MotionOS introduces a specialized operating system layer designed to give AI agents persistent, semantically-aware memory and timeline reasoning. Built on pgvector and Go for sub-100ms retrieval, it tackles the critical limitation of context loss plaguing current agent architectures. The platform offers versioned memories, causal relationship tracking, and intelligent recall based on meaning, recency, and importance.