All studies

AI interface

Agent approval

The card an agent raises before it acts: the chosen option grows into the outcome and the alternatives collapse away.

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Where it earns its place

Human-in-the-loop gates in AI products: publishing, sending, deleting or spending, anywhere a person must own the decision.

What we changed

  • Set on a real gate: the agent asks before publishing the Northstar Cloud launch page, with the preview facts it checked.
  • The chosen button itself becomes the outcome (shared layout), instead of being swapped for a separate resolved row.
  • Gave each option its own end state (shipped, on hold, discarded) and made the destructive choice merlot rather than a generic red.
  • The demo picks an option on a loop but pauses as soon as a pointer or keyboard focus is in the card, so visitors can decide themselves.