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This skill enables Claude to maintain a long-term memory of codebase insights and project evolution by integrating with the nb note-taking system. It allows for the proactive capture of root-cause analyses after bug fixes, documentation of architectural patterns, and tracking of deferred technical debt that shouldn't clutter the active task list. By maintaining a dedicated notebook for session insights while having read access to broader project notes, it ensures that valuable context, user preferences, and implementation patterns are preserved and easily retrievable in future sessions.