While most AI conversations center on data privacy and model hallucinations, the real threat lies in what we don’t model: shadow APIs, opaque decision layers, and system misuse vectors. This session breaks down how to threat model AI pipelines from the start, including open-source tools, role-based red teaming, and mapping misuse early.