CASE-2026-0317-B · 2026-03-17 Malicious DEEP AT SCALE CROSS-ENVIRONMENT

120 alerts. One overnight pass.
Five confirmed threats.

120+ NEW Defender alerts overnight across 50+ workstations and one EC2 instance. By morning, the agent had triaged the lot: five end-to-end confirmed threats across Initial Access → Execution → Persistence → Discovery → Defense Evasion, cross-environment spread from corporate to cloud, and ~45 single-category alerts closed with rationale.

What fired
120+ NEW Microsoft Defender alerts in 24h across 50+ workstations + 1 EC2 instance. All marked investigation_state: "UnsupportedAlertType". Defender could not auto-investigate.
What Workers surfaced
5 confirmed threats. raymond.c***, brenda.m***, laura.s***, aaron.d***, peter.s***, each with sign-in + multi-stage endpoint activity over 7 days. Plus EC2 instance i-0bff****7bbb on a different subnet.
What the verdict left open
Is this a real compromise or authorized red team? Pattern fits either. Recommendation: confirm with security ops before mobilizing IR. Cost-of-wrong-call estimated 40-80 person-hours either way.
20
FSQL queries
23m
Workers time
4
Mesh sources
120+
Alerts triaged
5 of ~50
Confirmed threats
$540-900
Analyst cost saved
→ Triage at scale.

One overnight pass reduced 120 alerts to 5 confirmed threats and ~45 single-category triages. The morning briefing was the report, not the queue.

→ Mesh-level correlation.

The cross-environment finding, corporate workstations + EC2, required the same threat-chain query to operate across endpoint and cloud telemetry simultaneously. Single-domain tools can’t tell this story.

→ Agents recommend. Humans decide.

The agent’s final move was to defer to the human on red-team-vs-real. The recommendation is conditional and explicit about what it cannot rule out on its own evidence.

Overnight Queue

Volume that defeats triage by hand.

A 24-hour pull on NEW HIGH/CRITICAL Defender alerts returned ~120 records. The shape was familiar: 10 Unfamiliar sign-in properties, dozens of suspicious cmd.exe executions, persistence mechanisms (AppCertDLLs, IFEO, WMI subscriptions, file association changes), system discovery, masqueraded services. A 7-day lookback expanded the population to ~50 workstations on the 172.16.16.x subnet plus a single EC2 instance on 10.100.6.x.

Every alert carried investigation_state: "UnsupportedAlertType". Defender’s auto-investigator does not handle these alert types, so they accumulate as NEW indefinitely. The analyst arriving at 08:00 UTC would see a wall of unprocessed alerts and an explicit message from the platform: we cannot auto-triage these for you.

Most autonomous SOC tools stop here. They summarize the alert volume and route to a human. The agent’s instructions were to take the next step: assemble per-user threat chains and separate the structural signal from the noise.

Cross-Alert Correlation

From 120 alerts to 5 confirmed threats.

The agent’s move was to correlate per host and per user across alert types. A user with one “Unfamiliar sign-in” alert and one “cmd.exe execution” alert is two records in the queue. The same user with sign-in PLUS execution PLUS persistence PLUS discovery PLUS evasion over the same seven days is a confirmed threat, and a verdict the analyst can act on.

Five users met the threshold:

UserHostAlerts (7d)Threat stages observed
raymond.c*** NY-1229 (172.16.16.98) 17 Initial AccessExecutionPersistenceDiscovery
laura.s*** BD-1375 (172.16.16.65) 8 Initial Access ×2PersistenceExecutionDefense Evasion
aaron.d*** SE-1640 (172.16.16.112) 7 Initial AccessPersistence ×2Execution
peter.s*** SE-3348 (172.16.16.122) 5 Initial AccessExecutionPersistence (WMI)Defense Evasion
brenda.m*** DC-873 (172.16.16.83) 12 Initial AccessExecutionDiscovery ×2Defense Evasion
ec2-user i-0bff****7bbb (10.100.6.12) 8 ExecutionPersistence ×4 (WMI, IFEO, File-Assoc)Defense Evasion

laura.s*** had two “Unfamiliar sign-in” alerts six days apart with persistence activity between them. The repeat pattern is what separates a transient sign-in anomaly from a sustained foothold.

The EC2 instance is the cross-environment tell. A different /24, no AAD-tracked identity, but the same multi-stage pattern as corporate hosts. ec2-user shows four distinct persistence mechanisms (WMI subscription, IFEO debugger, file association, masqueraded service) — consistent with an attacker who established corporate access first and pivoted to cloud, or with coordinated red-team activity spanning both environments.

MITRE Coverage Across the Threat Chain

Eleven techniques. Five tactics. One narrative.

The agent mapped every confirmed host activity to MITRE ATT&CK. The breadth across five distinct tactics is structural evidence no single vendor label can produce.

Initial AccessValid AccountsT107810 hosts
ExecutionWindows Command ShellT1059.00325+ hosts
ExecutionSystem ServicesT1569.00215 hosts
PersistenceAppCert DLLsT1546.00911 hosts
PersistenceAccessibility (IFEO)T1546.0089 hosts
PersistenceWMI Event SubscriptionT1546.00310 hosts
PersistenceChange Default File AssociationT1546.0018 hosts
DiscoverySystem InformationT10828 hosts
DiscoverySystem Network ConfigT101610 hosts
DiscoveryAccount / System EnumerationT108710 hosts
Defense EvasionMasqueradingT10366 hosts

Four distinct persistence mechanisms across 15+ hosts. Three discovery techniques across 10 hosts. A single attacker can use one of these. Multiple, in parallel, across different hosts, indicates either an automated playbook or a coordinated team, but in either case, this is not random noise.

