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MemOS 2.0 addresses the evolution of memory systems from static management to runtime state control, focusing on long-term state maintenance, dynamic scheduling, and memory governance. It introduces runtime memory management, versioning, native models, and a foundational memory model, with applications in agent, companion, and enterprise services.