AI systems can fail in ways that normal software usually doesn’t. A model can return sensitive information, an agent can call the wrong tool, a prompt can behave differently with a small input change, or AI-generated code can connect to services it was never meant to touch. Teams need a safe place to test before anything reaches production. The same isolation principles behind a sandbox…