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Punleuk Oum

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#artificial intelligence Preprint Sep 2026

Memory as Middleware for Self-Improving AI Agents

AI agents are stateless across sessions by default and therefore operationally amnesic: each session begins with little durable knowledge of prior failures, repairs, preferences, or successful strategies. As a result, agents repeat the same mistakes and discard hard-won experience. The dominant fix is \emph{bespoke mem...

K. Jayaram, Vatche Isahagian, Vinod Muthusamy et al. · 0 citations

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