显式且与模态无关的记忆系统，为多智能体AI系统跨异构输入存储信息
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模式： 无需僵化模式即可存储异构信息的显式、跨模态记忆系统
原因： 灵活的内容存储、跨模态发现、自适应组织、自发的内容关联
关键洞察： 多模态嵌入 + 无模式存储 + 上下文元数据 → 自适应跨模态记忆
Modality-general memory system for heterogeneous inputs
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Core Principle: Modality-agnostic memory system that stores and retrieves heterogeneous information through unified embeddings and cross-modal associations.
Key Mechanisms: Universal encoding for all modalities, semantic embedding generation, similarity-based retrieval, automatic association discovery, and adaptive compression.
Modality Support: Text, images, audio, video, code, structured data, and mixed-modality content with seamless cross-modal querying.
Benefits: Unified memory interface, efficient heterogeneous storage, context-aware retrieval, and emergent cross-modal relationships.
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