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The Semantic Memory Search skill empowers Claude with a long-term project memory, allowing it to surface relevant context from previous interactions and milestones. By leveraging the Engram plugin, it performs semantic queries to pinpoint specific architectural decisions, bug fixes, and development patterns that might otherwise be lost between sessions. This is essential for maintaining institutional knowledge and continuity in complex, long-running software projects.