Uncertainty and authority bounds

Two jobs here: force the component to show how sure it is instead of answering everything in the same flat voice, then size its permissions to what it has actually proven and to what you could undo if it were wrong.

Two jobs here: force the component to show how sure it is instead of answering everything in the same flat voice, then size its permissions to what it has actually proven and to what you could undo if it were wrong.

Example

Your calendar bot has read school PDFs correctly for 40 straight events, but has never been tested on last-minute cancellations. So it may add and flag entries, and text you. It may not email the babysitter until 30 clean days pass, because that message cannot be unsent.