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AI UX patterns / Control & recovery

AX-01 · Control & recovery

When an AI agent moves money, give people a way back

A support agent just refunded a customer on its own.

Money actions need a way back.

Weak version: Agent takes a money action
WeakThe amount doesn't match the order, nothing explains it, and the only action is to close the ticket.
Strong version: Agent takes a money action
StrongShows the math, gives a 24-hour undo and a path to a person.

How to apply it

  1. Show the calculation behind any amount the agent settles, next to the order it came from.
  2. Give a time-boxed undo for money actions, and say how long it lasts.
  3. Offer a clear path to a person before the customer has to ask.

Where it breaks

When the agent's limit goes up and nobody added undo first.

Related patterns

Train the eye

Knowing the pattern isn't the same as spotting it.

Irreplaceable trains the judgment behind these patterns with short, realistic decisions. Start with a free baseline: 12 decisions, about 12 minutes, and a score for six skills.

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