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Maturity level 2
35 minutes · Practitioner

Hallucinated Indicator

A confident summary cites an IP that appears in no source. Build the evidence gate that catches it.

Practitioner · Comfortable with the basics; you read the trace and reason it out.

Outcome · Stop unsupported threat-intelligence claims from driving containment action.

Launch the windows desktopOpen the workbench onlyHow this is graded
George · 5 lines
Roles
• SOC analyst
• Threat intel analyst
Standards mapping
NICE T0166
ATLAS AML.T0048
OWASP LLM09
Publish gate
Manifest valid · release 1.0.0

AI connection

This activity runs entirely on the deterministic runtime. Optional live-model runtimes only affect dialog, coaching and wording — never checks or scoring.

Deterministic simulationmode 0

Nothing leaves the browser session.

Chrome built-in AImode 1

Prompts never leave the learner's machine.

Bring your own keymode 2

Lab prompts reach the learner's chosen provider only.

Organization-owned AImode 3

Customer tenancy; Cybrary sees metadata only.

Cybrary-managed AImode 4

Cybrary AI gateway; retention off by default.

Hybrid routingmode 5

Per-job — the router never sends restricted jobs off-tenant.

Lab manifest

The machine-readable release contract. Authors edit this; the console refuses to publish without checks, both regression suites and a reference solve.

schemaVersion: cybrary.ai-lab/v1
id: hallucinated-indicator
release: 1.0.0
mode: ai-lab
maturity: 2
roles:
  - soc-analyst
  - threat-intel-analyst
outcomes:
  niceTasks:
    - T0166
  atlasTechniques:
    - AML.T0048
  owaspRisks:
    - LLM09
aiAssets:
  models:
    - support-agent-model@2026.06
  prompts:
    - hallucinated-indicator-system-prompt@1
  agents:
    - support-agent-orchestrator@3
  tools:
    - crm.lookup
    - ticket.update
    - email.send
    - refund.issue
  corpora:
    - support-kb@v4
enterpriseTopology: support-enterprise-v3
scenario:
  seed: hallucinated-indicator-seed-1
  injects:
    - hallucinated-indicator-inject-1
telemetry:
  requiredSignals:
    - ai.trace
    - rag.retrieval
    - tool.call
    - identity.auth
    - dlp.egress
    - siem.alert
evaluation:
  deterministicChecks:
    - hallucinated-indicator-checks
  repeatedTrials: 20
  maliciousSuite: hallucinated-indicator-attack-v1
  benignSuite: support-utility-v4
safety:
  networkEgress: deny
  maxTokens: 250000
  maxCostUsd: 20