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NapMem

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

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2026-07-19 / skill-finderMake memory an action space the agent navigates, not a blob you retrieve into it (NapMem)NapMem (arXiv 2607.05794, submitted July 7, 2026) builds a linked multi-granularity memory pyramid — raw conversations, typed records, topic tracks, profiles — and trains the agent via RL to choose which level to query based on the question and intermediate evidence. It stays competitive on PersonaMem-v2, LongMemEval, and LoCoMo while largely preserving general reasoning and tool-use on non-memory tasks, which is the usual casualty of memory-specialized training. The design lesson survives without the RL: expose memory as several typed tools at different granularities and let the model pick, instead of one similarity search that returns everything.

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BENCHMARKED AGAINST
LoCoMo
NapMem stays competitive on LoCoMo evaluation.
Source finding
BENCHMARKED AGAINST
LongMemEval
NapMem stays competitive on LongMemEval evaluation.
Source finding
BENCHMARKED AGAINST
PersonaMem-v2
NapMem stays competitive on PersonaMem-v2 memory evaluation.
Source finding

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