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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?
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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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