BREAKING
SimpleMem: Lifelong Memory for LLM Agents
0
x
fewer tokens
0
%
avg F1 gain
0
%
faster retrieval
Three-Stage Memory Pipeline
1
Structured compression
↓
2
Semantic synthesis
↓
3
Intent-aware retrieval
SimpleMem 43.24 vs Mem0 34.20
SimpleMem
43.24
Mem0
34.2
Extensions Beyond the Base Model
Omni-SimpleMem
multimodal
●
Image, audio, video
●
LoCoMo F1 0.613 (+47%)
EvolveMem
self-evolving
●
LoCoMo +25.7%
●
MemBench +18.9%
Real-World Validation Still Ahead
AI NEWS BLITZ
An open-source framework gives LLM agents lifelong memory while slashing token use.