Design a confirmation flow for an AI assistant that can modify records.

Instruction: Explain how you would design confirmation before state-changing actions.

Context: Assesses whether the candidate can design a practical architecture and explain the main tradeoffs. Explain how you would design confirmation before state-changing actions.

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I would make confirmation part of the action pipeline, not a generic pop-up. The reviewer should see what will change,...

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