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The manage-lessons skill for Claude Code, part of the Plan Marshall orchestration layer, provides a structured framework for documenting and retrieving insights gained during development. It enables developers and AI assistants to record bugs, anti-patterns, and improvements as markdown files with searchable metadata, ensuring that valuable knowledge is preserved globally across sessions. By integrating directly with execution workflows, it automates the capture of error contexts and solutions, turning technical debt and mistakes into a persistent, actionable knowledge base for future tasks.