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Autonomous AI agents offer powerful capabilities but carry inherent risks, as demonstrated by incidents of accidental data deletion or security bypasses. Agent Polis Impact Preview acts as a crucial safeguard, functioning like a 'Terraform plan' for AI agent actions. It intercepts proposed operations, analyzes their potential impact, generates a clear diff preview of intended changes, and presents them for human approval. This system ensures that no AI agent action is executed without explicit human consent, mitigating risks and building trust in autonomous AI workflows.