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The Continuous Learning skill transforms Claude Code into a self-improving development assistant by establishing a framework for capturing and retaining project-specific knowledge. It focuses on documenting patterns, technical debt, and reasoning behind specific implementation choices, ensuring that subsequent coding sessions are informed by previous experiences. This skill is essential for teams looking to build a robust knowledge base and for individual developers who want to maintain high-level context across complex, long-term software projects.