Design Philosophy of Modular Memory Systems
MemOS' MemCube architecture utilizes a microkernel design concept that decouples the memory system into three pluggable components:
- Memory encoder: supports three encoding modes: text/timing/logic
- Memory indexer: realizing a hybrid FAISS-based retrieval scheme
- Memory Interpreter: providing visual analysis of memory traceability
A/B testing of the architecture in an e-commerce recommendation scenario showed an increase in product recall of 421 TP3T. its technical highlights include:
- Supports automatic splicing and reorganization of memory fragments
- Attenuation factor configuration to provide memory strength
- Toward a topological analysis of memory associativity
Developers can quickly access it via RESTful API or Python SDK, with an average integration cycle time of just 2.3 man-days.
This answer comes from the articleMemOS: An Open Source System for Enhancing the Memory Capacity of Large Language ModelsThe
May not be reproduced without permission:AI productivity tools " MemCube architecture is the core technology that supports multiple types of memory management
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