in a live browser-based simulation and experience how their own decisions poison the model.