The operational question
In this illustrative research scenario, a policy researcher uses AI to translate a policy into testable rules. The workflow draws on the source policy and interpretation notes. Its central risk is a formal rule silently changing the source’s meaning. The design question is how to approve a candidate rule for testing for the policy review group while preserving the trace from source language to operational condition. This is a proposed evaluation scenario, not a report of an Archetypal customer deployment or a demonstrated operational outcome.
Define the mission boundary
The first governance decision is where the system’s authority begins and ends. Write the intended task as a bounded activity with an identifiable owner. Specify the information the workflow may use, the audience it serves, and the decisions it may support. Then identify the actions that remain outside that permission. A description of what a model can do is not an authorization to do it. A good boundary makes change visible. If the audience, information class, tool access, or intended use changes, the workflow should be able to recognize that it is operating under a new set of conditions. The owner can then decide whether an existing approval still applies or whether another review is required.
Put the control in the workflow
Place this review immediately before the team can approve a candidate rule for testing. The policy researcher should see the proposed result beside the relevant parts of the source policy and interpretation notes. Identify which statement is supported by a source, which is an interpretation, and which remains unresolved. Carry the trace from source language to operational condition into the decision record rather than relying on a reviewer to remember it from another screen. If the evidence does not establish the condition required for release, route the case to its owner with a concrete question. The interface should make the missing fact discoverable and the next action clear.
A test that can change the design
A task instruction expands to a new audience after the initial approval. The expected result is a visible boundary check, not a silent extension of permission. Run the case using a fixed version of the scenario and the policy under review.
Authority Purpose.