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The learn skill enables Claude to evolve by updating its own plugin definitions—including agents, skills, and commands—based on conversation history and direct user feedback. When an agent misbehaves or a skill fails to trigger correctly, this tool analyzes the root cause, modifies the source files in the fx-cc marketplace, and synchronizes those changes with the Claude Code cache for immediate application. It provides a structured workflow for the continuous improvement of AI workflows, ensuring that once a mistake is identified and corrected, the fix is persisted across future sessions while maintaining human oversight through mandatory manual Git reviews.
