Module 5: Human approval and escalation

Theme

Human approval and escalation

Essential Question

When must people remain in the loop?

Module Components

• Book prose: conceptual framing, domain scenario, methods, and failure modes

• Assignment: evidence-backed production of a specific artifact

• Slides: presentation sequence for seminar or lecture delivery

• Narration: spoken version of the slide flow

• Rubric: criteria for evaluating the module artifact

• Notebook: executable lab aligned with the module theme using synthetic incident records with severity, confidence, blast radius, containment option, and approval outcome

Module Artifact

automated response playbook with approval gates, rollback plan, and post-incident learning loop focused on human approval and escalation: Design escalation criteria and audit records.

Professional Setting

Students work as if advising an incident response team deciding which containment actions can be automated safely. Their work must be intelligible to incident commander, security engineer, legal/compliance reviewer, and affected service owner.

Use This Module in Order

1. Read the learning chapter.

2. Review the slide deck with the matching narration.

3. In Populi, open the private student-repository link for this course and enter modules/module-5.

4. Clone the repository once or open its Codespace/Colab copy; run lab.ipynb and complete exercise.ipynb there.

5. Self-check with the rubric, commit and push the work, then submit exactly what Populi requests.