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persistent memory

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RESEARCH · 1 SOURCE · arXiv cs.AI

arXiv paper 'Memory Is a Derivation' (v1) introduces DerivAudit to audit LLM agent memories

The new arXiv preprint 'Memory Is a Derivation' (arXiv:2609.36130v1) identifies a derivation problem for long-running LLM agents whose persistent memories compress past interactions, formalizing three requirements (evidence scope, compositional validity, admission reliability) and introducing DerivAudit to test whether a stored memory is actually supported by the history available at write time. Audits on two memory corpora show that expanding pre-write history recovers support for nearly 60% of memories that appear unsupported from citations alone, 17–21% remain unsupported after expansion, and broader evidence can worsen admission reliability on some model backbones.

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