The AI-Augmented SOC: Detection & Triage with LLMs

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The AI-Augmented SOC: Detection & Triage with LLMs

The AI-Augmented SOC: Detection & Triage with LLMs

A guided, multi-course journey that builds this skill from the ground up. Work through the chapters in order, or jump to any lesson.

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1Frame Triage Accountability and Evidence 2Map Workflow Stages to Phases 3Verify Raw Telemetry Before Disposition 4Draft the Triage Audit Log Schema 5Record a Manual Baseline Triage

6Map the AI Triage Dataflow 7Draft the Triage Risk-Control Matrix 8Trace Indirect Prompt Injection Paths 9Define Leakage in SOC Artifacts 10Connect Tool Use to Exfiltration Risk 11Set Acceptance Thresholds for AI Output

12Scope RAG Corpora and Access 13Normalize Logs and Intel for Citations 14Log Retrieval Provenance in Audit Trails 15Treat Retrieved Text as Untrusted 16Build the Prompt Test Suite Baseline 17Redact Sensitive Data Before Retrieval

18Set the SOC-Copilot Output Contract 19Build Citation-First Alert Summaries 20Generate Draft Queries With Guardrails 21Verify Query Drafts Against Telemetry 22Test Hallucinations and Citation Fidelity

23Model ReAct Investigations for Auditability 24Enforce Tool Bounds and Parameter Limits 25Tag Injection Tests to ATLAS 26Log Every Tool Proposal and Pivot 27Design Least-Privilege Investigation Connectors 28Apply Trust Thresholds for Dispositions

29Frame AutoContain-Agent Safety Boundaries 30Specify Containment Action Proposals 31Enforce Human Approval Gates 32Extend Audit Logging for Containment 33Design Rollback and Safety Stops 34Update RCM for Containment Controls

35Frame NIST Phases for AI SOC 36Map SOC-Copilot to Detection Evidence 37Map Containment With HITL Evidence 38Document AI Artifacts for Post-Incident 39Integrate RCM Governance Into Playbooks

40Define Monitoring Telemetry Contracts 41Baseline Hallucination and Citation Metrics 42Run Shift Calibration Reviews 43Monitor Containment Gate Effectiveness 44Set Escalation Triggers and Kill Switches

45Assemble the Executive Evidence Package 46Defend Autonomy Boundaries and HITL 47Communicate Residual Risks and Controls 48Set Governance Cadence and Approval Criteria

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