Begin with the business question
How to find the missing context, review moments, policy exceptions, and handoffs that determine whether an automation can be used responsibly.
The useful starting point is the exception path that is often invisible in a seemingly repeated task. Treat that question as a decision to support, not as a reason to add another isolated page, tool, or workflow.
Make the mechanism visible
AFRIPA’s source-governed approach is to show a route map with trigger, inputs, transformation, exception, review, and handoff. This gives a reader something practical to inspect and gives a team a clearer way to review what changes next.
A mechanism is not a performance promise. It describes how information, a task, a review step, and a handoff can be connected so the work remains legible to the people responsible for it.
Choose the next useful move
A practical next move is to walk through the last five instances of one repeated task and mark where people had to interpret or intervene. Keep the observation, the source, and the owner visible before adding scale or complexity.
The guide is educational. It can help frame a responsible starting point, but it does not replace the contextual judgment needed for a specific business, technical, legal, or operational decision.