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arXiv: cs.AI preprintsInternational5 November 2026

Do agents need to sleep?

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arXiv:2611.02216v2 Announce Type: cross Abstract: LLM-based agents, which increasingly operate persistently across sessions and accumulate memory through interaction, already exhibit the familiar symptoms of unchecked plasticity: semantic drift, degraded retrieval precision, propagation of stored errors, and saturation of memory capacity. Drawing on the selectionist "ringing, resonance and renormalization" (RRR) account of sleep, we propose that each of its three phases maps onto an operation feasible in digital memory architectures. Engineers building stateful agents, meanwhile, are independe
Source: arXiv: cs.AI preprints

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