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Long-term memory store for the agent. Use proactively to remember user preferences, project decisions, important context, and lessons learned across sessions. Save durable knowledge (a decision, a preference, a fact) instead of chat ephemera. Search before answering questions about prior work. Do NOT save transient things (in-flight calculations, one-off lookups) — use working memory for those. Never create folders; use