1. Anatomy of a Closed-Loop Automation System
5 lessonsMap the six stages of a production automation loop and understand where risk concentrates.
2. Risk-Based Approval and Human-in-the-Loop Design
5 lessonsBuild approval workflows that balance automation speed with operational safety.
3. Execution, Rollback, and Audit Mechanisms
5 lessonsImplement action stages that create accountability and enable safe recovery.
4. Policy Constraints and Guardrails
4 lessonsDefine boundaries that prevent automation from exceeding safe operating limits.
5. Observability and Feedback Loops
5 lessonsInstrument automation systems to detect drift, measure impact, and improve over time.
6. Applying Automation to Network Operations Use Cases
5 lessonsDesign automation loops for incident response, capacity management, and configuration compliance.
7. When and How to Add AI Agents to the Loop
5 lessonsEvaluate where AI improves diagnosis and planning without introducing uncontrolled risk.
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