AI-Assisted DecisionsWhere AI tooling can meaningfully help surface anomalous signals in large telemetry volumes.
Regulatory IntelligenceHow AI can help track regulatory and framework changes across multiple jurisdictions.
Human OversightKeeping board-level accountability with accredited human leaders, not the tooling itself.
Operating ModelsHow security operating models need to evolve as AI takes on more day-to-day monitoring work.
AI-Era SkillsModel safety, prompt-injection risk and AI compliance audits — the topics rising up the curriculum.
Model Alignment AuditUnderstanding how AI model behavior is checked against sovereign data requirements.
Telemetry ValidationKnowing what continuous telemetry validation actually requires, and where its limits are.
Algorithmic OversightHow threshold and escalation rules get set for automated threat response — and who signs off on them.
Sovereign Hosting RulesUnderstanding data classification levels and where sovereign hosting rules apply.
Risk CommunicationWriting incident reports when an automated action raises legal or compliance questions.