Start with a bounded operational question.
Gather evidence before acting 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.
Define the approval boundary. 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.
Verify the outcome. Test the model against a known scenario, include a failure path, and verify that the resulting operational state matches the underlying environment.