Begin with the business question
How to keep AI-assisted content useful by checking what is claimed, what source supports it, what needs human judgment, and what should not be published.
The useful starting point is the editorial boundary between a plausible draft and a publishable explanation. 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 claim classification, source checks, review ownership, and explicit labels for illustrative material. 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 review one published page for its strongest assertion and record what actually supports it. 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.