Datasets:
AriaDNS laboratory protocol
Seed 12. Synthetic office and server DNS for 7 UTC days.
Public suffix snapshot lab-psl-2026-09-20 is embedded; there is no live lookup.
Gold labels sit on authored host-time windows, not on a single long name.
CDN/telemetry, a new SaaS name, and a server update are first-class healthy cases.
A long or high-entropy label is tagged similar-to-suspicious-shape, not a malware family.
An alert means needs review. This demo never builds or runs a tunnel and never blocks a host.