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Agent Memory enables Claude to maintain continuity by saving important discoveries, architectural decisions, and project states in a structured markdown format. By utilizing a dedicated directory and standardized frontmatter, this skill allows the AI to proactively record non-obvious patterns and retrieve them later using keyword or tag-based searches. It is particularly useful for developers and marketers who need to preserve context across long-running projects, ensuring that hard-won insights and next steps are never lost between conversations.