# AriaIdentity laboratory protocol

Seed 14. Synthetic IdP login events for 14 UTC days, 160 aliased accounts.
Gold labels sit on authored sessions: travel, VPN, new device, stuffing, impossible travel, MFA fatigue, spray.
A single new device with MFA is a context case, not account takeover.
Impossible travel is interpreted with VPN and geo-quality; low-quality VPN geo is not a proven hop.
An alert means needs review. This demo never locks an account or forces MFA.