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. | |