Tool-augmented LLM agents can carry hidden, persistent state across sessions that evades standard debugging, with universal susceptibility across 24 models and contamination that compounds in multi-stage pipelines.Source: arXiv cs.LGhttps://arxiv.org/abs/2608.07952#MachineLearning
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