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cs.AI 1

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2026 1

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SimpleMem: Efficient Lifelong Memory for LLM Agents

cs.AI · 2026-01-05 · unverdicted · novelty 5.0

SimpleMem proposes semantic structured compression, online synthesis, and intent-aware retrieval to create efficient lifelong memory for LLM agents, reporting 26.4% F1 gains and up to 30x lower token use on LoCoMo benchmarks.

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  • SimpleMem: Efficient Lifelong Memory for LLM Agents cs.AI · 2026-01-05 · unverdicted · none · ref 8

    SimpleMem proposes semantic structured compression, online synthesis, and intent-aware retrieval to create efficient lifelong memory for LLM agents, reporting 26.4% F1 gains and up to 30x lower token use on LoCoMo benchmarks.