Trust Loop: explain, preview, apply, undo

Trust Loop is not a slogan. It is the operational contract that prevents hidden mutations and keeps human intent in control as autonomy increases.

Explain defines scope. Preview shows the likely result. Apply commits governed change. Undo returns to the last known-good state.

This pattern reduces review friction across creative, legal, and brand stakeholders without giving up speed.