Human-in-the-loop mastery

In production, you would not use input(). Instead: (1) webhook callbacks that notify a human via Slack/email, (2) a web UI with approve/deny buttons, (3) a queue system where the agent pauses until approved. The pattern is the same (pause, review, decide) but the interface is different.

Production hitl architecture

Ordering exercise: Implementing a Safety-first agent

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Checkpoint: Human-in-the-loop checkpoint

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