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Discussion: when should an AI agent ask for human approval instead of acting?

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Human approval is useful when an action is difficult to reverse, affects money, grants access, changes customer data, makes an external commitment, or relies on uncertain information.

A simple design is to score each action by impact and confidence. Low impact plus high confidence may proceed automatically. Everything else creates a clear approval request containing the proposed action, source evidence, and reason.

What is one action you would never allow an AI agent to perform without review?
Building small AI tools and automations in Bengaluru. Notes on what ships, what fails, and what I'm learning along the way.
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