Start with a bounded operational question.

Store credentials on the server means identifying which signals are relevant and documenting where they originate. Preserve timestamps, source identifiers and ownership so an operator can follow the evidence back to its origin.

Keep decisions reviewable.

Use scoped access. Describe what the system knows, what remains uncertain and where an operator needs to approve a change. A workflow should expose its assumptions rather than hide them.

Validate before expanding.

Audit integration activity. Test the model against a known scenario, include a failure path, and verify that the resulting operational state matches the underlying environment.