Initial SOC memory POC implementation

evaluation/datasets/mock_cases/o365_suspicious_login/CASE-2026-1004.json

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+{
+  "case_id": "CASE-2026-1004",
+  "title": "Multiple failed logins from residential proxy but no successful access",
+  "scenario": "o365_suspicious_login",
+  "alert_type": "azuread_password_spray_attempt",
+  "severity": "medium",
+  "status": "pending",
+  "time_window": {"start": "2026-04-08T02:00:00+08:00", "end": "2026-04-08T03:10:00+08:00"},
+  "summary": "Repeated failed Microsoft 365 sign-in attempts targeted one user from a residential proxy network, with no successful authentication observed.",
+  "alert_source": "Microsoft Entra ID",
+  "entities": {"users": ["frank@corp.example"], "hosts": [], "mailboxes": ["frank@corp.example"]},
+  "observables": {"ips": ["203.0.113.201"], "domains": [], "urls": [], "hashes": []},
+  "evidence": ["High-volume failed attempts over a short period.", "Source IP attributed to a residential proxy provider.", "No matching successful sign-in or MFA event found."],
+  "investigation_steps": ["Check password spray pattern across tenant.", "Confirm user recent password reset history.", "Review conditional access outcomes."],
+  "conclusion": {"verdict": "uncertain", "reason": "Suspicious authentication pattern but no confirmed access or downstream activity.", "recommended_actions": ["Monitor account closely.", "Consider temporary sign-in risk remediation."]},
+  "related_refs": {"playbooks": ["PB-O365-LOGIN-001"], "kb": ["KB-O365-IMPOSSIBLE-TRAVEL"], "cases": []},
+  "lessons_learned": ["Pending cases should still capture reusable spray indicators without overcommitting verdict."],
+  "tags": ["o365", "login", "password-spray", "pending"]
+}