Verdict

Critical Threat, conditional on confirmation.

The agent’s final disposition was RECOMMEND ESCALATION at Critical severity, but the report’s first action item is not “isolate the hosts.” It’s:

## IMMEDIATE (within 1 hour) 1. Confirm or rule out authorized testing. Contact security operations and ask if a red team exercise, attack simulation, or penetration test is running on 172.16.16.x and/or the AWS environment containing i-0bff****7bbb. 2. IF NOT AUTHORIZED — begin incident response: – Isolate the 5 Tier 1 hosts from the network – Isolate EC2 instance i-0bff****7bbb – Reset credentials for all 10 affected sign-in users – Review AWS IAM for ec2-user permissions…

The pattern is consistent with either a sustained adversary or an authorized red team. Without access to the change-management calendar or red-team scheduling, the agent cannot disambiguate. It does not pretend it can. Confidence is set to MEDIUM with the structural evidence, cross-host, cross-environment confirmed threats across 11 techniques, explicitly cited as the reason it was not set lower.

  • Severity: 3.65 composite (DEEP-tier route)
  • Confidence: MEDIUM. Cross-host/cross-environment structural correlation, not single-source vendor labels.
  • Incident criteria met: 5 of 6 (active compromise, multi-stage progression, persistence established, cross-environment spread, credential-compromise indicators)
  • Open question: lateral movement. Different subnets affected, but no L3/L4 flow data to confirm path.
01

Pattern beats label.

Every alert in this case carried “UnsupportedAlertType,” the platform’s signal that it couldn’t classify the alert itself. The verdict came not from any single label but from cross-host, cross-tactic threat-chain correlation. When labels are unreliable, the agent’s job is to surface the structure.

02

Workers stop at the policy boundary.

The agent could not distinguish a real compromise from an authorized red-team exercise without access to the change-management calendar. Rather than guess, it explicitly conditioned the disposition: “if not authorized, begin IR.” The human gets a load-bearing claim and the evidence; the human makes the call.

03

Cross-environment spread is the structural tell.

The same persistence patterns on corporate Windows hosts and an AWS EC2 instance is information no single-domain tool can produce. The mesh-level view is what made “is this real?” answerable on the basis of more than alert volume.

04

Volume is not severity. Structure is.

The 120-alert queue would have been alarming on its own. The 5-confirmed-threat finding is what the IR team needs. Workers’ triage that reduces 120 to 5, with the threat-chain detail and the evidence for each, is the value, not the alert count.

Queries, sources & gaps

Key queries: intake + correlation + verification

Q124h NEW HIGH/CRITICAL intake: overnight queueINTAKE
QUERY detection_finding.message, detection_finding.severity_id, detection_finding.status_id, detection_finding.time, detection_finding.observables WITH detection_finding.severity_id IN HIGH, CRITICAL AND detection_finding.status_id = NEW AFTER 24h
120+ alerts across 50+ hosts. All investigation_state: "UnsupportedAlertType".
Q15Per-user 7d cross-alert-type correlation (threat chain detector)CORE QUERY
QUERY detection_finding.actor.user.name, detection_finding.message, detection_finding.attacks, detection_finding.time, detection_finding.device.hostname WITH detection_finding.attacks.tactic.name IN (‘Initial Access’, ‘Execution’, ‘Persistence’, ‘Discovery’, ‘Defense Evasion’) AFTER 7d GROUP BY detection_finding.actor.user.name HAVING COUNT(DISTINCT tactic.name) >= 3
5 users with 3+ distinct ATT&CK tactics in the 7-day window. The single most efficient query in the investigation.
Q18Cross-subnet sweep: anything on 10.100.6.x with persistence?CLOUD HIT
QUERY detection_finding.device.hostname, detection_finding.message, detection_finding.attacks.technique.id, detection_finding.time WITH detection_finding.device.ip STARTS_WITH ‘10.100.6.’ AND detection_finding.attacks.tactic.name = ‘Persistence’ AFTER 7d
i-0bff****7bbb (EC2 instance) — 4 distinct persistence mechanisms. Same pattern as corporate hosts. Cross-environment confirmed.
Q20UnsupportedAlertType base-rate check (suppress false signal)VALIDATE
QUERY detection_finding.investigation_state, COUNT(*) WITH detection_finding.metadata.product.name = ‘msdefender’ AFTER 30d GROUP BY detection_finding.investigation_state
~88% of msdefender alerts are UnsupportedAlertType. The label itself is not evidence — the threat-chain pattern is.

Showing 4 of 20 queries. Full audit trail in queries.md.

Sources queried · with status

SourceStatusNotes
detection.alerts (msdefender)HIT120+ NEW alerts; UnsupportedAlertType across the board
edr.crowdstrike (process_activity)GAPNo cmd.exe command-line detail. Cannot see what was executed.
identity.azuread (auth events)GAP“Unfamiliar sign-in” criteria opaque without raw auth telemetry
cloud.cloudtrailPARTIALEC2 instance metadata available; IAM activity for ec2-user not yet queried
changemgmt.tickets (red-team calendar)GAPNot ingested. Cannot rule out authorized testing without this source.

Gaps explicitly catalogued

  • No authentication telemetry. What made sign-ins “unfamiliar” cannot be verified (geo, device, MFA status).
  • No process_activity / command-line detail. Cannot see what cmd.exe was actually doing on each threat-chain host.
  • OCSF device fields empty. Host identification required raw_data parsing for every alert type.
  • No %username observable matches. Cross-event-type user correlation required manual cross-reference.
  • Change-management calendar not ingested. Agent cannot distinguish compromise from authorized red team without this source.