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Agent Memory provides a structured framework for Claude to store and retrieve long-term project context within a dedicated local directory. By utilizing a categorized folder structure and summary-first frontmatter, it enables efficient search and recall of complex problem-solving patterns, research discoveries, and architectural rationales that would otherwise be lost between conversations. This skill transforms Claude from a session-based assistant into a continuous collaborator that builds a project-specific knowledge base, ensuring seamless context transitions and more informed decision-making throughout the development lifecycle.