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For knowledge workers leveraging advanced AI daily, opening a blank prompt window has traditionally mirrored onboarding an amnesic collaborator, requiring the constant re-injection of system rules, role definitions, and project context. The arrival of cross-session memory fundamentally dismantles this cognitive friction, elevating the AI from a stateless query resolver to a cumulative collaborative partner.