Data Party THU
Aug 11, 2026 · Artificial Intelligence
DecentMem’s Dual‑Pool Memory Cuts Token Usage by Almost 50%
The article analyzes the limitations of a shared memory pool in large‑language‑model multi‑agent systems and presents DecentMem, a decentralized dual‑pool architecture with an online router that balances exploitation and exploration, achieving up to 23.8% higher accuracy, 49% token reduction, and 2.5× faster evolution across several benchmarks.
DecentMemdual‑pool memorymulti‑agent LLM
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