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Selective Memory Retention for Long-Horizon LLM Agents

arXiv cs.AI · 2d ago Cached

This paper presents TraceRetain, a lightweight framework for bounded external memory in frozen LLM agents, demonstrating that selective retention differentiates from cache heuristics primarily when memory streams contain noise, offering task-success and efficiency benefits.

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