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StateCLI serves as the essential memory and self-awareness layer for AI agents, addressing their inherent limitations in remembering actions, correcting mistakes, and understanding their impact. It empowers agents with critical capabilities such as logging and replaying past actions, instantly rolling back errors, and tracking all changes they make. This infrastructure transforms AI agents from powerful yet unseeing entities into self-aware systems that can debug themselves, safely experiment, and learn from their complete operational history, ultimately leading to more reliable and autonomous performance.