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AI Agents running autonomously can burn thousands of dollars overnight in infinite loops. This article explains three safety defenses—Reflection Loop, Human-in-the-Loop, and Guardrail—to help developers build controllable, recoverable Agent systems that prevent budget overruns and prompt injection attacks.