Give the agent a bounded task
Start with a task such as identifying candidate layouts that meet documented constraints. Provide the inputs, objective, allowed actions, and expected output. Avoid broad instructions to optimize everything at once.
Separate recommendations from execution
Require an operator to review the proposed change and its assumptions before it affects a live process. Identify who can approve it, what systems it touches, and how to undo it. Confirm the available controls for your deployment with the team.
Review failures as well as successes
Use examples with missing data, conflicting rules, and infeasible layouts. Check whether the workflow explains uncertainty and escalates exceptions. Keep an audit of inputs, recommendations, approvals, and the final operational result.