Aria AI — Cybersecurity
Collection
Evidence-linked cybersecurity review demos. Analyst workstations, not automatic enforcement. • 27 items • Updated
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AriaIdentity laboratory IdP login events
Synthetic fourteen-day IdP fixture pack for the AriaIdentity login-review demo.
Hosts are lab aliases (saas-mail, saas-crm). Users are usr_00xx. IPs are net_* aliases, never production addresses. No passwords or tokens are included.
Files
- data/logins.csv
- data/logins_preview.csv
- data/gold_events.json
- data/auth_sample.log
- data/schema.json
- data/splits.json
- data/protocol.md
- data/evaluation.json
- data/sample_preview.json
- demo/ — runnable Gradio Space source
- showcase/ — organization static card
Split
Development is 2026-04-01 through 2026-04-09. Test is 2026-04-10 through 2026-04-14. Users usr_0151–usr_0160 appear only in the test window. Rows that belong to one authored event stay in one split. Device novelty and hours-since-success use only earlier successful logins.
Gold policy
needs_review_* sessions are authored ranges for credential stuffing, impossible travel (usable geo, no VPN), MFA fatigue, and password-spray-like failures. benign_travel, benign_vpn, and benign_new_device are healthy context. A single new device with MFA is not an account-takeover label.
License
CC-BY-4.0. Keep the synthetic-data label.
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