Put governing logic in a form domain experts can change directly, and raise automation only as confidence and trust accumulate.

Convert policy from buried deterministic logic into an editable document-like control surface, then ship suggestions before auto-approvals. Make automation adjustable by the people accountable for outcomes and to scale autonomy in stages rather than all at once. #