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.
Doxing rarely starts with a hacker. It starts with EXIF data, a reused username, an unredacted WHOIS record, or a family account — the everyday habits that build a correlatable profile of you, and how to audit and close them.
The real risks of dark web research — what you may find, the legal exposure that doesn't hinge on intent, jurisdictional variation, and a harm-reduction posture. Not legal advice.