This module helps students understand that automation should not be confused with trustworthiness. Even a daily website content release still needs evidence, reproducibility, and rollback readiness before it reaches users.

Included teaching examples

- name: Publish queued content
  run: npm run content:daily

- name: Validate release candidate
  run: npm run validate:content && npm run build

- name: Deploy after successful CI
  if: github.event.workflow_run.conclusion == 'success'

These examples support discussion about when an automated system should be blocked from release even if the scheduler itself is working correctly.

Diagram support

The paired SVG diagram visualises evaluation gates, approval logic, deployment, and post-release monitoring through the lens of a practical website automation pipeline.

Suggested learning flow

1. Compare code-only automation with evidence-based release control.
2. Define what counts as a trustworthy release gate.
3. Discuss rollback conditions for weak or unsafe output.
4. Turn post-release observation into a responsible AI discussion.