Agentic Muscle Memory is a self-evolving framework enabling agents to transform repeating patterns of work into permanent, high-quality skills. By mimicking the human process of building muscle memory through repetition, the framework ensures that once a complex task is solved twice, it becomes a reusable, audited, and standardized capability.