AI adoption outran the threat model
AI arrived in most organizations as diffusion, not deployment — nobody signed off, everybody pasted. A working review of what that adoption actually looks like, the risk classes it carries, and what the next few years plausibly hold. Opinion and observation, not a sourced incident piece.