SimpleMem addresses the challenge of efficient long-term memory for LLM agents through a three-stage pipeline grounded in Semantic Lossless Compression. It maximizes information density and token utilization, achieving superior F1 scores with minimal token cost.
an experiment with Google Bard AI, utilizing a Knowledge Graph for semantic compression to improve language model integration and narrative continuity in fiction.
