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4. Giving an agent hands

Sandbox

A sealed practice environment with real behavior and no real consequences — fake data, no live customers. Also: the restricted bubble an agent runs inside so it can't touch what it shouldn't.

Why it matters: agents make mistakes while learning a task, and you want those mistakes to be free. Never point a new agent workflow at production first.