May 20
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Episode 28 of the ISACA AAIA Exam Prep Series covers AI agency — the controls that keep AI accountable as it acts more autonomously. In this episode you'll learn: • Logging & Monitoring — telemetry and audit trails for AI • Observability — getting real insight into AI system behavior • Human in the Loop (HITL) — designing oversight checkpoints • Hallucination — recognizing and managing false AI outputs As AI gets more agentic, these controls get more critical. Part of the 55-episode ISACA AAIA Exam Prep Series. 0:00 AI Agency & Supervision Overview for ISACA AAIA Exam Prep 0:18 Why AI Agency Matters: Tracing Decisions and Evaluating Safety 0:42 What is AI Agency? Thermostat vs Smart Climate Analogy 1:17 Four AI Agency Headaches: Accountability, Self-Regulation, Values, Explainability 2:00 AI Logging and Chain of Thoughts: Audit Trail for Deep Learning 2:39 Nano Decisions: Practical Logging of Inputs, Parameters, Outputs 3:17 AI Observability: Logging the Past vs Monitoring the Present 3:32 Four Observability Categories: Pipelines, Infrastructure, Performance, Interpretability 4:45 Interpretability Strategies: Counterfactual, Feature Visualization, Influential Instance 5:40 Human in the Loop: The Ultimate Safety Net for High-Stakes AI 6:16 AI Hallucinations: When Generative AI Confidently Makes Things Up 6:48 Three Hallucination Culprits: Flawed Data, No Grounding, Ambiguity 7:34 Hallucination Controls: Guardrails and Templates 7:54 Testing AI Solutions: Black Box Challenges and Conventional Practices 8:31 AI Agency & Supervision Recap: Key Takeaways for AAIA Exam 8:55 Practice MCQs on RooCloud for ISACA AI Audit Certification #ISACA #AAIA #AIAgency #HumanInTheLoop #AIAudit