Evaluating Memory Frameworks: File, Vector, Graph, and RL Approaches
The evaluation shows that structured memory systems outperform file-based ones in accuracy and token cost.
An AI agent that only remembers within a single conversation highlights the limitations of short-term memory systems. Modern memory systems can be categorized into three main forms: file-based, structured, and experience-based. This evaluation aims to determine which memory structure performs better, revealing that structured memory outperforms file-based memory in terms of accuracy and cost.