| # 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. | |