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DecentMem

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DeepHub IMBA
DeepHub IMBA
Jul 23, 2026 · Artificial Intelligence

DecentMem Dual-Pool Memory Halves Token Use and Boosts Collaboration

DecentMem replaces the shared memory of large‑language‑model multi‑agent systems with a decentralized dual‑pool design—an exploitation pool for proven strategies and an exploration pool for novel ideas—driven by an online router, achieving up to 49% token savings, 23.8% accuracy gains and faster self‑evolution.

DecentMemLLM-as-judgedual-pool memory
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DecentMem Dual-Pool Memory Halves Token Use and Boosts Collaboration