Begin with the business question
How to make an AI-supported workflow legible by deciding what a person owns, what a system prepares, and where a review must occur.
The useful starting point is the handoff between human judgement and AI-supported preparation. 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 visible role definitions, task boundaries, escalation cues, and learning records. 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 draw the first human-to-system-to-human handoff for a workflow your team already understands. 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.